Aug 17.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = []\n",
    "Y = []\n",
    "for _ in range(1, 100):\n",
    "    x1 = random.random()\n",
    "    x2 = random.random()\n",
    "    y = 100*x1 + 300*x2 + 67 + 5*random.random() - 5*random.random()\n",
    "    X.append((x1, x2))\n",
    "    Y.append(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0.31833558277817975, 0.5691269510894333),\n",
       " (0.9493637957307749, 0.35733525391070453),\n",
       " (0.40134330329217116, 0.13929993237446348),\n",
       " (0.5899000492835015, 0.6382341911594056),\n",
       " (0.48336227442256174, 0.8673264759943737),\n",
       " (0.6355446068229215, 0.7323525656019123),\n",
       " (0.7761146121588935, 0.14187507512595765),\n",
       " (0.34066969022727855, 0.6700913422860234),\n",
       " (0.004782915176726132, 0.6248893096215928),\n",
       " (0.5798074486187915, 0.3612330583660648),\n",
       " (0.23418735939961044, 0.7457768586546899),\n",
       " (0.5309651544804701, 0.7835282980529757),\n",
       " (0.8270638696009243, 0.5074273760259798),\n",
       " (0.7263428058010922, 0.4106949716645334),\n",
       " (0.5510738489275373, 0.9714876603169781),\n",
       " (0.21543566593217145, 0.26769151892308785),\n",
       " (0.0986441682485143, 0.23997096126515005),\n",
       " (0.6398893634317092, 0.1408268155373128),\n",
       " (0.50454819005972, 0.7336829304545619),\n",
       " (0.42286419533112196, 0.6085625838303932),\n",
       " (0.9424110103595827, 0.8199683583256906),\n",
       " (0.6439106263460905, 0.6009360131318872),\n",
       " (0.5188845320878241, 0.5634659075688008),\n",
       " (0.923523354827954, 0.8696338724922126),\n",
       " (0.6887048472043542, 0.4327172907909247),\n",
       " (0.4088062564978141, 0.2823816567726377),\n",
       " (0.05159649107957087, 0.35309442409420566),\n",
       " (0.6628076490992502, 0.16820243771850174),\n",
       " (0.531780378897744, 0.09719152680323473),\n",
       " (0.6192826294270163, 0.41328298348590164),\n",
       " (0.8707897819525389, 0.18440875846907334),\n",
       " (0.3134562878266405, 0.3566382354707265),\n",
       " (0.1373388435892413, 0.3008376300259571),\n",
       " (0.353055401494622, 0.3354091646999525),\n",
       " (0.9725406048776903, 0.6514134820167946),\n",
       " (0.42549599603620536, 0.8721425659153819),\n",
       " (0.6377987826523078, 0.9437358617871554),\n",
       " (0.37692828200186257, 0.6036850852919565),\n",
       " (0.7758541739424992, 0.5611839669480422),\n",
       " (0.14906049804546007, 0.7526488441000853),\n",
       " (0.03975234315405718, 0.13582622487493534),\n",
       " (0.6283227526897132, 0.3946925966946887),\n",
       " (0.4629405772544207, 0.9017395095243056),\n",
       " (0.2654730424823595, 0.06485576105014912),\n",
       " (0.9854778743448889, 0.510225773330008),\n",
       " (0.12640034296985003, 0.747574959176255),\n",
       " (0.7317711522857042, 0.044586048080049845),\n",
       " (0.42590601696640895, 0.32771877300374397),\n",
       " (0.9340063255526705, 0.5329417357754708),\n",
       " (0.9314422795539598, 0.5356886992610581),\n",
       " (0.5715782429132098, 0.5629661794351082),\n",
       " (0.7687545614862273, 0.8395394815060291),\n",
       " (0.9654026201914143, 0.4337905073917846),\n",
       " (0.9499439026007763, 0.5283179936590333),\n",
       " (0.2053235060234575, 0.4419600216609213),\n",
       " (0.9389148415386247, 0.2734553817572408),\n",
       " (0.5539859313192647, 0.8667323970448462),\n",
       " (0.23541906655371503, 0.4750667646342497),\n",
       " (0.9086810453023069, 0.32623651166076995),\n",
       " (0.8686105550127496, 0.9583949215463332),\n",
       " (0.8302781586083304, 0.3906178506400716),\n",
       " (0.05686440061959441, 0.013567172003010164),\n",
       " (0.6555561880768286, 0.6030758290195811),\n",
       " (0.8955672755615223, 0.38538441444845417),\n",
       " (0.6417513778838002, 0.2959122239022085),\n",
       " (0.9961076678709647, 0.15392898404056987),\n",
       " (0.19366548413627094, 0.6735078054685641),\n",
       " (0.9435496365112703, 0.4389532246903295),\n",
       " (0.6386981563482736, 0.2485230985024638),\n",
       " (0.926054665193427, 0.23549815055113266),\n",
       " (0.3858284392743757, 0.7567782695764705),\n",
       " (0.4054764486971997, 0.6461498633220207),\n",
       " (0.2053832856255431, 0.5845291958194733),\n",
       " (0.9515929656929982, 0.35414721571091823),\n",
       " (0.6885653281110642, 0.5347843652627526),\n",
       " (0.6737638789699656, 0.5563130758726628),\n",
       " (0.39354840885037523, 0.5416571270110222),\n",
       " (0.5817670621151038, 0.27147527703047714),\n",
       " (0.46069711842915173, 0.6163587706459762),\n",
       " (0.7081072166719118, 0.0777863643817931),\n",
       " (0.7746130900686853, 0.5979557779627456),\n",
       " (0.07629367475318649, 0.33561431735201097),\n",
       " (0.4303644344576324, 0.7472544928527031),\n",
       " (0.9928171438153958, 0.9078975046523249),\n",
       " (0.9587578203251823, 0.4475786133996714),\n",
       " (0.27362954095786773, 0.6764184371634965),\n",
       " (0.7166845937480723, 0.46569808566072846),\n",
       " (0.02345261631454909, 0.41771648440479436),\n",
       " (0.7549225119438588, 0.48339946897005825),\n",
       " (0.6375675233909317, 0.21862233102777673),\n",
       " (0.6554227738672151, 0.33476693135486735),\n",
       " (0.32094313013241915, 0.8059054756389805),\n",
       " (0.1587820654242159, 0.5519845865626749),\n",
       " (0.748036227005547, 0.6811809993982443),\n",
       " (0.6174110083893353, 0.6464990243428704),\n",
       " (0.03589408530556959, 0.5444208548858601),\n",
       " (0.4392391340201457, 0.3812448717220629),\n",
       " (0.4736121723740425, 0.3744894026551979),\n",
       " (0.7415273051096462, 0.0468819575045375)]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.31833558277817975, 0.5691269510894333)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "270.19886343399656"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y[0]"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "X1 = []\n",
    "X2 = []\n",
    "for x1, x2 in X:\n",
    "    X1.append(x1)\n",
    "    X2.append(x2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "X1 = list(map(lambda x: x[0], X))\n",
    "X2 = list(map(lambda x: x[1], X))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f052fc89518>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X1, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f052fb360b8>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X2, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sqloss2(weights):\n",
    "    w0, w1, w2  = weights\n",
    "    totalsqerror = 0\n",
    "    for i, (x1, x2) in enumerate(X):\n",
    "        predictedy = w0 + x1*w1 + x2*w2\n",
    "        actualy = Y[i]\n",
    "        error = actualy - predictedy\n",
    "        totalsqerror += error * error\n",
    "    return totalsqerror"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sqloss3(weights):\n",
    "    w0, w1, w2, w3  = weights\n",
    "    totalsqerror = 0\n",
    "    for i, (x1, x2, x3) in enumerate(X):\n",
    "        predictedy = w0 + x1*w1 + x2*w2 + w3*x3\n",
    "        actualy = Y[i]\n",
    "        error = actualy - predictedy\n",
    "        totalsqerror += error * error\n",
    "    return totalsqerror"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sqloss(weights, X, Y):\n",
    "#     w0, w1, w2, w3  = weights\n",
    "    totalsqerror = 0\n",
    "    for i, x in enumerate(X):\n",
    "        #predictedy = w[0] + x[0]*w[1] + x[1]*w[2] + x[2]*w[3]\n",
    "        predictedy = weights[0]\n",
    "        for j, col in enumerate(x):\n",
    "            predictedy +=  x[j]*weights[j+1]\n",
    "        actualy = Y[i]\n",
    "        error = actualy - predictedy\n",
    "        totalsqerror += error * error\n",
    "    return totalsqerror"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.31833558277817975, 0.5691269510894333)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7608611.009928452"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sqloss([1, 2, 3], X, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7608558.2179576615"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sqloss([1.001, 2, 3], X, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7141501.381837836"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sqloss([10, 2, 3], X, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7608579.928753238"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sqloss([1, 2.001, 3], X, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7608581.760277498"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sqloss([1, 2, 3.001], X, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5894372.762828708"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sqloss([10, 20, 30], X, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5894368.123799695"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sqloss([10.0001, 20, 30], X, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5894370.04106647"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sqloss([10, 20.0001, 30], X, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def diffp(sqloss, weights, X, Y, idx):\n",
    "    delta = 0.00000001\n",
    "    weights = weights.copy()\n",
    "    prevLoss = sqloss(weights, X, Y)\n",
    "    weights[idx] += delta\n",
    "    newLoss = sqloss(weights, X, Y)\n",
    "    difference_loss = (newLoss - prevLoss)\n",
    "    return difference_loss / delta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-52792.0201420784"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diffp(sqloss, [1,2,3], X, Y, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-31081.30767941475"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diffp(sqloss, [1,2,3], X, Y, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-29249.30304288864"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diffp(sqloss, [1,2,3], X, Y, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "# m = random.random()\n",
    "# c = random.random()\n",
    "weights = []\n",
    "for i in range(len(X[0]) + 1):\n",
    "    weights.append(random.random())\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.3134873095371873, 0.11255986853945898, 0.1978391890243415]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(99, 99)"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(X), len(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 Current Loss:  42268.90428911234 [117.75362049047212, 86.38646475836147, 216.00400731473385]\n",
      "1 Current Loss:  41553.21606825623 [117.36626014862517, 86.39199812412706, 216.75819888401932]\n",
      "2 Current Loss:  40850.18675214013 [116.98163920481997, 86.39898013305363, 217.50531603971652]\n",
      "3 Current Loss:  40159.582728086214 [116.59974892790737, 86.40738604688529, 218.2454315414016]\n",
      "4 Current Loss:  39481.170929937 [116.22057403837638, 86.41718530660008, 218.9786196038422]\n",
      "5 Current Loss:  38814.72758874178 [115.84409052556688, 86.42833934962262, 219.7049428002738]\n",
      "6 Current Loss:  38160.030729323225 [115.4702903859255, 86.44082489288856, 220.42447461786836]\n",
      "7 Current Loss:  37516.86338286724 [115.09914451562176, 86.4546041014183, 221.13727617466978]\n",
      "8 Current Loss:  36885.013196403546 [114.73064782148535, 86.46965587493476, 221.84341950265846]\n",
      "9 Current Loss:  36264.27296491051 [114.36477774804766, 86.48594237845835, 222.54296571987837]\n",
      "10 Current Loss:  35654.43388786832 [114.0015190157977, 86.50344105652046, 223.23598685830987]\n",
      "11 Current Loss:  35055.299116773094 [113.6408541624372, 86.52211989490759, 223.92254185320965]\n",
      "12 Current Loss:  34466.66924098518 [113.28277009124244, 86.54195051738505, 224.6027005537708]\n",
      "13 Current Loss:  33888.35418710321 [112.92725006751093, 86.56291109607999, 225.27652189525]\n",
      "14 Current Loss:  33320.16195462356 [112.57427735654014, 86.58497107197043, 225.9440728164573]\n",
      "15 Current Loss:  32761.90972169533 [112.22383304084028, 86.6081035240132, 226.60541006986207]\n",
      "16 Current Loss:  32213.412470611333 [111.87590802546433, 86.63228735193123, 227.26060350465744]\n",
      "17 Current Loss:  31674.49428119048 [111.5304775721564, 86.65749163290464, 227.9097058715361]\n",
      "18 Current Loss:  31144.97937438982 [111.18753113077796, 86.68369344766695, 228.5527815627229]\n",
      "19 Current Loss:  30624.697093275186 [110.84704869244555, 86.71086878555805, 229.18988660309154]\n",
      "20 Current Loss:  30113.478324563726 [110.50901861562701, 86.73899472731144, 229.82108356587744]\n",
      "21 Current Loss:  29611.15924473451 [110.1734227104283, 86.76804580707547, 230.4464277483585]\n",
      "22 Current Loss:  29117.578282775135 [109.84024678873206, 86.79799765039213, 231.06597735819562]\n",
      "23 Current Loss:  28632.575583989303 [109.50947884520824, 86.82883170356952, 231.6797931496349]\n",
      "24 Current Loss:  28155.99549756829 [109.18109632438822, 86.86051922657505, 232.28792823716688]\n",
      "25 Current Loss:  27687.687056286835 [108.85508685714407, 86.89304275711045, 232.8904371904737]\n",
      "26 Current Loss:  27227.499733704688 [108.53143225358176, 86.92637755691983, 233.48737530683323]\n",
      "27 Current Loss:  26775.28658603723 [108.21012232736061, 86.96050579990704, 234.0788000663106]\n",
      "28 Current Loss:  26330.903346963267 [107.89113706959719, 86.99540529440135, 234.66476349200278]\n",
      "29 Current Loss:  25894.2084945641 [107.57446593015297, 87.03105748671085, 235.24532197258125]\n",
      "30 Current Loss:  25465.06404413592 [107.2600907191339, 87.06743763857965, 235.82052607595145]\n",
      "31 Current Loss:  25043.333920989702 [106.94799688462476, 87.10452865150735, 236.39042855280607]\n",
      "32 Current Loss:  24628.885605170242 [106.63816805572091, 87.14230760622748, 236.95507924345478]\n",
      "33 Current Loss:  24221.587162012012 [106.3305922270923, 87.1807599508248, 237.51453271757967]\n",
      "34 Current Loss:  23821.30973100717 [106.02525375543004, 87.2198667678095, 238.06884027068193]\n",
      "35 Current Loss:  23427.92850700843 [105.72213772502104, 87.25960659310665, 238.6180502878797]\n",
      "36 Current Loss:  23041.31956421329 [105.42122849255642, 87.29996232821584, 239.16221260948262]\n",
      "37 Current Loss:  22661.362575775584 [105.1225107785252, 87.34091505564727, 239.7013745292152]\n",
      "38 Current Loss:  22287.937734455805 [104.82597403278882, 87.38244949588996, 240.23558843397225]\n",
      "39 Current Loss:  21920.929470399606 [104.53160188444267, 87.42454745904986, 240.764899434691]\n",
      "40 Current Loss:  21560.221055406124 [104.23938305575243, 87.46719475700964, 241.28936100965987]\n",
      "41 Current Loss:  21205.702629953303 [103.94929644644102, 87.51037174468372, 241.80901208525214]\n",
      "42 Current Loss:  20857.262110924734 [103.66133150636992, 87.55406168736961, 242.3239050483626]\n",
      "43 Current Loss:  20514.792940154228 [103.37547404742176, 87.59825039694995, 242.8340828271412]\n",
      "44 Current Loss:  20178.188122491425 [103.09171242806437, 87.64292259391375, 243.33959417050394]\n",
      "45 Current Loss:  19847.34341928259 [102.81002700321218, 87.6880597245691, 243.84048164280287]\n",
      "46 Current Loss:  19522.155850895713 [102.5304064951309, 87.73364905599017, 244.33679290156036]\n",
      "47 Current Loss:  19202.52702395059 [102.2528363519053, 87.77967640005961, 244.82856796454328]\n",
      "48 Current Loss:  18888.35753098 [101.9773049320032, 87.82612465827704, 245.31585412547614]\n",
      "49 Current Loss:  18579.551783356135 [101.70379804730723, 87.87297891492933, 245.79869249351944]\n",
      "50 Current Loss:  18276.013563167384 [101.43230114590219, 87.9202278922822, 246.2771281796104]\n",
      "51 Current Loss:  17977.650931303884 [101.16280149486224, 87.9678570384204, 246.75120192911166]\n",
      "52 Current Loss:  17684.370415114503 [100.89528672505944, 88.01585653080117, 247.22096067194983]\n",
      "53 Current Loss:  17396.084750594382 [100.6297415569828, 88.06420854332835, 247.6864404241151]\n",
      "54 Current Loss:  17112.70616007956 [100.36615325770649, 88.11289997927823, 248.14768229476798]\n",
      "55 Current Loss:  16834.145992262438 [100.10450800291105, 88.16192174370379, 248.6047313948457]\n",
      "56 Current Loss:  16560.32115395179 [99.84479305967065, 88.21125710190252, 249.05762519552994]\n",
      "57 Current Loss:  16291.148204182959 [99.58699605885735, 88.26089550373588, 249.50640444218337]\n",
      "58 Current Loss:  16026.545506580032 [99.33110172096016, 88.31082494387381, 249.95110733358345]\n",
      "59 Current Loss:  15766.433446888672 [99.07709985963842, 88.36103378078413, 250.39177334180025]\n",
      "60 Current Loss:  15510.73193928092 [98.82497537728008, 88.41151128242934, 250.82844303029745]\n",
      "61 Current Loss:  15259.364871970149 [98.5747177237466, 88.46224417018682, 251.26115368835784]\n",
      "62 Current Loss:  15012.255953949334 [98.32631198332487, 88.5132222577159, 251.68994296906206]\n",
      "63 Current Loss:  14769.331024252084 [98.079745604988, 88.5644335396865, 252.11484797979395]\n",
      "64 Current Loss:  14530.516302957356 [97.83500603770912, 88.61586692026329, 252.53590764692674]\n",
      "65 Current Loss:  14295.740961677184 [97.59208200375392, 88.66751385019604, 252.95315707695593]\n",
      "66 Current Loss:  14064.934528094445 [97.35096131589339, 88.71936323364942, 253.36663301346746]\n",
      "67 Current Loss:  13838.027224889129 [97.11163105930277, 88.77140615757533, 253.77637256384517]\n",
      "68 Current Loss:  13614.951849683703 [96.874079228652, 88.82363243563312, 254.18240992508984]\n",
      "69 Current Loss:  13395.641524050092 [96.63829181772266, 88.87603006249272, 254.58478020369697]\n",
      "70 Current Loss:  13180.030404478508 [96.4042577306794, 88.92859103460076, 254.9835197794546]\n",
      "71 Current Loss:  12968.054423464886 [96.17196478029322, 88.98130643890916, 255.37866266746462]\n",
      "72 Current Loss:  12759.65021983579 [95.94139968794147, 89.0341644519868, 255.77024342852567]\n",
      "73 Current Loss:  12554.756944800994 [95.71255263108137, 89.08715961686546, 256.1582938949523]\n",
      "74 Current Loss:  12353.312738706241 [95.48541215007967, 89.14028229290132, 256.54285062843155]\n",
      "75 Current Loss:  12155.25774117652 [95.25996496631373, 89.1935222937537, 256.9239465526716]\n",
      "76 Current Loss:  11960.53378222369 [95.03619889255455, 89.24687161586924, 257.30161295429025]\n",
      "77 Current Loss:  11769.083174357775 [94.81410265106783, 89.30032261949243, 257.67588275699563]\n",
      "78 Current Loss:  11580.848986069052 [94.59366460032138, 89.35386784676673, 258.0467890663949]\n",
      "79 Current Loss:  11395.776056779148 [94.3748734625809, 89.40749874844194, 258.4143629872069]\n",
      "80 Current Loss:  11213.809682960702 [94.1577175963142, 89.46120677526785, 258.7786365336451]\n",
      "81 Current Loss:  11034.896626398771 [93.94218481429229, 89.51498337799428, 259.1396397190347]\n",
      "82 Current Loss:  10858.98360413766 [93.72826474827556, 89.56882309965302, 259.49740564898275]\n",
      "83 Current Loss:  10686.020037520299 [93.5159464843276, 89.62271830048856, 259.8519621540272]\n",
      "84 Current Loss:  10515.954016879488 [93.30521819901728, 89.67666043125071, 260.20334270357307]\n",
      "85 Current Loss:  10348.736334188108 [93.09606897840817, 89.73064367117338, 260.5515754919561]\n",
      "86 Current Loss:  10184.318507907168 [92.88848699906916, 89.7846627451873, 260.8966881678152]\n",
      "87 Current Loss:  10022.65132603926 [92.68246189276064, 89.83870983163804, 261.23871401865654]\n",
      "88 Current Loss:  9863.688028909999 [92.47798292744514, 89.89277674507328, 261.5776812388158]\n",
      "89 Current Loss:  9707.382461074849 [92.27503664260107, 89.94685857422162, 261.9136162036393]\n",
      "90 Current Loss:  9553.688898535403 [92.07361594416975, 90.0009491345191, 262.2465501997449]\n",
      "91 Current Loss:  9402.563041831687 [91.873709190619, 90.05504224140175, 262.57650960247884]\n",
      "92 Current Loss:  9253.96037452971 [91.67530492231558, 90.10913152840665, 262.90352369757056]\n",
      "93 Current Loss:  9107.838031922049 [91.47839204342412, 90.16321062907089, 263.22761904226536]\n",
      "94 Current Loss:  8964.153845894369 [91.28296218659338, 90.21727481402202, 263.5488234671011]\n",
      "95 Current Loss:  8822.865512778477 [91.0890020732007, 90.2713153521109, 263.8671649845146]\n",
      "96 Current Loss:  8683.932384004711 [90.89650279019801, 90.3253302424492, 264.1826699698522]\n",
      "97 Current Loss:  8547.314610718406 [90.70545269605313, 90.37931293667505, 264.49536334326876]\n",
      "98 Current Loss:  8412.972426188513 [90.51584269581903, 90.43325797782025, 264.80527311720107]\n",
      "99 Current Loss:  8280.866960674624 [90.32766205745824, 90.4871604546134, 265.1124253031976]\n",
      "100 Current Loss:  8150.960489201068 [90.14090168602374, 90.54101509198524, 265.41684518521106]\n",
      "101 Current Loss:  8023.214903696762 [89.95555084947804, 90.59481825195697, 265.71855995713304]\n",
      "102 Current Loss:  7897.594260009362 [89.77159890673315, 90.64856256762148, 266.0175922653816]\n",
      "103 Current Loss:  7774.06187094043 [89.58903758138726, 90.70224621998939, 266.31396957669676]\n",
      "104 Current Loss:  7652.582408839014 [89.40785459526191, 90.75586202405255, 266.60771517414287]\n",
      "105 Current Loss:  7533.121059222378 [89.22804085341008, 90.80940661468055, 266.89885370502634]\n",
      "106 Current Loss:  7415.643797286497 [89.0495868061374, 90.86287617199567, 267.18740872525996]\n",
      "107 Current Loss:  7300.116748541333 [88.87248326754738, 90.91626578472649, 267.4734055187964]\n",
      "108 Current Loss:  7186.506657406133 [88.69672050604672, 90.96957181489422, 267.75686846009376]\n",
      "109 Current Loss:  7074.7812984557495 [88.52228924478945, 91.02278953312641, 268.0378205593679]\n",
      "110 Current Loss:  6964.908593332172 [88.34917784224339, 91.07591539239372, 268.31628437208747]\n",
      "111 Current Loss:  6856.857455180387 [88.17737856770358, 91.12894666421205, 268.5922829084684]\n",
      "112 Current Loss:  6750.596859500517 [88.00688087103148, 91.18187698211848, 268.865839633474]\n",
      "113 Current Loss:  6646.096527351849 [87.8376771124716, 91.23470470902255, 269.13697792111816]\n",
      "114 Current Loss:  6543.326778284569 [87.66975665093591, 91.28742438795605, 269.4057195083242]\n",
      "115 Current Loss:  6442.258517515103 [87.5031103914774, 91.34003429087905, 269.67208585916705]\n",
      "116 Current Loss:  6342.86279826105 [87.33772978484589, 91.39253041601485, 269.9361003476606]\n",
      "117 Current Loss:  6245.111556858244 [87.17360455375123, 91.44490857968783, 270.1977836193346]\n",
      "118 Current Loss:  6148.976841887258 [87.01072660369059, 91.49716659911071, 270.457158502506]\n",
      "119 Current Loss:  6054.431426041348 [86.84908611212117, 91.54930065440574, 270.71424591555297]\n",
      "120 Current Loss:  5961.448884362195 [86.68867498454014, 91.60130828993722, 270.9690660492579]\n",
      "121 Current Loss:  5870.0025843872545 [86.52948421694995, 91.65318623152423, 271.2216410952915]\n",
      "122 Current Loss:  5780.0668822204525 [86.37150416870676, 91.70493120498584, 271.4719905168404]\n",
      "123 Current Loss:  5691.616135714456 [86.21472710910561, 91.75654011804006, 271.7201365055753]\n",
      "124 Current Loss:  5604.6255297629505 [86.05914357940159, 91.80801051505121, 271.9660982518344]\n",
      "125 Current Loss:  5519.07049121682 [85.90474512129398, 91.85934075892881, 272.20989594640014]\n",
      "126 Current Loss:  5434.92690645739 [85.75152282173471, 91.91052784834035, 272.45154941625697]\n",
      "127 Current Loss:  5352.171358780396 [85.5994695866651, 91.96156850910491, 272.69107830649045]\n",
      "128 Current Loss:  5270.780225611814 [85.44857532069395, 92.01245946704155, 272.9285027169335]\n",
      "129 Current Loss:  5190.730622750598 [85.29883256596472, 92.06320072215028, 273.16384211077275]\n",
      "130 Current Loss:  5112.000140771037 [85.15023177278303, 92.1137877269576, 273.3971150417001]\n",
      "131 Current Loss:  5034.56669083286 [85.00276575614075, 92.16421902627197, 273.62834097290215]\n",
      "132 Current Loss:  4958.408644303132 [84.85642487539403, 92.2144921644577, 273.8575374576267]\n",
      "133 Current Loss:  4883.504530193501 [84.71120249123155, 92.2646055953738, 274.0847245047571]\n",
      "134 Current Loss:  4809.833085297296 [84.56709060009993, 92.31455786382874, 274.309921759379]\n",
      "135 Current Loss:  4737.374198168716 [84.42407992515322, 92.36434505899531, 274.5331448648012]\n",
      "136 Current Loss:  4666.107415734724 [84.28216191714122, 92.41396608947987, 274.75441219281674]\n",
      "137 Current Loss:  4596.012714641711 [84.14132957295473, 92.46341940914142, 274.9737426609154]\n",
      "138 Current Loss:  4527.070529338613 [84.00157507093931, 92.51270319899056, 275.1911540042438]\n",
      "139 Current Loss:  4459.261608584672 [83.86289031659211, 92.56181564003789, 275.4066636851003]\n",
      "140 Current Loss:  4392.567141595981 [83.725266578764, 92.61075436759718, 275.62028816533893]\n",
      "141 Current Loss:  4326.968479343334 [83.5886980366889, 92.65951892692108, 275.8320459077022]\n",
      "142 Current Loss:  4262.447258355683 [83.45317523162188, 92.7081068623739, 276.04195346499364]\n",
      "143 Current Loss:  4198.985753855357 [83.31869116045377, 92.75651617306728, 276.25002711716843]\n",
      "144 Current Loss:  4136.565967594428 [83.18523818342905, 92.80474649520336, 276.45628496317113]\n",
      "145 Current Loss:  4075.1708183975456 [83.05280829699436, 92.85279537314644, 276.66074219156326]\n",
      "146 Current Loss:  4014.783158783091 [82.92139427066681, 92.90066221572495, 276.8634156279968]\n",
      "147 Current Loss:  3955.3862042190835 [82.79098878301406, 92.94834529489897, 277.0643217798006]\n",
      "148 Current Loss:  3896.963575108973 [82.6615839214322, 92.99584315547698, 277.2634759264856]\n",
      "149 Current Loss:  3839.498867410832 [82.53317254638782, 93.0431541603685, 277.46089525750176]\n",
      "150 Current Loss:  3782.9761868653404 [82.40574765477172, 93.0902786278967, 277.65659523425893]\n",
      "151 Current Loss:  3727.3799694742565 [82.27930187967681, 93.13721423885006, 277.8505912272176]\n",
      "152 Current Loss:  3672.6948489649535 [82.15382785419601, 93.1839599473097, 278.042898470414]\n",
      "153 Current Loss:  3618.9055390531084 [82.029317392877, 93.23051498020511, 278.23353237978336]\n",
      "154 Current Loss:  3565.99732180347 [81.90576494780211, 93.27687897373842, 278.4225081893619]\n",
      "155 Current Loss:  3513.955525226504 [81.7831628337411, 93.32304960869813, 278.6098411331859]\n",
      "156 Current Loss:  3462.765817407934 [81.66150345641321, 93.36902620296321, 278.79554544484745]\n",
      "157 Current Loss:  3412.413959603171 [81.54078081315342, 93.41480902938208, 278.9796368131301]\n",
      "158 Current Loss:  3362.8863148429728 [81.42098794632724, 93.46039599611693, 279.16212874403027]\n",
      "159 Current Loss:  3314.168837081729 [81.3021173526034, 93.50578692126881, 279.34303729012936]\n",
      "160 Current Loss:  3266.248295687838 [81.18416193792322, 93.55098066796934, 279.5223756391006]\n",
      "161 Current Loss:  3219.1115274447607 [81.0671157450964, 93.59597700884486, 279.70015820643493]\n",
      "162 Current Loss:  3172.745495972871 [80.95097122531692, 93.64077489797644, 279.8763989528761]\n",
      "163 Current Loss:  3127.137534145226 [80.8357228306671, 93.68537378966728, 280.05111202106673]\n",
      "164 Current Loss:  3082.2750830878927 [80.72136251211882, 93.72977236515005, 280.2243105532052]\n",
      "165 Current Loss:  3038.145772288194 [80.6078847217544, 93.77397107917211, 280.3960088738331]\n",
      "166 Current Loss:  2994.737412231805 [80.49528227456571, 93.81796906771349, 280.56622057989625]\n",
      "167 Current Loss:  2952.0381821837273 [80.38354807649407, 93.86176523938055, 280.7349582678962]\n",
      "168 Current Loss:  2910.036404495163 [80.27267671604599, 93.90535945774907, 280.90223558025355]\n",
      "169 Current Loss:  2868.7204046104275 [80.16266205413226, 93.94875226851589, 281.06806652318664]\n",
      "170 Current Loss:  2828.078943402217 [80.05349699669418, 93.99194212554, 281.2324634203487]\n",
      "171 Current Loss:  2788.100872609779 [79.94517526821832, 94.03492902882142, 281.39543918656454]\n",
      "172 Current Loss:  2748.775307310715 [79.8376904112923, 94.07771225076438, 281.55700619096206]\n",
      "173 Current Loss:  2710.091423173455 [79.73103619587741, 94.12029174589414, 281.71717739384076]\n",
      "174 Current Loss:  2672.03854582782 [79.62520643740967, 94.16266715041282, 281.8759659373991]\n",
      "175 Current Loss:  2634.6064773227013 [79.52019545154721, 94.20483837337095, 282.0333831903208]\n",
      "176 Current Loss:  2597.784792248992 [79.41599691730184, 94.24680527834433, 282.18944252217807]\n",
      "177 Current Loss:  2561.563513622374 [79.31260437726118, 94.28856709226245, 282.34415548355355]\n",
      "178 Current Loss:  2525.9327866624967 [79.21001251088123, 94.33012422439795, 282.49753421620153]\n",
      "179 Current Loss:  2490.8828401170263 [79.10821476980013, 94.3714765383266, 282.64959058902787]\n",
      "180 Current Loss:  2456.4041745936556 [79.00720515135285, 94.41262344287686, 282.80033610714054]\n",
      "181 Current Loss:  2422.4872436057067 [78.9069778347733, 94.45356521089714, 282.9497834125159]\n",
      "182 Current Loss:  2389.1228972217646 [78.80752672644698, 94.49430161501375, 283.09794337361564]\n",
      "183 Current Loss:  2356.302029924946 [78.70884700605197, 94.53483260975197, 283.2448282686182]\n",
      "184 Current Loss:  2324.015685381281 [78.61093157952959, 94.57515783131392, 283.39044882956114]\n",
      "185 Current Loss:  2292.2551116435516 [78.51377530823478, 94.6152776889722, 283.5348163796534]\n",
      "186 Current Loss:  2261.0116410589694 [78.41737246235093, 94.65519209177735, 283.67794228757884]\n",
      "187 Current Loss:  2230.276755065837 [78.32171740301087, 94.69490126710305, 283.81983774012224]\n",
      "188 Current Loss:  2200.042153625726 [78.22680440039798, 94.73440494210088, 283.9605133328969]\n",
      "189 Current Loss:  2170.299621349033 [78.13262772469565, 94.77370311677085, 284.099979843415]\n",
      "190 Current Loss:  2141.040953830396 [78.03918228273355, 94.81279642775924, 284.2382490951077]\n",
      "191 Current Loss:  2112.2583851776662 [77.94646239016978, 94.85168455674291, 284.3753304557704]\n",
      "192 Current Loss:  2083.9439962336087 [77.8544619988646, 94.89036759467133, 284.51123488481426]\n",
      "193 Current Loss:  2056.090162718125 [77.76317678871814, 94.92884604176659, 284.64597306880205]\n",
      "194 Current Loss:  2028.6891786745769 [77.67260048421699, 94.96712003445289, 284.7795559216702]\n",
      "195 Current Loss:  2001.7337880395198 [77.58272831051394, 95.00518968641707, 284.91199283395144]\n",
      "196 Current Loss:  1975.2165351391611 [77.49355433315608, 95.04305538419437, 285.04329465137016]\n",
      "197 Current Loss:  1949.1303839361344 [77.40507373182149, 95.08071683219903, 285.1734707871965]\n",
      "198 Current Loss:  1923.46819389055 [77.31728114049142, 95.1181748262389, 285.3025315641953]\n",
      "199 Current Loss:  1898.2230393579714 [77.23017119314713, 95.1554290707282, 285.43048675943464]\n",
      "200 Current Loss:  1873.3880511268937 [77.1437388648304, 95.19248056611112, 285.55734635461886]\n",
      "201 Current Loss:  1848.9565411775134 [77.05797928974457, 95.22932917596343, 285.683120126816]\n",
      "202 Current Loss:  1824.9218784544466 [76.97288685175985, 95.26597512765882, 285.8078175575083]\n",
      "203 Current Loss:  1801.2775820153254 [76.88845682150381, 95.30241892141937, 285.93144821912756]\n",
      "204 Current Loss:  1778.017317205729 [76.80468428770504, 95.33866110294191, 286.0540211156713]\n",
      "205 Current Loss:  1755.1346801764205 [76.7215642481427, 95.37470196781221, 286.1755465926417]\n",
      "206 Current Loss:  1732.6236552388643 [76.63909154143434, 95.41054131139397, 286.2960325853801]\n",
      "207 Current Loss:  1710.4780195697977 [76.55726118809648, 95.44618042971713, 286.4154891665403]\n",
      "208 Current Loss:  1688.6918126680928 [76.47606873160507, 95.48161927730696, 286.53392572665507]\n",
      "209 Current Loss:  1667.2591966499506 [76.39550878320401, 95.51685835438555, 286.65135054212624]\n",
      "210 Current Loss:  1646.1743276702953 [76.31557715921767, 95.55189843402339, 286.7677734127592]\n",
      "211 Current Loss:  1625.431614239931 [76.23626867552625, 95.58673892504892, 286.8832024103194]\n",
      "212 Current Loss:  1605.0254162681808 [76.15757835264625, 95.62138110075473, 286.9976463114308]\n",
      "213 Current Loss:  1584.950279519574 [76.07950227975047, 95.6558252567266, 287.111114006404]\n",
      "214 Current Loss:  1565.2006790885612 [76.00203536366857, 95.69007198413608, 287.2236148175598]\n",
      "215 Current Loss:  1545.7714113369354 [75.92517271586652, 95.7241220333163, 287.33515599811835]\n",
      "216 Current Loss:  1526.6572330463625 [75.8489100844566, 95.75797515415623, 287.4457465748146]\n",
      "217 Current Loss:  1507.852970303549 [75.77324219436954, 95.79163182414057, 287.55539471036354]\n",
      "218 Current Loss:  1489.353591696638 [75.69816581689915, 95.8250933165619, 287.6641091131769]\n",
      "219 Current Loss:  1471.1540719437273 [75.62367540412774, 95.85835992700602, 287.7718978095454]\n",
      "220 Current Loss:  1453.2495579068184 [75.54976693154126, 95.89143183737185, 287.8787689849214]\n",
      "221 Current Loss:  1435.6352247684376 [75.47643614725197, 95.92431020726515, 287.9847307565451]\n",
      "222 Current Loss:  1418.3063496327093 [75.40367804903903, 95.95699521858485, 288.08979071869726]\n",
      "223 Current Loss:  1401.2582645371674 [75.33148868060047, 95.98948759892671, 288.19395714777966]\n",
      "224 Current Loss:  1384.4863531838944 [75.25986349446279, 96.02178784851283, 288.29723813829514]\n",
      "225 Current Loss:  1367.9861887094762 [75.18879851158667, 96.05389664946422, 288.3996409207266]\n",
      "226 Current Loss:  1351.7533332791006 [75.11828888891282, 96.08581422915456, 288.5011729984053]\n",
      "227 Current Loss:  1335.783398736073 [75.04833085203822, 96.1175415425533, 288.6018425340462]\n",
      "228 Current Loss:  1320.0720665692882 [74.97892019454989, 96.14907920356934, 288.70165744025326]\n",
      "229 Current Loss:  1304.6151626419175 [74.91005243718641, 96.1804280534853, 288.80062453823666]\n",
      "230 Current Loss:  1289.4085490209193 [74.84172341900953, 96.21158809230117, 288.89875137680247]\n",
      "231 Current Loss:  1274.4481592120987 [74.7739294565657, 96.2425604114106, 288.9960453683325]\n",
      "232 Current Loss:  1259.7299385287492 [74.70666607059351, 96.27334553377302, 289.0925140388954]\n",
      "233 Current Loss:  1245.2499897330101 [74.63992896373051, 96.30394384592371, 289.18816405053985]\n",
      "234 Current Loss:  1231.0044411835488 [74.57371499821997, 96.33435662115524, 289.2830029065972]\n",
      "235 Current Loss:  1216.989415921505 [74.50801921731576, 96.36458413231601, 289.37703781481287]\n",
      "236 Current Loss:  1203.2012275791794 [74.4428385287359, 96.39462706152706, 289.470275710084]\n",
      "237 Current Loss:  1189.6361645216405 [74.37816827132005, 96.42448586353574, 289.5627233454088]\n",
      "238 Current Loss:  1176.2905600991003 [74.31400471613992, 96.45416190258409, 289.65438792853274]\n",
      "239 Current Loss:  1163.1608785022593 [74.25034429342881, 96.48365536057106, 289.74527630340344]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "240 Current Loss:  1150.2435972957114 [74.1871830923595, 96.51296730615293, 289.8353952002817]\n",
      "241 Current Loss:  1137.5352599351147 [74.12451661093323, 96.54209792122863, 289.92475105384256]\n",
      "242 Current Loss:  1125.0324900824064 [74.06234164318116, 96.57104813803024, 290.01335061708414]\n",
      "243 Current Loss:  1112.7319112868552 [74.00065414185187, 96.59981863867877, 290.10120068847937]\n",
      "244 Current Loss:  1100.6302882460493 [73.9394507872897, 96.62841008255789, 290.1883075208043]\n",
      "245 Current Loss:  1088.7243264078463 [73.8787274867685, 96.65682360653598, 290.2746778897945]\n",
      "246 Current Loss:  1077.0108777900825 [73.8184803521984, 96.68505921061303, 290.3603179345391]\n",
      "247 Current Loss:  1065.486827943898 [73.7587061093985, 96.7131180543948, 290.44523397602643]\n",
      "248 Current Loss:  1054.1490785157243 [73.69940134776365, 96.74100079726493, 290.5294327445172]\n",
      "249 Current Loss:  1042.9945970209844 [73.64056192909297, 96.76870825776867, 290.61292015172694]\n",
      "250 Current Loss:  1032.0204218751126 [73.58218428361974, 96.79624104981492, 290.6957022457955]\n",
      "251 Current Loss:  1021.2236204642884 [73.52426531906198, 96.82360006016104, 290.77778548413517]\n",
      "252 Current Loss:  1010.6013065684209 [73.46680134059747, 96.85078617556435, 290.8591758466737]\n",
      "253 Current Loss:  1000.1506595266382 [73.40978875572213, 96.87779973708537, 290.93987926786394]\n",
      "254 Current Loss:  989.8688848253624 [73.35322391508848, 96.90464176790563, 291.0199015912094]\n",
      "255 Current Loss:  979.7532480715074 [73.29710329440454, 96.93131263182302, 291.099248717057]\n",
      "256 Current Loss:  969.8010434399116 [73.24142393781253, 96.95781364760485, 291.1779267617585]\n",
      "257 Current Loss:  960.0096434146407 [73.18618223007101, 96.98414486072586, 291.255941295969]\n",
      "258 Current Loss:  950.3763859755528 [73.13137474920617, 97.01030784006441, 291.3332984474091]\n",
      "259 Current Loss:  940.8987421949547 [73.07699828924919, 97.0363029380497, 291.41000367304696]\n",
      "260 Current Loss:  931.5741826185765 [73.02304921222125, 97.06213084817144, 291.4860624866942]\n",
      "261 Current Loss:  922.4002307817343 [72.96952424394144, 97.08779243444958, 291.5614803794251]\n",
      "262 Current Loss:  913.3744484125249 [72.91642046265801, 97.11328851542937, 291.63626306968763]\n",
      "263 Current Loss:  904.4944281007646 [72.86373471924557, 97.1386197959692, 291.71041620771757]\n",
      "264 Current Loss:  895.7578036664496 [72.81146337572531, 97.16378706050826, 291.78394497763475]\n",
      "265 Current Loss:  887.1622211229316 [72.75960331707788, 97.18879122990991, 291.85685518883656]\n",
      "266 Current Loss:  878.7054158721319 [72.70815133733444, 97.21363284987099, 291.92915194586203]\n",
      "267 Current Loss:  870.3851582254695 [72.65710432147566, 97.23831260251252, 292.0008403305128]\n",
      "268 Current Loss:  862.1991928138575 [72.60645896121454, 97.26283144280394, 292.0719260043934]\n",
      "269 Current Loss:  854.1453841241816 [72.55621269859725, 97.28719015518443, 292.14241398109334]\n",
      "270 Current Loss:  846.2215974547172 [72.50636191838234, 97.31138934219423, 292.2123090013538]\n",
      "271 Current Loss:  838.4256916232134 [72.45690383524229, 97.33543010659567, 292.2816167608853]\n",
      "272 Current Loss:  830.7556026914662 [72.40783526594564, 97.35931301682292, 292.35034218232795]\n",
      "273 Current Loss:  823.2093019633571 [72.35915336832144, 97.38303899373939, 292.41849022242786]\n",
      "274 Current Loss:  815.7847773379684 [72.31085465218379, 97.40660844661768, 292.486065735613]\n",
      "275 Current Loss:  808.480070938305 [72.26293703706355, 97.43002260327565, 292.5530739173719]\n",
      "276 Current Loss:  801.2932352408903 [72.21539695319402, 97.45328186161721, 292.6195194516022]\n",
      "277 Current Loss:  794.2223464543976 [72.16823153566688, 97.47638752904102, 292.68540727231266]\n",
      "278 Current Loss:  787.2655533688544 [72.12143797641724, 97.49933967375917, 292.7507420975071]\n",
      "279 Current Loss:  780.4209742483064 [72.07501311495102, 97.52213950085213, 292.81552887256294]\n",
      "280 Current Loss:  773.6868315168734 [72.02895452973857, 97.54478785160252, 292.8797719971608]\n",
      "281 Current Loss:  767.0613179499716 [71.98325917397264, 97.56728528307583, 292.94347638257204]\n",
      "282 Current Loss:  760.5426784140814 [71.93792417137624, 97.5896327502415, 293.0066465080581]\n",
      "283 Current Loss:  754.1291915094928 [71.89294706631367, 97.61183111711951, 293.069287046148]\n",
      "284 Current Loss:  747.8191235514214 [71.84832473239689, 97.63388108856823, 293.13140283990106]\n",
      "285 Current Loss:  741.6108496899772 [71.80405406597524, 97.65578280101188, 293.19299758413945]\n",
      "286 Current Loss:  735.5026794979206 [71.76013308889773, 97.67753826670749, 293.25407656530115]\n",
      "287 Current Loss:  729.4930136715028 [71.71655857245818, 97.69914732649347, 293.31464384200626]\n",
      "288 Current Loss:  723.5802476363464 [71.6733281974451, 97.72061088986455, 293.37470421183934]\n",
      "289 Current Loss:  717.7628182891549 [71.63043906484413, 97.74193027558802, 293.4342615969963]\n",
      "290 Current Loss:  712.0391868138645 [71.58788823016616, 97.76310556324468, 293.4933202948396]\n",
      "291 Current Loss:  706.4078488130474 [71.54567368115417, 97.78413794654632, 293.5518846595751]\n",
      "292 Current Loss:  700.8673003129004 [71.50379228005144, 97.80502790297767, 293.60995885214106]\n",
      "293 Current Loss:  695.416060730828 [71.46224188954542, 97.82577653530105, 293.6675474995918]\n",
      "294 Current Loss:  690.0527042157075 [71.42101983799543, 97.84638448016274, 293.7246544218051]\n",
      "295 Current Loss:  684.7758070468682 [71.38012318091236, 97.86685248789588, 293.78128351823943]\n",
      "296 Current Loss:  679.5839722511516 [71.33954970140289, 97.88718121788413, 293.837439131732]\n",
      "297 Current Loss:  674.4758144428889 [71.29929672782632, 97.90737159099088, 293.89312533227167]\n",
      "298 Current Loss:  669.4499919636893 [71.25936187275906, 97.92742433481187, 293.94834603068557]\n",
      "299 Current Loss:  664.5051723601294 [71.2197427601462, 97.9473400973621, 294.00310535380595]\n",
      "300 Current Loss:  659.6400416169142 [71.18043700256416, 97.96712009509072, 294.0574072238287]\n",
      "301 Current Loss:  654.853306236228 [71.14144168962989, 97.9867646349522, 294.11125548336895]\n",
      "302 Current Loss:  650.1437164381357 [71.10275482045503, 98.0062744331736, 294.16465400914785]\n",
      "303 Current Loss:  645.5100089514856 [71.06437363244945, 98.0256504333557, 294.21760663241184]\n",
      "304 Current Loss:  640.9509606812892 [71.02629610198741, 98.04489339720028, 294.2701173663063]\n",
      "305 Current Loss:  636.465378653055 [70.98851967111509, 98.06400381356077, 294.32218968964844]\n",
      "306 Current Loss:  632.0520567254462 [70.95104231620675, 98.0829829898358, 294.37382775200786]\n",
      "307 Current Loss:  627.7098508341059 [70.91386109277332, 98.1018312443485, 294.425034520611]\n",
      "308 Current Loss:  623.4375927512995 [70.87697418182537, 98.1205494752249, 294.47581436103246]\n",
      "309 Current Loss:  619.2341723213376 [70.84037938920696, 98.13913847827287, 294.5261705815592]\n",
      "310 Current Loss:  615.0984536896661 [70.80407395232791, 98.1575989469821, 294.57610694522555]\n",
      "311 Current Loss:  611.0293650864205 [70.76805575661305, 98.17593149526154, 294.6256267489498]\n",
      "312 Current Loss:  607.025813970073 [70.73232284664877, 98.19413699849981, 294.6747340399834]\n",
      "313 Current Loss:  603.0867463478692 [70.6968726758499, 98.21221617292402, 294.7234320242951]\n",
      "314 Current Loss:  599.211122619433 [70.66170293637364, 98.23016989392279, 294.77172403290933]\n",
      "315 Current Loss:  595.3979209910815 [70.62681186607401, 98.24799883224848, 294.819613806123]\n",
      "316 Current Loss:  591.6461395166009 [70.5921970093153, 98.26570334033029, 294.86710458401103]\n",
      "317 Current Loss:  587.9547772299213 [70.55785626289102, 98.2832845436679, 294.9141998567593]\n",
      "318 Current Loss:  584.3228760241365 [70.523787512226, 98.30074287427131, 294.96090275075585]\n",
      "319 Current Loss:  580.7494620876936 [70.48998855179556, 98.31807942353414, 295.0072167107119]\n",
      "320 Current Loss:  577.2335836201864 [70.45645734660533, 98.33529481673402, 295.0531453063941]\n",
      "321 Current Loss:  573.7743233109796 [70.42319178208012, 98.35238959956776, 295.09869161871575]\n",
      "322 Current Loss:  570.3707475292783 [70.39018985733159, 98.36936481795426, 295.143859274287]\n",
      "323 Current Loss:  567.0219901399387 [70.35744974200165, 98.38622089253484, 295.18865104706674]\n",
      "324 Current Loss:  563.7271512302686 [70.32496878718698, 98.40295855090524, 295.2330700293369]\n",
      "325 Current Loss:  560.48537439769 [70.29274551495868, 98.4195786116107, 295.27711943843497]\n",
      "326 Current Loss:  557.2957799695117 [70.26077768568607, 98.43608199551461, 295.3208027077035]\n",
      "327 Current Loss:  554.1575228488962 [70.22906302563237, 98.45246906641485, 295.3641229521618]\n",
      "328 Current Loss:  551.0698017749991 [70.19759988633845, 98.46874044958902, 295.407082900294]\n",
      "329 Current Loss:  548.0317783522378 [70.16638594859282, 98.48489703179446, 295.449685826281]\n",
      "330 Current Loss:  545.0426534740565 [70.13541956393632, 98.50093968841982, 295.49193485651085]\n",
      "331 Current Loss:  542.101653520932 [70.10469883379878, 98.51686893105587, 295.53383273083637]\n",
      "332 Current Loss:  539.2079962697388 [70.07422170044842, 98.53268541908626, 295.5753824846961]\n",
      "333 Current Loss:  536.3609191465519 [70.04398640173926, 98.54839010748044, 295.61658705121044]\n",
      "334 Current Loss:  533.5596597727971 [70.01399099362638, 98.56398354193523, 295.65744964771693]\n",
      "335 Current Loss:  530.8034976513304 [69.98423338427196, 98.57946617719797, 295.69797265027046]\n",
      "336 Current Loss:  528.0916952458097 [69.9547118911108, 98.59483882044522, 295.73815927620853]\n",
      "337 Current Loss:  525.4235354303692 [69.92542487705245, 98.61010225611615, 295.77801253823236]\n",
      "338 Current Loss:  522.7983295709292 [69.89637006836014, 98.62525699580154, 295.8175346191292]\n",
      "339 Current Loss:  520.2153550203226 [69.86754598710499, 98.64030405131423, 295.85672921372134]\n",
      "340 Current Loss:  517.6739591610087 [69.8389506665047, 98.65524382055817, 295.8955983570031]\n",
      "341 Current Loss:  515.1734585308618 [69.81058234441329, 98.67007691744227, 295.93414518673126]\n",
      "342 Current Loss:  512.713193030166 [69.78243917910399, 98.68480418324914, 295.9723723404404]\n",
      "343 Current Loss:  510.29252086922475 [69.7545192037945, 98.6994261636756, 296.0102822396602]\n",
      "344 Current Loss:  507.9108017455182 [69.72682104287409, 98.71394350673661, 296.04787790277624]\n",
      "345 Current Loss:  505.56741105843383 [69.69934269545442, 98.72835692865927, 296.085161683106]\n",
      "346 Current Loss:  503.26171900838153 [69.6720829166646, 98.74266744125642, 296.1221367581966]\n",
      "347 Current Loss:  500.99312496084383 [69.64503958056079, 98.75687548222238, 296.15880532788833]\n",
      "348 Current Loss:  498.7610330192621 [69.61821089089094, 98.77098130735256, 296.1951700069785]\n",
      "349 Current Loss:  496.564853296968 [69.59159527877668, 98.78498586593203, 296.23123337615834]\n",
      "350 Current Loss:  494.40400483233697 [69.5651911526023, 98.79888993671564, 296.2669980502251]\n",
      "351 Current Loss:  492.277922136951 [69.53899652284812, 98.81269371865535, 296.3024663711276]\n",
      "352 Current Loss:  490.18604745570207 [69.51301034359525, 98.82639832588218, 296.3376410275596]\n",
      "353 Current Loss:  488.12781664055393 [69.48723059121798, 98.84000423588084, 296.372524645687]\n",
      "354 Current Loss:  486.1027118733326 [69.46165574799701, 98.85351200571684, 296.40711908428966]\n",
      "355 Current Loss:  484.1101792615659 [69.43628399494295, 98.8669222492991, 296.44142721964454]\n",
      "356 Current Loss:  482.14969077045987 [69.41111392802335, 98.88023594433442, 296.4754515699151]\n",
      "357 Current Loss:  480.2207522748171 [69.38614385898867, 98.8934531306132, 296.50919402230284]\n",
      "358 Current Loss:  478.32283795970983 [69.36137240654384, 98.90657490521342, 296.5426574303474]\n",
      "359 Current Loss:  476.45544394374554 [69.33679785401759, 98.91960177972585, 296.5758441985254]\n",
      "360 Current Loss:  474.6180924014999 [69.31241872916539, 98.93253416910746, 296.60875637319987]\n",
      "361 Current Loss:  472.81029909624067 [69.28823334373769, 98.9453729373782, 296.6413960632617]\n",
      "362 Current Loss:  471.0315718911133 [69.26424027664902, 98.95811851086371, 296.67376620751565]\n",
      "363 Current Loss:  469.28145234695523 [69.24043804428615, 98.97077164558148, 296.70586873863795]\n",
      "364 Current Loss:  467.5594851700345 [69.21682505503335, 98.98333277354148, 296.7377057370977]\n",
      "365 Current Loss:  465.86521222820454 [69.19339974569661, 98.99580266212986, 296.769279465263]\n",
      "366 Current Loss:  464.1981908009417 [69.17016099077622, 99.00818202188937, 296.8005922480297]\n",
      "367 Current Loss:  462.5579776018156 [69.1471069997045, 99.02047124503959, 296.8316462625007]\n",
      "368 Current Loss:  460.9441472570983 [69.12423637413335, 99.03267087727734, 296.8624435379861]\n",
      "369 Current Loss:  459.3562649547565 [69.10154777255806, 99.04478157230194, 296.89298660970235]\n",
      "370 Current Loss:  457.79391946490716 [69.07903951241346, 99.05680390423193, 296.92327721705806]\n",
      "371 Current Loss:  456.2567012898753 [69.05671047388418, 99.06873850402924, 296.95331762810565]\n",
      "372 Current Loss:  454.7441993302685 [69.03455926430647, 99.08058604813057, 296.98311013931925]\n",
      "373 Current Loss:  453.2560148013875 [69.01258411016565, 99.0923469969676, 297.012656632216]\n",
      "374 Current Loss:  451.79176694704904 [68.99078412470439, 99.10402188486849, 297.04195919294943]\n",
      "375 Current Loss:  450.3510596371475 [68.96915756282974, 99.11561143374463, 297.07101990767296]\n",
      "376 Current Loss:  448.9335181951703 [68.94770325356725, 99.12711626318931, 297.0998407829593]\n",
      "377 Current Loss:  447.5387718468582 [68.92641940634925, 99.13853659489185, 297.1284235695857]\n",
      "378 Current Loss:  446.16645585951886 [68.90530521968353, 99.1498731678167, 297.15677051855164]\n",
      "379 Current Loss:  444.8162060447468 [68.8843591360604, 99.16112644807988, 297.184883590955]\n",
      "380 Current Loss:  443.4876615063424 [68.86357973439439, 99.1722973565448, 297.21276473652506]\n",
      "381 Current Loss:  442.1804828154458 [68.84296592897621, 99.18338602963566, 297.2404158765694]\n",
      "382 Current Loss:  440.8943179349904 [68.82251612250579, 99.19439327452899, 297.2678389153425]\n",
      "383 Current Loss:  439.6288351893002 [68.80222919516777, 99.20531944933835, 297.29503572867725]\n",
      "384 Current Loss:  438.3836937731461 [68.7821038509322, 99.216165406715, 297.32200837430537]\n",
      "385 Current Loss:  437.1585640677599 [68.76213874261006, 99.22693153319422, 297.3487588246935]\n",
      "386 Current Loss:  435.95313820904744 [68.74233278449205, 99.23761816415215, 297.3752886202983]\n",
      "387 Current Loss:  434.7670830075978 [68.72268454980835, 99.24822619203049, 297.4015999495914]\n",
      "388 Current Loss:  433.60010220005273 [68.70319305516782, 99.25875596357407, 297.4276943189234]\n",
      "389 Current Loss:  432.4518869559532 [68.68385676579814, 99.26920788805553, 297.4535734392812]\n",
      "390 Current Loss:  431.3221279993168 [68.66467439703806, 99.27958259075247, 297.4792393115531]\n",
      "391 Current Loss:  430.2105241119518 [68.64564495981207, 99.28988083905104, 297.5046939593649]\n",
      "392 Current Loss:  429.1167930339238 [68.6267670841938, 99.30010267274163, 297.5299388322237]\n",
      "393 Current Loss:  428.04064609313536 [68.60803968447394, 99.3102488307887, 297.55497572069726]\n",
      "394 Current Loss:  426.981798132595 [68.58946173747094, 99.3203200294193, 297.579806494934]\n",
      "395 Current Loss:  425.9399723543872 [68.57103173114987, 99.33031654716622, 297.6044326612846]\n",
      "396 Current Loss:  424.9148923480755 [68.55274863664485, 99.34023887288284, 297.6288561467409]\n",
      "397 Current Loss:  423.9062840445529 [68.53461126024408, 99.35008791606386, 297.6530786509211]\n",
      "398 Current Loss:  422.91388828013186 [68.51661848781654, 99.35986378471178, 297.677101799547]\n",
      "399 Current Loss:  421.93744217166096 [68.49876910291309, 99.36956700178605, 297.7009272808682]\n",
      "400 Current Loss:  420.97669381227973 [68.48106189476889, 99.37919802771837, 297.7245565046014]\n",
      "401 Current Loss:  420.03139341234674 [68.4634961528412, 99.38875761852621, 297.7479911931023]\n",
      "402 Current Loss:  419.1012865041404 [68.44607045604457, 99.398246064111, 297.77123308009504]\n",
      "403 Current Loss:  418.1861282624499 [68.42878366182626, 99.40766383627313, 297.79428377424847]\n",
      "404 Current Loss:  417.28567551283055 [68.41163472995171, 99.41701165123966, 297.81714494107473]\n",
      "405 Current Loss:  416.39969636981067 [68.39462247807782, 99.42628983870243, 297.8398179505002]\n",
      "406 Current Loss:  415.5279585528505 [68.37774591144475, 99.4354988818305, 297.8623044111937]\n",
      "407 Current Loss:  414.670227581763 [68.36100412624214, 99.44463922968687, 297.8846062615157]\n",
      "408 Current Loss:  413.8262804864762 [68.3443957411749, 99.4537115530239, 297.9067246212817]\n",
      "409 Current Loss:  412.995897535221 [68.32791995475085, 99.462716141743, 297.9286611957941]\n",
      "410 Current Loss:  412.1788601091773 [68.31157557325818, 99.47165346764457, 297.95041741182285]\n",
      "411 Current Loss:  411.3749517735649 [68.29536163604311, 99.4805239513699, 297.97199493488006]\n",
      "412 Current Loss:  410.5839636874146 [68.27927707444937, 99.48932830914607, 297.99339501552095]\n",
      "413 Current Loss:  409.8056895052247 [68.26332096761357, 99.49806693887702, 298.01461916578046]\n",
      "414 Current Loss:  409.0399209905718 [68.24749179781642, 99.50673982919405, 298.03566884653446]\n",
      "415 Current Loss:  408.2864564020497 [68.23178917283835, 99.51534804875344, 298.05654575171684]\n",
      "416 Current Loss:  407.54510098555187 [68.21621188191452, 99.5238918021915, 298.0772511148298]\n",
      "417 Current Loss:  406.81565890399577 [68.20075880522958, 99.53237141351572, 298.0977863740118]\n",
      "418 Current Loss:  406.0979381286412 [68.18542911286963, 99.54078750231936, 298.11815301287606]\n",
      "419 Current Loss:  405.39175555822055 [68.17022189533995, 99.54914049492807, 298.13835222513444]\n",
      "420 Current Loss:  404.6969177314822 [68.15513597029744, 99.55743081198314, 298.15838564787737]\n",
      "421 Current Loss:  404.01324393692573 [68.1401704850908, 99.56565893665363, 298.17825463966255]\n",
      "422 Current Loss:  403.3405602868032 [68.12532436537944, 99.57382499399507, 298.19796032030536]\n",
      "423 Current Loss:  402.6786819884579 [68.11059688925192, 99.58192997308295, 298.2175044007927]\n",
      "424 Current Loss:  402.0274391948666 [68.09598715858223, 99.5899740558162, 298.23688816010144]\n",
      "425 Current Loss:  401.38666104359595 [68.08149375796924, 99.59795737293469, 298.25611268394096]\n",
      "426 Current Loss:  400.7561779833572 [68.0671162610873, 99.60588093625127, 298.27517949571484]\n",
      "427 Current Loss:  400.1358266818509 [68.05285365043923, 99.61374492198054, 298.2940898175566]\n",
      "428 Current Loss:  399.5254427521927 [68.0387047834723, 99.62154958591789, 298.3128449227588]\n",
      "429 Current Loss:  398.92486813452973 [68.02466884164127, 99.62929541691672, 298.33144601640197]\n",
      "430 Current Loss:  398.3339434286764 [68.0107451655625, 99.63698279582793, 298.3498946616801]\n",
      "431 Current Loss:  397.752511245129 [67.99693256152418, 99.64461226266401, 298.3681919670398]\n",
      "432 Current Loss:  397.18042049144947 [67.98323032466791, 99.65218411869508, 298.38633928535455]\n",
      "433 Current Loss:  396.61752338969933 [67.96963759097375, 99.65969890961794, 298.4043376795962]\n",
      "434 Current Loss:  396.06367230624 [67.95615335431316, 99.66715690828103, 298.42218832642357]\n",
      "435 Current Loss:  395.5187172515229 [67.94277682456263, 99.67455868880286, 298.4398926923968]\n",
      "436 Current Loss:  394.98251898939844 [67.92950721728297, 99.6819043819233, 298.4574519428061]\n",
      "437 Current Loss:  394.45493547551064 [67.91634377077239, 99.68919471523812, 298.4748672827318]\n",
      "438 Current Loss:  393.93583035350315 [67.90328534247814, 99.69642973422204, 298.49213970124947]\n",
      "439 Current Loss:  393.4250623696807 [67.89033132986, 99.7036100414153, 298.5092707615531]\n",
      "440 Current Loss:  392.9224982862938 [67.87748099963787, 99.71073626209552, 298.5262615664051]\n",
      "441 Current Loss:  392.4280103244996 [67.86473324904941, 99.71780838489401, 298.543112991194]\n",
      "442 Current Loss:  391.94146539104406 [67.85208734481452, 99.72482700666667, 298.5598263603715]\n",
      "443 Current Loss:  391.4627384272626 [67.83954260481218, 99.73179243436796, 298.57640278806866]\n",
      "444 Current Loss:  390.9917022723573 [67.82709803428256, 99.738704969268, 298.59284338841644]\n",
      "445 Current Loss:  390.5282343637241 [67.81475289994555, 99.74556519116966, 298.6091491845964]\n",
      "446 Current Loss:  390.07221069159164 [67.80250638894026, 99.75237335586833, 298.62532147263846]\n",
      "447 Current Loss:  389.6235117934966 [67.79035785325172, 99.75912986126794, 298.6413614405701]\n",
      "448 Current Loss:  389.1820236759957 [67.77830645728167, 99.765835048429, 298.65726991830525]\n",
      "449 Current Loss:  388.7476223873083 [67.766351234692, 99.7724894175736, 298.673048304192]\n",
      "450 Current Loss:  388.3202031353787 [67.75449173641968, 99.77909308238857, 298.6886974395129]\n",
      "451 Current Loss:  387.8996520922021 [67.74272693928319, 99.78564654309601, 298.7042182394471]\n",
      "452 Current Loss:  387.4858558037769 [67.73105629190135, 99.79215030560233, 298.71961205686785]\n",
      "453 Current Loss:  387.07870816491254 [67.71947903257237, 99.79860448359439, 298.73487987516637]\n",
      "454 Current Loss:  386.67810154201493 [67.707994342751, 99.80500957160992, 298.75002267204945]\n",
      "455 Current Loss:  386.2839296248562 [67.69660121630872, 99.81136577428522, 298.76504141953956]\n",
      "456 Current Loss:  385.89609060159216 [67.68529939176582, 99.81767367142318, 298.77993729429545]\n",
      "457 Current Loss:  385.5144812935987 [67.67408803920839, 99.82393370071811, 298.79471129107696]\n",
      "458 Current Loss:  385.1390036288508 [67.66296623208868, 99.83014568595543, 298.80936434211617]\n",
      "459 Current Loss:  384.76955396124305 [67.65193324849528, 99.83631043999601, 298.8238975956501]\n",
      "460 Current Loss:  384.4060387587944 [67.64098858252177, 99.84242828684735, 298.8383119725422]\n",
      "461 Current Loss:  384.04836297441346 [67.63013174531474, 99.8484995732543, 298.8526085926078]\n",
      "462 Current Loss:  383.6964329465088 [67.61936159432148, 99.85452437879765, 298.86678818912696]\n",
      "463 Current Loss:  383.3501562363269 [67.60867755542344, 99.86050322643685, 298.8808517454909]\n",
      "464 Current Loss:  383.0094419730205 [67.59807900334303, 99.86643646291675, 298.8948002621437]\n",
      "465 Current Loss:  382.6742004589547 [67.58756536964606, 99.87232443498222, 298.90863479068867]\n",
      "466 Current Loss:  382.3443447864361 [67.57713560272927, 99.87816708578983, 298.9223560757746]\n",
      "467 Current Loss:  382.01978782572553 [67.56678932174177, 99.88396521683178, 298.9359651121613]\n",
      "468 Current Loss:  381.7004406983092 [67.55652592982764, 99.88971914074689, 298.94946316177266]\n",
      "469 Current Loss:  381.38622568576886 [67.54634463117904, 99.89542901101238, 298.962850662303]\n",
      "470 Current Loss:  381.0770566389998 [67.53624473230624, 99.90109529374429, 298.9761287108304]\n",
      "471 Current Loss:  380.7728546863295 [67.52622572730283, 99.90671819357893, 298.9892981997964]\n",
      "472 Current Loss:  380.4735387259022 [67.51628700225987, 99.91229804020811, 299.0023601410139]\n",
      "473 Current Loss:  380.1790280675116 [67.5064276249453, 99.91783510648027, 299.01531538713425]\n",
      "474 Current Loss:  379.8892509452519 [67.49664719177085, 99.92332967661248, 299.028164580488]\n",
      "475 Current Loss:  379.6041272571452 [67.48694502061548, 99.92878219966776, 299.04090881246884]\n",
      "476 Current Loss:  379.323584953982 [67.47732053167633, 99.93419292007282, 299.0535487936195]\n",
      "477 Current Loss:  379.04754601643225 [67.46777302577934, 99.93956207088566, 299.06608570628305]\n",
      "478 Current Loss:  378.7759432241428 [67.45830201407111, 99.94489016369705, 299.0785199938382]\n",
      "479 Current Loss:  378.5086998457322 [67.44890688264272, 99.95017740882766, 299.0908529807366]\n",
      "480 Current Loss:  378.2457498533413 [67.43958685273932, 99.95542406775719, 299.10308505919784]\n",
      "481 Current Loss:  377.98702246765106 [67.43034153782568, 99.96063039628105, 299.11521738882766]\n",
      "482 Current Loss:  377.73245076593406 [67.42117018756866, 99.96579676388144, 299.12725056648196]\n",
      "483 Current Loss:  377.4819693501519 [67.41207215395329, 99.97092331266693, 299.13918531407217]\n",
      "484 Current Loss:  377.2355089287878 [67.40304695949484, 99.97601057696563, 299.1510227229919]\n",
      "485 Current Loss:  376.9930061280852 [67.3940939902844, 99.98105868183309, 299.16276353789]\n",
      "486 Current Loss:  376.7544003617127 [67.38521277452159, 99.98606788306468, 299.17440838972834]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "487 Current Loss:  376.5196263285816 [67.37640260166367, 99.9910386297234, 299.1859581254739]\n",
      "488 Current Loss:  376.2886238474256 [67.36766316475618, 99.99597109233953, 299.1974136546214]\n",
      "489 Current Loss:  376.06133181462104 [67.35899371346599, 100.00086554376146, 299.20877565929186]\n",
      "490 Current Loss:  375.83768784049226 [67.35039356567208, 100.00572245578958, 299.22004498076785]\n",
      "491 Current Loss:  375.61763692506463 [67.3418624712634, 100.01054184547691, 299.2312224034886]\n",
      "492 Current Loss:  375.40111930649465 [67.33339953211393, 100.01532422441421, 299.24230850157255]\n",
      "493 Current Loss:  375.18807803092744 [67.32500442990053, 100.0200698768186, 299.2533042129362]\n",
      "494 Current Loss:  374.97846014732517 [67.31667652797691, 100.02477881405873, 299.26421005485463]\n",
      "495 Current Loss:  374.7722057726123 [67.30841540570177, 100.02945162730619, 299.27502716988056]\n",
      "496 Current Loss:  374.56926541355796 [67.30022039232276, 100.03408831656095, 299.28575587633713]\n",
      "497 Current Loss:  374.3695841356794 [67.2920909876178, 100.03868931383302, 299.2963970098226]\n",
      "498 Current Loss:  374.1731096931641 [67.28402652083454, 100.0432546361754, 299.3069512751954]\n",
      "499 Current Loss:  373.9797910207092 [67.2760268839705, 100.04778484065362, 299.3174195307911]\n",
      "500 Current Loss:  373.7895783340418 [67.2680913210082, 100.05227992158332, 299.32780232799087]\n",
      "501 Current Loss:  373.6024198774343 [67.26021934309424, 100.05674036781791, 299.33810046828694]\n",
      "502 Current Loss:  373.4182669063914 [67.25241025105456, 100.06116627030686, 299.34831454285086]\n",
      "503 Current Loss:  373.2370706691852 [67.24466393120233, 100.0655581633783, 299.35844546686167]\n",
      "504 Current Loss:  373.0587841137579 [67.23697962183573, 100.06991605840092, 299.3684937860162]\n",
      "505 Current Loss:  372.88335882412963 [67.22935680567966, 100.07424023959182, 299.37846031885965]\n",
      "506 Current Loss:  372.7107531556118 [67.22179497682768, 100.07853096274637, 299.3883452870814]\n",
      "507 Current Loss:  372.5409185063525 [67.21429398748691, 100.08278885314219, 299.39814979344374]\n",
      "508 Current Loss:  372.3738106811483 [67.20685300774343, 100.0870135469814, 299.40787446890863]\n",
      "509 Current Loss:  372.2093872590863 [67.19947160558726, 100.0912055217487, 299.4175197625391]\n",
      "510 Current Loss:  372.0476059685109 [67.19214926374329, 100.09536491955267, 299.42708624845363]\n",
      "511 Current Loss:  371.8884217228602 [67.18488571504744, 100.09949226335273, 299.43657488730605]\n",
      "512 Current Loss:  371.7317935086637 [67.17768043654027, 100.10358766683574, 299.4459862588992]\n",
      "513 Current Loss:  371.5776807531327 [67.17053285410324, 100.10765128916326, 299.45532089756125]\n",
      "514 Current Loss:  371.42604481062347 [67.16344260962282, 100.11168338044634, 299.46457931488294]\n",
      "515 Current Loss:  371.27684262099325 [67.1564091744552, 100.11568421921773, 299.473762420359]\n",
      "516 Current Loss:  371.1300366298017 [67.14943215638081, 100.11965420338136, 299.482870640315]\n",
      "517 Current Loss:  370.9855884547741 [67.142510913069, 100.12359325335645, 299.4919045659226]\n",
      "518 Current Loss:  370.84345818810374 [67.13564527398952, 100.12750196031455, 299.5008650896234]\n",
      "519 Current Loss:  370.7036084784061 [67.12883461954911, 100.13138047773289, 299.50975272869255]\n",
      "520 Current Loss:  370.56600657708026 [67.12207859731856, 100.13522859529083, 299.518567898087]\n",
      "521 Current Loss:  370.4306149588303 [67.11537678665658, 100.13904685300083, 299.52731122876867]\n",
      "522 Current Loss:  370.2973975938132 [67.10872865323503, 100.1428355748704, 299.5359832493814]\n",
      "523 Current Loss:  370.16631961099387 [67.10213364567275, 100.14659472679348, 299.54458455678105]\n",
      "524 Current Loss:  370.03734579915886 [67.09559174123237, 100.15032485446689, 299.5531159979346]\n",
      "525 Current Loss:  369.9104429319524 [67.08910210431563, 100.1540258726255, 299.5615778968495]\n",
      "526 Current Loss:  369.7855783442139 [67.08266439954636, 100.15769807685508, 299.56997078216955]\n",
      "527 Current Loss:  369.66271592251917 [67.0762784279726, 100.16134195032471, 299.5782956770763]\n",
      "528 Current Loss:  369.5418287850877 [67.06994370642528, 100.16495755556214, 299.5865525133577]\n",
      "529 Current Loss:  369.42288238607426 [67.06365976310403, 100.16854498920118, 299.594742194824]\n",
      "530 Current Loss:  369.305846686863 [67.05742636495083, 100.17210452409024, 299.6028652387504]\n",
      "531 Current Loss:  369.1906896571362 [67.05124271047347, 100.17563616022933, 299.6109221453589]\n",
      "532 Current Loss:  369.07738211646216 [67.0451088451467, 100.17914052858039, 299.61891348876816]\n",
      "533 Current Loss:  368.9658956557972 [67.03902422895803, 100.18261770872421, 299.6268395873012]\n",
      "534 Current Loss:  368.85619906377025 [67.03298812862735, 100.18606772339815, 299.63470104349835]\n",
      "535 Current Loss:  368.7482624615058 [67.02700071468493, 100.18949100461221, 299.6424988634881]\n",
      "536 Current Loss:  368.6420593336357 [67.02106122542895, 100.19288755805071, 299.6502331439042]\n",
      "537 Current Loss:  368.5375623054453 [67.01516925727114, 100.1962574689788, 299.65790437928445]\n",
      "538 Current Loss:  368.43474188042217 [67.00932461694387, 100.19960132288368, 299.665513337015]\n",
      "539 Current Loss:  368.3335739517987 [67.00352679285638, 100.20291895491944, 299.6730602103635]\n",
      "540 Current Loss:  368.23403049421785 [66.99777558037235, 100.20621079709606, 299.68054573260997]\n",
      "541 Current Loss:  368.1360862266361 [66.99207056453483, 100.20947703699683, 299.6879702675524]\n",
      "542 Current Loss:  368.03971315964907 [66.98641132470252, 100.212717845152, 299.69533459962986]\n",
      "543 Current Loss:  367.94488773903043 [66.98079725833517, 100.2159332670363, 299.7026388766353]\n",
      "544 Current Loss:  367.85158473411167 [66.97522813237478, 100.21912359823553, 299.70988369542465]\n",
      "545 Current Loss:  367.7597802172807 [66.96970385587187, 100.22228913433544, 299.7170696301164]\n",
      "546 Current Loss:  367.6694495268288 [66.96422397976343, 100.22543002881328, 299.7241971923013]\n",
      "547 Current Loss:  367.58057003296426 [66.95878781055976, 100.2285463441968, 299.7312665070349]\n",
      "548 Current Loss:  367.49311678487175 [66.95339542784163, 100.23163834765008, 299.7382785804457]\n",
      "549 Current Loss:  367.407066654805 [66.94804632001828, 100.23470642570835, 299.74523370243514]\n",
      "550 Current Loss:  367.32240041738226 [66.94273997549894, 100.23775032257625, 299.7521319241623]\n",
      "551 Current Loss:  367.2390929320236 [66.93747646249571, 100.2407705327915, 299.7589743142835]\n",
      "552 Current Loss:  367.1571225870693 [66.93225508183454, 100.2437671075132, 299.7657610831193]\n",
      "553 Current Loss:  367.0764684435852 [66.92707556635136, 100.24674032527408, 299.772492617205]\n",
      "554 Current Loss:  366.9971093749766 [66.92193758635435, 100.24969025997059, 299.77916941676267]\n",
      "555 Current Loss:  366.9190255918041 [66.9168410622627, 100.25261717876681, 299.78579193085534]\n",
      "556 Current Loss:  366.84219484054535 [66.91178506752871, 100.25552111576879, 299.79236047780614]\n",
      "557 Current Loss:  366.7665974539936 [66.90676980678867, 100.25840248024913, 299.79887573405176]\n",
      "558 Current Loss:  366.69221337319135 [66.90179460929025, 100.26126132905127, 299.8053379610719]\n",
      "559 Current Loss:  366.6190251153291 [66.89685941250568, 100.26409756554138, 299.81174759656096]\n",
      "560 Current Loss:  366.5470123566116 [66.89196399474562, 100.26691178089102, 299.8181051350566]\n",
      "561 Current Loss:  366.4761558181436 [66.88710792968445, 100.26970402057493, 299.82441103699057]\n",
      "562 Current Loss:  366.40643526964095 [66.88229062615059, 100.27247432438351, 299.83066583669097]\n",
      "563 Current Loss:  366.33783313542335 [66.8775119818259, 100.27522304474594, 299.8368699263774]\n",
      "564 Current Loss:  366.27033309865516 [66.87277179775842, 100.27795019303092, 299.84302360732]\n",
      "565 Current Loss:  366.2039171660304 [66.86806946003921, 100.28065600229645, 299.84912707278636]\n",
      "566 Current Loss:  366.1385692585343 [66.86340507667077, 100.28334067149451, 299.8551808116299]\n",
      "567 Current Loss:  366.07426921115564 [66.85877813606234, 100.28600433136496, 299.86118558555245]\n",
      "568 Current Loss:  366.01100278865204 [66.85418817778222, 100.28864706717293, 299.86714126949846]\n",
      "569 Current Loss:  365.9487512668837 [66.8496351336183, 100.29126906081736, 299.8730487900157]\n",
      "570 Current Loss:  365.88749925465197 [66.84511862840404, 100.29387057946231, 299.87890827784395]\n",
      "571 Current Loss:  365.8272317818423 [66.840638389291, 100.29645157194871, 299.8847200456221]\n",
      "572 Current Loss:  365.76793140036995 [66.83619426280197, 100.29901241344312, 299.8904847754711]\n",
      "573 Current Loss:  365.70958425352393 [66.83178565208104, 100.30155312099858, 299.8962023821259]\n",
      "574 Current Loss:  365.6521735857668 [66.827412636709, 100.30407396177914, 299.9018737352908]\n",
      "575 Current Loss:  365.5956829046344 [66.82307452888048, 100.30657495852218, 299.907499221501]\n",
      "576 Current Loss:  365.5401003089125 [66.8187713570172, 100.30905644660386, 299.9130788578095]\n",
      "577 Current Loss:  365.4854106863558 [66.81450271753087, 100.31151840328683, 299.9186130932794]\n",
      "578 Current Loss:  365.431598561867 [66.81026812725244, 100.31396089678317, 299.924102382658]\n",
      "579 Current Loss:  365.3786510620001 [66.80606778513388, 100.31638439889328, 299.9295470897432]\n",
      "580 Current Loss:  365.3265526782286 [66.80190103179152, 100.3187888357207, 299.934947680651]\n",
      "581 Current Loss:  365.2752914239918 [66.79776782175063, 100.32117445169213, 299.9403043372804]\n",
      "582 Current Loss:  365.224852703191 [66.79366777984464, 100.32354138891613, 299.9456175541691]\n",
      "583 Current Loss:  365.17522395926466 [66.78960065027817, 100.32588966444571, 299.95088762690284]\n",
      "584 Current Loss:  365.126391696754 [66.78556632504873, 100.32821965913179, 299.9561150159134]\n",
      "585 Current Loss:  365.0783445129474 [66.78156412771963, 100.33053096370175, 299.96129972688504]\n",
      "586 Current Loss:  365.0310681316108 [66.77759414924034, 100.33282437964779, 299.9664424078328]\n",
      "587 Current Loss:  364.9845501432219 [66.7736559746539, 100.33509982170479, 299.9715433884485]\n",
      "588 Current Loss:  364.9387798525669 [66.76974951869519, 100.33735743198129, 299.9766028449467]\n",
      "589 Current Loss:  364.8937440914744 [66.76587422998304, 100.33959703994704, 299.9816212548121]\n",
      "590 Current Loss:  364.84943117904504 [66.76203022788863, 100.34181927087964, 299.9865989988957]\n",
      "591 Current Loss:  364.805829908262 [66.75821706334895, 100.34402389172108, 299.9915363386772]\n",
      "592 Current Loss:  364.7629294817467 [66.75443462267717, 100.34621118100411, 299.9964335128989]\n",
      "593 Current Loss:  364.7207183578423 [66.7506826784996, 100.34838132631201, 300.00129089672737]\n",
      "594 Current Loss:  364.6791839935505 [66.74696065669772, 100.35053431059175, 300.0061089335413]\n",
      "595 Current Loss:  364.6383163701652 [66.74326871074877, 100.35267057153767, 300.01088793597955]\n",
      "596 Current Loss:  364.59810542412794 [66.73960631200893, 100.35478983061701, 300.0156280461506]\n",
      "597 Current Loss:  364.5585396995339 [66.73597328994796, 100.35689249710238, 300.0203297017488]\n",
      "598 Current Loss:  364.5196091565258 [66.73236942287653, 100.35897866194325, 300.0249931756225]\n",
      "599 Current Loss:  364.4813034903534 [66.72879458573911, 100.36104830808661, 300.02961895094086]\n",
      "600 Current Loss:  364.44361277709515 [66.72524840905348, 100.36310155490362, 300.03420720960276]\n",
      "601 Current Loss:  364.4065271489019 [66.72173076776411, 100.36513885714164, 300.03875819035056]\n",
      "602 Current Loss:  364.3700366517487 [66.71824139470695, 100.36716001584871, 300.04327236498466]\n",
      "603 Current Loss:  364.3341325233089 [66.71477997724318, 100.36916522997679, 300.0477497562424]\n",
      "604 Current Loss:  364.29880466804025 [66.71134629936782, 100.37115461889705, 300.0521908245555]\n",
      "605 Current Loss:  364.26404442690324 [66.70794027581573, 100.37312822808424, 300.0565958711941]\n",
      "606 Current Loss:  364.2298416810489 [66.70456162805417, 100.37508648954834, 300.0609652372186]\n",
      "607 Current Loss:  364.1961886930733 [66.70121014007813, 100.37702927254948, 300.0652990476847]\n",
      "608 Current Loss:  364.16307520959253 [66.69788564704172, 100.37895695793857, 300.06959784828905]\n",
      "609 Current Loss:  364.1304936594302 [66.69458772261927, 100.38086921602378, 300.07386170724385]\n",
      "610 Current Loss:  364.09843555039686 [66.69131612238411, 100.38276621165103, 300.07809085192275]\n",
      "611 Current Loss:  364.06689171724787 [66.68807081223017, 100.3846483768303, 300.08228574275745]\n",
      "612 Current Loss:  364.03585399386833 [66.68485187742257, 100.38651595030395, 300.0864468117579]\n",
      "613 Current Loss:  364.00531543188606 [66.6816588120549, 100.38836871606698, 300.0905739679747]\n",
      "614 Current Loss:  363.9752672494184 [66.67849128075099, 100.39020668548808, 300.0946676206804]\n",
      "615 Current Loss:  363.9456999421559 [66.67534929487951, 100.39203039857973, 300.09872842357436]\n",
      "616 Current Loss:  363.9166080776567 [66.67223243948351, 100.39383968481168, 300.1027560412804]\n",
      "617 Current Loss:  363.8879834960238 [66.66914079414377, 100.39563460102734, 300.1067511161291]\n",
      "618 Current Loss:  363.85981793803415 [66.6660736937923, 100.39741541439078, 300.1107136765422]\n",
      "619 Current Loss:  363.83210557065365 [66.66303136011842, 100.39918203963687, 300.11464400673685]\n",
      "620 Current Loss:  363.80483761556184 [66.66001350890505, 100.40093477803573, 300.11854260125074]\n",
      "621 Current Loss:  363.7780077422701 [66.65701994120022, 100.40267384559236, 300.1224094600839]\n",
      "622 Current Loss:  363.7516084395196 [66.65405025341565, 100.40439892966795, 300.1262449925089]\n",
      "623 Current Loss:  363.7256335895707 [66.65110466155633, 100.40611053616892, 300.1300493804247]\n",
      "624 Current Loss:  363.70007551149797 [66.64818248918559, 100.40780863098924, 300.13382279436155]\n",
      "625 Current Loss:  363.6749276715992 [66.64528389546498, 100.40949319707586, 300.1375657686476]\n",
      "626 Current Loss:  363.65018372800176 [66.64240870417993, 100.41116462664839, 300.14127836581065]\n",
      "627 Current Loss:  363.62583692776735 [66.63955649468912, 100.41282267528011, 300.1449608814364]\n",
      "628 Current Loss:  363.6018809955094 [66.63672733520465, 100.41446769540023, 300.14861361679505]\n",
      "629 Current Loss:  363.57830962681004 [66.6339210040372, 100.4160999655415, 300.1522367139951]\n",
      "630 Current Loss:  363.5551164238855 [66.63113683043443, 100.41771886611066, 300.15583042314756]\n",
      "631 Current Loss:  363.5322957931423 [66.62837506450737, 100.41932507922873, 300.1593949204671]\n",
      "632 Current Loss:  363.50984161053117 [66.625635689203, 100.42091880384767, 300.1629305640672]\n",
      "633 Current Loss:  363.48774785341243 [66.62291852830671, 100.42250004565183, 300.16643767227106]\n",
      "634 Current Loss:  363.46600817810645 [66.62022305317473, 100.42406871937608, 300.16991644971495]\n",
      "635 Current Loss:  363.4446177554433 [66.6175491103298, 100.4256248079674, 300.17336694755795]\n",
      "636 Current Loss:  363.42357142616504 [66.61489668840326, 100.42716856153682, 300.1767893192773]\n",
      "637 Current Loss:  363.4028624136528 [66.61226550317801, 100.42870003692776, 300.1801840935168]\n",
      "638 Current Loss:  363.38248623372147 [66.60965562286614, 100.43021946151391, 300.1835513441729]\n",
      "639 Current Loss:  363.3624372377149 [66.60706678598794, 100.43172696603513, 300.18689129861923]\n",
      "640 Current Loss:  363.34270997705977 [66.60449873674801, 100.43322255049141, 300.1902042126512]\n",
      "641 Current Loss:  363.3232994505416 [66.60195140124992, 100.43470639109735, 300.1934902909052]\n",
      "642 Current Loss:  363.304200484764 [66.59942433043065, 100.4361782093202, 300.1967497266487]\n",
      "643 Current Loss:  363.28540809487833 [66.5969177687169, 100.437638687281, 300.19998278136154]\n",
      "644 Current Loss:  363.26691741365835 [66.59443104535634, 100.43908726791422, 300.2031895516775]\n",
      "645 Current Loss:  363.2487229947661 [66.59196447298777, 100.44052466744695, 300.20637052645]\n",
      "646 Current Loss:  363.2308215828115 [66.58951772191935, 100.44195052208131, 300.20952551241135]\n",
      "647 Current Loss:  363.21320739241736 [66.58709061025215, 100.44336516719348, 300.21265493588726]\n",
      "648 Current Loss:  363.19587559990106 [66.58468291629683, 100.44476865394252, 300.2157590413044]\n",
      "649 Current Loss:  363.1788220912851 [66.58229476510891, 100.44616096527541, 300.21883816403897]\n",
      "650 Current Loss:  363.1620424055217 [66.57992583268091, 100.44754234561886, 300.22189230409094]\n",
      "651 Current Loss:  363.1455322934666 [66.57757574953061, 100.44891267560168, 300.2249215410411]\n",
      "652 Current Loss:  363.12928766007195 [66.57524472597865, 100.45027220533491, 300.2279262045813]\n",
      "653 Current Loss:  363.1133038042441 [66.57293235275242, 100.4516208040787, 300.23090653913823]\n",
      "654 Current Loss:  363.0975764342399 [66.57063872080138, 100.45295892089605, 300.23386280050727]\n",
      "655 Current Loss:  363.0821014239878 [66.56836338106254, 100.45428633978197, 300.23679509100657]\n",
      "656 Current Loss:  363.0668744568352 [66.56610635627325, 100.45560331653185, 300.23970375169665]\n",
      "657 Current Loss:  363.0518926452213 [66.5638676293805, 100.45690971472148, 300.2425887939462]\n",
      "658 Current Loss:  363.0371508727102 [66.56164688206113, 100.45820596636084, 300.245450530394]\n",
      "659 Current Loss:  363.02264601325095 [66.55944400631265, 100.45949181565454, 300.2482890747269]\n",
      "660 Current Loss:  363.00837378424217 [66.5572587633927, 100.46076755818838, 300.25110461452823]\n",
      "661 Current Loss:  362.99433052124726 [66.55509106803615, 100.46203317690932, 300.25389739990896]\n",
      "662 Current Loss:  362.9805124685866 [66.55294064739459, 100.46328866044867, 300.25666758434636]\n",
      "663 Current Loss:  362.96691686148193 [66.55080758104882, 100.46453421912709, 300.2594151507874]\n",
      "664 Current Loss:  362.9535394241925 [66.54869162457211, 100.46576980746984, 300.262140514189]\n",
      "665 Current Loss:  362.9403769114984 [66.54659272680541, 100.46699567558797, 300.2648437484477]\n",
      "666 Current Loss:  362.92742591991396 [66.54451076837753, 100.46821184621884, 300.26752505251534]\n",
      "667 Current Loss:  362.9146825737015 [66.54244551623046, 100.46941826820337, 300.2701847674525]\n",
      "668 Current Loss:  362.90214358713314 [66.54039698741721, 100.47061528828642, 300.27282304673645]\n",
      "669 Current Loss:  362.8898056310904 [66.53836486929899, 100.47180276435945, 300.27544004384436]\n",
      "670 Current Loss:  362.87766580331896 [66.53634910503237, 100.47298091811179, 300.27803579856663]\n",
      "671 Current Loss:  362.86572064381767 [66.53434948429671, 100.47414961880357, 300.2806106235421]\n",
      "672 Current Loss:  362.8539679345256 [66.53236602982938, 100.47530900285899, 300.2831644221369]\n",
      "673 Current Loss:  362.8424037480426 [66.5303984744663, 100.47645919533359, 300.2856975638333]\n",
      "674 Current Loss:  362.8310253384733 [66.52844670452063, 100.47760025307078, 300.28821012252774]\n",
      "675 Current Loss:  362.8198293869762 [66.52651045282832, 100.47873214764884, 300.29070233696257]\n",
      "676 Current Loss:  362.80881360339487 [66.52458994107869, 100.47985518602225, 300.2931742753499]\n",
      "677 Current Loss:  362.79797431874726 [66.52268486800162, 100.48096927155719, 300.295626358331]\n",
      "678 Current Loss:  362.7873087444428 [66.52079509148857, 100.48207457478391, 300.298058671171]\n",
      "679 Current Loss:  362.7768149063669 [66.51892053764308, 100.4831711070711, 300.30047110018313]\n",
      "680 Current Loss:  362.76648960483675 [66.51706110414702, 100.48425882862837, 300.30286405463994]\n",
      "681 Current Loss:  362.75633009333484 [66.51521666594485, 100.4853378872486, 300.30523767096565]\n",
      "682 Current Loss:  362.74633384832464 [66.51338723440526, 100.48640845346206, 300.3075921026375]\n",
      "683 Current Loss:  362.73649744532753 [66.5115723832026, 100.48747056137479, 300.30992762818823]\n",
      "684 Current Loss:  362.7268194014756 [66.50977199865005, 100.48852406887825, 300.31224403161286]\n",
      "685 Current Loss:  362.71729674231483 [66.50798599548247, 100.48956919766177, 300.31454160849717]\n",
      "686 Current Loss:  362.70792708961017 [66.50621466928564, 100.49060616373033, 300.31682071127034]\n",
      "687 Current Loss:  362.69870748939906 [66.50445750846879, 100.49163496139961, 300.3190814365662]\n",
      "688 Current Loss:  362.68963611459196 [66.50271437660771, 100.49265556224789, 300.3213236991196]\n",
      "689 Current Loss:  362.68071027187773 [66.50098534191451, 100.49366790374741, 300.32354798778397]\n",
      "690 Current Loss:  362.67192782744263 [66.49927003490697, 100.49467221895618, 300.32575408086996]\n",
      "691 Current Loss:  362.6632861324852 [66.49756877959257, 100.49566864998276, 300.32794258660215]\n",
      "692 Current Loss:  362.6547830453811 [66.49588094500936, 100.4966570831403, 300.3301132719225]\n",
      "693 Current Loss:  362.64641649301785 [66.49420671305629, 100.49763761506263, 300.3322664210482]\n",
      "694 Current Loss:  362.6381844958413 [66.49254615762979, 100.49861045038604, 300.3344021533503]\n",
      "695 Current Loss:  362.63008436841307 [66.4908986591366, 100.49957557205751, 300.3365204972506]\n",
      "696 Current Loss:  362.6221142331017 [66.48926462684935, 100.5005330823952, 300.3386218620217]\n",
      "697 Current Loss:  362.61427257732765 [66.48764367423277, 100.5014828336062, 300.3407059861838]\n",
      "698 Current Loss:  362.60655613232046 [66.4860357785495, 100.50242508148592, 300.34277356891107]\n",
      "699 Current Loss:  362.59896404693365 [66.48444083179706, 100.50335980898133, 300.3448242122995]\n",
      "700 Current Loss:  362.59149362966036 [66.48285864639215, 100.50428722072873, 300.34685826309396]\n",
      "701 Current Loss:  362.58414330807386 [66.48128925075648, 100.50520711777615, 300.3488758861404]\n",
      "702 Current Loss:  362.5769110496861 [66.47973250846584, 100.5061197445503, 300.3508771553352]\n",
      "703 Current Loss:  362.56979470250906 [66.47818806140671, 100.50702488504619, 300.35286225826167]\n",
      "704 Current Loss:  362.5627924566285 [66.47665623927091, 100.5079230394859, 300.3548314336622]\n",
      "705 Current Loss:  362.5559032538856 [66.4751368203691, 100.50881392933668, 300.3567844712161]\n",
      "706 Current Loss:  362.54912395200944 [66.47362950343117, 100.50969779902523, 300.3587219450419]\n",
      "707 Current Loss:  362.5424541616343 [66.47213437372224, 100.51057448370564, 300.3606435083948]\n",
      "708 Current Loss:  362.53589090743384 [66.4706513061868, 100.5114444040192, 300.3625497410776]\n",
      "709 Current Loss:  362.5294330835213 [66.46918020419102, 100.51230738943566, 300.3644405521409]\n",
      "710 Current Loss:  362.5230789272768 [66.46772094836373, 100.51316347406107, 300.36631609506185]\n",
      "711 Current Loss:  362.5168266479967 [66.46627323743482, 100.51401265789544, 300.36817642668393]\n",
      "712 Current Loss:  362.5106750555527 [66.46483711687901, 100.51485502051953, 300.37002152426976]\n",
      "713 Current Loss:  362.5046221223567 [66.46341272312051, 100.51569084615046, 300.37185180846063]\n",
      "714 Current Loss:  362.4986665382647 [66.46199974920486, 100.51651993015192, 300.37366719967577]\n",
      "715 Current Loss:  362.4928065404182 [66.4605981041826, 100.51734239757941, 300.3754678968671]\n",
      "716 Current Loss:  362.48704033179365 [66.45920764026081, 100.51815831664506, 300.3772541160397]\n",
      "717 Current Loss:  362.4813667060925 [66.4578285848132, 100.51896792040687, 300.3790259708803]\n",
      "718 Current Loss:  362.47578439499824 [66.4564606195166, 100.51977095306945, 300.38078341591427]\n",
      "719 Current Loss:  362.4702918255504 [66.45510357384077, 100.5205676022161, 300.3825265023006]\n",
      "720 Current Loss:  362.46488718037654 [66.45375756147254, 100.52135806111444, 300.384255656365]\n",
      "721 Current Loss:  362.4595690697106 [66.4524223095635, 100.52214216491855, 300.3859709349508]\n",
      "722 Current Loss:  362.45433659707084 [66.45109776695458, 100.52291982267896, 300.387672252793]\n",
      "723 Current Loss:  362.44918825576474 [66.44978390522405, 100.5236913242971, 300.389359734947]\n",
      "724 Current Loss:  362.4441222885212 [66.44848045152352, 100.52445661861391, 300.39103363720824]\n",
      "725 Current Loss:  362.4391377516062 [66.44718755364588, 100.5252159671091, 300.39269392547067]\n",
      "726 Current Loss:  362.43423309943455 [66.44590510927296, 100.52596919925243, 300.3943409407948]\n",
      "727 Current Loss:  362.42940745693375 [66.44463303882398, 100.52671645715243, 300.39597450128167]\n",
      "728 Current Loss:  362.42465921794235 [66.44337131956158, 100.52745783744292, 300.3975949479918]\n",
      "729 Current Loss:  362.4199870672962 [66.44211941715761, 100.52819303885379, 300.39920224113484]\n",
      "730 Current Loss:  362.41539005907094 [66.44087772951602, 100.52892251613237, 300.4007965000819]\n",
      "731 Current Loss:  362.410866866724 [66.43964610315956, 100.5296461783292, 300.40237791241634]\n",
      "732 Current Loss:  362.4064159526047 [66.4384243959797, 100.5303643665048, 300.403946625931]\n",
      "733 Current Loss:  362.40203665633305 [66.43721232944367, 100.53107654633102, 300.40550253262336]\n",
      "734 Current Loss:  362.39772789199236 [66.43601013092515, 100.53178295655023, 300.4070458428141]\n",
      "735 Current Loss:  362.3934880327229 [66.434817698106, 100.53248388706386, 300.408576852089]\n",
      "736 Current Loss:  362.3893160425301 [66.43363476950648, 100.53317930376586, 300.410095509289]\n",
      "737 Current Loss:  362.3852113332913 [66.43246120870239, 100.53386897359822, 300.41160166093687]\n",
      "738 Current Loss:  362.3811726801233 [66.43129732264819, 100.53455323762144, 300.4130956651461]\n",
      "739 Current Loss:  362.3771988659151 [66.43014287828586, 100.53523210720421, 300.41457761855054]\n",
      "740 Current Loss:  362.3732889705478 [66.42899763687305, 100.53590541750062, 300.41604750409715]\n",
      "741 Current Loss:  362.36944183131504 [66.42786160409409, 100.53657350388683, 300.4175054411571]\n",
      "742 Current Loss:  362.36565623137056 [66.42673466057781, 100.5372361162518, 300.41895177079095]\n",
      "743 Current Loss:  362.3619315724817 [66.42561695411709, 100.53789358428737, 300.42038635657445]\n",
      "744 Current Loss:  362.3582664218631 [66.42450827439129, 100.53854595346827, 300.4218095054621]\n",
      "745 Current Loss:  362.3546604655175 [66.42340821781212, 100.53919279178452, 300.42322081386556]\n",
      "746 Current Loss:  362.3511121544434 [66.42231694922552, 100.5398344914557, 300.4246208274817]\n",
      "747 Current Loss:  362.3476208363239 [66.42123466758343, 100.54047112637825, 300.42600963726]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "748 Current Loss:  362.3441856346204 [66.42016115119654, 100.54110266813048, 300.42738722046306]\n",
      "749 Current Loss:  362.34080570624405 [66.41909621816589, 100.54172907123764, 300.4287535770909]\n",
      "750 Current Loss:  362.3374795720077 [66.41803974343597, 100.5423507790784, 300.43010900841364]\n",
      "751 Current Loss:  362.3342073761506 [66.41699201690821, 100.54296721753424, 300.4314534121131]\n",
      "752 Current Loss:  362.33098752151335 [66.41595261225697, 100.54357888682723, 300.4327869359822]\n",
      "753 Current Loss:  362.32781918797866 [66.41492143853279, 100.54418572442962, 300.4341096823391]\n",
      "754 Current Loss:  362.3247018023387 [66.41389875721538, 100.5447878099222, 300.43542178192365]\n",
      "755 Current Loss:  362.32163445515084 [66.41288425566594, 100.54538500688075, 300.4367232802106]\n",
      "756 Current Loss:  362.3186162530081 [66.4118777860916, 100.5459773323583, 300.43801427951803]\n",
      "757 Current Loss:  362.3156465228737 [66.41087969523718, 100.54656504215025, 300.439294995851]\n",
      "758 Current Loss:  362.3127245952454 [66.40988949993366, 100.5471480168854, 300.44056517341414]\n",
      "759 Current Loss:  362.3098495719576 [66.40890708080983, 100.54772618835166, 300.44182500547504]\n",
      "760 Current Loss:  362.30702071223783 [66.40793251176214, 100.54829965318284, 300.44307464551093]\n",
      "761 Current Loss:  362.3042372775811 [66.40696586668705, 100.54886855917182, 300.44431422994603]\n",
      "762 Current Loss:  362.30149852379105 [66.4060073161148, 100.54943318485137, 300.44554392362625]\n",
      "763 Current Loss:  362.2988036250605 [66.40505609265924, 100.54999321189833, 300.4467635105466]\n",
      "764 Current Loss:  362.29615187473155 [66.40411275338587, 100.55054878242125, 300.44797350798217]\n",
      "765 Current Loss:  362.29354284391735 [66.40317706523669, 100.55110010105643, 300.4491735635038]\n",
      "766 Current Loss:  362.29097576389887 [66.4022487326259, 100.55164678126864, 300.450363836273]\n",
      "767 Current Loss:  362.2884499340924 [66.4013279829272, 100.5521890845376, 300.4515445479792]\n",
      "768 Current Loss:  362.28596449795816 [66.40041463992597, 100.5527271586562, 300.4527158009405]\n",
      "769 Current Loss:  362.2835190667527 [66.39950870930656, 100.55326095246535, 300.45387753831346]\n",
      "770 Current Loss:  362.2811129301237 [66.39860995232661, 100.55379019311665, 300.4550298965223]\n",
      "771 Current Loss:  362.2787453681442 [66.3977184201452, 100.5543154490443, 300.4561728698827]\n",
      "772 Current Loss:  362.27641593477733 [66.396834124131, 100.55483644171552, 300.45730657776585]\n",
      "773 Current Loss:  362.27412384918165 [66.39595683122602, 100.55535313702428, 300.4584311395429]\n",
      "774 Current Loss:  362.2718681947454 [66.39508661532668, 100.55586593287451, 300.4595468507996]\n",
      "775 Current Loss:  362.26964890342595 [66.39422356169811, 100.55637472694805, 300.46065348984666]\n",
      "776 Current Loss:  362.26746517988823 [66.39336751117875, 100.55687939987372, 300.46175131247946]\n",
      "777 Current Loss:  362.2653167472786 [66.39251787828138, 100.55737976406824, 300.46283980710723]\n",
      "778 Current Loss:  362.26320264301137 [66.39167545881386, 100.55787634817541, 300.4639198491186]\n",
      "779 Current Loss:  362.2611226613912 [66.39083977529148, 100.55836891913721, 300.4649909780819]\n",
      "780 Current Loss:  362.25907593499164 [66.39001079929253, 100.55885759632481, 300.46605354642634]\n",
      "781 Current Loss:  362.25706207638706 [66.38918850807963, 100.55934235131652, 300.46710753709885]\n",
      "782 Current Loss:  362.2550804454761 [66.38837281070332, 100.55982322958705, 300.468153092208]\n",
      "783 Current Loss:  362.253130841002 [66.38756357642373, 100.56030000944709, 300.4691900298549]\n",
      "784 Current Loss:  362.25121247500675 [66.38676121451348, 100.56077335596463, 300.4702187536277]\n",
      "785 Current Loss:  362.2493248659132 [66.38596516222273, 100.56124284849837, 300.47123912141797]\n",
      "786 Current Loss:  362.24746750018016 [66.38517552755397, 100.5617085950508, 300.47225130944025]\n",
      "787 Current Loss:  362.24563995274417 [66.38439204902747, 100.56217041940734, 300.4732552551668]\n",
      "788 Current Loss:  362.2438417797204 [66.38361498812296, 100.56262871378756, 300.4742510666001]\n",
      "789 Current Loss:  362.242072571998 [66.38284418567886, 100.56308315418399, 300.475238823321]\n",
      "790 Current Loss:  362.24033178103736 [66.38207960190479, 100.5635340646041, 300.47621854806675]\n",
      "791 Current Loss:  362.2386188454441 [66.38132107763917, 100.56398131999238, 300.477190399999]\n",
      "792 Current Loss:  362.2369336137897 [66.38056889141475, 100.56442508519474, 300.4781543279587]\n",
      "793 Current Loss:  362.2352751450993 [66.37982261122156, 100.56486526926172, 300.4791106730063]\n",
      "794 Current Loss:  362.23364343855707 [66.37908230527168, 100.56530191766804, 300.48005912818735]\n",
      "795 Current Loss:  362.23203789492874 [66.37834809862065, 100.56573512704752, 300.4810000402467]\n",
      "796 Current Loss:  362.2304580348817 [66.37761957062716, 100.56616492582187, 300.4819332443385]\n",
      "797 Current Loss:  362.2289035505297 [66.37689691455884, 100.56659120598859, 300.48285893941465]\n",
      "798 Current Loss:  362.2273741336027 [66.37618011336266, 100.56701397891636, 300.48377710842215]\n",
      "799 Current Loss:  362.2258693613548 [66.37546920114468, 100.56743350040058, 300.4846877911514]\n",
      "800 Current Loss:  362.22438861293716 [66.37476394484688, 100.56784967380743, 300.48559120929167]\n",
      "801 Current Loss:  362.2229314624996 [66.37406446952477, 100.56826260145506, 300.48648756747934]\n",
      "802 Current Loss:  362.22149796587485 [66.37337059896376, 100.56867218670966, 300.4873763882297]\n",
      "803 Current Loss:  362.2200873400286 [66.37268204894676, 100.5690783840965, 300.48825803534055]\n",
      "804 Current Loss:  362.2186995602452 [66.37199927990545, 100.56948126182768, 300.48913254860236]\n",
      "805 Current Loss:  362.21733390388863 [66.37132216109998, 100.56988106432989, 300.4900002292852]\n",
      "806 Current Loss:  362.2159900760195 [66.37065040262891, 100.57027768360065, 300.4908609352806]\n",
      "807 Current Loss:  362.21466791915947 [66.36998386806803, 100.57067106279654, 300.49171446195214]\n",
      "808 Current Loss:  362.21336688930927 [66.36932279047537, 100.57106129855136, 300.4925612811003]\n",
      "809 Current Loss:  362.2120866991402 [66.36866701637368, 100.57144847613024, 300.4934012733538]\n",
      "810 Current Loss:  362.2108272136104 [66.36801647755087, 100.57183239658123, 300.4942343363946]\n",
      "811 Current Loss:  362.2095878039291 [66.3673712365347, 100.57221343507088, 300.49506080559877]\n",
      "812 Current Loss:  362.2083685322662 [66.36673128764082, 100.57259142675328, 300.49588037969625]\n",
      "813 Current Loss:  362.2071686572792 [66.36609646033898, 100.57296629204764, 300.4966935759621]\n",
      "814 Current Loss:  362.20598798607926 [66.36546651588682, 100.57333817306251, 300.4975000931263]\n",
      "815 Current Loss:  362.20482638299615 [66.36484179534486, 100.57370697884842, 300.498300118772]\n",
      "816 Current Loss:  362.20368339119216 [66.36422200881165, 100.5740728628826, 300.49909364153064]\n",
      "817 Current Loss:  362.202558835029 [66.36360724155233, 100.57443579674334, 300.49988067845516]\n",
      "818 Current Loss:  362.2014522921148 [66.36299778346833, 100.57479601348867, 300.50066160471215]\n",
      "819 Current Loss:  362.2003634921736 [66.362392975176, 100.57515328574489, 300.5014360792411]\n",
      "820 Current Loss:  362.19929224853144 [66.36179310657676, 100.57550754529991, 300.50220432373135]\n",
      "821 Current Loss:  362.1982382655808 [66.36119797303431, 100.57585892857794, 300.50296622449605]\n",
      "822 Current Loss:  362.19720110002504 [66.36060763139207, 100.57620755495016, 300.5037220828053]\n",
      "823 Current Loss:  362.1961805973541 [66.36002216123083, 100.57655361768418, 300.5044718077097]\n",
      "824 Current Loss:  362.19517643735753 [66.35944121012139, 100.57689662224227, 300.50521551289603]\n",
      "825 Current Loss:  362.1941884925101 [66.35886504522782, 100.5772368642102, 300.5059531756269]\n",
      "826 Current Loss:  362.1932162056983 [66.35829336527999, 100.57757451411824, 300.50668497780134]\n",
      "827 Current Loss:  362.192259693067 [66.35772640902027, 100.57790938438309, 300.5074107716264]\n",
      "828 Current Loss:  362.1913185715332 [66.35716404002446, 100.57824160006028, 300.5081306594202]\n",
      "829 Current Loss:  362.1903924820261 [66.35660632650465, 100.57857134873309, 300.50884485150345]\n",
      "830 Current Loss:  362.18948120790935 [66.3560529501377, 100.57889837460614, 300.50955326829535]\n",
      "831 Current Loss:  362.1885845950789 [66.35550409282254, 100.57922270041679, 300.5102560064297]\n",
      "832 Current Loss:  362.18770252867864 [66.35495959539762, 100.57954437732413, 300.51095282716415]\n",
      "833 Current Loss:  362.18683454860724 [66.35441942944121, 100.57986347354024, 300.51164408861223]\n",
      "834 Current Loss:  362.1859804217463 [66.35388362337503, 100.58018008001461, 300.5123298646704]\n",
      "835 Current Loss:  362.1851399880352 [66.35335209761828, 100.58049421380026, 300.51301007575785]\n",
      "836 Current Loss:  362.18431314223744 [66.35282500564821, 100.58080575552601, 300.5136848071397]\n",
      "837 Current Loss:  362.18349960357926 [66.35230208030075, 100.58111480182568, 300.51435397923524]\n",
      "838 Current Loss:  362.18269916844633 [66.35178350347482, 100.58142138112096, 300.515017785312]\n",
      "839 Current Loss:  362.1819113572435 [66.35126903642808, 100.58172563552041, 300.5156764641124]\n",
      "840 Current Loss:  362.1811363051752 [66.35075861094842, 100.58202745702154, 300.51632957225775]\n",
      "841 Current Loss:  362.1803737541113 [66.35025233503833, 100.58232663530369, 300.51697745080855]\n",
      "842 Current Loss:  362.1796233122261 [66.34975015185441, 100.5826235569021, 300.51762025324206]\n",
      "843 Current Loss:  362.17888501602357 [66.34925207844967, 100.58291808539259, 300.5182577692376]\n",
      "844 Current Loss:  362.1781586418746 [66.34875805798069, 100.58321031172461, 300.51889003290125]\n",
      "845 Current Loss:  362.17744388996005 [66.34826771528091, 100.58349998010279, 300.51951711812944]\n",
      "846 Current Loss:  362.17674040286596 [66.34778148804466, 100.58378767032998, 300.5201394512478]\n",
      "847 Current Loss:  362.1760483640955 [66.34729922847905, 100.58407270028518, 300.5207567139332]\n",
      "848 Current Loss:  362.17536748505336 [66.34682072057907, 100.58435555313743, 300.5213687583928]\n",
      "849 Current Loss:  362.1746974289503 [66.34634624856184, 100.5846362516241, 300.5219761303233]\n",
      "850 Current Loss:  362.17403817027673 [66.34587552252592, 100.58491464226798, 300.522578500033]\n",
      "851 Current Loss:  362.1733895033271 [66.34540850836524, 100.58519087854627, 300.5231758959435]\n",
      "852 Current Loss:  362.17275129476036 [66.34494536524139, 100.585464744454, 300.5237685511129]\n",
      "853 Current Loss:  362.1721232676964 [66.3444858146216, 100.58573632525629, 300.52435646554113]\n",
      "854 Current Loss:  362.1715053753199 [66.34403024872549, 100.5860059279076, 300.5249396733343]\n",
      "855 Current Loss:  362.1708973641694 [66.34357813890924, 100.58627328524388, 300.52551811196463]\n",
      "856 Current Loss:  362.17029914001233 [66.34312968980916, 100.58653855074233, 300.52609182690685]\n",
      "857 Current Loss:  362.1697106071847 [66.34268496395302, 100.58680158229443, 300.5266608920574]\n",
      "858 Current Loss:  362.1691313112787 [66.34224374533582, 100.5870628460162, 300.5272255234213]\n",
      "859 Current Loss:  362.16856144659533 [66.34180603964191, 100.58732178484213, 300.5277854367814]\n",
      "860 Current Loss:  362.1680007134013 [66.34137189234602, 100.58757869435802, 300.5283408651958]\n",
      "861 Current Loss:  362.1674490282614 [66.34094114428657, 100.58783334719017, 300.5288917404523]\n",
      "862 Current Loss:  362.16690608116784 [66.3405139205191, 100.58808602755569, 300.52943839792715]\n",
      "863 Current Loss:  362.1663718391185 [66.34009011872544, 100.58833686619444, 300.5299805647719]\n",
      "864 Current Loss:  362.1658462004947 [66.3396696309031, 100.58858540835907, 300.53051836035775]\n",
      "865 Current Loss:  362.16532903949206 [66.33925266737273, 100.5888320235318, 300.53105181879073]\n",
      "866 Current Loss:  362.1648201221204 [66.33883898939197, 100.58907677424038, 300.5315809741769]\n",
      "867 Current Loss:  362.16431948550206 [66.338428716332, 100.58931951837629, 300.5321057241981]\n",
      "868 Current Loss:  362.1638268948239 [66.3380217231373, 100.5895602957299, 300.5326262109629]\n",
      "869 Current Loss:  362.16334216745435 [66.33761810644168, 100.58979924840976, 300.5331426106859]\n",
      "870 Current Loss:  362.16286520719325 [66.33721775824264, 100.5900361888326, 300.5336549290514]\n",
      "871 Current Loss:  362.16239593139215 [66.33682047958823, 100.59027115110446, 300.5341629727918]\n",
      "872 Current Loss:  362.1619341186257 [66.33642644669303, 100.59050431143994, 300.53466705454593]\n",
      "873 Current Loss:  362.1614799120333 [66.33603576755954, 100.59073561299563, 300.5351668162002]\n",
      "874 Current Loss:  362.1610329029516 [66.33564821481409, 100.5909651069306, 300.535662695449]\n",
      "875 Current Loss:  362.160593050525 [66.33526364634812, 100.59119275913879, 300.536154504709]\n",
      "876 Current Loss:  362.16016022785044 [66.33488208489902, 100.59141843319601, 300.5366424088261]\n",
      "877 Current Loss:  362.15973432786154 [66.33450358162585, 100.59164231668554, 300.5371264078003]\n",
      "878 Current Loss:  362.1593152867707 [66.33412823884677, 100.59186435844829, 300.53760656415943]\n",
      "879 Current Loss:  362.15890297918384 [66.33375599971836, 100.59208480291097, 300.53808280969133]\n",
      "880 Current Loss:  362.15849731364506 [66.33338652318011, 100.59230329196005, 300.5385550648152]\n",
      "881 Current Loss:  362.1580980757487 [66.33302021282029, 100.59252018370906, 300.53902376722544]\n",
      "882 Current Loss:  362.15770528583835 [66.33265683558088, 100.59273548952667, 300.53948851901805]\n",
      "883 Current Loss:  362.1573188490956 [66.33229635167149, 100.59294885129937, 300.5399494907233]\n",
      "884 Current Loss:  362.15693862600006 [66.33193885204159, 100.59316055892857, 300.54040675623764]\n",
      "885 Current Loss:  362.15656447225706 [66.33158400131501, 100.59337040209364, 300.5408603041924]\n",
      "886 Current Loss:  362.1561963035774 [66.33123215760529, 100.59357880712021, 300.54131024259004]\n",
      "887 Current Loss:  362.15583411315197 [66.3308831560665, 100.59378548410685, 300.54175642932205]\n",
      "888 Current Loss:  362.15547772064315 [66.33053684322144, 100.59399045579092, 300.54219897807525]\n",
      "889 Current Loss:  362.1551270944085 [66.3301935601306, 100.59419372785676, 300.54263806506424]\n",
      "890 Current Loss:  362.15478201401464 [66.32985297710215, 100.59439540830688, 300.5430737300794]\n",
      "891 Current Loss:  362.15444243677194 [66.32951524192899, 100.5945956904089, 300.54350594469906]\n",
      "892 Current Loss:  362.1541083025602 [66.3291801215531, 100.59479434678913, 300.5439346179737]\n",
      "893 Current Loss:  362.1537795108907 [66.32884755913105, 100.59499134902588, 300.54435980106246]\n",
      "894 Current Loss:  362.1534561096886 [66.32851770245574, 100.59518660048532, 300.5447813859628]\n",
      "895 Current Loss:  362.1531377787884 [66.32819040373428, 100.59538030011943, 300.54519977626296]\n",
      "896 Current Loss:  362.1528247113106 [66.32786598697416, 100.59557245361255, 300.5456146081651]\n",
      "897 Current Loss:  362.1525166208814 [66.32754406564013, 100.59576306096467, 300.5460261204116]\n",
      "898 Current Loss:  362.1522134339167 [66.3272248329998, 100.59595232681211, 300.54643440395193]\n",
      "899 Current Loss:  362.15191510778016 [66.32690795936136, 100.59613985325093, 300.5468393450992]\n",
      "900 Current Loss:  362.1516216633051 [66.32659368915151, 100.59632586765481, 300.54724083016663]\n",
      "901 Current Loss:  362.15133286835584 [66.32628213605707, 100.59651049507927, 300.5476393252702]\n",
      "902 Current Loss:  362.1510486689444 [66.32597287943676, 100.59669350815064, 300.5480346030363]\n",
      "903 Current Loss:  362.15076903763577 [66.32566630014148, 100.59687531045718, 300.54842670325525]\n",
      "904 Current Loss:  362.15049393926876 [66.32536209121676, 100.5970553449334, 300.54881559182104]\n",
      "905 Current Loss:  362.150223282367 [66.32506038340247, 100.5972340606423, 300.549201257365]\n",
      "906 Current Loss:  362.1499569206163 [66.32476115396125, 100.59741135526572, 300.5495839727355]\n",
      "907 Current Loss:  362.1496948570266 [66.32446438584006, 100.59758734249051, 300.5499635276119]\n",
      "908 Current Loss:  362.1494370338802 [66.32417006198588, 100.59776182904905, 300.5503400129437]\n",
      "909 Current Loss:  362.1491833392848 [66.32387806302754, 100.5979348661004, 300.5507134742056]\n",
      "910 Current Loss:  362.1489335725213 [66.32358812180095, 100.59810676628338, 300.5510839682411]\n",
      "911 Current Loss:  362.14868786768443 [66.32330056799796, 100.59827697253247, 300.5514515177874]\n",
      "912 Current Loss:  362.1484461552695 [66.32301521971962, 100.59844586001425, 300.55181586136496]\n",
      "913 Current Loss:  362.14820833337006 [66.32273234981434, 100.59861333777924, 300.55217740256194]\n",
      "914 Current Loss:  362.1479743126337 [66.32245169111806, 100.5987794683552, 300.5525360220072]\n",
      "915 Current Loss:  362.14774404393563 [66.32217351079484, 100.59894441658805, 300.55289186180926]\n",
      "916 Current Loss:  362.14751746630213 [66.32189755873364, 100.59910818816213, 300.5532447684909]\n",
      "917 Current Loss:  362.14729454326346 [66.32162381219709, 100.59927058412548, 300.55359479321123]\n",
      "918 Current Loss:  362.14707517876445 [66.32135199265244, 100.59943151921296, 300.5539419075485]\n",
      "919 Current Loss:  362.1468593431172 [66.3210826173748, 100.59959123216693, 300.5542863672981]\n",
      "920 Current Loss:  362.1466469934401 [66.32081533961932, 100.59974959224753, 300.5546279621394]\n",
      "921 Current Loss:  362.1464380539488 [66.32055013664862, 100.59990670177292, 300.55496672617846]\n",
      "922 Current Loss:  362.14623253169253 [66.3202870880435, 100.60006240726587, 300.55530264804656]\n",
      "923 Current Loss:  362.14603021008355 [66.32002623359435, 100.60021689630965, 300.5556361995441]\n",
      "924 Current Loss:  362.1458311840238 [66.31976760172287, 100.60037033943452, 300.55596692023937]\n",
      "925 Current Loss:  362.1456352810148 [66.31951081157817, 100.60052250358247, 300.5562950261374]\n",
      "926 Current Loss:  362.14544257171264 [66.3192562383268, 100.60067346264994, 300.55662044334167]\n",
      "927 Current Loss:  362.1452529418675 [66.31900364891075, 100.60082303473799, 300.55694330827646]\n",
      "928 Current Loss:  362.1450663366579 [66.31875300353963, 100.60097155522278, 300.5572634902019]\n",
      "929 Current Loss:  362.14488272842135 [66.31850442726895, 100.60111880809934, 300.5575811596482]\n",
      "930 Current Loss:  362.1447021147556 [66.3182579712578, 100.60126495252923, 300.5578961745068]\n",
      "931 Current Loss:  362.14452439088257 [66.31801348202893, 100.60140983503523, 300.55820870530806]\n",
      "932 Current Loss:  362.1443495232091 [66.31777101074144, 100.60155371709705, 300.55851866678677]\n",
      "933 Current Loss:  362.1441774612851 [66.31753043802414, 100.60169632586629, 300.55882614420807]\n",
      "934 Current Loss:  362.14400812900396 [66.31729173545531, 100.60183787734793, 300.559131154625]\n",
      "935 Current Loss:  362.143841568845 [66.3170550565122, 100.60197827490818, 300.5594336127724]\n",
      "936 Current Loss:  362.1436776847662 [66.3168201283464, 100.60211735938545, 300.5597335868624]\n",
      "937 Current Loss:  362.1435164070439 [66.31658717264722, 100.60225532404736, 300.5600312872157]\n",
      "938 Current Loss:  362.14335770149836 [66.3163560700435, 100.60239243037365, 300.5603265091959]\n",
      "939 Current Loss:  362.1432015228833 [66.31612694559075, 100.60252829751342, 300.5606195768105]\n",
      "940 Current Loss:  362.14304788092676 [66.31589955486228, 100.6026630959969, 300.5609100807869]\n",
      "941 Current Loss:  362.14289668643084 [66.31567405701966, 100.60279687129885, 300.5611983280796]\n",
      "942 Current Loss:  362.1427479667179 [66.3154503440604, 100.60292954952281, 300.56148406857756]\n",
      "943 Current Loss:  362.1426015773115 [66.31522843872185, 100.60306122161826, 300.5617676831316]\n",
      "944 Current Loss:  362.1424575854067 [66.31500835805704, 100.60319178526704, 300.56204889320907]\n",
      "945 Current Loss:  362.14231587838196 [66.31478981216455, 100.6033211779414, 300.56232780112805]\n",
      "946 Current Loss:  362.1421764708717 [66.31457323873869, 100.60344957585592, 300.56260451489106]\n",
      "947 Current Loss:  362.14203930147494 [66.31435828535027, 100.60357681984904, 300.5628789549173]\n",
      "948 Current Loss:  362.14190432119204 [66.3141453214815, 100.60370320550653, 300.56315135426485]\n",
      "949 Current Loss:  362.1417715070272 [66.31393393785979, 100.60382865324762, 300.56342141734785]\n",
      "950 Current Loss:  362.1416408063826 [66.31372423111893, 100.60395303801677, 300.56368937722436]\n",
      "951 Current Loss:  362.1415122175232 [66.31351641726391, 100.60407651897556, 300.5639552395787]\n",
      "952 Current Loss:  362.1413857217979 [66.3133100415474, 100.60419883464427, 300.5642187429312]\n",
      "953 Current Loss:  362.1412612565627 [66.31310549050463, 100.60432017260617, 300.5644802453953]\n",
      "954 Current Loss:  362.14113878389844 [66.31290256518363, 100.60444065223244, 300.5647395878095]\n",
      "955 Current Loss:  362.1410182279028 [66.3127010723168, 100.60456009162415, 300.564996906598]\n",
      "956 Current Loss:  362.1408996486142 [66.3125012676995, 100.60467843962222, 300.56525209944266]\n",
      "957 Current Loss:  362.14078295622 [66.31230324228122, 100.60479595770637, 300.5655053766641]\n",
      "958 Current Loss:  362.14066815808195 [66.31210673458222, 100.60491259471753, 300.56575643699216]\n",
      "959 Current Loss:  362.1405551187672 [66.31191164228434, 100.60502837339307, 300.5660056442248]\n",
      "960 Current Loss:  362.140443952662 [66.31171832918548, 100.60514314025575, 300.56625280509434]\n",
      "961 Current Loss:  362.1403345817841 [66.31152640306604, 100.60525697488636, 300.5664978002296]\n",
      "962 Current Loss:  362.14022694145126 [66.31133606856233, 100.60536988296924, 300.56674096500683]\n",
      "963 Current Loss:  362.1401210444243 [66.31114720630316, 100.6054818645044, 300.5669820663679]\n",
      "964 Current Loss:  362.1400168630462 [66.31095982765723, 100.60559278875196, 300.56722120094673]\n",
      "965 Current Loss:  362.13991433475263 [66.31077402925834, 100.60570290582298, 300.56745850516745]\n",
      "966 Current Loss:  362.139813457321 [66.31058981679084, 100.60581212476798, 300.5676939506084]\n",
      "967 Current Loss:  362.13971420186846 [66.31040715614867, 100.60592067864498, 300.5679274406357]\n",
      "968 Current Loss:  362.13961656922675 [66.31022599617276, 100.6060282036561, 300.5681590150398]\n",
      "969 Current Loss:  362.1395204558721 [66.31004604696167, 100.606134927175, 300.5683887079267]\n",
      "970 Current Loss:  362.1394259183537 [66.30986767799763, 100.60624076393658, 300.5686165192965]\n",
      "971 Current Loss:  362.13933286604276 [66.30969066190696, 100.60634586741806, 300.5688425173612]\n",
      "972 Current Loss:  362.13924132454065 [66.30951514648254, 100.6064500443518, 300.5690667134895]\n",
      "973 Current Loss:  362.1391512620004 [66.30934110898701, 100.60655344821505, 300.56928907925976]\n",
      "974 Current Loss:  362.13906264390386 [66.30916825951894, 100.60665586300281, 300.56950956351284]\n",
      "975 Current Loss:  362.1389754512516 [66.30899706419436, 100.606757453561, 300.56972846183453]\n",
      "976 Current Loss:  362.13888965219854 [66.30882718195275, 100.60685839041987, 300.5699454956921]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "977 Current Loss:  362.1388052094748 [66.30865846500123, 100.60695834957194, 300.57016079582536]\n",
      "978 Current Loss:  362.13872213089 [66.30849127713768, 100.6070576152343, 300.57037440202475]\n",
      "979 Current Loss:  362.1386404201788 [66.30832544214749, 100.60715591455853, 300.57058620628777]\n",
      "980 Current Loss:  362.13856001637805 [66.30816082929081, 100.60725338396885, 300.57079625408915]\n",
      "981 Current Loss:  362.1384808924619 [66.30799763183526, 100.60735014852078, 300.57100469322177]\n",
      "982 Current Loss:  362.13840304004094 [66.30783582704348, 100.60744630484812, 300.5712114270518]\n",
      "983 Current Loss:  362.13832647087537 [66.30767528417559, 100.60754168810497, 300.57141629641774]\n",
      "984 Current Loss:  362.13825107069636 [66.30751613397146, 100.60763625850093, 300.5716199095441]\n",
      "985 Current Loss:  362.1381768613333 [66.30735800694887, 100.60772999329863, 300.57182181168355]\n",
      "986 Current Loss:  362.1381038488659 [66.30720125553702, 100.60782303460662, 300.5720221108386]\n",
      "987 Current Loss:  362.13803200637096 [66.30704577741776, 100.60791546769003, 300.5722207501658]\n",
      "988 Current Loss:  362.13796134178114 [66.30689144753555, 100.6080069855944, 300.5724176614531]\n",
      "989 Current Loss:  362.13789182593905 [66.30673845347368, 100.60809781000906, 300.5726129640716]\n",
      "990 Current Loss:  362.1378234146796 [66.30658664175493, 100.60818771356033, 300.5728068001299]\n",
      "991 Current Loss:  362.13775611460215 [66.30643618290955, 100.60827706573043, 300.5729990275195]\n",
      "992 Current Loss:  362.1376898676602 [66.30628680977347, 100.60836561640834, 300.5731897883488]\n",
      "993 Current Loss:  362.13762473160637 [66.30613881793246, 100.60845337696271, 300.5733789348251]\n",
      "994 Current Loss:  362.1375606187486 [66.305991849273, 100.60854053497685, 300.57356649536996]\n",
      "995 Current Loss:  362.1374975514993 [66.30584613685309, 100.6086270563447, 300.57375248135213]\n",
      "996 Current Loss:  362.13743550057956 [66.30570171477879, 100.60871286148547, 300.57393704624883]\n",
      "997 Current Loss:  362.1373744138046 [66.30555841820419, 100.60879804703298, 300.5741202355348]\n",
      "998 Current Loss:  362.13731433145665 [66.30541636081611, 100.60888264140893, 300.57430183888937]\n",
      "999 Current Loss:  362.13725519000633 [66.30527529818787, 100.60896638313359, 300.57448207231755]\n"
     ]
    }
   ],
   "source": [
    "eta = 0.001\n",
    "for epoch in range(1000):\n",
    "#      weights = [m, c]\n",
    "    print(epoch, \"Current Loss: \", sqloss(weights, X,Y), weights)\n",
    "    \n",
    "#      de_dm = diff(sqloss, weights, 0)\n",
    "#     de_dc = diff(sqloss, weights, 1)\n",
    "    de = []\n",
    "    for i in range(len(weights)):\n",
    "        de.append(diffp(sqloss, weights, X, Y, i))\n",
    "\n",
    "#     m1 = m - eta * de_dm\n",
    "#     c1 = c - eta * de_dc\n",
    "#     m, c = m1, c1\n",
    "    for i in range(len(de)):\n",
    "        weights[i] -= eta * de[i]\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "w0 = 66\n",
    "w1 = 100\n",
    "w2 = 300\n",
    "y = 66.3 + 100.6x1 + 300.13x2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TensorFlow and Sklearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#     y = 100*x1 + 300*x2 + 67 + 5*random.random() - 5*random.random()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Can I use this for polynomial?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = []\n",
    "Y = []\n",
    "for _ in range(1, 100):\n",
    "    x1 = random.random()\n",
    "    x2 = random.random()\n",
    "    y = 100*x1*x1 + 300*x2 + 67 + 5*random.random() - 5*random.random()\n",
    "    X.append((x1, x2))\n",
    "    Y.append(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_X = []\n",
    "for row in X:\n",
    "    x1, x2 = row\n",
    "    new_X.append((x1, x2, x1*x1, x2*x2, x1*x2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.07958085334949838,\n",
       " 0.49967529192610893,\n",
       " 0.006333112219834368,\n",
       " 0.24967539736144218,\n",
       " 0.03976458612913947)"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_X[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "# m = random.random()\n",
    "# c = random.random()\n",
    "weights = []\n",
    "for i in range(len(new_X[0]) + 1):\n",
    "    weights.append(random.random())\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 Current Loss:  5461.735338140033 [83.55658098544873, 18.38023082427695, 201.90172602523018, 67.08631946059438, 75.95972431826911, 36.61058446216226]\n",
      "1 Current Loss:  5456.137669636386 [83.5495982489264, 18.359576563397567, 201.95173350001352, 67.11533470626716, 75.9229035162173, 36.58995639473029]\n",
      "2 Current Loss:  5450.546322037028 [83.54262005987758, 18.338937309180764, 202.00171450850104, 67.14432957925862, 75.88609990361536, 36.56934233351672]\n",
      "3 Current Loss:  5444.961279752791 [83.53564523595915, 18.31831251592972, 202.05166986923797, 67.17330462526559, 75.84931420805904, 36.54874418846044]\n",
      "4 Current Loss:  5439.382505753832 [83.52867386812059, 18.297702001745492, 202.10159876367908, 67.20225975333858, 75.8125453381547, 36.528160413420444]\n",
      "5 Current Loss:  5433.809996070511 [83.52170550161455, 18.27710512998179, 202.1515013737233, 67.23119369018502, 75.77579302105394, 36.50759100839674]\n",
      "6 Current Loss:  5428.2436984049555 [83.51474059118837, 18.256521445891266, 202.20137806316853, 67.26010734529962, 75.73905725675675, 36.48703615528826]\n",
      "7 Current Loss:  5422.683709150366 [83.50777940969047, 18.23595240466544, 202.2512278315706, 67.28900162817706, 75.70233940950519, 36.46649567219607]\n",
      "8 Current Loss:  5417.129945781721 [83.50082186617138, 18.21539718775908, 202.301052134121, 67.31787481077743, 75.66563811505719, 36.445970195766456]\n",
      "9 Current Loss:  5411.582414871985 [83.49386741493427, 18.19485624991954, 202.35085042512293, 67.34672780259541, 75.62895382816012, 36.4254591803026]\n",
      "10 Current Loss:  5406.041047902573 [83.48691732927173, 18.174328954500524, 202.4006232502732, 67.37556160407519, 75.59228636691503, 36.40496280770345]\n",
      "11 Current Loss:  5400.5060095461085 [83.4799699720933, 18.153816210996737, 202.45036888153192, 67.40437430527788, 75.5556367317661, 36.38448035037323]\n",
      "12 Current Loss:  5394.977179518715 [83.4730252524495, 18.133317382761888, 202.50008786459586, 67.43316727044555, 75.5190034675218, 36.36401271780665]\n",
      "13 Current Loss:  5389.454574527477 [83.46608471648133, 18.112832469795975, 202.54978129085868, 67.46194040862872, 75.48238793842418, 36.343560546650004]\n",
      "14 Current Loss:  5383.938137966967 [83.45914790944144, 18.09236129020006, 202.59944870557302, 67.4906930831811, 75.4457887802312, 36.32312210886335]\n",
      "15 Current Loss:  5378.427884840086 [83.45221446753195, 18.07190357112573, 202.64909065443572, 67.51942547600163, 75.40920699338702, 36.30269858678981]\n",
      "16 Current Loss:  5372.923861412268 [83.44528439075285, 18.05146067681504, 202.69870568225525, 67.54813740519137, 75.37264166839694, 36.2822889799852]\n",
      "17 Current Loss:  5367.42601046573 [83.4383584066999, 18.031031788722757, 202.7482950623242, 67.57683023499237, 75.3360938966546, 36.26189437984318]\n",
      "18 Current Loss:  5361.934299154099 [83.43143578777736, 18.01061690684888, 202.7978595222383, 67.60550269211205, 75.2995634053116, 36.24151414971744]\n",
      "19 Current Loss:  5356.448766543627 [83.42451607923786, 17.990215758345002, 202.84739697015976, 67.63415468560095, 75.26304873917641, 36.22114828960799]\n",
      "20 Current Loss:  5350.969381786065 [83.41759946298035, 17.96982825226165, 202.8969083155833, 67.66278676115587, 75.22655108059215, 36.200796435716946]\n",
      "21 Current Loss:  5345.4961660690915 [83.41068712134793, 17.949455389042996, 202.94639474085199, 67.69139891877683, 75.19007152095244, 36.18045940658954]\n",
      "22 Current Loss:  5340.029116226946 [83.40377778104803, 17.929096077295398, 202.99585442697645, 67.71999106751434, 75.15360878696472, 36.160136565579485]\n",
      "23 Current Loss:  5334.568159091542 [83.39687180587853, 17.908750862715678, 203.0452891929461, 67.74856348021683, 75.11716296957846, 36.13982854933307]\n",
      "24 Current Loss:  5329.113355088634 [83.38996892299102, 17.888418562960723, 203.09469649217573, 67.77711570213694, 75.08073343214735, 36.11953417550718]\n",
      "25 Current Loss:  5323.664643367991 [83.38307022377913, 17.868100451323116, 203.14407887125054, 67.80564782422414, 75.04432090226717, 36.0992540807481]\n",
      "26 Current Loss:  5318.2220854800435 [83.37617507159658, 17.847797164449148, 203.19343560257477, 67.83416021027631, 75.00792592563474, 36.07898890170214]\n",
      "27 Current Loss:  5312.785661475634 [83.36928282979707, 17.827507156197825, 203.24276623140105, 67.86265185984928, 74.97154768370481, 36.058738638369285]\n",
      "28 Current Loss:  5307.355298016256 [83.36239422597637, 17.80723106321544, 203.29207121247674, 67.89112431908404, 74.93518644932581, 36.038501835558016]\n",
      "29 Current Loss:  5301.931042697831 [83.35550871443766, 17.78696852170411, 203.34135027295343, 67.91957676943537, 74.8988423134472, 36.018279675611446]\n",
      "30 Current Loss:  5296.512884053549 [83.3486270227767, 17.76672016831013, 203.3906035037806, 67.94801002944848, 74.86251527606899, 35.998072340428514]\n",
      "31 Current Loss:  5291.100834562946 [83.34174860529666, 17.746485639235615, 203.43983045021088, 67.97642246203293, 74.82620479149435, 35.97787882956505]\n",
      "32 Current Loss:  5285.69483108225 [83.33487309819967, 17.726264479733217, 203.48903129414322, 68.00481515858235, 74.78991058687487, 35.95769932491999]\n",
      "33 Current Loss:  5280.294919960504 [83.32800186572777, 17.706057963095517, 203.53820694507232, 68.03318830099568, 74.75363393550313, 35.937534826937515]\n",
      "34 Current Loss:  5274.901046374437 [83.32113345268945, 17.685864543181523, 203.58735685730136, 68.06154179832345, 74.71737420073285, 35.917384608021855]\n",
      "35 Current Loss:  5269.513204904723 [83.31426822288259, 17.665685038536466, 203.63648093988087, 68.0898749229699, 74.68113056401879, 35.89724794057725]\n",
      "36 Current Loss:  5264.131386833499 [83.30740708580188, 17.645519994857167, 203.68557973850767, 68.11818903917708, 74.64490375295671, 35.877125734098406]\n",
      "37 Current Loss:  5258.755650102852 [83.30054949575052, 17.625368320749985, 203.734652525586, 68.14648305555136, 74.60869413134449, 35.85701844333267]\n",
      "38 Current Loss:  5253.385960067381 [83.2936948160822, 17.605230016214918, 203.7836994830148, 68.17475697209272, 74.57250160823267, 35.83692543163375]\n",
      "39 Current Loss:  5248.02230392572 [83.28684386534215, 17.58510571789826, 203.83272015604672, 68.20301115259906, 74.53632563792442, 35.81684578950695]\n",
      "40 Current Loss:  5242.664665022312 [83.2799962797325, 17.564995607698947, 203.88171618177222, 68.23124523327249, 74.5001669480155, 35.796781063093256]\n",
      "41 Current Loss:  5237.312997075164 [83.27315114975855, 17.5448984123244, 203.93068628689872, 68.25945994170877, 74.46402462901122, 35.77673034289797]\n",
      "42 Current Loss:  5231.967322274481 [83.26631047630863, 17.5248154050672, 203.9796308352241, 68.28765509600896, 74.42789895375998, 35.75669317417374]\n",
      "43 Current Loss:  5226.62768022649 [83.25947280419123, 17.50474585833159, 204.02854928105154, 68.3158306052236, 74.39179037700913, 35.73667073926368]\n",
      "44 Current Loss:  5221.29400685717 [83.25263922479999, 17.484690590662794, 204.0774420791284, 68.34398656030214, 74.3556978983145, 35.716661946774146]\n",
      "45 Current Loss:  5215.966307504091 [83.24580810104445, 17.464648874465055, 204.1263099570504, 68.37212277934566, 74.31962306381709, 35.69666734240196]\n",
      "46 Current Loss:  5210.6445957717315 [83.2389803424193, 17.444620527839433, 204.17515218722184, 68.40023917140468, 74.28356496402219, 35.67668747184394]\n",
      "47 Current Loss:  5205.328876154825 [83.2321564036719, 17.4246065512301, 204.22396822394586, 68.4283366459739, 74.2475235989298, 35.65672160750433]\n",
      "48 Current Loss:  5200.019141714452 [83.22533583005489, 17.40460630799076, 204.27275879481823, 68.45641329311445, 74.21149860474205, 35.63677020413048]\n",
      "49 Current Loss:  5194.7153365629465 [83.21851898536616, 17.38461988907089, 204.3215243545863, 68.48447147751256, 74.17549116380204, 35.61683280697503]\n",
      "50 Current Loss:  5189.417532715188 [83.21170477821207, 17.364646657824196, 204.37026335710908, 68.5125091073304, 74.13950045756454, 35.596909052240115]\n",
      "51 Current Loss:  5184.125671802008 [83.20489457283466, 17.344687523745378, 204.41897707567915, 68.54052709206269, 74.10352657697902, 35.57699912182466]\n",
      "52 Current Loss:  5178.83969243303 [83.19808718689083, 17.324741304491326, 204.4676658740944, 68.56852570455783, 74.06756934014655, 35.55710337952656]\n",
      "53 Current Loss:  5173.559651309342 [83.19128325702687, 17.3048087276578, 204.51632866096116, 68.59650467196741, 74.0316282013703, 35.53722191629527]\n",
      "54 Current Loss:  5168.28552251971 [83.18448287419224, 17.284890429891092, 204.56496634577417, 68.62446444903878, 73.99570379729656, 35.517354732130805]\n",
      "55 Current Loss:  5163.017330568807 [83.17768603838695, 17.26498531979756, 204.6135782918871, 68.65240449007513, 73.95979667362215, 35.49750109943739]\n",
      "56 Current Loss:  5157.75505613286 [83.17089156726789, 17.245093306427734, 204.66216395360317, 68.68032452222803, 73.9239055570545, 35.47766138201292]\n",
      "57 Current Loss:  5152.498673259669 [83.16410137077392, 17.225215299276314, 204.71072487706334, 68.70822518214379, 73.88803153898724, 35.45783567080685]\n",
      "58 Current Loss:  5147.248174905656 [83.15731517605664, 17.205351116444362, 204.75926078941922, 68.73610656077187, 73.85217461942037, 35.43802360202131]\n",
      "59 Current Loss:  5142.003558685384 [83.15053125507612, 17.185500212235056, 204.80777069022662, 68.76396838526387, 73.81633343411184, 35.418226085151]\n",
      "60 Current Loss:  5136.764835147958 [83.1437509720744, 17.165663041395746, 204.85625539803078, 68.79181065561977, 73.78050962015212, 35.39844202880227]\n",
      "61 Current Loss:  5131.532017690381 [83.13697432705149, 17.145839876774843, 204.9047146399833, 68.81963428133429, 73.7447031775412, 35.378672706267714]\n",
      "62 Current Loss:  5126.305040064708 [83.13020086526004, 17.126029899827117, 204.95314850703363, 68.84743798911484, 73.70891292393597, 35.35891657140633]\n",
      "63 Current Loss:  5121.083919390507 [83.12343158714421, 17.106233838148327, 205.00155745392914, 68.8752221427593, 73.67313913218484, 35.33917480656124]\n",
      "64 Current Loss:  5115.868659509285 [83.11666521941143, 17.086451418890064, 205.04994075307405, 68.9029866513182, 73.63738143848994, 35.31944732078296]\n",
      "65 Current Loss:  5110.659269308632 [83.10990139826382, 17.066682278254447, 205.0982983135189, 68.93073178763996, 73.60164084329543, 35.299733659324154]\n",
      "66 Current Loss:  5105.455692394746 [83.10314130604448, 17.046926234342536, 205.14663095380894, 68.95845709697721, 73.56591689185396, 35.28003318553852]\n",
      "67 Current Loss:  5100.25794762775 [83.09638476085448, 17.027184833295323, 205.19493858299467, 68.98616412547096, 73.53020985701394, 35.260347081769176]\n",
      "68 Current Loss:  5095.065998719215 [83.08963158079487, 17.007455892325524, 205.24322074632875, 69.01385232742439, 73.49451946592697, 35.24067462042036]\n",
      "69 Current Loss:  5089.8799204434 [83.08288122016884, 16.987740593776252, 205.29147726191223, 69.04151979289861, 73.45884562764357, 35.221015892441535]\n",
      "70 Current Loss:  5084.699642980769 [83.07613513416791, 16.968039392394857, 205.33970876639142, 69.06916843183251, 73.42318834216374, 35.20137089783271]\n",
      "71 Current Loss:  5079.525160766915 [83.06939132190374, 16.948351105838228, 205.38791480501897, 69.0967978804282, 73.38754742758854, 35.1817401822907]\n",
      "72 Current Loss:  5074.356529802134 [83.06265169331519, 16.928676825500006, 205.4360958325422, 69.12440759298886, 73.35192397531162, 35.1621234729671]\n",
      "73 Current Loss:  5069.193666249437 [83.05591533890757, 16.9090159147339, 205.4842516670622, 69.15199838805972, 73.3163169848888, 35.14252022416509]\n",
      "74 Current Loss:  5064.036597967049 [83.0491828043777, 16.88936891923673, 205.53238249047791, 69.17956971994397, 73.28072654726955, 35.12293089063201]\n",
      "75 Current Loss:  5058.885334607835 [83.04245281643298, 16.869735293311678, 205.5804874842441, 69.20712167959107, 73.24515248055494, 35.103355654266814]\n",
      "76 Current Loss:  5053.739800669307 [83.03572573887132, 16.8501139455651, 205.62856719405755, 69.23465435795049, 73.20959469379548, 35.08379351462532]\n",
      "77 Current Loss:  5048.600044929589 [83.02900166264217, 16.830506240239046, 205.6766216199183, 69.26216793692117, 73.17405336889013, 35.064245745000115]\n",
      "78 Current Loss:  5043.466062628042 [83.02228167913918, 16.81091199543458, 205.7246512165737, 69.28966177985683, 73.13852877868729, 35.044711890643846]\n",
      "79 Current Loss:  5038.33782788022 [83.01556515171606, 16.79133193874746, 205.7726558021248, 69.31713670530269, 73.10302074128802, 35.025191405859694]\n",
      "80 Current Loss:  5033.215362430435 [83.0088527170191, 16.77176579732928, 205.8206351037232, 69.34459271325875, 73.0675296204902, 35.00568438159713]\n",
      "81 Current Loss:  5028.098609005486 [83.00214228321047, 16.752211752190632, 205.86858912136887, 69.37202916707872, 73.03205459774861, 34.9861912726035]\n",
      "82 Current Loss:  5022.987584732262 [82.99543585117854, 16.732672077068273, 205.9165185826576, 69.39944661245943, 72.99659621876006, 34.966711806030396]\n",
      "83 Current Loss:  5017.882302041994 [82.9887325114286, 16.713145316770678, 205.9644228509431, 69.42684450370405, 72.96115466542349, 34.94724598187782]\n",
      "84 Current Loss:  5012.782700661367 [82.9820323549101, 16.6936319260452, 206.01230274477058, 69.45422365935781, 72.92572984678944, 34.92779380014577]\n",
      "85 Current Loss:  5007.688886555691 [82.97533556352201, 16.674131995841307, 206.06015635420118, 69.48158353372389, 72.89032130811054, 34.90835617032895]\n",
      "86 Current Loss:  5002.600772612232 [82.96864259201166, 16.65464561710847, 206.10798540727484, 69.50892430870124, 72.85492986793204, 34.888931637235835]\n",
      "87 Current Loss:  4997.518306366254 [82.96195289468224, 16.63517188035199, 206.1557894492442, 69.53624580239091, 72.81955398011294, 34.869520291815896]\n",
      "88 Current Loss:  4992.441602277639 [82.95526665343269, 16.615712513611797, 206.20356848010925, 69.56354883333813, 72.78419591839, 34.850123498311184]\n",
      "89 Current Loss:  4987.370569250118 [82.94858268591989, 16.596265334100607, 206.25132177227425, 69.59083203730086, 72.74885368187486, 34.83073934678283]\n",
      "90 Current Loss:  4982.30518687166 [82.9419026292343, 16.576831797009945, 206.29905059903177, 69.61809668757166, 72.71352772531489, 34.81136911052341]\n",
      "91 Current Loss:  4977.24549409856 [82.93522566483071, 16.557411629491398, 206.34675423278605, 69.64534160180744, 72.67821804871008, 34.792012152886635]\n",
      "92 Current Loss:  4972.1914505480545 [82.92855242935539, 16.538005377241788, 206.39443349208233, 69.67256787140184, 72.64292492490884, 34.77266892861986]\n",
      "93 Current Loss:  4967.143091680341 [82.92188192236418, 16.518611857918003, 206.44208728552695, 69.69977485970855, 72.60764817201223, 34.75333980152096]\n",
      "94 Current Loss:  4962.100377395185 [82.91521523525071, 16.499231890065275, 206.48971624976622, 69.7269634762223, 72.57238824476761, 34.734023771145765]\n",
      "95 Current Loss:  4957.063323217919 [82.90855154946976, 16.47986492798678, 206.53732011195171, 69.75413253859995, 72.53714459747815, 34.7147213831911]\n",
      "96 Current Loss:  4952.031923007685 [82.90189122881921, 16.460511426429875, 206.58489923588132, 69.7812826834878, 72.50191795773961, 34.69543245575802]\n",
      "97 Current Loss:  4947.00619049252 [82.89523409140011, 16.441171021596674, 206.6324525301614, 69.80841372898692, 72.46670732510782, 34.67615726169493]\n",
      "98 Current Loss:  4941.986039007673 [82.88858068290929, 16.42184435013347, 206.6799816318824, 69.83552631174359, 72.4315129724312, 34.656895164355554]\n",
      "99 Current Loss:  4936.971504161728 [82.88192982100364, 16.4025306844445, 206.727486086297, 69.86261970416206, 72.39633489970973, 34.63764725513352]\n",
      "100 Current Loss:  4931.962613925282 [82.87528296087467, 16.383230479277117, 206.77496607530412, 69.8896936333939, 72.36117419833707, 34.61841235168573]\n",
      "101 Current Loss:  4926.959334344278 [82.86863919302769, 16.3639431889345, 206.8224205984596, 69.91674919083277, 72.32602950407116, 34.59919136350687]\n",
      "102 Current Loss:  4921.9616378389555 [82.8619987903111, 16.344669450062938, 206.8698512019044, 69.94378564888291, 72.29090154450776, 34.579983835849596]\n",
      "103 Current Loss:  4916.969535904417 [82.85536111607863, 16.32540826221826, 206.91725606664914, 69.97080318944325, 72.25578913730376, 34.56078976871391]\n",
      "104 Current Loss:  4911.983020971512 [82.84872707982495, 16.30616035299623, 206.96463628408748, 69.99780226726114, 72.22069355575175, 34.54160898020087]\n",
      "105 Current Loss:  4907.002083679607 [82.84209686344903, 16.286926268093666, 207.01199249086568, 70.0247825185387, 72.18561461795278, 34.5224420160073]\n",
      "106 Current Loss:  4902.026759336584 [82.83546928460774, 16.267705188965337, 207.0593230498933, 70.05174303378124, 72.15055177821003, 34.50328787568902]\n",
      "107 Current Loss:  4897.057009834625 [82.82884479804844, 16.248497843207005, 207.10662841591767, 70.0786854500792, 72.11550512747297, 34.48414719589233]\n",
      "108 Current Loss:  4892.092846182373 [82.82222422231635, 16.22930359417238, 207.15390977128192, 70.10560894888738, 72.08047602998366, 34.46502043136457]\n",
      "109 Current Loss:  4887.134199995079 [82.81560746646201, 16.21012271470987, 207.20116620649134, 70.13251434875099, 72.04546248485374, 34.44590658166158]\n",
      "110 Current Loss:  4882.181131224716 [82.80899252959708, 16.19095384057742, 207.24839708489964, 70.15939946688275, 72.0104645830327, 34.42680628342965]\n",
      "111 Current Loss:  4877.2336031390205 [82.80238095786254, 16.17179788126974, 207.29560386169834, 70.18626621322153, 71.97548405256046, 34.40771953666877]\n",
      "112 Current Loss:  4872.291604200624 [82.79577320600575, 16.152656019129935, 207.3427860821401, 70.21311486061575, 71.94051971109391, 34.38864606853054]\n",
      "113 Current Loss:  4867.355128511035 [82.78916909212776, 16.133527344663307, 207.38994392812384, 70.23994395387388, 71.90557128578465, 34.369585697116015]\n",
      "114 Current Loss:  4862.424188760928 [82.78256779768336, 16.114411312173033, 207.4370763992054, 70.26675431154115, 71.8706389585316, 34.350538513374666]\n",
      "115 Current Loss:  4857.498759237558 [82.775969413622, 16.095308922103285, 207.4841846777279, 70.2935461155165, 71.83572300218319, 34.33150506300331]\n",
      "116 Current Loss:  4852.578881580009 [82.76937475848891, 16.076219537807773, 207.53126803609558, 70.32031863820418, 71.80082359863835, 34.312484982204076]\n",
      "117 Current Loss:  4847.664526465606 [82.76278319563781, 16.057143159286497, 207.5783265652579, 70.34707242530101, 71.7659406569476, 34.293478361926425]\n",
      "118 Current Loss:  4842.755650668353 [82.75619536171499, 16.038080150337336, 207.62536090186114, 70.37380856820062, 71.73107444995938, 34.27448520217036]\n",
      "119 Current Loss:  4837.852274702391 [82.74961043817521, 16.01903023811188, 207.67237059115797, 70.40052579361043, 71.69622461387578, 34.255505139138]\n",
      "120 Current Loss:  4832.954398813682 [82.74302942546265, 15.999993422610132, 207.7193549965021, 70.42722419247991, 71.66139051205053, 34.23653780903147]\n",
      "121 Current Loss:  4828.061994123912 [82.73645095933526, 15.980969885731028, 207.76631520928714, 70.45390431050589, 71.62657305397832, 34.21758403039599]\n",
      "122 Current Loss:  4823.175095967235 [82.72987522169197, 15.961958808929339, 207.81325086571525, 70.48056469249684, 71.59177214870968, 34.19864389418104]\n",
      "123 Current Loss:  4818.293639753081 [82.72330284917908, 15.942961101699765, 207.86016178388746, 70.50720652079588, 71.5569866139015, 34.17971649089191]\n",
      "124 Current Loss:  4813.417644435704 [82.71673402369552, 15.923976764042308, 207.90704860045008, 70.53383043204929, 71.52221799569477, 34.16080263907384]\n",
      "125 Current Loss:  4808.547144131255 [82.7101684723929, 15.905004886462265, 207.95390995116105, 70.56043515296449, 71.48746529364533, 34.14190206587842]\n",
      "126 Current Loss:  4803.682041385555 [82.70360619527119, 15.886046014656458, 208.00074747311083, 70.58702177493512, 71.45272878060157, 34.12301440750776]\n",
      "127 Current Loss:  4798.822387589813 [82.69704637378518, 15.867099784827005, 208.04756043870367, 70.61358911561808, 71.41800809276563, 34.1041404825071]\n",
      "128 Current Loss:  4793.968192779943 [82.6904907359748, 15.848166560771787, 208.09434866604062, 70.6401389030533, 71.38330450343008, 34.08527974517961]\n",
      "129 Current Loss:  4789.119412323225 [82.68393864519376, 15.829247342934977, 208.14111342841426, 70.66666986394819, 71.34861737594863, 34.06643183172742]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "130 Current Loss:  4784.276078475876 [82.67738901004842, 15.810340676125051, 208.18785281588572, 70.69318190735328, 71.31394598272553, 34.047597014998935]\n",
      "131 Current Loss:  4779.438162713761 [82.67084274003346, 15.791447651735652, 208.23456737415182, 70.71967594276327, 71.27929059660917, 34.028774749297334]\n",
      "132 Current Loss:  4774.6056489217535 [82.66429974419944, 15.772567087423667, 208.28125801270727, 70.7461516063803, 71.24465185424586, 34.00996621696573]\n",
      "133 Current Loss:  4769.77857593075 [82.65776065919263, 15.753700256481679, 208.32792409490577, 70.77260853440646, 71.21002920993877, 33.99117114515571]\n",
      "134 Current Loss:  4764.956895667874 [82.65122402982152, 15.734846158465515, 208.37456580264626, 70.7990469087407, 71.1754226636879, 33.97238944291781]\n",
      "135 Current Loss:  4760.140591194361 [82.64469094747975, 15.716005066223588, 208.4211835906761, 70.82546718413039, 71.14083276119007, 33.9536205645552]\n",
      "136 Current Loss:  4755.329665106181 [82.63816104836943, 15.697176434059074, 208.46777691329845, 70.85186836013133, 71.10625877484952, 33.93486414627001]\n",
      "137 Current Loss:  4750.524159953661 [82.63163351394533, 15.678360625769855, 208.51434486101863, 70.8782508914909, 71.07170070466626, 33.91612100660746]\n",
      "138 Current Loss:  4745.7239851871955 [82.62510998129792, 15.659558005153812, 208.56088943472497, 70.90461550580483, 71.03715900538762, 33.89739078176968]\n",
      "139 Current Loss:  4740.929198126747 [82.61859008662933, 15.640768390312004, 208.60740972492277, 70.93096193022473, 71.00263385891256, 33.878674108402954]\n",
      "140 Current Loss:  4736.1397522831785 [82.61207237474801, 15.62199050795185, 208.65390545876363, 70.957288891458, 70.96812417384743, 33.85997007701258]\n",
      "141 Current Loss:  4731.355675522778 [82.60555775514868, 15.603225995163811, 208.70037654529807, 70.98359766279725, 70.93363067778799, 33.84127868759857]\n",
      "142 Current Loss:  4726.576980668438 [82.59904722827551, 15.584474760998418, 208.74682289357662, 71.00988869898981, 70.89915337073424, 33.82260103155455]\n",
      "143 Current Loss:  4721.803629153733 [82.59254070317903, 15.565736805455671, 208.79324614068975, 71.03616118149046, 70.86469316218088, 33.803936563183704]\n",
      "144 Current Loss:  4717.035587176506 [82.58603654276877, 15.547011309990339, 208.83964501334486, 71.06241556504654, 70.83024868788587, 33.785285100587096]\n",
      "145 Current Loss:  4712.272890554779 [82.57953465609526, 15.528298638400301, 208.88601905679462, 71.08865112206229, 70.79581967500079, 33.76664682566366]\n",
      "146 Current Loss:  4707.51552757161 [82.57303695309739, 15.509598881635029, 208.9323689986348, 71.11486885298189, 70.76140739681821, 33.748021465564996]\n",
      "147 Current Loss:  4702.763465868698 [82.56654206953309, 15.490912585391342, 208.97869538456217, 71.1410679392601, 70.72701121669186, 33.72940883839215]\n",
      "148 Current Loss:  4698.016731337172 [82.56005064204865, 15.472239113022951, 209.0249969412842, 71.16724910849268, 70.69263113462173, 33.710808853195665]\n",
      "149 Current Loss:  4693.275285187874 [82.55356176114938, 15.453577827883564, 209.07127412354822, 71.19341154213441, 70.65826651396154, 33.69222178282394]\n",
      "150 Current Loss:  4688.539181633112 [82.54707679107733, 15.434929730417352, 209.1175267494553, 71.21955533113476, 70.62391799135756, 33.673647809175925]\n",
      "151 Current Loss:  4683.808355137065 [82.5405950951862, 15.416294274927495, 209.16375554660118, 71.24568111214, 70.58958547586033, 33.655087296049494]\n",
      "152 Current Loss:  4679.082846059925 [82.53411603682972, 15.397671734262403, 209.20995960549118, 71.27178833945334, 70.5552691493688, 33.63653924300048]\n",
      "153 Current Loss:  4674.362613477559 [82.52763988885627, 15.379061835573665, 209.25613965372105, 71.2978771949737, 70.52096892093348, 33.618004104776226]\n",
      "154 Current Loss:  4669.647655780375 [82.52116819740687, 15.360464851709693, 209.30229623698762, 71.32394786060001, 70.4866850634028, 33.59948233612409]\n",
      "155 Current Loss:  4664.937962057348 [82.51469923444157, 15.341881055518897, 209.34842853674564, 71.35000079107965, 70.45241730392834, 33.58097302754937]\n",
      "156 Current Loss:  4660.233563011714 [82.50823336375825, 15.323309628456045, 209.3945360072983, 71.37603489501896, 70.41816518776275, 33.56247672474888]\n",
      "157 Current Loss:  4655.534361405998 [82.50177040345798, 15.304751298116898, 209.44062037668556, 71.40205171855894, 70.3839294425018, 33.54399288202581]\n",
      "158 Current Loss:  4650.840469764517 [82.49531062638917, 15.286205791653046, 209.48667982591797, 71.42805007935647, 70.34970979529706, 33.525522317925386]\n",
      "159 Current Loss:  4646.151770597019 [82.48885412350128, 15.267672745266609, 209.5327160830355, 71.45403088690625, 70.31550633709801, 33.507064668649726]\n",
      "160 Current Loss:  4641.468402751515 [82.48240071289538, 15.249153523199638, 209.57872751094766, 71.47999250411783, 70.28131915885413, 33.48861984324936]\n",
      "161 Current Loss:  4636.790241191148 [82.47595057647041, 15.230646670260612, 209.62471501914916, 71.50593629523325, 70.24714789676753, 33.47018756887588]\n",
      "162 Current Loss:  4632.117326550451 [82.46950371422636, 15.21215245929794, 209.6706783347916, 71.531862351202, 70.21299327843397, 33.45176811837769]\n",
      "163 Current Loss:  4627.449599536054 [82.46305930761801, 15.19366998081692, 209.71661754882444, 71.55776967157988, 70.17885375771246, 33.43336140080533]\n",
      "164 Current Loss:  4622.787111669869 [82.456618448039, 15.175200235261727, 209.7625329340961, 71.58365898396266, 70.14473060789558, 33.41496841660297]\n",
      "165 Current Loss:  4618.129804500333 [82.45018140833773, 15.156743859278649, 209.80842449060657, 71.60953056119877, 70.11062328328651, 33.396586892033845]\n",
      "166 Current Loss:  4613.477738614039 [82.44374709712056, 15.138299852423515, 209.8542917636085, 71.6353837666419, 70.07653251148102, 33.37821837323896]\n",
      "167 Current Loss:  4608.830865425173 [82.43731560533698, 15.119868942292086, 209.90013520784925, 71.66121914598887, 70.04245756488334, 33.35986295116778]\n",
      "168 Current Loss:  4604.189211422963 [82.43088784248167, 15.101450310339132, 209.9459539138341, 71.68703597164392, 70.00839789779664, 33.34152053487083]\n",
      "169 Current Loss:  4599.55271763827 [82.4244629900094, 15.083045138907764, 209.99174942770406, 71.71283560784912, 69.97435478351352, 33.32319066960077]\n",
      "170 Current Loss:  4594.921388831066 [82.41804177551595, 15.0646521547054, 210.03752111281284, 71.73861678131186, 69.9403272215898, 33.30487335535759]\n",
      "171 Current Loss:  4590.295258501052 [82.41162319855712, 15.04627190342886, 210.08326824156467, 71.76437976488057, 69.90631530297495, 33.28656886498971]\n",
      "172 Current Loss:  4585.674295910968 [82.40520753198135, 15.027904112229734, 210.1289912687069, 71.79012437665631, 69.87231911861844, 33.2682766528003]\n",
      "173 Current Loss:  4581.0585241195095 [82.39879586718226, 15.009549508703785, 210.17469101278476, 71.81585152613377, 69.83834003276232, 33.24999790113248]\n",
      "174 Current Loss:  4576.447896201123 [82.3923874765641, 14.991208183800481, 210.22036720094985, 71.84156084951508, 69.80437668116454, 33.231731791441014]\n",
      "175 Current Loss:  4571.842413017754 [82.38598172348057, 14.97287886422724, 210.26601901465693, 71.86725252869917, 69.7704290638251, 33.2134783237259]\n",
      "176 Current Loss:  4567.242088084794 [82.3795782441338, 14.954561549984064, 210.31164636295654, 71.89292538134293, 69.7364969078956, 33.19523722513873]\n",
      "177 Current Loss:  4562.646916697268 [82.37317931226053, 14.936258060060354, 210.3572509738886, 71.91858077168843, 69.70258175951702, 33.17700922327527]\n",
      "178 Current Loss:  4558.056804067392 [82.36678256317455, 14.917966211668826, 210.40283184700894, 71.94421842688723, 69.66868170875048, 33.15879304484293]\n",
      "179 Current Loss:  4553.471885174493 [82.36038863352215, 14.899687005253654, 210.4483882547218, 71.96983725554571, 69.63479757414123, 33.14059023598271]\n",
      "180 Current Loss:  4548.892108956173 [82.35399852374749, 14.881420531764306, 210.49392010607772, 71.99543871285539, 69.60092935568926, 33.12239961435149]\n",
      "181 Current Loss:  4544.317419463348 [82.34761168815376, 14.863166882150253, 210.53942903816716, 72.02102216216997, 69.5670769624451, 33.10422181659556]\n",
      "182 Current Loss:  4539.747860836034 [82.34122758104414, 14.844925419765204, 210.584913868647, 72.04658787633787, 69.53324094010557, 33.08605675176546]\n",
      "183 Current Loss:  4535.183411984962 [82.33484647526703, 14.82669678125545, 210.63037459751723, 72.07213540061173, 69.49942010632756, 33.067904328911716]\n",
      "184 Current Loss:  4530.624048683427 [82.3284684617719, 14.80848051187364, 210.67581195237364, 72.09766500783996, 69.46561518870683, 33.049764729933266]\n",
      "185 Current Loss:  4526.069781060726 [82.32209335865983, 14.790276793518714, 210.72122538751938, 72.12317678897205, 69.43182627819286, 33.03163722723435]\n",
      "186 Current Loss:  4521.520597544127 [82.31572243922338, 14.772085808089614, 210.76661617624706, 72.14867083495744, 69.39805392048245, 33.01352309410755]\n",
      "187 Current Loss:  4516.976499357238 [82.30935470301839, 14.753907646535808, 210.8119829543146, 72.1741473276951, 69.36429711513145, 32.9954216029571]\n",
      "188 Current Loss:  4512.437469245382 [82.3029890586512, 14.735741581261536, 210.8573254488736, 72.19960581243765, 69.33055595308932, 32.97733166238937]\n",
      "189 Current Loss:  4507.903563217754 [82.29662650656601, 14.717588248913088, 210.90264384182302, 72.22504647108406, 69.29683134385076, 32.9592546366464]\n",
      "190 Current Loss:  4503.374694395373 [82.2902676834091, 14.699447376642055, 210.94793904265754, 72.25046912173536, 69.26312219602212, 32.941190070980845]\n",
      "191 Current Loss:  4498.850888106468 [82.28391204348364, 14.681319510145258, 210.99321050568034, 72.27587412818946, 69.22942869150236, 32.923138056342175]\n",
      "192 Current Loss:  4494.3321204983395 [82.27755913204228, 14.663203921826934, 211.03845877658824, 72.30126121759793, 69.19575101219041, 32.90509904747774]\n",
      "193 Current Loss:  4489.818409816941 [82.27120940383239, 14.645100429788144, 211.0836824911392, 72.32663048091024, 69.16208861238945, 32.88707204394337]\n",
      "194 Current Loss:  4485.309742765903 [82.264864223096, 14.62701030732147, 211.12888337737314, 72.35198300952004, 69.12844303824048, 32.86905777333482]\n",
      "195 Current Loss:  4480.806130472507 [82.25852013375325, 14.608931371639628, 211.1740595253512, 72.37731634779163, 69.09481274360249, 32.85105514425846]\n",
      "196 Current Loss:  4476.307550096267 [82.25217968238931, 14.59086507793414, 211.21921248121436, 72.40263195091654, 69.06119845607125, 32.83306533905739]\n",
      "197 Current Loss:  4471.813967143415 [82.24584259615577, 14.572811426205007, 211.26434224496262, 72.42793063744, 69.02759999374783, 32.81508826678215]\n",
      "198 Current Loss:  4467.325408893667 [82.23950851125474, 14.554770416452229, 211.30944827089917, 72.45321158881677, 68.99401735663221, 32.79712329078644]\n",
      "199 Current Loss:  4462.841831075501 [82.23317742768623, 14.536742139625275, 211.35453092282188, 72.47847507789527, 68.96044999902759, 32.77917041107026]\n",
      "200 Current Loss:  4458.363286925002 [82.22684970924811, 14.518725959077855, 211.39959001883182, 72.50372101372602, 68.9268990123276, 32.76123071902726]\n",
      "201 Current Loss:  4453.88977516274 [82.22052462834463, 14.50072214765838, 211.4446251951311, 72.52894839586486, 68.893363577987, 32.743303578011144]\n",
      "202 Current Loss:  4449.421231615454 [82.21420373111678, 14.48273152391208, 211.48963736121442, 72.5541586795033, 68.85984378695528, 32.72538844232509]\n",
      "203 Current Loss:  4444.957700789137 [82.20788492572674, 14.464752541697962, 211.53462533473868, 72.57935086419718, 68.82633963923243, 32.70748594861539]\n",
      "204 Current Loss:  4440.499109875159 [82.20156930356816, 14.446785928611789, 211.5795902070975, 72.60452595039067, 68.79285095291951, 32.6895956421347]\n",
      "205 Current Loss:  4436.045496188978 [82.19525722843892, 14.42883159370409, 211.62453197829092, 72.62968348333641, 68.75937836466281, 32.67171797763036]\n",
      "206 Current Loss:  4431.596882649513 [82.18894769989484, 14.410890264570625, 211.66944955692526, 72.65482337208493, 68.72592114686657, 32.65385259130449]\n",
      "207 Current Loss:  4427.153229179931 [82.1826417183801, 14.392961759312456, 211.71434439819205, 72.67994570758572, 68.69248020902549, 32.63599939220763]\n",
      "208 Current Loss:  4422.714537523143 [82.17633855629893, 14.37504535033382, 211.75921550164713, 72.70505012604087, 68.65905464164487, 32.61815838033977]\n",
      "209 Current Loss:  4418.280834023476 [82.17003875934816, 14.357141037634719, 211.80406268539156, 72.73013735504617, 68.62564517232047, 32.60033028329668]\n",
      "210 Current Loss:  4413.852069847736 [82.16374214562885, 14.339249457861442, 211.84888658607161, 72.75520657605637, 68.59225098250707, 32.58251400968471]\n",
      "211 Current Loss:  4409.428269831841 [82.15744889703993, 14.321370247216109, 211.89368683988943, 72.7802586076167, 68.55887289074988, 32.56471019615015]\n",
      "212 Current Loss:  4405.0093681560675 [82.15115792218776, 14.303502769052429, 211.93846362874393, 72.80529308592929, 68.5255097147058, 32.5469185698446]\n",
      "213 Current Loss:  4400.5954201015165 [82.14487013056706, 14.285647932865103, 211.9832170435846, 72.83031010194361, 68.49216281861689, 32.52913903981858]\n",
      "214 Current Loss:  4396.186389057865 [82.13858597692516, 14.267805465805722, 212.0279475391588, 72.8553098375586, 68.45883174773579, 32.51137215176892]\n",
      "215 Current Loss:  4391.782297501167 [82.13230509746418, 14.249975276924815, 212.07265456976967, 72.88029165612795, 68.4255165020625, 32.49361735999879]\n",
      "216 Current Loss:  4387.383136834129 [82.12602694648731, 14.232157639070792, 212.11733786256883, 72.90525592144957, 68.39221671779913, 32.47587484640713]\n",
      "217 Current Loss:  4382.988875453679 [82.11975097829773, 14.214351551799481, 212.16199750850575, 72.9302027244729, 68.35893230399623, 32.45814479289289]\n",
      "218 Current Loss:  4378.599486410179 [82.1134788299859, 14.196558197453996, 212.20663423517618, 72.95513251994532, 68.3256635335022, 32.44042610806242]\n",
      "219 Current Loss:  4374.2150401771 [82.10721013775392, 14.178777666983805, 212.25124758783278, 72.98004485311947, 68.29241104296332, 32.4227200652083]\n",
      "220 Current Loss:  4369.83545822345 [82.10094426495553, 14.161008687096327, 212.2958380212229, 73.00493972399534, 68.25917410478385, 32.4050264824316]\n",
      "221 Current Loss:  4365.4607941305 [82.09468121159071, 14.143252440134674, 212.34040480775076, 73.02981731447187, 68.22595308276166, 32.387345177833375]\n",
      "222 Current Loss:  4361.090962161429 [82.08842143240682, 14.125508380402024, 212.38494903881002, 73.05467707885225, 68.19274697645258, 32.36967578761574]\n",
      "223 Current Loss:  4356.726054452708 [82.08216438170703, 14.107776053151028, 212.42946862256287, 73.07951947188383, 68.1595564225029, 32.35201858462711]\n",
      "224 Current Loss:  4352.366018590591 [82.07591024139029, 14.090056458825856, 212.47396546894817, 73.10434476641501, 68.12638187565997, 32.334374114564305]\n",
      "225 Current Loss:  4348.0108453271805 [82.06965882955765, 14.072349142679158, 212.5184387594207, 73.12915250769845, 68.0932226992775, 32.31674110413474]\n",
      "226 Current Loss:  4343.660518971301 [82.06341132855223, 14.054654559458285, 212.56288940347514, 73.15394378712779, 68.06007943905232, 32.299120826631004]\n",
      "227 Current Loss:  4339.315066542993 [82.05716673792986, 14.036972072516946, 212.60731658256628, 73.17871724046097, 68.02695164023706, 32.28151291825521]\n",
      "228 Current Loss:  4334.974476948185 [82.05092505769053, 14.01930131805726, 212.65172011479518, 73.20347314054641, 67.9938393937812, 32.26391710615895]\n",
      "229 Current Loss:  4330.638692177275 [82.04468665163213, 14.001643023674987, 212.69610127345442, 73.22821203308092, 67.96074297253315, 32.24633293559487]\n",
      "230 Current Loss:  4326.30775263832 [82.03845088310837, 13.983996643673308, 212.74045887620088, 73.25293328141822, 67.9276618307961, 32.22876086131033]\n",
      "231 Current Loss:  4321.981636982995 [82.03221811591712, 13.966362541850103, 212.78479365063032, 73.27763779505301, 67.89459669616579, 32.21120115615373]\n",
      "232 Current Loss:  4317.660392238504 [82.02598807720997, 13.948740445356961, 212.8291045053491, 73.30232402784429, 67.86154684104648, 32.19365354727666]\n",
      "233 Current Loss:  4313.3439323601215 [82.01976158553217, 13.931131081789644, 212.87339262270035, 73.326993707832, 67.82851226543815, 32.17611776183072]\n",
      "234 Current Loss:  4309.032276277419 [82.01353845898475, 13.91353345070398, 212.91765763888617, 73.35164628931932, 67.79549324218922, 32.15859398171484]\n",
      "235 Current Loss:  4304.725441378288 [82.00731778807304, 13.89594818874626, 212.96189964485603, 73.37628122660942, 67.76248968035023, 32.14108275262584]\n",
      "236 Current Loss:  4300.423452910205 [82.00110039134225, 13.878375023068074, 213.00611773111524, 73.40089888350019, 67.72950185276957, 32.12358343791744]\n",
      "237 Current Loss:  4296.126218398602 [81.9948865416408, 13.860814408416772, 213.05031380760266, 73.42549980568845, 67.69652985039673, 32.10609585569069]\n",
      "238 Current Loss:  4291.8337993013065 [81.98867560232239, 13.843265617196593, 213.0944863281773, 73.45008344747737, 67.66357340038329, 32.088620551642414]\n",
      "239 Current Loss:  4287.546172371727 [81.9824670276902, 13.825728922255948, 213.1386355656876, 73.47465035456378, 67.63063241177977, 32.07115798051996]\n",
      "240 Current Loss:  4283.26331200381 [81.97626236388524, 13.808204869291657, 213.18276206583033, 73.49919998125085, 67.59770679363672, 32.053706596182344]\n",
      "241 Current Loss:  4278.985257292964 [81.97006061046332, 13.79069300355637, 213.2268652829087, 73.52373205469019, 67.56479672785306, 32.03626758097267]\n",
      "242 Current Loss:  4274.711992051522 [81.96386122172763, 13.773192961252207, 213.2709446712259, 73.54824639298283, 67.53190175968146, 32.01884002539624]\n",
      "243 Current Loss:  4270.443461175661 [81.95766510717286, 13.755705379025457, 213.31500214072076, 73.57274408752244, 67.4990225257682, 32.00142520274563]\n",
      "244 Current Loss:  4266.1797044138575 [81.95147244869796, 13.73822952928036, 213.3590362362018, 73.59722477451112, 67.46615911706274, 31.984021930677734]\n",
      "245 Current Loss:  4261.920712270871 [81.94528279155557, 13.720766503410559, 213.4030473214669, 73.62168790825206, 67.43331071501987, 31.966630663939902]\n",
      "246 Current Loss:  4257.666496312191 [81.93909577194782, 13.703314482426649, 213.44703475986972, 73.64613357969472, 67.40047804723534, 31.949251402532134]\n",
      "247 Current Loss:  4253.416997628012 [81.93291220841994, 13.685875558166444, 213.49100027945025, 73.67056306213169, 67.36766129560809, 31.93188441930284]\n",
      "248 Current Loss:  4249.172214221489 [81.92673128242669, 13.668448093539482, 213.53494269786535, 73.69497526416933, 67.33485982349183, 31.914528440959437]\n",
      "249 Current Loss:  4244.932178483893 [81.9205529030186, 13.651032361394172, 213.5788617422666, 73.71937009485816, 67.30207326708867, 31.89718519554186]\n",
      "250 Current Loss:  4240.696861376679 [81.91437888918509, 13.633629544073628, 213.6227584130982, 73.7437484636929, 67.26930253589333, 31.879853500706993]\n",
      "251 Current Loss:  4236.466268576771 [81.9082063305431, 13.616237458790565, 213.66663107326968, 73.76810927927988, 67.23654662946163, 31.86253335645484]\n",
      "252 Current Loss:  4232.24040172043 [81.90203722798097, 13.598857924534386, 213.71048108702308, 73.79245308731595, 67.20380627538933, 31.84522539943169]\n",
      "253 Current Loss:  4228.0192528231555 [81.89587149054924, 13.581491032254561, 213.75430872720682, 73.81677988780109, 67.17108192842377, 31.827929174890194]\n",
      "254 Current Loss:  4223.802804858665 [81.88970866350056, 13.56413587245639, 213.79811326622513, 73.84108968073531, 67.13837249717133, 31.81064522852717]\n",
      "255 Current Loss:  4219.591062565988 [81.88354929253174, 13.546793081786163, 213.84189515882537, 73.86538282991648, 67.10567907302564, 31.79337283274686]\n",
      "256 Current Loss:  4215.384021591265 [81.87739255909756, 13.529462205496529, 213.88565404120965, 73.88965888059727, 67.07300092839094, 31.776112533246085]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "257 Current Loss:  4211.181655773109 [81.87123846319801, 13.512142697890667, 213.92939027717586, 73.91391719613137, 67.04033788136829, 31.75886396622696]\n",
      "258 Current Loss:  4206.984014654302 [81.86508755052992, 13.494835377513809, 213.97310313912823, 73.93815859506401, 67.0076904776545, 31.74162749548737]\n",
      "259 Current Loss:  4202.790999419562 [81.85894018489117, 13.477540608163835, 214.01679417320776, 73.96238380499096, 66.97505835345171, 31.724402757229434]\n",
      "260 Current Loss:  4198.602689173027 [81.85279563868599, 13.460257480346044, 214.06046156042504, 73.98659127977123, 66.9424412359115, 31.70718947860474]\n",
      "261 Current Loss:  4194.419053360985 [81.84665382096492, 13.442985903110966, 214.10410602837584, 74.01078183795005, 66.90983967073069, 31.689988205310108]\n",
      "262 Current Loss:  4190.240074656201 [81.84051491362689, 13.42572633120595, 214.14772784990856, 74.03495602522423, 66.87725383980822, 31.6727987554466]\n",
      "263 Current Loss:  4186.065770490483 [81.83437937141926, 13.408478764630999, 214.1913270250232, 74.05911338684643, 66.84468383409356, 31.655621401862625]\n",
      "264 Current Loss:  4181.896126025721 [81.8282463757968, 13.391243567183992, 214.23490300802297, 74.08325392281665, 66.812128744092, 31.638455780760303]\n",
      "265 Current Loss:  4177.731140929646 [81.8221161996079, 13.374020193168107, 214.2784561627057, 74.10737772408436, 66.77958957024774, 31.621301710240694]\n",
      "266 Current Loss:  4173.570782381876 [81.81598984329676, 13.356809370179107, 214.3219872166672, 74.13148442685167, 66.7470652211671, 31.604159826950088]\n",
      "267 Current Loss:  4169.415009626215 [81.80986576072237, 13.339609733974939, 214.36549544231167, 74.155574303967, 66.71455533305223, 31.587029130444314]\n",
      "268 Current Loss:  4165.26391707013 [81.80374449758156, 13.322421648353483, 214.40898056679072, 74.17964708258194, 66.68206154299358, 31.569910621167544]\n",
      "269 Current Loss:  4161.117461243538 [81.79762687241956, 13.305246113758912, 214.45244295390222, 74.20370367219118, 66.64958330529433, 31.552803935321897]\n",
      "270 Current Loss:  4156.975634266582 [81.7915112481459, 13.288081947848113, 214.4958822398483, 74.22774243570427, 66.61712016520713, 31.53570825436214]\n",
      "271 Current Loss:  4152.838395386086 [81.78540008039627, 13.270930423913669, 214.53929969792154, 74.25176510116114, 66.58467221368144, 31.51862476063139]\n",
      "272 Current Loss:  4148.705770896853 [81.77929136828234, 13.253790814359817, 214.5826942367283, 74.27577066811762, 66.5522390869194, 31.50155318128123]\n",
      "273 Current Loss:  4144.577744255881 [81.77318593034934, 13.236662573489738, 214.62606649291484, 74.29975940942211, 66.51982196726411, 31.484492788715905]\n",
      "274 Current Loss:  4140.454338213786 [81.76708294805204, 13.219546519848663, 214.6694155569865, 74.32373159792303, 66.48741976332192, 31.467444765278522]\n",
      "275 Current Loss:  4136.3355385125315 [81.76098305803671, 13.20244192584083, 214.71274170179169, 74.3476871426709, 66.45503329363808, 31.45040801957544]\n",
      "276 Current Loss:  4132.221321435703 [81.75488562365709, 13.18534915526412, 214.75604556397667, 74.37162558891839, 66.42266210346523, 31.433383097303484]\n",
      "277 Current Loss:  4128.111652239202 [81.74879164535733, 13.168268662865884, 214.79932723449093, 74.39554739141283, 66.39030555615707, 31.416369452765828]\n",
      "278 Current Loss:  4124.006593576188 [81.74270075933956, 13.151199993898771, 214.8425859857387, 74.41945227730582, 66.35796465215779, 31.399367449760355]\n",
      "279 Current Loss:  4119.906116509889 [81.73661251085642, 13.134143148362782, 214.8858220905684, 74.44334070134471, 66.32563911861897, 31.382377633983886]\n",
      "280 Current Loss:  4115.81018675956 [81.73052708180685, 13.117097853409504, 214.92903527613163, 74.46721239068108, 66.29332822794484, 31.365398732143838]\n",
      "281 Current Loss:  4111.718842168033 [81.72444574548345, 13.100065473280992, 214.972226633822, 74.4910678000623, 66.26103334437747, 31.348432199431734]\n",
      "282 Current Loss:  4107.63205818828 [81.71836613719998, 13.083043916139431, 215.015394708448, 74.51490601999365, 66.22875328557373, 31.331477035403402]\n",
      "283 Current Loss:  4103.549834707361 [81.71229007594584, 13.066034819075284, 215.0585408642517, 74.53872741427301, 66.19648896102834, 31.314533421957783]\n",
      "284 Current Loss:  4099.472137129472 [81.70621637937793, 13.049036454048618, 215.10166400983945, 74.5625319829004, 66.16423918839817, 31.297601177195936]\n",
      "285 Current Loss:  4095.399013957611 [81.70014659363724, 13.032050367200426, 215.14476441805965, 74.58632045347156, 66.13200515002634, 31.280680755865212]\n",
      "286 Current Loss:  4091.3304024379972 [81.69407967280486, 13.015075921884417, 215.1878431348312, 74.61009141626971, 66.0997859818929, 31.263772021541406]\n",
      "287 Current Loss:  4087.2663330087103 [81.68801479833556, 12.998113390949001, 215.23089852306367, 74.63384623553691, 66.06758191137149, 31.246874337578227]\n",
      "288 Current Loss:  4083.2068033091314 [81.68195319804718, 12.981163274616264, 215.27393185604961, 74.65758450200053, 66.03539343868422, 31.22998856799564]\n",
      "289 Current Loss:  4079.1518086883166 [81.67589478099026, 12.964224481492565, 215.316942451668, 74.68130626113532, 66.00322056383109, 31.21311412162209]\n",
      "290 Current Loss:  4075.1012954001912 [81.66983950169006, 12.947297966547339, 215.35993103751463, 74.70501174031494, 65.97106228636792, 31.19625118035652]\n",
      "291 Current Loss:  4071.05533227411 [81.66378708729818, 12.93038295671009, 215.40289711336737, 74.72869998456997, 65.93891983411257, 31.1793999715726]\n",
      "292 Current Loss:  4067.013860109514 [81.65773762876407, 12.91347999767764, 215.44584040637784, 74.75237222171825, 65.9067918882977, 31.16256017694719]\n",
      "293 Current Loss:  4062.9768751891615 [81.6516909441888, 12.896588498278433, 215.48876173509126, 74.7760274513156, 65.87467913104436, 31.14573184195502]\n",
      "294 Current Loss:  4058.9444139009215 [81.64564657882502, 12.879708140189322, 215.5316597807403, 74.79966617358411, 65.84258169877674, 31.128914921121357]\n",
      "295 Current Loss:  4054.91640993462 [81.63960607881373, 12.862840151228156, 215.5745363623144, 74.82328907064482, 65.81049954602011, 31.112109596345142]\n",
      "296 Current Loss:  4050.892890093388 [81.63356817086233, 12.84598334905182, 215.61739034294516, 74.8468949601546, 65.77843221802712, 31.0953156402527]\n",
      "297 Current Loss:  4046.8738668073947 [81.6275334461424, 12.82913909790237, 215.66022204095572, 74.87048438781028, 65.74638007859565, 31.07853332569244]\n",
      "298 Current Loss:  4042.8593444723438 [81.62150195012865, 12.812306397335632, 215.7030312289724, 74.89405749003606, 65.71434362794778, 31.06176278908857]\n",
      "299 Current Loss:  4038.849278193738 [81.61547240952851, 12.795484428806375, 215.74581745224788, 74.91761349376145, 65.682321410892, 31.045003393794794]\n",
      "300 Current Loss:  4034.843684158517 [81.60944573383668, 12.778674420132447, 215.7885814383779, 74.94115294468327, 65.65031460977141, 31.028255139811115]\n",
      "301 Current Loss:  4030.842548643395 [81.60342265064892, 12.761876280364376, 215.8313235056856, 74.96467652492254, 65.61832363385864, 31.01151825451121]\n",
      "302 Current Loss:  4026.845865759073 [81.59740234142001, 12.745089645704283, 215.8740431539489, 74.98818341593403, 65.58634725533582, 30.994793192642426]\n",
      "303 Current Loss:  4022.853621762869 [81.59138516994781, 12.728314925424783, 215.9167409288646, 75.01167434531351, 65.55438642917241, 30.978079408507945]\n",
      "304 Current Loss:  4018.8658224525166 [81.5853709543334, 12.711551892152201, 215.95941628473594, 75.0351490856873, 65.52244042777264, 30.961377447804587]\n",
      "305 Current Loss:  4014.8824696438974 [81.57935942172836, 12.694800818734947, 216.0020692670376, 75.05860672756069, 65.4905092511365, 30.94468631008818]\n",
      "306 Current Loss:  4010.9035530241777 [81.57335052665795, 12.678061432324611, 216.04470042146642, 75.08204813495365, 65.45859385423344, 30.92800667747975]\n",
      "307 Current Loss:  4006.929074931655 [81.56734436007164, 12.661333096274902, 216.08730874757822, 75.10547276216937, 65.42669300924561, 30.9113385499793]\n",
      "308 Current Loss:  4002.959037544006 [81.56134155861574, 12.644616401757375, 216.12989451822142, 75.12888101848046, 65.3948073528193, 30.894681518314208]\n",
      "309 Current Loss:  3998.993402785964 [81.5553414401692, 12.62791098497415, 216.1724583700423, 75.1522726310385, 65.3629366121061, 30.878035900807625]\n",
      "310 Current Loss:  3995.032190509731 [81.5493450051762, 12.61121830111675, 216.21500039399035, 75.1756485093382, 65.33108110542915, 30.861402197681635]\n",
      "311 Current Loss:  3991.075384502725 [81.5433507529705, 12.594536440246301, 216.2575197260456, 75.19900797125854, 65.29924033256637, 30.844779908714152]\n",
      "312 Current Loss:  3987.1229834418737 [81.53735954757204, 12.577866675655386, 216.30001723022798, 75.22235097132477, 65.26741511206299, 30.82816816988521]\n",
      "313 Current Loss:  3983.1749774373393 [81.53137175277871, 12.561208689020859, 216.3424928610628, 75.24567769143584, 65.23560485274746, 30.81156807258845]\n",
      "314 Current Loss:  3979.231387747097 [81.52538577697479, 12.544561707272223, 216.38494529978271, 75.26898840444017, 65.20380950914503, 30.79497957134914]\n",
      "315 Current Loss:  3975.2921831081544 [81.51940330272546, 12.527925730409478, 216.42737613800347, 75.29228188251989, 65.17202917220519, 30.778402575217804]\n",
      "316 Current Loss:  3971.357353298194 [81.5134241481318, 12.511302531947294, 216.46978528477558, 75.31555980824021, 65.1402640693016, 30.76183667492183]\n",
      "317 Current Loss:  3967.426917611722 [81.5074474036991, 12.49469006552259, 216.51217160323068, 75.33882049903593, 65.10851365473744, 30.74528141571387]\n",
      "318 Current Loss:  3963.500855678538 [81.50147370607365, 12.478089195155334, 216.5545355026414, 75.36206591032067, 65.07677833778533, 30.72873770708862]\n",
      "319 Current Loss:  3959.579154904096 [81.49550291883125, 12.461500193693936, 216.59687784702766, 75.38529481427656, 65.04505811844527, 30.712205276197672]\n",
      "320 Current Loss:  3955.6618360763237 [81.48953499649716, 12.444922788289986, 216.63919804521794, 75.4085074382773, 65.01335313314146, 30.695684441364172]\n",
      "321 Current Loss:  3951.748846501248 [81.48357093951554, 12.428356978943484, 216.6814961881617, 75.43170419159549, 64.98166247237921, 30.679174429517623]\n",
      "322 Current Loss:  3947.840237322899 [81.47760847414966, 12.411802947553369, 216.72377254870736, 75.45488448305957, 64.94998768229951, 30.662676104677992]\n",
      "323 Current Loss:  3943.9359613808215 [81.47164873726788, 12.395259739150205, 216.76602644473388, 75.47804817624535, 64.91832735318556, 30.64618814807796]\n",
      "324 Current Loss:  3940.0360552579423 [81.46569272931438, 12.37872849060237, 216.8082582855139, 75.50119595327385, 64.88668212168366, 30.629712287757464]\n",
      "325 Current Loss:  3936.140439162916 [81.45973885867343, 12.36220783766781, 216.85046807104737, 75.5243277231956, 64.85505121472332, 30.613247204949182]\n",
      "326 Current Loss:  3932.2492041050964 [81.45378853506182, 12.345699281012784, 216.8926561196575, 75.54744312221271, 64.8234364058192, 30.59679353629941]\n",
      "327 Current Loss:  3928.362272836485 [81.44784125825745, 12.329202593263616, 216.93482229492002, 75.57054260507255, 64.79183592145662, 30.58035091801026]\n",
      "328 Current Loss:  3924.479705690442 [81.44189666446246, 12.312717501571896, 216.97696573281502, 75.59362589892669, 64.76025067113031, 30.563919304607005]\n",
      "329 Current Loss:  3920.60145945807 [81.43595479915157, 12.296243642139743, 217.0190875247361, 75.616692685452, 64.7286803365171, 30.547499605584342]\n",
      "330 Current Loss:  3916.727515427131 [81.43001584422373, 12.279780924017686, 217.0611871704612, 75.63974319202214, 64.6971247811928, 30.531090229326544]\n",
      "331 Current Loss:  3912.8578828384334 [81.42408007252735, 12.263329847427812, 217.10326530663662, 75.66277787338447, 64.66558455085422, 30.5146925855504]\n",
      "332 Current Loss:  3908.9925569031852 [81.41814639266877, 12.24689004857224, 217.14532084186868, 75.6857960928927, 64.63405846315825, 30.498305946660146]\n",
      "333 Current Loss:  3905.1315350305526 [81.4122159415164, 12.230461982198321, 217.18735486755105, 75.70879866909206, 64.60254815519536, 30.481930312655784]\n",
      "334 Current Loss:  3901.274813423188 [81.40628885549441, 12.21404560283132, 217.22936674703743, 75.73178505628573, 64.57105244462244, 30.46556554711311]\n",
      "335 Current Loss:  3897.4223637248783 [81.4003644524818, 12.19764050119862, 217.27135693507518, 75.75475557279685, 64.53957146786368, 30.449212150254205]\n",
      "336 Current Loss:  3893.574190859956 [81.39444268700382, 12.181246540876018, 217.31332538618955, 75.77770962745387, 64.50810517944436, 30.432869940180133]\n",
      "337 Current Loss:  3889.730328169699 [81.38852415023203, 12.164864131136127, 217.35527132731005, 75.80064767500414, 64.47665389768761, 30.416538598567747]\n",
      "338 Current Loss:  3885.8907329166955 [81.38260829646961, 12.148493408403155, 217.39719575888086, 75.8235698973466, 64.44521771354292, 30.400218443740194]\n",
      "339 Current Loss:  3882.055416130368 [81.37669494381763, 12.132133690556074, 217.43909786235673, 75.84647593068337, 64.41379612678818, 30.38390947569747]\n",
      "340 Current Loss:  3878.224374484283 [81.37078495629603, 12.11578547781697, 217.48097813795977, 75.86936595691338, 64.3823895012213, 30.367611739914317]\n",
      "341 Current Loss:  3874.3975536100893 [81.36487746988487, 12.099448497337434, 217.52283713138678, 75.89224015793559, 64.35099729114543, 30.35132541828967]\n",
      "342 Current Loss:  3870.575027002296 [81.3589732121799, 12.08312334028902, 217.56467393314307, 75.91509857922472, 64.3196205424795, 30.335050101550912]\n",
      "343 Current Loss:  3866.7567651526474 [81.35307109178748, 12.066809370025439, 217.60648867965284, 75.93794076603342, 64.28825893690035, 30.318785562324372]\n",
      "344 Current Loss:  3862.9427099678132 [81.34717229105073, 12.050507086768775, 217.64828223493606, 75.96076721858378, 64.25691174681222, 30.302531846084783]\n",
      "345 Current Loss:  3859.1329049400692 [81.3412762642728, 12.034215762923267, 217.69005400782117, 75.98357739117898, 64.22557969981088, 30.28628908925635]\n",
      "346 Current Loss:  3855.327352137379 [81.33538314787793, 12.017935944185737, 217.73180358903556, 76.00637123834429, 64.1942621137753, 30.27005724636434]\n",
      "347 Current Loss:  3851.5260605057847 [81.32949257806823, 12.001666948435158, 217.77353102405397, 76.02914930577651, 64.16295998914964, 30.25383686310557]\n",
      "348 Current Loss:  3847.7289599675964 [81.32360532791418, 11.985409958014642, 217.81523708594688, 76.0519117753746, 64.13167205264133, 30.237627075460075]\n",
      "349 Current Loss:  3843.936100299631 [81.31772107909265, 11.969163699631608, 217.8569208652196, 76.07465823786595, 64.1003989863714, 30.22142833817521]\n",
      "350 Current Loss:  3840.1474360655366 [81.31183983160363, 11.952929264679696, 217.89858372611417, 76.0973887842, 64.06914069939037, 30.205240787675173]\n",
      "351 Current Loss:  3836.3629887362845 [81.30596108522505, 11.936706061987351, 217.94022471366117, 76.12010295962943, 64.03789719169825, 30.189063650889473]\n",
      "352 Current Loss:  3832.5827775301195 [81.30008479448216, 11.920494000605103, 217.98184337311324, 76.14280185554787, 64.00666887256764, 30.17289801921175]\n",
      "353 Current Loss:  3828.806752727483 [81.2942117779202, 11.904293489805568, 218.0234406594398, 76.16548483530903, 63.9754550144028, 30.15674330147045]\n",
      "354 Current Loss:  3825.0349462191575 [81.2883414443676, 11.888103620094043, 218.06501611789355, 76.18815153511503, 63.944256208375265, 30.140599997887655]\n",
      "355 Current Loss:  3821.267290507514 [81.28247415762226, 11.871925755712581, 218.10657056701967, 76.2108029099353, 63.91307195426296, 30.12446706254446]\n",
      "356 Current Loss:  3817.5038782956385 [81.27660937198735, 11.855758850742276, 218.14810227877825, 76.23343768647726, 63.88190257038903, 30.10834485923875]\n",
      "357 Current Loss:  3813.744648747064 [81.27074822433124, 11.839603359930479, 218.18961261741134, 76.25605704708403, 63.850748329601885, 30.092233615344192]\n",
      "358 Current Loss:  3809.989564653761 [81.26488966873504, 11.823458874004572, 218.23110171934314, 76.27866062795772, 63.81960859525523, 30.076133103487116]\n",
      "359 Current Loss:  3806.238670507605 [81.25903388709767, 11.807325938661378, 218.27256958457366, 76.30124829267413, 63.788484094944835, 30.060044096738018]\n",
      "360 Current Loss:  3802.4919378370646 [81.25318069752021, 11.791203962729341, 218.31401498528504, 76.32382049598061, 63.757373509903374, 30.04396573107693]\n",
      "361 Current Loss:  3798.749367367137 [81.24733064569946, 11.775093355481076, 218.3554391038204, 76.34637669218034, 63.72627779510029, 30.027898097453324]\n",
      "362 Current Loss:  3795.010976274221 [81.24148327688809, 11.758994253340788, 218.3968414854324, 76.36891715412173, 63.69519717790925, 30.01184128681667]\n",
      "363 Current Loss:  3791.2767474647035 [81.2356390003587, 11.742907111055828, 218.43822258486836, 76.39144224560266, 63.66413152190606, 29.99579579938905]\n",
      "364 Current Loss:  3787.5466602734864 [81.22979672471766, 11.726830018687323, 218.47958181095674, 76.41395082975475, 63.63308028139389, 29.979760816625237]\n",
      "365 Current Loss:  3783.8207164321743 [81.22395772325754, 11.710764431426796, 218.5209194820207, 76.43644399797165, 63.602043683746416, 29.963736656848376]\n",
      "366 Current Loss:  3780.098936440426 [81.218121541231, 11.694710076425835, 218.56223546163602, 76.45892084075865, 63.57102181991311, 29.94772345648267]\n",
      "367 Current Loss:  3776.3812652050624 [81.21228776936542, 11.678666908209706, 218.60353011360058, 76.48138249498413, 63.540014553469774, 29.931720988154446]\n",
      "368 Current Loss:  3772.667752070458 [81.20645759000391, 11.662635245101555, 218.6448030741165, 76.50382850590074, 63.50902224821428, 29.915729524712113]\n",
      "369 Current Loss:  3768.958337073946 [81.2006301391265, 11.646614950677176, 218.68605470698168, 76.52625891898322, 63.478043903702456, 29.899748929731466]\n",
      "370 Current Loss:  3765.2530902843178 [81.1948043708143, 11.630605024492397, 218.7272842391256, 76.54867318853474, 63.44708097512583, 29.88377961248512]\n",
      "371 Current Loss:  3761.551915162023 [81.18898210405669, 11.61460637604192, 218.7684926255177, 76.57107213310053, 63.41613218919181, 29.86782025420576]\n",
      "372 Current Loss:  3757.8548840754465 [81.18316256578319, 11.598618641527864, 218.8096793659359, 76.59345488866063, 63.38519850086985, 29.85187190081229]\n",
      "373 Current Loss:  3754.1619575055615 [81.17734662001376, 11.582642957818607, 218.8508448696528, 76.6158228194571, 63.35427936446311, 29.83593487062786]\n",
      "374 Current Loss:  3750.4731585589784 [81.17153290250636, 11.5666780970963, 218.89198868192108, 76.63817437934892, 63.32337537114316, 29.820008072258823]\n",
      "375 Current Loss:  3746.788435094928 [81.165722095382, 11.55072437768409, 218.93311121201333, 76.66051075067924, 63.29248570236476, 29.804092187826207]\n",
      "376 Current Loss:  3743.1078071879037 [81.15991442601435, 11.534781617683038, 218.97421209613168, 76.68283134227647, 63.261610494552116, 29.78818676258266]\n",
      "377 Current Loss:  3739.431267732256 [81.15410925775714, 11.518850544688902, 219.01529174354874, 76.7051361086659, 63.23074979317997, 29.772291978427127]\n",
      "378 Current Loss:  3735.7588315933363 [81.1483066360851, 11.502929703510162, 219.05634924476982, 76.7274249134233, 63.19990341634937, 29.75640824463222]\n",
      "379 Current Loss:  3732.0905001797037 [81.14250742501818, 11.48702073123728, 219.0973856457138, 76.7496986660434, 63.16907268282765, 29.740535333824262]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "380 Current Loss:  3728.426201417882 [81.1367108514859, 11.471122718375554, 219.13840149207755, 76.77195704820303, 63.13825650122115, 29.72467320052852]\n",
      "381 Current Loss:  3724.765958135391 [81.1309172338114, 11.45523589229866, 219.17939605626526, 76.79419983252853, 63.107454507732, 29.708821662846056]\n",
      "382 Current Loss:  3721.109800075691 [81.12512634462101, 11.439360616804478, 219.22036897447907, 76.8164271554441, 63.07666715710755, 29.692980902675806]\n",
      "383 Current Loss:  3717.4577204922707 [81.1193376382179, 11.423495345752016, 219.2613198829211, 76.83863801650557, 63.04589413102465, 29.677150738118833]\n",
      "384 Current Loss:  3713.8096697523956 [81.1135517967231, 11.407642080029618, 219.30225010035866, 76.86083382542972, 63.01513561138225, 29.66133103275093]\n",
      "385 Current Loss:  3710.1656861414685 [81.10776872918714, 11.39179936444576, 219.34315871729706, 76.88301376367133, 62.98439173460454, 29.645522150369978]\n",
      "386 Current Loss:  3706.5257916539335 [81.1019886629837, 11.375967926596203, 219.38404546088788, 76.90517864977562, 62.95366304638836, 29.629724272874917]\n",
      "387 Current Loss:  3702.8899049736197 [81.09621141621383, 11.360146902460983, 219.4249113315753, 76.92732780162157, 62.92294872818846, 29.61393662719525]\n",
      "388 Current Loss:  3699.258063420064 [81.09043753457436, 11.34433756533268, 219.46575623840982, 76.9494614920576, 62.89224914380273, 29.5981597590278]\n",
      "389 Current Loss:  3695.630285788661 [81.08466542644956, 11.328539187615533, 219.50657913547258, 76.97157967560895, 62.861564338705904, 29.582393531948362]\n",
      "390 Current Loss:  3692.0065067526193 [81.07889654703095, 11.312752087632688, 219.5473812505814, 76.99368257964932, 62.83089358530222, 29.56663808238114]\n",
      "391 Current Loss:  3688.38673807195 [81.07313035062171, 11.296975310414709, 219.58816194709, 77.01577002227975, 62.800237110965355, 29.550893182952457]\n",
      "392 Current Loss:  3684.7710084281985 [81.06736729196919, 11.281209992829972, 219.62892149784676, 77.037842048975, 62.769595688765804, 29.535158833662315]\n",
      "393 Current Loss:  3681.1593006171147 [81.06160691632604, 11.265456362252152, 219.66965976642751, 77.0598984778361, 62.738968409208866, 29.51943526188439]\n",
      "394 Current Loss:  3677.5515776082643 [81.05584908726806, 11.249712872540258, 219.71037684378172, 77.08193967266095, 62.708355681567156, 29.503721876447123]\n",
      "395 Current Loss:  3673.9478982726177 [81.05009425954259, 11.233980842461605, 219.75107268443463, 77.10396522417693, 62.677758142486965, 29.48801922304734]\n",
      "396 Current Loss:  3670.3482138101663 [81.04434193292755, 11.218259635369904, 219.7917474702852, 77.12597567808086, 62.647175155322, 29.47232771095765]\n",
      "397 Current Loss:  3666.752527704876 [81.03859206194821, 11.202549160315684, 219.83240061016187, 77.1479705796254, 62.61660644722386, 29.456646248784416]\n",
      "398 Current Loss:  3663.160846666457 [81.03284564704873, 11.18685019036944, 219.87303278618566, 77.16994979238632, 62.58605220009147, 29.4409755641234]\n",
      "399 Current Loss:  3659.5731698815785 [81.02710146041127, 11.171161725087003, 219.91364290696293, 77.19191363468678, 62.555512232025904, 29.42531524770198]\n",
      "400 Current Loss:  3655.989456516961 [81.0213603660558, 11.155484310165193, 219.9542326550589, 77.21386265222361, 62.524987270622916, 29.409665754267515]\n",
      "401 Current Loss:  3652.409750580705 [81.01562204565917, 11.139817945604008, 219.99480098455462, 77.23579570812842, 62.494476861135155, 29.39402681097159]\n",
      "402 Current Loss:  3648.8339939302696 [81.00988618089823, 11.124161903807689, 220.03534816829853, 77.2577133026233, 62.4639804578658, 29.378398235915263]\n",
      "403 Current Loss:  3645.262198047399 [81.0041538176919, 11.108517412594082, 220.0758744336643, 77.27961593593034, 62.433498242713796, 29.362780301946948]\n",
      "404 Current Loss:  3641.694368069525 [80.99842386464653, 11.092884062690572, 220.11637968970246, 77.30150347162532, 62.40303076137596, 29.34717287264244]\n",
      "405 Current Loss:  3638.130513489197 [80.99269668555999, 11.077261763147689, 220.15686361808986, 77.32337527306197, 62.372577604579675, 29.33157581157753]\n",
      "406 Current Loss:  3634.570604165437 [80.98697232590703, 11.061649877319141, 220.19732680999806, 77.34523229520971, 62.34213963634491, 29.31598920970169]\n",
      "407 Current Loss:  3631.0146663303844 [80.9812511040108, 11.046049269224895, 220.2377688106797, 77.36707371952332, 62.31171590170223, 29.300413521762273]\n",
      "408 Current Loss:  3627.4626680193815 [80.97553183752817, 11.03045921126919, 220.27818930181166, 77.38889913673017, 62.281305991379014, 29.284847474466694]\n",
      "409 Current Loss:  3623.914638555003 [80.96981539047911, 11.014879976300435, 220.3185885107676, 77.41071004749654, 62.250911406041524, 29.269292341107537]\n",
      "410 Current Loss:  3620.3705373597622 [80.96410203571205, 10.999312019065982, 220.35896666492118, 77.43250558780244, 62.2205306450235, 29.25374748503851]\n",
      "411 Current Loss:  3616.830378756516 [80.9583916822775, 10.983755203141627, 220.39932430996924, 77.45428566669841, 62.19016457234491, 29.238213815754314]\n",
      "412 Current Loss:  3613.2941486003792 [80.9526837390039, 10.968208937355811, 220.43966062736655, 77.47605023870972, 62.159812824207876, 29.222689969012897]\n",
      "413 Current Loss:  3609.761829016582 [80.94697870611336, 10.952673949304298, 220.47997620828465, 77.49779975858371, 62.12947526418819, 29.207176535985816]\n",
      "414 Current Loss:  3606.233445153294 [80.94127672003006, 10.937149602340796, 220.52027082534988, 77.519534635593, 62.09915298367949, 29.19167378952148]\n",
      "415 Current Loss:  3602.7089661736386 [80.93557678030984, 10.921635805515834, 220.56054397834015, 77.5412539602429, 62.06884448201552, 29.176180774650454]\n",
      "416 Current Loss:  3599.1883867459064 [80.92987947812426, 10.906132695253618, 220.60079648580069, 77.5629580053818, 62.03855021394364, 29.160698628241114]\n",
      "417 Current Loss:  3595.671744071257 [80.92418535917014, 10.890640908200439, 220.6410277110852, 77.58464677100972, 62.00827040683751, 29.145227031970315]\n",
      "418 Current Loss:  3592.1590021528436 [80.91849483272009, 10.875160353406827, 220.6812384272642, 77.60632062092452, 61.97800537902029, 29.129765712989645]\n",
      "419 Current Loss:  3588.6501693485216 [80.91280585241103, 10.85969003042861, 220.72142722462087, 77.62797955512622, 61.94775449384568, 29.114314762248576]\n",
      "420 Current Loss:  3585.1452131154374 [80.9071204191313, 10.844231076134164, 220.761596376892, 77.64962325529166, 61.91751838795997, 29.098874634494457]\n",
      "421 Current Loss:  3581.6441395729885 [80.90143716863886, 10.82878276292773, 220.80174424698708, 77.67125172142084, 61.88729615186847, 29.083444693081]\n",
      "422 Current Loss:  3578.146953979235 [80.89575682852947, 10.813345181758777, 220.8418712896535, 77.69286495351378, 61.85708851316693, 29.068024892533465]\n",
      "423 Current Loss:  3574.653683577362 [80.89007930785365, 10.797918696425185, 220.88197695919445, 77.71446272419678, 61.826895335431146, 29.052615414750797]\n",
      "424 Current Loss:  3571.1642957904937 [80.8844041973388, 10.782503034078545, 220.92206121013515, 77.73604553369194, 61.79671616391377, 29.037216259732993]\n",
      "425 Current Loss:  3567.6787483185035 [80.87873140603543, 10.767097376173624, 220.96212508839454, 77.7576129272519, 61.76655113503901, 29.02182756390426]\n",
      "426 Current Loss:  3564.1970798902466 [80.87306161606458, 10.751702632205124, 221.00216763900318, 77.77916526867455, 61.736400203332124, 29.006449008941452]\n",
      "427 Current Loss:  3560.719268938186 [80.86739514574938, 10.736319256920396, 221.04218972598102, 77.80070319460617, 61.70626409638888, 28.991080549369833]\n",
      "428 Current Loss:  3557.2453252407754 [80.86173149486777, 10.72094679557209, 221.0821909855302, 77.82222552270366, 61.676142223037715, 28.97572223066414]\n",
      "429 Current Loss:  3553.7752417503643 [80.85607011772291, 10.705584656988648, 221.12217137217596, 77.84373307151225, 61.646034947076515, 28.960374916844337]\n",
      "430 Current Loss:  3550.308996405955 [80.85041133263795, 10.690233477816363, 221.162131113292, 77.86522570460772, 61.6159419047074, 28.94503774389046]\n",
      "431 Current Loss:  3546.8465990353884 [80.84475614005706, 10.67489357637838, 221.20207039077724, 77.88670328556589, 61.58586323235457, 28.929710893701447]\n",
      "432 Current Loss:  3543.3880687845444 [80.83910249361716, 10.659563724856852, 221.2419881587128, 77.90816567796253, 61.55579929381591, 28.91439418437836]\n",
      "433 Current Loss:  3539.9333465606314 [80.83345184850978, 10.644244605372805, 221.28188564491649, 77.92961292727239, 61.52574913412198, 28.899087888769607]\n",
      "434 Current Loss:  3536.4824744521284 [80.8278036590381, 10.628935854128358, 221.32176171251996, 77.95104471517232, 61.495713208020135, 28.883791233804693]\n",
      "435 Current Loss:  3533.0354322843864 [80.8221585618484, 10.613638244194007, 221.3616174074421, 77.97246208758122, 61.46569187930825, 28.86850558372567]\n",
      "436 Current Loss:  3529.5922111847967 [80.81651655694068, 10.598352048418164, 221.40145259325874, 77.99386449880228, 61.43568478418845, 28.853229892613633]\n",
      "437 Current Loss:  3526.1528122113737 [80.81087723504234, 10.583076266356656, 221.4412669516467, 78.01525167598709, 61.40569205908494, 28.837964114993845]\n",
      "438 Current Loss:  3522.7172251972265 [80.80524045972916, 10.567810579686338, 221.48106016428284, 78.0366235736609, 61.37571306735143, 28.822708523714716]\n",
      "439 Current Loss:  3519.2854526803208 [80.7996065493243, 10.552556125275586, 221.52083282233872, 78.0579810558437, 61.345748763957346, 28.807463118776248]\n",
      "440 Current Loss:  3515.8574871938526 [80.79397509455512, 10.537312675750726, 221.56058497128907, 78.07932362231338, 61.31579855773114, 28.792228582299465]\n",
      "441 Current Loss:  3512.433340507706 [80.78834614089638, 10.522079139718116, 221.60031606543708, 78.10065122759522, 61.2858629488949, 28.777004505011753]\n",
      "442 Current Loss:  3509.0129839380224 [80.7827197338228, 10.506856335722986, 221.64002587740907, 78.1219633259924, 61.25594057320657, 28.76178970457]\n",
      "443 Current Loss:  3505.5964139095927 [80.77709619165753, 10.491644263765338, 221.67971568049762, 78.14326091794908, 61.22603306775662, 28.746585545216256]\n",
      "444 Current Loss:  3502.1836371653208 [80.77147542345111, 10.47644292384517, 221.71938447425856, 78.16454332134424, 61.196139432100864, 28.73139111745582]\n",
      "445 Current Loss:  3498.7746682088896 [80.76585738372879, 10.461252043114072, 221.7590323951161, 78.1858109454505, 61.16626034836034, 28.716207467207603]\n",
      "446 Current Loss:  3495.3694743553224 [80.76024261818739, 10.446072030844661, 221.79865998876704, 78.207064108591, 61.13639577106031, 28.701034003300045]\n",
      "447 Current Loss:  3491.9680677320193 [80.7546305811301, 10.430902932511671, 221.83826675498932, 78.2283024924426, 61.106545472827094, 28.68587058930894]\n",
      "448 Current Loss:  3488.570433504067 [80.74902063591063, 10.415744475266692, 221.8778529211566, 78.24952582415688, 61.0767094536607, 28.670717179759556]\n",
      "449 Current Loss:  3485.1765642619475 [80.74341341917525, 10.400596477210783, 221.91741825989521, 78.27073396730964, 61.04688703144009, 28.655574002025567]\n",
      "450 Current Loss:  3481.7864364447155 [80.73780965851975, 10.38545943856603, 221.95696404449774, 78.29192724022403, 61.01707902471051, 28.640441101581708]\n",
      "451 Current Loss:  3478.4000586172247 [80.73220844444941, 10.37033322290823, 221.9964891380958, 78.31310632502107, 60.98728520609828, 28.625318160104833]\n",
      "452 Current Loss:  3475.017447997096 [80.72660918579268, 10.355216784318472, 222.03599281309363, 78.3342703576808, 60.95750543917919, 28.610204950221267]\n",
      "453 Current Loss:  3471.638592622276 [80.72101251919585, 10.34011103229146, 222.07547638825855, 78.355419201779, 60.927740224175324, 28.59510201762783]\n",
      "454 Current Loss:  3468.2634743762196 [80.71541908130521, 10.325016648948221, 222.11493954526742, 78.37655372133565, 60.89798896991513, 28.580008998526644]\n",
      "455 Current Loss:  3464.8921016550303 [80.70982796262606, 10.309932360996171, 222.1543817384234, 78.39767314328026, 60.868251494499674, 28.564926120291382]\n",
      "456 Current Loss:  3461.5244665019763 [80.70424020907731, 10.294858577707927, 222.1938038317465, 78.41877805878437, 60.838528752898384, 28.549853473871515]\n",
      "457 Current Loss:  3458.160553949441 [80.69865472926531, 10.279794935285608, 222.23320527953985, 78.43986805857537, 60.808819608242885, 28.53479128664072]\n",
      "458 Current Loss:  3454.8003756182093 [80.69307184151322, 10.26474229774918, 222.27258580895506, 78.46094286980485, 60.77912419695738, 28.51973819435694]\n",
      "459 Current Loss:  3451.443915687838 [80.68749150034628, 10.249700210351293, 222.31194632948683, 78.4820029926949, 60.74944315568817, 28.5046956522117]\n",
      "460 Current Loss:  3448.0912112668325 [80.6819142059866, 10.234668582142476, 222.3512859771152, 78.50304838177078, 60.719776939182594, 28.489663023558712]\n",
      "461 Current Loss:  3444.7422326159585 [80.67633936726261, 10.219647549546934, 222.3906046608907, 78.52407912798196, 60.69012459247122, 28.474640399347443]\n",
      "462 Current Loss:  3441.3969681501967 [80.67076716607326, 10.204636839716258, 222.4299030174596, 78.5450947765811, 60.66048638840246, 28.4596279160021]\n",
      "463 Current Loss:  3438.0553878824308 [80.66519810264063, 10.189637407619884, 222.46918159251874, 78.56609623706288, 60.63086232697631, 28.444625346149003]\n",
      "464 Current Loss:  3434.7175130048845 [80.65963199506578, 10.17464852566205, 222.50843993132077, 78.58708328205364, 60.60125245366751, 28.42963350833339]\n",
      "465 Current Loss:  3431.3833562081204 [80.65406738815719, 10.159669602671201, 222.54767680604783, 78.60805509300815, 60.57165631372871, 28.414651129262673]\n",
      "466 Current Loss:  3428.0529055818342 [80.64850591900532, 10.144701457192568, 222.58689312619464, 78.62901253394637, 60.54207431643252, 28.39967898200735]\n",
      "467 Current Loss:  3424.726146172373 [80.64294695096387, 10.12974372542827, 222.626089437458, 78.64995464989886, 60.51250664367788, 28.384716611820075]\n",
      "468 Current Loss:  3421.4030743462167 [80.63739098425495, 10.114796407378307, 222.66526523961585, 78.6708824413098, 60.48295297714165, 28.369764518922928]\n",
      "469 Current Loss:  3418.0836602096383 [80.63183742770698, 10.099859730416355, 222.7044208509913, 78.69179581722972, 60.45341336229856, 28.3548215209728]\n",
      "470 Current Loss:  3414.767962176886 [80.626286963441, 10.084933421694004, 222.74355590778652, 78.7126945048102, 60.42388843579491, 28.33988916411068]\n",
      "471 Current Loss:  3411.4559312978085 [80.6207393186086, 10.070018254281749, 222.78267091022354, 78.7335788223744, 60.394377379085455, 28.32496708453869]\n",
      "472 Current Loss:  3408.147570908452 [80.61519422036136, 10.055113364159624, 222.82176540355505, 78.75444836064969, 60.36488032859441, 28.310054645610542]\n",
      "473 Current Loss:  3404.8428799195667 [80.60965162322455, 10.040218614903424, 222.8608392058821, 78.77530302868661, 60.33539710242283, 28.295151892800966]\n",
      "474 Current Loss:  3401.541858381263 [80.60411184552132, 10.025334233886824, 222.89989272647728, 78.79614273553568, 60.305927927944396, 28.280259189907845]\n",
      "475 Current Loss:  3398.2444886268086 [80.59857443250431, 10.010460312059294, 222.93892573796694, 78.81696839069161, 60.27647257778543, 28.265376764304854]\n",
      "476 Current Loss:  3394.950770472837 [80.59303970249667, 9.995596849420835, 222.97793896794684, 78.83777931203338, 60.24703173406695, 28.250504297668847]\n",
      "477 Current Loss:  3391.6606900749894 [80.5875075190742, 9.980744073345122, 223.01693168882122, 78.85857586335885, 60.2176043963448, 28.23564147167668]\n",
      "478 Current Loss:  3388.374273042671 [80.58197833698424, 9.965901620034273, 223.05590403701427, 78.87935736254701, 60.18819133768946, 28.22078828632835]\n",
      "479 Current Loss:  3385.091498679383 [80.57645156505524, 9.951069534963025, 223.09485623989968, 78.90012440076941, 60.15879228525253, 28.205945696593297]\n",
      "480 Current Loss:  3381.8123704905897 [80.57092765803455, 9.936248363828199, 223.1337879791543, 78.92087734182394, 60.129407466407685, 28.191112656552612]\n",
      "481 Current Loss:  3378.536859914449 [80.56540602475062, 9.921436969761416, 223.17269911835393, 78.94161495789274, 60.100035926185484, 28.176288620509474]\n",
      "482 Current Loss:  3375.264983115636 [80.55988734732446, 9.90663644415632, 223.2115903396196, 78.96233874964207, 60.07067880145431, 28.161475180079613]\n",
      "483 Current Loss:  3371.996751861419 [80.55437126195821, 9.891846195841353, 223.25046118820393, 78.98304794400144, 60.04133604673942, 28.146671880515676]\n",
      "484 Current Loss:  3368.732131103032 [80.54885804150027, 9.877066679563868, 223.2893121188543, 79.00374272286979, 60.012007298242935, 28.131878176120843]\n",
      "485 Current Loss:  3365.471114462144 [80.5433468674054, 9.86229671298075, 223.3281424949244, 79.02442276792397, 59.982692055742774, 28.11709420331932]\n",
      "486 Current Loss:  3362.213744825719 [80.53783919486514, 9.847538433404551, 223.3669529075858, 79.04508885223447, 59.95339177443046, 28.102320144010044]\n",
      "487 Current Loss:  3358.9599880818346 [80.53233370511217, 9.832790567542688, 223.40574290209116, 79.06573997535713, 59.92410486269026, 28.087556225566694]\n",
      "488 Current Loss:  3355.7098082318926 [80.52683003434859, 9.818052205900457, 223.44451275128887, 79.0863767284635, 59.89483182074426, 28.072801811342977]\n",
      "489 Current Loss:  3352.463229575285 [80.5213300925133, 9.803324530820973, 223.48326259160314, 79.10699933892727, 59.86557264859246, 28.058057537985185]\n",
      "490 Current Loss:  3349.220275217626 [80.51583210609161, 9.788606996607413, 223.5219914225898, 79.12760703367792, 59.83632730076013, 28.043322768847027]\n",
      "491 Current Loss:  3345.980895462408 [80.51033716647717, 9.773899967057659, 223.56070047206669, 79.14820067673543, 59.807095822722005, 28.028597913201118]\n",
      "492 Current Loss:  3342.7450977546623 [80.50484459154896, 9.75920307837383, 223.59938987645802, 79.16877999525138, 59.77787903302331, 28.013882652724313]\n",
      "493 Current Loss:  3339.51287863997 [80.49935465415538, 9.7445165579296, 223.6380588626933, 79.18934476185211, 59.74867547647253, 27.99917716931555]\n",
      "494 Current Loss:  3336.2842831906955 [80.49386767261959, 9.729840451199706, 223.67670743077252, 79.20989488558814, 59.7194863808875, 27.984482008671655]\n",
      "495 Current Loss:  3333.059271192971 [80.48838301029528, 9.715174712709413, 223.7153357171199, 79.23043054835841, 59.690311291520885, 27.969796443196863]\n",
      "496 Current Loss:  3329.8377975215576 [80.48290094003087, 9.700518887711368, 223.75394413100804, 79.2509518411124, 59.66114970815059, 27.95512015456803]\n",
      "497 Current Loss:  3326.619886326225 [80.47742173467478, 9.685873385478189, 223.792532490538, 79.27145876385009, 59.632001812675554, 27.94045364300724]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "498 Current Loss:  3323.4055533942615 [80.47194530327752, 9.67123825148461, 223.83110061381086, 79.29195158941991, 59.6028681507926, 27.925796999463962]\n",
      "499 Current Loss:  3320.1947799067607 [80.46647119109176, 9.656613576680101, 223.86964886462448, 79.31242963570082, 59.57374817680491, 27.91115031488767]\n",
      "500 Current Loss:  3316.987545149227 [80.46099985286483, 9.641999633913073, 223.908177561302, 79.332893903137, 59.54464239093457, 27.896513180005748]\n",
      "501 Current Loss:  3313.7838814454353 [80.45553078837466, 9.627395513688825, 223.94668570339928, 79.35334311843587, 59.51555020201002, 27.881885867666604]\n",
      "502 Current Loss:  3310.583763145883 [80.45006436141912, 9.61280144338103, 223.9851735637647, 79.37377810014266, 59.486471746455464, 27.867268059547094]\n",
      "503 Current Loss:  3307.387182265343 [80.4446007993719, 9.598218150585453, 224.02364173356983, 79.39419930300471, 59.45740756996773, 27.85265971017248]\n",
      "504 Current Loss:  3304.194155162225 [80.43914005675825, 9.58364508960527, 224.0620896216431, 79.41460613585048, 59.42835712684999, 27.838061410714324]\n",
      "505 Current Loss:  3301.004660293897 [80.4336819062045, 9.569082578763627, 224.1005179555803, 79.43499846225575, 59.399320780900126, 27.823472660950536]\n",
      "506 Current Loss:  3297.818692342479 [80.42822625676118, 9.554529935939499, 224.1389260987351, 79.45537660054367, 59.37029789547185, 27.808894052052672]\n",
      "507 Current Loss:  3294.636259705235 [80.42277306295355, 9.53998720660762, 224.17731355088546, 79.47574014144163, 59.34128837961569, 27.794324629051296]\n",
      "508 Current Loss:  3291.4573631895646 [80.41732282500371, 9.525455391212162, 224.21568149437445, 79.49608972159592, 59.31229341567476, 27.77976511954217]\n",
      "509 Current Loss:  3288.28199504693 [80.41187495174009, 9.510933762157364, 224.25402942898, 79.5164251591076, 59.283312457952235, 27.765215659949497]\n",
      "510 Current Loss:  3285.1101550535786 [80.40642953411216, 9.49642191017061, 224.2923568090053, 79.53674590827984, 59.25434527907444, 27.750675067930167]\n",
      "511 Current Loss:  3281.9418065734035 [80.40098689044308, 9.481920881170808, 224.33066504416712, 79.55705296955682, 59.22539201546559, 27.736144707726233]\n",
      "512 Current Loss:  3278.776955064635 [80.39554692978336, 9.467429447340109, 224.3689535432939, 79.57734529701963, 59.196452530701464, 27.72162366984299]\n",
      "513 Current Loss:  3275.615608412665 [80.39010978855723, 9.45294838174901, 224.4072219425878, 79.59762389111245, 59.16752677930734, 27.707112409027793]\n",
      "514 Current Loss:  3272.457730216191 [80.38467514844152, 9.438477638922777, 224.44547087869506, 79.61788843351212, 59.13861435201059, 27.69261083433117]\n",
      "515 Current Loss:  3269.303390847333 [80.37924269111309, 9.424016627689852, 224.48369912379786, 79.63813837852183, 59.109716112831194, 27.678118991227855]\n",
      "516 Current Loss:  3266.152537624352 [80.37381337154139, 9.409566484918614, 224.52190776928984, 79.65837395351525, 59.08083147059759, 27.663636334021028]\n",
      "517 Current Loss:  3263.0051732202137 [80.3683862802317, 9.395126255639624, 224.5600963149489, 79.67859538586606, 59.05196060720871, 27.649163181033835]\n",
      "518 Current Loss:  3259.8613116211714 [80.36296205383033, 9.380696894822321, 224.5982648062498, 79.6988029938974, 59.023103477189835, 27.634700168912566]\n",
      "519 Current Loss:  3256.7209155718833 [80.35754046496359, 9.366277447497268, 224.6364136069904, 79.7189966866598, 58.994260171490424, 27.620246615536196]\n",
      "520 Current Loss:  3253.5840061482804 [80.35212119530834, 9.351867959139199, 224.6745424443223, 79.73917619130486, 58.96543096295889, 27.605802611854195]\n",
      "521 Current Loss:  3250.4505893650285 [80.34670447223826, 9.337468429748114, 224.71265086349814, 79.75934100761049, 58.936615214948944, 27.59136806691709]\n",
      "522 Current Loss:  3247.3206259980484 [80.3412899774302, 9.323078813849278, 224.75073941021475, 79.77949204507138, 58.90781329125846, 27.576942616927006]\n",
      "523 Current Loss:  3244.1941459160844 [80.3358781656315, 9.308699975462659, 224.78880853921947, 79.7996289853644, 58.8790256466348, 27.56252735327758]\n",
      "524 Current Loss:  3241.0710855934635 [80.33046926421585, 9.294331277941964, 224.82685829598705, 79.81975146469165, 58.850250825886434, 27.548121139100438]\n",
      "525 Current Loss:  3237.9514959697262 [80.3250629548601, 9.279971811792493, 224.86488795292172, 79.83985975590156, 58.82149005683121, 27.533724747466074]\n",
      "526 Current Loss:  3234.8353711807163 [80.31965946493793, 9.265623077680502, 224.90289782834662, 79.85995463206461, 58.792743339469126, 27.519338314798695]\n",
      "527 Current Loss:  3231.7226938071904 [80.31425893087354, 9.251284575383906, 224.9408879677365, 79.88003513821138, 58.764010128103365, 27.504961158977274]\n",
      "528 Current Loss:  3228.6134646204105 [80.30886021579855, 9.236956032054294, 224.978857916344, 79.90010154719027, 58.73529055915813, 27.490593143577605]\n",
      "529 Current Loss:  3225.50766602897 [80.30346418373293, 9.222637402216932, 225.01680872008802, 79.92015372257708, 58.70658490548183, 27.47623499619545]\n",
      "530 Current Loss:  3222.4053408538107 [80.29807119847456, 9.208329186093906, 225.05473919662546, 79.94019184627075, 58.67789303065027, 27.461886671356076]\n",
      "531 Current Loss:  3219.306412189351 [80.29268080527609, 9.194031065362068, 225.09265030092575, 79.96021628206915, 58.64921452539082, 27.44754735051425]\n",
      "532 Current Loss:  3216.2109219309505 [80.28729286771332, 9.179743085496156, 225.13054194203943, 79.980226393326, 58.62055007182451, 27.43321767031626]\n",
      "533 Current Loss:  3213.118850082907 [80.28190674913995, 9.165464928173023, 225.16841330142125, 80.00022258931392, 58.591898851406114, 27.418897039590554]\n",
      "534 Current Loss:  3210.030203762477 [80.27652445044433, 9.15119732098843, 225.2062655159396, 80.0202048700329, 58.56326168268086, 27.404586049508687]\n",
      "535 Current Loss:  3206.9449799855324 [80.2711436978897, 9.136938990649796, 225.24409749420084, 80.04017264431138, 58.53463788352772, 27.390284472696983]\n",
      "536 Current Loss:  3203.86316992492 [80.26576640141494, 9.122691210449702, 225.2819101911744, 80.06012709449249, 58.50602831796667, 27.375992354630178]\n",
      "537 Current Loss:  3200.784748689519 [80.26039115130325, 9.108453161842917, 225.3197033794866, 80.08006758392992, 58.47743198555352, 27.361710013631416]\n",
      "538 Current Loss:  3197.7097608439003 [80.255018402302, 9.094225617899937, 225.3574764679659, 80.09999388525, 58.44884925008617, 27.347437222327024]\n",
      "539 Current Loss:  3194.638145305454 [80.24964847273432, 9.080007941974472, 225.3952306389554, 80.11990640772535, 58.420280338938284, 27.333173662393854]\n",
      "540 Current Loss:  3191.569962866172 [80.24428077142866, 9.065800497864402, 225.432964710112, 80.13980419638654, 58.391725252109865, 27.318919197407702]\n",
      "541 Current Loss:  3188.505147552926 [80.2389153893345, 9.05160296724658, 225.47067927260724, 80.15968870642507, 58.36318348937883, 27.30467428211592]\n",
      "542 Current Loss:  3185.443743930791 [80.2335526902497, 9.037415213696804, 225.50837405359272, 80.17955898287153, 58.33465550549252, 27.290439280316384]\n",
      "543 Current Loss:  3182.385732130819 [80.22819290154794, 9.023237191740336, 225.54604882569475, 80.19941552594798, 58.306141300450946, 27.276213055140722]\n",
      "544 Current Loss:  3179.331104589601 [80.22283565943135, 9.009069901821348, 225.58370449840805, 80.21925847207865, 58.27764091972884, 27.26199692535625]\n",
      "545 Current Loss:  3176.2798436904036 [80.21748096389993, 8.994912025172525, 225.6213405260358, 80.23908709366776, 58.24915395405358, 27.247789526720915]\n",
      "546 Current Loss:  3173.2319889690657 [80.21212845115579, 8.980764744136977, 225.65895645383063, 80.25890193641214, 58.22068076722306, 27.233591632305213]\n",
      "547 Current Loss:  3170.187499078869 [80.20677875784523, 8.966627194694738, 225.6965530093883, 80.2787023636655, 58.19222076806571, 27.21940337853335]\n",
      "548 Current Loss:  3167.146370148026 [80.20143147469562, 8.952499786118423, 225.7341300108099, 80.29848973966989, 58.16377477512677, 27.205224219708505]\n",
      "549 Current Loss:  3164.108617329315 [80.19608692003013, 8.938382609357504, 225.77168750357015, 80.31826256375905, 58.13534219723468, 27.191054428679088]\n",
      "550 Current Loss:  3161.0742044541075 [80.19074500289926, 8.924275527987774, 225.80922576051745, 80.33802210922556, 58.10692303438944, 27.176894323768245]\n",
      "551 Current Loss:  3158.043166484789 [80.18540540497989, 8.910177723464002, 225.84674405405605, 80.35776701182738, 58.07851751396473, 27.16274322285495]\n",
      "552 Current Loss:  3155.0154542202713 [80.18006830817095, 8.896090059806156, 225.88424352105432, 80.37749868128128, 58.050125863334216, 27.148601444262347]\n",
      "553 Current Loss:  3151.991108308209 [80.17473425816925, 8.882012537014234, 225.92172297916915, 80.39721616261784, 58.02174730942741, 27.134468942515703]\n",
      "554 Current Loss:  3148.9701070322944 [80.16940225453064, 8.867944973189296, 225.95918279219842, 80.41692013795807, 57.99338230699166, 27.120345944988692]\n",
      "555 Current Loss:  3145.9524373079184 [80.16407270652772, 8.853887095482932, 225.99662332394, 80.43661051635252, 57.96503103792591, 27.10623231525711]\n",
      "556 Current Loss:  3142.9381034261332 [80.15874606890785, 8.839839222218288, 226.03404457439393, 80.45628702495276, 57.93669336580595, 27.092127962371485]\n",
      "557 Current Loss:  3139.9271270743684 [80.15342152312579, 8.825800853173277, 226.07144595238861, 80.47594879973883, 57.90836942705599, 27.078032386109733]\n",
      "558 Current Loss:  3136.9194785541013 [80.14810020604992, 8.811773170691012, 226.10882818551983, 80.49559788707381, 57.880059176201286, 27.063946950713905]\n",
      "559 Current Loss:  3133.915153945447 [80.14278129913501, 8.797755401700996, 226.14619059166654, 80.51523333198827, 57.85176220396923, 27.049870337416685]\n",
      "560 Current Loss:  3130.9141534873606 [80.13746480238106, 8.783747682627435, 226.18353385294978, 80.53485472520958, 57.82347878320823, 27.03580331928857]\n",
      "561 Current Loss:  3127.9164593015844 [80.13215057936387, 8.769749285874568, 226.22085787842008, 80.55446215768723, 57.79520886844355, 27.02174557800641]\n",
      "562 Current Loss:  3124.922083112584 [80.12683908483078, 8.75576098451289, 226.25816207690588, 80.57405567489593, 57.766952095877315, 27.007696431449183]\n",
      "563 Current Loss:  3121.9310232251087 [80.12153018235759, 8.74178250569399, 226.295446994104, 80.59363614085566, 57.73870937500422, 26.993657107434736]\n",
      "564 Current Loss:  3118.943278359498 [80.1162238719443, 8.727813803943135, 226.3327124481155, 80.61320228227385, 57.710479705380095, 26.979627515013597]\n",
      "565 Current Loss:  3115.9588469330397 [80.11092038096459, 8.71385528853294, 226.36995862083933, 80.63275473579677, 57.68226399649964, 26.9656067901658]\n",
      "566 Current Loss:  3112.9777141424256 [80.10561907277216, 8.69990691398867, 226.407185421326, 80.65229322857601, 57.6540615207671, 26.951595205739757]\n",
      "567 Current Loss:  3109.999884293039 [80.10031990189228, 8.685968271037709, 226.4443925312524, 80.67181871558103, 57.62587291482876, 26.93759289815967]\n",
      "568 Current Loss:  3107.025345664986 [80.09502368687018, 8.67203904135691, 226.48158040536583, 80.69133005994343, 57.59769767846254, 26.923599867425544]\n",
      "569 Current Loss:  3104.0540981460067 [80.08972960916063, 8.658119588744157, 226.5187487253432, 80.71082744356215, 57.569535948092636, 26.909615385941613]\n",
      "570 Current Loss:  3101.0861154920585 [80.08443794161204, 8.644209731300506, 226.55589799140654, 80.73031154855823, 57.541387541820114, 26.895640499626786]\n",
      "571 Current Loss:  3098.1214041732383 [80.07914950276964, 8.630310378520662, 226.59302815808115, 80.74978223850746, 57.513252368695504, 26.881674526360037]\n",
      "572 Current Loss:  3095.160001250342 [80.07386329218926, 8.616420893758331, 226.6301386796702, 80.76923905866249, 57.485131065365096, 26.86771796636345]\n",
      "573 Current Loss:  3092.2018741189754 [80.06857962819404, 8.60254132248825, 226.66723028376947, 80.78868200902332, 57.45702344992995, 26.853770819637028]\n",
      "574 Current Loss:  3089.247021729446 [80.06329855625873, 8.588671482811478, 226.70430210635897, 80.8081116807615, 57.42892929501639, 26.839832358585006]\n",
      "575 Current Loss:  3086.2954305893904 [80.0580196671107, 8.574811010930134, 226.74135451123658, 80.82752775555389, 57.400848509674944, 26.82590303795474]\n",
      "576 Current Loss:  3083.3471126869017 [80.05274337002257, 8.560960679914714, 226.77838795314966, 80.8469295967542, 57.37278132127929, 26.811982857746223]\n",
      "577 Current Loss:  3080.4020328138718 [80.04746975594381, 8.547120353341015, 226.8154024320982, 80.8663183412308, 57.34472718413261, 26.79807227270681]\n",
      "578 Current Loss:  3077.460197789928 [80.04219877939968, 8.533289576461684, 226.8523975388096, 80.8856933523374, 57.31668605276016, 26.784170555240742]\n",
      "579 Current Loss:  3074.52163801394 [80.03693025849125, 8.519468758549337, 226.88937327328387, 80.90505513029609, 57.28865892760612, 26.770278432943776]\n",
      "580 Current Loss:  3071.586298869125 [80.0316637839459, 8.505657490331359, 226.9263298174199, 80.92440294751111, 57.26064476275158, 26.756394314200186]\n",
      "581 Current Loss:  3068.654222994757 [80.02640026525833, 8.491855999181425, 226.96326703479355, 80.94373748610349, 57.23264424031757, 26.742520108948845]\n",
      "582 Current Loss:  3065.725368320585 [80.02113911125699, 8.47806442152374, 227.00018538015212, 80.9630584732248, 57.20465704198094, 26.72865454389717]\n",
      "583 Current Loss:  3062.7997687957645 [80.0158805038408, 8.464282211661484, 227.03708421684934, 80.98236563602666, 57.176683167741686, 26.71479866496407]\n",
      "584 Current Loss:  3059.877425172943 [80.01062467038346, 8.450510233614622, 227.07396386320835, 81.00165929283219, 57.1487231178219, 26.70095206287693]\n",
      "585 Current Loss:  3056.958290138746 [80.00537120161235, 8.4367478962116, 227.1108245011281, 81.02093962554034, 57.120776346524764, 26.687114100989454]\n",
      "586 Current Loss:  3054.042366824296 [80.00012005205272, 8.422995608725032, 227.14766626703278, 81.04020654320163, 57.09284267195133, 26.673285415947937]\n",
      "587 Current Loss:  3051.129689714979 [79.99487063053303, 8.409252643559157, 227.1844877512056, 81.05945963654347, 57.0649219576774, 26.659465598479763]\n",
      "588 Current Loss:  3048.2202163148077 [79.98962502889108, 8.395519819259206, 227.22129136380755, 81.07869958768686, 57.037015249621874, 26.645655421655427]\n",
      "589 Current Loss:  3045.313965440878 [79.98438147361222, 8.38179668107783, 227.258075149425, 81.09792594188445, 57.009121547340584, 26.631853748606552]\n",
      "590 Current Loss:  3042.4109460977124 [79.97914032849431, 8.368083319964498, 227.29483992660317, 81.11713819891418, 56.981241623904026, 26.61806112502996]\n",
      "591 Current Loss:  3039.5110959468902 [79.97390191186051, 8.354379326646594, 227.33158615008944, 81.13633785944228, 56.953375070039584, 26.60427764187512]\n",
      "592 Current Loss:  3036.614460987394 [79.9686660872866, 8.340685201346204, 227.36831304681328, 81.15552415039826, 56.92552170384832, 26.59050361746518]\n",
      "593 Current Loss:  3033.7210551666863 [79.96343253644946, 8.327000307417038, 227.4050199346537, 81.17469693535793, 56.89768166175443, 26.576738733476994]\n",
      "594 Current Loss:  3030.8308562106276 [79.95820153219748, 8.313325554353796, 227.44170808690325, 81.19385585052339, 56.869855262081074, 26.56298280801162]\n",
      "595 Current Loss:  3027.9438183729044 [79.95297334737907, 8.299661124055419, 227.47837786735982, 81.21300175991462, 56.842041913656686, 26.54923579559432]\n",
      "596 Current Loss:  3025.059981342938 [79.94774679965113, 8.286005470380914, 227.51502777535717, 81.23213357213797, 56.81424170743074, 26.53549705957881]\n",
      "597 Current Loss:  3022.1793321490336 [79.94252257113467, 8.272359229976573, 227.55165803826895, 81.25125192383973, 56.786454234130616, 26.52176728208611]\n",
      "598 Current Loss:  3019.3018642673887 [79.93730152584968, 8.258723221387626, 227.5882701112867, 81.27035722429252, 56.7586807670489, 26.508046917863574]\n",
      "599 Current Loss:  3016.4275923286987 [79.93208266335196, 8.245096580594108, 227.6248625392189, 81.28944888232479, 56.73092048764036, 26.49433542121438]\n",
      "600 Current Loss:  3013.5564729731973 [79.9268667112373, 8.23148021709072, 227.66143664083285, 81.30852758005756, 56.7031735323292, 26.480632837613264]\n",
      "601 Current Loss:  3010.688547396372 [79.92165316928359, 8.217873266857495, 227.69799146115912, 81.32759281726874, 56.675440173963835, 26.466939621807576]\n",
      "602 Current Loss:  3007.823777946319 [79.91644190106663, 8.204275729894434, 227.7345273639956, 81.34664500323095, 56.647720185170584, 26.45325527357523]\n",
      "603 Current Loss:  3004.9621440457286 [79.91123372513167, 8.190688015474151, 227.77104480408963, 81.36568372867157, 56.62001279287895, 26.439579974815167]\n",
      "604 Current Loss:  3002.1037263557696 [79.90602704986296, 8.177109577899827, 227.80754223530022, 81.38470867526746, 56.59231940680573, 26.425913543628447]\n",
      "605 Current Loss:  2999.2484392189717 [79.90082346687623, 8.163541008343017, 227.84402115829363, 81.40372029776597, 56.564638799133064, 26.412255843590863]\n",
      "606 Current Loss:  2996.3963228640796 [79.89562174835365, 8.149981943005841, 227.8804809818983, 81.4227184597429, 56.53697169745672, 26.398607602298178]\n",
      "607 Current Loss:  2993.547341871653 [79.89042330401199, 8.13643301853459, 227.91692206991212, 81.44170384331926, 56.509317692504084, 26.38496800120516]\n",
      "608 Current Loss:  2990.701509510326 [79.88522699698288, 8.12289332543456, 227.95334424043614, 81.46067549352563, 56.48167705712356, 26.371337176736013]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "609 Current Loss:  2987.858823166752 [79.88003337296314, 8.109363227503636, 227.98974744799563, 81.47963363773567, 56.45404956394148, 26.35771521984021]\n",
      "610 Current Loss:  2985.0192816900767 [79.87484238647804, 8.09584331591337, 228.0261318290148, 81.49857936734304, 56.42643575865466, 26.344102448840893]\n",
      "611 Current Loss:  2982.1828654523756 [79.86965312803287, 8.082332544744858, 228.06249738349362, 81.5175112271562, 56.39883486819261, 26.33049854541492]\n",
      "612 Current Loss:  2979.3495932720207 [79.86446650712233, 8.06883145969492, 228.09884352026057, 81.53642999024567, 56.371247028979525, 26.316903418612817]\n",
      "613 Current Loss:  2976.5194525118777 [79.85928284206958, 8.05533974244041, 228.1351712397598, 81.5553352473388, 56.34367292313644, 26.303317250333528]\n",
      "614 Current Loss:  2973.692417273389 [79.8541013598041, 8.041857392981328, 228.17147976892085, 81.57422731675877, 56.316111186421296, 26.28973976772864]\n",
      "615 Current Loss:  2970.8685303291572 [79.84892210580065, 8.028384593216614, 228.2077692896426, 81.59310583470767, 56.288563046651944, 26.276171607444446]\n",
      "616 Current Loss:  2968.0477859607577 [79.8437454438571, 8.014921979792561, 228.24403971097564, 81.61197166520549, 56.26102882215153, 26.26261208735992]\n",
      "617 Current Loss:  2965.230136286066 [79.83857119207451, 8.001468734163936, 228.2802916240915, 81.63082403518172, 56.23350723962747, 26.24906184412135]\n",
      "618 Current Loss:  2962.415580071983 [79.83339948687708, 7.988024901805474, 228.3165249380407, 81.6496631265353, 56.20599875382712, 26.235519968234037]\n",
      "619 Current Loss:  2959.604156628389 [79.82823014636588, 7.974590801040321, 228.35273887975274, 81.66848916663992, 56.17850363759888, 26.2219870053948]\n",
      "620 Current Loss:  2956.795798362897 [79.82306344338932, 7.961166295444272, 228.38893485894442, 81.68730211002082, 56.15102139072067, 26.208462910128908]\n",
      "621 Current Loss:  2953.99056674571 [79.81789969627053, 7.947751475966797, 228.4251113749495, 81.70610195667803, 56.123552376990375, 26.19494745506268]\n",
      "622 Current Loss:  2951.188430247656 [79.81273726791906, 7.934345251214253, 228.4612688825153, 81.72488820638944, 56.096096641882724, 26.181440640196122]\n",
      "623 Current Loss:  2948.3893860221456 [79.80757774995064, 7.920949258277105, 228.49740792733866, 81.74366145032661, 56.06865382159984, 26.167943238599726]\n",
      "624 Current Loss:  2945.5934444609024 [79.8024204147695, 7.907562178388034, 228.5335275089754, 81.762421097318, 56.04122409804066, 26.154453931506175]\n",
      "625 Current Loss:  2942.800594397124 [79.79726576259773, 7.894185239364887, 228.56962871881916, 81.7811681932825, 56.013807925952534, 26.14097412863226]\n",
      "626 Current Loss:  2940.010813758067 [79.79211392985954, 7.880817804561374, 228.60571142044574, 81.79990201062435, 55.98640489606285, 26.127502420261187]\n",
      "627 Current Loss:  2937.2241206124568 [79.78696455275704, 7.867459464704879, 228.64177525005726, 81.81862250386882, 55.95901491742214, 26.11404003421081]\n",
      "628 Current Loss:  2934.440517479802 [79.78181740391656, 7.854110901916428, 228.67782020765372, 81.83732999133906, 55.93163821740407, 26.10058674310745]\n",
      "629 Current Loss:  2931.6599897788 [79.77667266523704, 7.840771843347611, 228.713846657033, 81.85602410923718, 55.904275023382326, 26.08714186483008]\n",
      "630 Current Loss:  2928.882510109639 [79.77153051861742, 7.827442061624751, 228.74985427987195, 81.87470544873474, 55.87692424396326, 26.07370589960079]\n",
      "631 Current Loss:  2926.1080887406174 [79.7663908276335, 7.81412173864679, 228.78584353091793, 81.89337350960966, 55.849586788641574, 26.06027834719749]\n",
      "632 Current Loss:  2923.3367564355985 [79.76125400155789, 7.800811783908429, 228.82181413732252, 81.9120282463872, 55.8222625664678, 26.04686002616541]\n",
      "633 Current Loss:  2920.568468096752 [79.75611908542115, 7.787510287470795, 228.85776559886364, 81.93067002286523, 55.79495116816932, 26.033450027009856]\n",
      "634 Current Loss:  2917.8032578564994 [79.75098707966745, 7.77421870452541, 228.8936985976623, 81.94929865714482, 55.76765350324084, 26.020048986377112]\n",
      "635 Current Loss:  2915.041091299456 [79.74585684742843, 7.760936262001778, 228.9296124515975, 81.96791451302386, 55.74036848028871, 26.00665663141877]\n",
      "636 Current Loss:  2912.2819653872925 [79.74072916177457, 7.747663460121984, 228.96550793373973, 81.98651736312866, 55.713096645009756, 25.99327278023589]\n",
      "637 Current Loss:  2909.5258984217467 [79.73560411365534, 7.734399889613414, 229.00138458934163, 82.00510675271187, 55.68583772455557, 25.979898069474764]\n",
      "638 Current Loss:  2906.772865373765 [79.73048147569708, 7.7211460961728875, 229.03724300957475, 82.02368318199558, 55.65859203724929, 25.966531998913304]\n",
      "639 Current Loss:  2904.02286908138 [79.72536147527344, 7.707901625053054, 229.07308273969176, 82.04224674192926, 55.631359401191986, 25.953174614026246]\n",
      "640 Current Loss:  2901.275895960474 [79.72024374858657, 7.694666749102325, 229.10890368874317, 82.06079720513924, 55.604139407111035, 25.939825232692563]\n",
      "641 Current Loss:  2898.5319547665385 [79.71512815921224, 7.681440786199673, 229.1447061295774, 82.07933466257498, 55.57693269165273, 25.926484991780633]\n",
      "642 Current Loss:  2895.7910421588954 [79.71001511642308, 7.668224463940859, 229.1804901076692, 82.09785934161016, 55.549739300291805, 25.9131533001189]\n",
      "643 Current Loss:  2893.0531718899597 [79.70490434737067, 7.655017236629064, 229.21625489542276, 82.11637069654796, 55.52255868733144, 25.899830430555774]\n",
      "644 Current Loss:  2890.3183126889335 [79.69979603395396, 7.6418193316379615, 229.25200158423178, 82.13486918213573, 55.49539135299372, 25.886516474040725]\n",
      "645 Current Loss:  2887.5864916346713 [79.69469022164768, 7.628631203714903, 229.287729355551, 82.15335461647453, 55.46823706990497, 25.87321120320008]\n",
      "646 Current Loss:  2884.857654948725 [79.6895871378255, 7.615452352637803, 229.32343893697617, 82.17182740883698, 55.441095565216784, 25.859914254235953]\n",
      "647 Current Loss:  2882.131851437949 [79.68448650963902, 7.602283278628747, 229.3591296463863, 82.1902876046978, 55.41396733915124, 25.846626309269375]\n",
      "648 Current Loss:  2879.4090618364485 [79.67938860993664, 7.589123936212999, 229.3948020749529, 82.20873447646125, 55.386852118859935, 25.833347186401404]\n",
      "649 Current Loss:  2876.689259869752 [79.67429234732472, 7.575973279471654, 229.43045590435287, 82.22716825150098, 55.35974972244392, 25.820076385409955]\n",
      "650 Current Loss:  2873.9724759566716 [79.6691985403485, 7.562832081475207, 229.46609095268724, 82.24558906624122, 55.33266046822635, 25.806814361042377]\n",
      "651 Current Loss:  2871.2586911233993 [79.66410677973536, 7.549699705577368, 229.50170699258234, 82.26399692068196, 55.30558399240934, 25.793560794975527]\n",
      "652 Current Loss:  2868.547875953807 [79.6590178385558, 7.536577243171777, 229.5373054792297, 82.2823919512474, 55.27852052236656, 25.780315914583078]\n",
      "653 Current Loss:  2865.8400794667045 [79.65393135301193, 7.523464057612145, 229.57288532123567, 82.30077374866494, 55.25147064926958, 25.767079674390295]\n",
      "654 Current Loss:  2863.135248864729 [79.64884750500269, 7.510360103423736, 229.6084467004992, 82.3191435407524, 55.22443350909842, 25.753852210821385]\n",
      "655 Current Loss:  2860.4334378833805 [79.64376593073021, 7.49726547155602, 229.64398884394978, 82.33749996326776, 55.19740942017623, 25.740633205553202]\n",
      "656 Current Loss:  2857.734585010242 [79.63868663019448, 7.484179934635321, 229.67951293393054, 82.35584360738255, 55.170398155129334, 25.72742288595942]\n",
      "657 Current Loss:  2855.0387124927825 [79.63360992171866, 7.471104265732137, 229.715018879492, 82.37417447309679, 55.14340003228088, 25.71422134298951]\n",
      "658 Current Loss:  2852.3458118499775 [79.62853616910061, 7.458038191998057, 229.75050672610888, 82.39249224208731, 55.1164149606814, 25.701028121896123]\n",
      "659 Current Loss:  2849.65586573549 [79.62346350787621, 7.444980576564703, 229.78597560976124, 82.41079709625308, 55.08944216726039, 25.68784345005293]\n",
      "660 Current Loss:  2846.9688902186163 [79.61839384798432, 7.431932556300453, 229.82142616709535, 82.42908903559407, 55.06248237961361, 25.67466710008626]\n",
      "661 Current Loss:  2844.2848795467044 [79.6133265982534, 7.4188938583568955, 229.85685817073755, 82.44736815105978, 55.03553546131687, 25.661499117470846]\n",
      "662 Current Loss:  2841.6038301793697 [79.60826180415816, 7.405864482734032, 229.8922722118594, 82.46563426075124, 55.0086017306933, 25.648340093378245]\n",
      "663 Current Loss:  2838.9257456951004 [79.60319932927442, 7.39284406563398, 229.92766765381458, 82.48388763751689, 54.98168109679344, 25.635189754960045]\n",
      "664 Current Loss:  2836.2505922291325 [79.5981390826527, 7.379833289177768, 229.963044860401, 82.50212882705353, 54.9547731958194, 25.622047556519426]\n",
      "665 Current Loss:  2833.578421657563 [79.59308129166666, 7.366831835042248, 229.99840355877024, 82.52035673796752, 54.92787857346801, 25.60891449850056]\n",
      "666 Current Loss:  2830.909210594565 [79.58802627463947, 7.353839566803217, 230.03374383987176, 82.53857187048095, 54.90099722973926, 25.595789944257156]\n",
      "667 Current Loss:  2828.242927167645 [79.58297325850063, 7.340856302561733, 230.0690657491803, 82.55677413364435, 54.874128391562664, 25.582673711890273]\n",
      "668 Current Loss:  2825.579583684312 [79.57792278894695, 7.327882360640942, 230.1043694231201, 82.57496366388193, 54.84727251368557, 25.569566028773586]\n",
      "669 Current Loss:  2822.9191888365594 [79.57287472955423, 7.3149179229397845, 230.13965427051954, 82.59314027929474, 54.82042905041115, 25.556466894907096]\n",
      "670 Current Loss:  2820.2617211379506 [79.56782921674667, 7.301962489236175, 230.1749208370755, 82.6113043891554, 54.79359859291097, 25.543376128391863]\n",
      "671 Current Loss:  2817.607188713621 [79.56278615957481, 7.289016468802728, 230.21016939563634, 82.6294554477671, 54.76678132308396, 25.53029377470262]\n",
      "672 Current Loss:  2814.9555679603864 [79.55774533066497, 7.27607963426577, 230.24539976430316, 82.64759404630138, 54.73997687713225, 25.517219606465694]\n",
      "673 Current Loss:  2812.306890133013 [79.55270663906768, 7.26315216752424, 230.28061144285385, 82.66572009380877, 54.71318539148004, 25.50415430580211]\n",
      "674 Current Loss:  2809.661119558051 [79.5476708123787, 7.250233704780257, 230.31580520435892, 82.68383349933981, 54.68640677517786, 25.491097554388723]\n",
      "675 Current Loss:  2807.0182840508855 [79.54263712300227, 7.2373245643569675, 230.35098063954575, 82.70193394457135, 54.65964130107412, 25.478049534124473]\n",
      "676 Current Loss:  2804.3783668326223 [79.53760607116047, 7.224424518880696, 230.38613724819226, 82.720021838776, 54.63288846894673, 25.46500942646413]\n",
      "677 Current Loss:  2801.7413512482785 [79.53257724758069, 7.211533932149322, 230.42127571241946, 82.73809704552957, 54.60614818784623, 25.45197777710451]\n",
      "678 Current Loss:  2799.10724207663 [79.52755019751558, 7.198652122041821, 230.45639603222736, 82.75615951935731, 54.579420912519964, 25.438954995318234]\n",
      "679 Current Loss:  2796.476034889095 [79.52252614878299, 7.185779952578159, 230.4914985259391, 82.77420921478449, 54.5527065974932, 25.425940489933744]\n",
      "680 Current Loss:  2793.8477502671067 [79.51750419188821, 7.172916741637309, 230.52658210216106, 82.79224613181111, 54.52600506086699, 25.412934488324716]\n",
      "681 Current Loss:  2791.2223586331 [79.51248478157859, 7.160062671118212, 230.56164762491318, 82.81026972474035, 54.49931625716661, 25.399936217420652]\n",
      "682 Current Loss:  2788.599864677353 [79.50746769048047, 7.147218059344013, 230.5966947303976, 82.82828149423847, 54.47264041376573, 25.38694663219099]\n",
      "683 Current Loss:  2785.9802529650087 [79.50245260027069, 7.134382042294746, 230.63172378241217, 82.84628043986129, 54.44597716686647, 25.373966050958877]\n",
      "684 Current Loss:  2783.3635279501145 [79.49744032949448, 7.121555711364053, 230.66673491738112, 82.86426633423514, 54.419326652893034, 25.36099338233067]\n",
      "685 Current Loss:  2780.749687740529 [79.49243078720238, 7.108738748228788, 230.7017279534055, 82.8822403142284, 54.39268928111804, 25.348029262952657]\n",
      "686 Current Loss:  2778.1387400741955 [79.48742365507124, 7.09593051624266, 230.73670239026325, 82.90020160677057, 54.3660646877436, 25.335073556400637]\n",
      "687 Current Loss:  2775.530670439365 [79.48241843287897, 7.083131652051961, 230.77165900102483, 82.9181500299627, 54.3394531001434, 25.322126262674608]\n",
      "688 Current Loss:  2772.9254615428586 [79.47741562084767, 7.070341382586193, 230.80659764926605, 82.93608590212796, 54.31285442736797, 25.309187063451425]\n",
      "689 Current Loss:  2770.323122947896 [79.47241540087626, 7.057560480915853, 230.84151801666377, 82.95400935969053, 54.28626807824574, 25.29625659537738]\n",
      "690 Current Loss:  2767.723654291526 [79.46741727274267, 7.044788674192532, 230.87642028511692, 82.97192031170096, 54.25969464394828, 25.283334631078795]\n",
      "691 Current Loss:  2765.1270580424684 [79.46242119097215, 7.032025735042552, 230.91130372702975, 82.98981825793715, 54.23313348782929, 25.27042044295991]\n",
      "692 Current Loss:  2762.533328486889 [79.4574282924331, 7.019272618435352, 230.94616979759377, 83.00770415336854, 54.206585837706626, 25.257515122414368]\n",
      "693 Current Loss:  2759.9424687505198 [79.4524371674087, 7.006528142027818, 230.98101731446587, 83.0255771794499, 54.18005087503505, 25.244618169220082]\n",
      "694 Current Loss:  2757.3544405970056 [79.44744867991895, 6.993792806042038, 231.01584714166603, 83.04343774545384, 54.15352819054195, 25.23172971980126]\n",
      "695 Current Loss:  2754.7692830527167 [79.44246246616595, 6.98106679237695, 231.05065877897215, 83.06128612422879, 54.1270189210957, 25.21884963773369]\n",
      "696 Current Loss:  2752.1869814516153 [79.43747888994758, 6.968349646285205, 231.08545227185897, 83.07912117890635, 54.100522248151066, 25.205977513744763]\n",
      "697 Current Loss:  2749.607509794805 [79.43249672344601, 6.955641458716272, 231.12022730200334, 83.09694422825385, 54.0740377169607, 25.193113802581827]\n",
      "698 Current Loss:  2747.030891401832 [79.4275172399538, 6.942942547993297, 231.15498436962736, 83.11475459015026, 54.04756623701931, 25.180258231396472]\n",
      "699 Current Loss:  2744.457099891212 [79.4225406213699, 6.930253096015221, 231.1897239749531, 83.13255253744398, 54.02110744452901, 25.16741116398658]\n",
      "700 Current Loss:  2741.886165410805 [79.41756600367435, 6.917572829933633, 231.2244451175364, 83.1503378882361, 53.994661339489795, 25.154572782251087]\n",
      "701 Current Loss:  2739.318064910089 [79.4125938416145, 6.904901158576976, 231.25914820664985, 83.16811055157712, 53.96822805832588, 25.14174258596791]\n",
      "702 Current Loss:  2736.7527720108374 [79.40762413519033, 6.892238445743132, 231.29383342419243, 83.18587057294178, 53.94180696439096, 25.12892021133917]\n",
      "703 Current Loss:  2734.19031815406 [79.40265724819974, 6.879585100704716, 231.32850058826517, 83.20361904372373, 53.915399149078695, 25.116106522384833]\n",
      "704 Current Loss:  2731.630684525138 [79.39769240757224, 6.866940350391232, 231.36314969886809, 83.22135491800407, 53.88900411216699, 25.103300882458605]\n",
      "705 Current Loss:  2729.0738952126303 [79.39272938593413, 6.854305013347911, 231.39778025577908, 83.23907805935858, 53.8626216717569, 25.090503473459428]\n",
      "706 Current Loss:  2726.519898393942 [79.3877690473054, 6.841678589352668, 231.432393486816, 83.2567886496862, 53.8362519187979, 25.077713977064157]\n",
      "707 Current Loss:  2723.9687415685307 [79.38281075503974, 6.8290608510318265, 231.46698843700943, 83.27448632518906, 53.80989503518893, 25.064933302767493]\n",
      "708 Current Loss:  2721.4203888957823 [79.3778553276824, 6.8164525714558835, 231.50156537920776, 83.29217208631133, 53.78355056618264, 25.052160813923145]\n",
      "709 Current Loss:  2718.8748188679338 [79.37290171931446, 6.803853341352223, 231.53612467720887, 83.30984638780035, 53.757218739152705, 25.039396965278463]\n",
      "710 Current Loss:  2716.3320594918987 [79.36795056658221, 6.791262433125084, 231.57066592174016, 83.32750745614146, 53.7308997814728, 25.026640574490337]\n",
      "711 Current Loss:  2713.792111051705 [79.36300227875827, 6.778680801743903, 231.6051891128016, 83.34515615535463, 53.70459346576925, 25.01389241462926]\n",
      "712 Current Loss:  2711.2549617825894 [79.35805603729742, 6.76610844720868, 231.63969461419111, 83.36279207616724, 53.678299792042054, 25.001152485695236]\n",
      "713 Current Loss:  2708.72060717551 [79.35311238789646, 6.753545187620475, 231.6741823349592, 83.38041594617505, 53.65201898766489, 24.988420878637733]\n",
      "714 Current Loss:  2706.189041914204 [79.34817083033332, 6.740990977504552, 231.70865213868166, 83.39802758347912, 53.62575068883987, 24.975697729880956]\n",
      "715 Current Loss:  2703.660279047259 [79.34323131913325, 6.7284455440125015, 231.7431036615606, 83.41562648785737, 53.59949494104174, 24.962982766576495]\n",
      "716 Current Loss:  2701.1343023160753 [79.33829417261941, 6.715909387366409, 231.77753758571708, 83.43321320500661, 53.573252199017844, 24.950275943249615]\n",
      "717 Current Loss:  2698.611090450056 [79.33335907246865, 6.703381279748427, 231.81195350187846, 83.45078746207844, 53.54702168969769, 24.93757721442558]\n",
      "718 Current Loss:  2696.090680583899 [79.3284268372262, 6.690862812774284, 231.84635177384263, 83.46834921359812, 53.5208042316265, 24.924887034851743]\n",
      "719 Current Loss:  2693.5730433890412 [79.32349646644789, 6.678353349797689, 231.88073181043802, 83.48589914168667, 53.49459923363273, 24.91220485883128]\n",
      "720 Current Loss:  2691.0581739302393 [79.31856855130528, 6.6658525270207605, 231.915094066412, 83.50343660969781, 53.4684067411911, 24.899530868263135]\n",
      "721 Current Loss:  2688.5460795306535 [79.31364304632362, 6.653361026564525, 231.9494387236635, 83.52096166310628, 53.442227163574245, 24.886864881248364]\n",
      "722 Current Loss:  2686.0367488207585 [79.30871981507872, 6.640878484631102, 231.9837656457683, 83.53847443833627, 53.416060091509536, 24.87420726158485]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "723 Current Loss:  2683.5301976298624 [79.30379894852004, 6.628404628372081, 232.01807383228225, 83.55597475348884, 53.38990520667383, 24.8615573726263]\n",
      "724 Current Loss:  2681.0263855842954 [79.29888126519282, 6.615939821585343, 232.05236501124529, 83.57346301783662, 53.363762827390275, 24.84891612386742]\n",
      "725 Current Loss:  2678.5253373162814 [79.29396535538027, 6.603483882371947, 232.08663845506163, 83.59093891305645, 53.33763349935569, 24.836282833187177]\n",
      "726 Current Loss:  2676.0270520020395 [79.28905131003185, 6.591036901681363, 232.12089411825656, 83.6084023936736, 53.31151708614587, 24.823657591535046]\n",
      "727 Current Loss:  2673.5315091578013 [79.2841398112686, 6.578598834038857, 232.15513163703218, 83.62585377801122, 53.28541258731664, 24.81104026248682]\n",
      "728 Current Loss:  2671.038722082064 [79.2792304498179, 6.566169270171812, 232.1893508749643, 83.64329283869563, 53.25932036666589, 24.79843120984038]\n",
      "729 Current Loss:  2668.548657788251 [79.27432349852816, 6.55374848292864, 232.2235531053455, 83.66071989404998, 53.23324101536517, 24.785830297171522]\n",
      "730 Current Loss:  2666.0613447680234 [79.26941918477306, 6.541337154430366, 232.25773778247896, 83.67813476217532, 53.20717448793974, 24.77323756995498]\n",
      "731 Current Loss:  2663.576782171558 [79.26451732665365, 6.528934284232818, 232.2919040423447, 83.69553703379904, 53.18112001131911, 24.760652891766547]\n",
      "732 Current Loss:  2661.0949395896837 [79.25961760584678, 6.5165405999317585, 232.3260530218111, 83.7129274365169, 53.1550781312001, 24.74807639903043]\n",
      "733 Current Loss:  2658.6158638874945 [79.25472006782721, 6.504155828678776, 232.36018390233295, 83.73030537915736, 53.12904930233006, 24.73550827364557]\n",
      "734 Current Loss:  2656.1395062510483 [79.24982466712018, 6.491779788574931, 232.39429732055652, 83.74767127099301, 53.10303316091111, 24.722948060864617]\n",
      "735 Current Loss:  2653.665880803893 [79.24493149467517, 6.479412843418103, 232.428392730785, 83.76502483917545, 53.077029206721164, 24.71039585163704]\n",
      "736 Current Loss:  2651.1949484452643 [79.24004077786586, 6.467054629410413, 232.4624709515636, 83.78236603822995, 53.05103739428549, 24.69785123669022]\n",
      "737 Current Loss:  2648.7267431139726 [79.2351524712175, 6.4547053284508, 232.49653130077132, 83.79969500458071, 53.025057950977754, 24.685314807195716]\n",
      "738 Current Loss:  2646.261255357673 [79.23026657473011, 6.442365076963469, 232.53057400578183, 83.81701210202561, 52.999090967747435, 24.672786790527205]\n",
      "739 Current Loss:  2643.798495369433 [79.22538313387841, 6.4300335111505404, 232.56459911206986, 83.83431696676678, 52.97313712671556, 24.660266731937334]\n",
      "740 Current Loss:  2641.3384601597877 [79.22050210318767, 6.41771104028463, 232.59860625583752, 83.85160964427894, 52.94719579123583, 24.64775458595137]\n",
      "741 Current Loss:  2638.881118455193 [79.21562343718315, 6.4053972096183855, 232.63259570993324, 83.86889031646103, 52.92126641561143, 24.63525062541772]\n",
      "742 Current Loss:  2636.4264749629483 [79.21074645374384, 6.393091746303398, 232.66656756530648, 83.88615857404045, 52.895349636488646, 24.622754304639564]\n",
      "743 Current Loss:  2633.9745351152687 [79.20587178951601, 6.380795605309103, 232.70052182195724, 83.90341473534033, 52.869444908170664, 24.610266624061076]\n",
      "744 Current Loss:  2631.52531626046 [79.20099930807547, 6.368508286413416, 232.7344583434613, 83.92065848203754, 52.84355332205112, 24.597786628712818]\n",
      "745 Current Loss:  2629.078798772711 [79.19612923679588, 6.35622928939425, 232.76837681149556, 83.93789035982888, 52.817674196008994, 24.585314636917936]\n",
      "746 Current Loss:  2626.6349305707945 [79.19126212137408, 6.3439589325747505, 232.80227913599884, 83.95511018681543, 52.791807666468486, 24.572850785100634]\n",
      "747 Current Loss:  2624.1937857274133 [79.18639677946695, 6.331697534278064, 232.83616295228495, 83.97231800847192, 52.76595368795486, 24.560395073260914]\n",
      "748 Current Loss:  2621.7553252235966 [79.1815337567713, 6.319445230928395, 232.87002930627278, 83.9895137793236, 52.74011207856918, 24.54794736497457]\n",
      "749 Current Loss:  2619.3195383549178 [79.17667309876188, 6.307201704202598, 232.90387824343708, 84.00669731747155, 52.71428270188724, 24.535507432867924]\n",
      "750 Current Loss:  2616.88642383242 [79.17181480543869, 6.294966772201732, 232.93770976377783, 84.0238689412389, 52.68846573980798, 24.523075595264125]\n",
      "751 Current Loss:  2614.456006204321 [79.16695837657963, 6.282740616824739, 232.97152318517402, 84.04102855967619, 52.662661328755604, 24.5106517612137]\n",
      "752 Current Loss:  2612.028261259076 [79.16210463072994, 6.270523147122148, 233.00531905332247, 84.05817599088448, 52.63686901398276, 24.498236112615594]\n",
      "753 Current Loss:  2609.603187951925 [79.15725338599069, 6.258314408568694, 233.03909773202105, 84.07531159866164, 52.61108970498415, 24.48582837662139]\n",
      "754 Current Loss:  2607.1807825179217 [79.15240455141239, 6.246114992335933, 233.07285885747189, 84.09243542848242, 52.58532276511349, 24.473428280382684]\n",
      "755 Current Loss:  2604.7610323415024 [79.14755758129823, 6.233923943454428, 233.1066028389476, 84.10954666180157, 52.55956796699709, 24.46103659696997]\n",
      "756 Current Loss:  2602.3439582419746 [79.14271293039556, 6.221741853095736, 233.14032890337768, 84.12664639001275, 52.53382594728126, 24.448652507838013]\n",
      "757 Current Loss:  2599.9295335970733 [79.13787055322965, 6.209568812209326, 233.17403782383263, 84.14373370362125, 52.508096023844956, 24.436276240360492]\n",
      "758 Current Loss:  2597.5177626494187 [79.1330299495784, 6.197403956775233, 233.2077291455651, 84.16080887547548, 52.482378515011334, 24.42390784001214]\n",
      "759 Current Loss:  2595.1086675737606 [79.12819166513864, 6.185247559641866, 233.2414020955046, 84.17787213294912, 52.456673102457245, 24.411547670590842]\n",
      "760 Current Loss:  2592.702224586719 [79.12335588180932, 6.173099893657636, 233.27505785599425, 84.19492297582008, 52.430980286404775, 24.399195140925038]\n",
      "761 Current Loss:  2590.298433734568 [79.11852259959042, 6.160961186196218, 233.3086963815593, 84.21196194978518, 52.405300066853926, 24.386850842186284]\n",
      "762 Current Loss:  2587.8972804530326 [79.11369181848195, 6.148831209883937, 233.3423174903008, 84.22898950959177, 52.379632352855225, 24.37451431962723]\n",
      "763 Current Loss:  2585.498774829208 [79.10886335658498, 6.136710146619734, 233.37592140959242, 84.24600479121989, 52.353977144408674, 24.362185891571023]\n",
      "764 Current Loss:  2583.1029016914013 [79.10403675915214, 6.124597632605727, 233.40950768468684, 84.2630085222653, 52.32833416866586, 24.34986537611872]\n",
      "765 Current Loss:  2580.709663263725 [79.09921298115287, 6.112494122589268, 233.44307658843246, 84.28000015703117, 52.30270324372785, 24.337552682320855]\n",
      "766 Current Loss:  2578.3190634033494 [79.09439102214301, 6.100398798025125, 233.4766280298798, 84.29698001384065, 52.27708514266513, 24.325248083025834]\n",
      "767 Current Loss:  2575.931072683531 [79.0895710640215, 6.088311886286974, 233.51016228187729, 84.31394741057272, 52.251479046932474, 24.312950577789486]\n",
      "768 Current Loss:  2573.545721759706 [79.08475365248515, 6.0762339785463695, 233.5436787077786, 84.3309030293484, 52.22588486558041, 24.300661439904395]\n",
      "769 Current Loss:  2571.1629932031283 [79.07993851468555, 6.064164801954902, 233.57717817160375, 84.34784691564244, 52.20030382642679, 24.28837966892639]\n",
      "770 Current Loss:  2568.782883422686 [79.0751253777743, 6.052104083664162, 233.61065985480747, 84.3647786601822, 52.17473442880535, 24.276105856027023]\n",
      "771 Current Loss:  2566.4054214035737 [79.07031474197348, 6.040052460320439, 233.64412389381397, 84.38169885413924, 52.14917776410974, 24.26384063785259]\n",
      "772 Current Loss:  2564.030549190216 [79.06550647085888, 6.028009386226913, 233.67757101621902, 84.39860717919044, 52.12363328664313, 24.251582741110504]\n",
      "773 Current Loss:  2561.6582719513117 [79.0607004280063, 6.015975179706729, 233.71100122202262, 84.41550340796209, 52.098100769031845, 24.239332666022854]\n",
      "774 Current Loss:  2559.288622654798 [79.05589670436521, 6.003949522436741, 233.74441382910373, 84.4323879042521, 52.07258093887165, 24.22709068543805]\n",
      "775 Current Loss:  2556.921594418845 [79.05109520898614, 5.991932550841156, 233.77780879198764, 84.44926084995939, 52.047073932586756, 24.2148561627098]\n",
      "776 Current Loss:  2554.5571642547084 [79.04629575997015, 5.979923855647357, 233.8111866108964, 84.46612156296294, 52.02157888615719, 24.202630098282278]\n",
      "777 Current Loss:  2552.195330312295 [79.0414983118425, 5.9679238006532245, 233.8445468310827, 84.48297027063643, 51.99609566315874, 24.190411537186044]\n",
      "778 Current Loss:  2549.836096943874 [79.03670354672423, 5.955932385858759, 233.8778899527686, 84.4998074277272, 51.97062517308612, 24.17820084321898]\n",
      "779 Current Loss:  2547.479446891311 [79.0319109189185, 5.943949474839755, 233.91121597595412, 84.51663276138686, 51.94516700666671, 24.165997607108473]\n",
      "780 Current Loss:  2545.125397512147 [79.02712056484953, 5.931975067596213, 233.94452449136662, 84.5334457713933, 51.919720800102624, 24.153802329076605]\n",
      "781 Current Loss:  2542.7739318951135 [79.02233257546678, 5.920009982673363, 233.97781618112714, 84.55024727629177, 51.894286962666484, 24.141615100072848]\n",
      "782 Current Loss:  2540.4250573053996 [79.01754667792184, 5.908053310576506, 234.01109022669044, 84.56703713965805, 51.868865357934084, 24.12943555629932]\n",
      "783 Current Loss:  2538.0787483244103 [79.01276291768946, 5.896104914881434, 234.04434740112703, 84.58381508864375, 51.84345584948122, 24.1172639251297]\n",
      "784 Current Loss:  2535.735041948094 [79.00798138571909, 5.884165295810234, 234.0775867949422, 84.60058098682464, 51.81805866468156, 24.10509975181663]\n",
      "785 Current Loss:  2533.39391827715 [79.00320262770757, 5.8722342259892315, 234.1108088628833, 84.61733524347335, 51.792673758060374, 24.09294349110747]\n",
      "786 Current Loss:  2531.0553604674883 [78.99842564321071, 5.860311523519485, 234.14401374137452, 84.63407826786249, 51.76730144794081, 24.080794779204332]\n",
      "787 Current Loss:  2528.719391790743 [78.99365120529902, 5.8483975976736104, 234.1772014304159, 84.65080892312369, 51.741941279575514, 24.068654389177716]\n",
      "788 Current Loss:  2526.385982948828 [78.988878540902, 5.836491811805317, 234.21037170263372, 84.66752757305483, 51.716593071065546, 24.056521275108715]\n",
      "789 Current Loss:  2524.055119690441 [78.98410901426169, 5.824595621106127, 234.24352578584586, 84.68423521810007, 51.69125732263299, 24.04439616459309]\n",
      "790 Current Loss:  2521.726818400895 [78.97934071543924, 5.812707252061372, 234.27666217938605, 84.70093076686578, 51.6659335795305, 24.032278420984547]\n",
      "791 Current Loss:  2519.401097598613 [78.9745754179493, 5.800827705115225, 234.30978147442585, 84.71761444672563, 51.6406223874549, 24.02016886282832]\n",
      "792 Current Loss:  2517.0779515350755 [78.96981143922667, 5.788956161722453, 234.3428825795716, 84.73428621220489, 51.615323109759885, 24.00806694442759]\n",
      "793 Current Loss:  2514.7573452896704 [78.96505041636183, 5.777093258529348, 234.3759671319138, 84.75094629067723, 51.59003620119282, 23.99597252935815]\n",
      "794 Current Loss:  2512.439295427822 [78.96029180365795, 5.76523926838432, 234.40903454028086, 84.7675948640416, 51.56476157080422, 23.983885935943142]\n",
      "795 Current Loss:  2510.12379614708 [78.95553519184242, 5.753393691065284, 234.44208471372332, 84.78423179587378, 51.53949926406884, 23.97180698228363]\n",
      "796 Current Loss:  2507.810824471581 [78.95078108113731, 5.741556753945915, 234.47511815246327, 84.80085735902219, 51.514248871714045, 23.959736123126966]\n",
      "797 Current Loss:  2505.5004189734327 [78.94602892584581, 5.729728502500947, 234.50813417437968, 84.81747100779, 51.48901107586087, 23.94767285825106]\n",
      "798 Current Loss:  2503.192544352567 [78.9412790897658, 5.717908800306176, 234.5411332342199, 84.83407301502564, 51.463785376287234, 23.935617096706444]\n",
      "799 Current Loss:  2500.887218775659 [78.93653089077625, 5.706097010715311, 234.57411474081238, 84.85066301693121, 51.438571818467864, 23.923569202291]\n",
      "800 Current Loss:  2498.5843978976727 [78.93178519289714, 5.694293679425172, 234.60707955817708, 84.86724142277933, 51.41336994765541, 23.911528674782637]\n",
      "801 Current Loss:  2496.284123992297 [78.92704190517898, 5.682499215708376, 234.6400271860919, 84.88380814162053, 51.38818035502143, 23.899496105352917]\n",
      "802 Current Loss:  2493.9863862335983 [78.92230116404599, 5.670713392191246, 234.67295798835477, 84.90036344630323, 51.363003540788014, 23.88747126662816]\n",
      "803 Current Loss:  2491.6911583778356 [78.91756215095293, 5.658935526752757, 234.70587123736988, 84.91690688208007, 51.33783809523837, 23.875453476487344]\n",
      "804 Current Loss:  2489.398486268298 [78.91282541159663, 5.64716680173602, 234.73876720598565, 84.93343885822367, 51.312685200715606, 23.86344419012199]\n",
      "805 Current Loss:  2487.1083017610645 [78.90809108240128, 5.635405989323189, 234.77164639442418, 84.94995937473402, 51.28754412962397, 23.851441952340572]\n",
      "806 Current Loss:  2484.820650384141 [78.9033590269427, 5.623653999008965, 234.80450852983705, 84.96646829518693, 51.26241551860974, 23.83944762716306]\n",
      "807 Current Loss:  2482.5354998331372 [78.89862906332192, 5.611910239621793, 234.83735370317373, 84.98296534673398, 51.237298503652966, 23.827461032690515]\n",
      "808 Current Loss:  2480.2528655690476 [78.89390155533684, 5.6001750294848165, 234.8701820053837, 84.99945093864778, 51.21219408519781, 23.815481896074523]\n",
      "809 Current Loss:  2477.972739413432 [78.88917641203798, 5.588448368598037, 234.90299316361853, 85.01592497997888, 51.18710153564851, 23.803510399214026]\n",
      "810 Current Loss:  2475.695115301548 [78.88445322415274, 5.576729756739368, 234.93578745072665, 85.03238692503044, 51.16202085500507, 23.79154686043217]\n",
      "811 Current Loss:  2473.419988417437 [78.87973217358004, 5.565020012454042, 234.96856491218279, 85.04883809256978, 51.13695272538851, 23.7795906885574]\n",
      "812 Current Loss:  2471.147376885416 [78.87501335126936, 5.553318453621031, 235.0013250932396, 85.06527734572853, 51.11189682847569, 23.76764206548865]\n",
      "813 Current Loss:  2468.877263926747 [78.87029684817017, 5.541625534987688, 235.03406826674546, 85.08170500282984, 51.08685293689294, 23.755700945751194]\n",
      "814 Current Loss:  2466.609646459443 [78.86558225500985, 5.529940392534044, 235.06679425080148, 85.09812047270213, 51.06182082326657, 23.743767420294496]\n",
      "815 Current Loss:  2464.3445152930076 [78.86087029938417, 5.518264072179008, 235.09950354562972, 85.11452425556752, 51.036800669495534, 23.731841261744883]\n",
      "816 Current Loss:  2462.0818854859717 [78.85616025369737, 5.5065963920236385, 235.1321957874323, 85.13091744281962, 51.011793385074526, 23.71992297032444]\n",
      "817 Current Loss:  2459.821732281794 [78.85145257269679, 5.4949366244721745, 235.16487088525975, 85.14729921591322, 50.986797878609906, 23.708012091285816]\n",
      "818 Current Loss:  2457.5640749095987 [78.84674693805928, 5.4832856335445825, 235.19752893006154, 85.1636693019999, 50.961814513899554, 23.696108806527953]\n",
      "819 Current Loss:  2455.3088795513954 [78.84204389548168, 5.4716432828166575, 235.2301707403829, 85.18002833772596, 50.93684338189294, 23.68421329794979]\n",
      "820 Current Loss:  2453.0561626002423 [78.83734276284295, 5.4600092084905185, 235.26279558862808, 85.19637523169774, 50.91188402784272, 23.672325201753445]\n",
      "821 Current Loss:  2450.805935359231 [78.83264385846624, 5.448383501515636, 235.29540333837286, 85.21271062056155, 50.88693695197097, 23.6604448817368]\n",
      "822 Current Loss:  2448.5581823909883 [78.82794718235155, 5.436766389265685, 235.32799385319305, 85.22903482264053, 50.86200160858087, 23.648572201475652]\n",
      "823 Current Loss:  2446.3129233218965 [78.82325259807467, 5.4251571896196396, 235.36056704213917, 85.24534715581365, 50.837078907167125, 23.636706615273177]\n",
      "824 Current Loss:  2444.0701000341624 [78.81856019658508, 5.413556448274321, 235.39312376923118, 85.2616482567272, 50.812167483487684, 23.624848941674607]\n",
      "825 Current Loss:  2441.829754778196 [78.81387029620592, 5.4019643926034036, 235.42566376162068, 85.27793785253277, 50.78726861083513, 23.612998771407327]\n",
      "826 Current Loss:  2439.5918592881226 [78.80918271503825, 5.390380749758478, 235.4581870647824, 85.29421630702825, 50.762381652563164, 23.601156195420806]\n",
      "827 Current Loss:  2437.356428500451 [78.80449686191051, 5.378805246891133, 235.4906933603932, 85.31048302904208, 50.73750683604547, 23.58932098634137]\n",
      "828 Current Loss:  2435.1234574846017 [78.79981328251952, 5.3672380204255745, 235.52318255750362, 85.32673792762478, 50.71264361558522, 23.57749332606796]\n",
      "829 Current Loss:  2432.8929379326755 [78.79513174949162, 5.355678842988127, 235.55565492896204, 85.34298173037212, 50.68779276425292, 23.565673123651102]\n",
      "830 Current Loss:  2430.664853227309 [78.7904525356752, 5.34412816932614, 235.5881106111927, 85.35921411896095, 50.6629535544528, 23.553860060767654]\n",
      "831 Current Loss:  2428.4392325765293 [78.7857754136966, 5.33258595396488, 235.6205491494482, 85.37543509339127, 50.638126304508006, 23.542055001437582]\n",
      "832 Current Loss:  2426.216062961573 [78.78110079282843, 5.321052060480142, 235.65297095300122, 85.39164433533995, 50.61331105989328, 23.530257581863005]\n",
      "833 Current Loss:  2423.9953377717534 [78.77642812737386, 5.309526306972984, 235.68537579447803, 85.40784243597852, 50.58850795703282, 23.518467711094452]\n",
      "834 Current Loss:  2421.777045525087 [78.77175814492867, 5.298008875342347, 235.71776421957549, 85.42402907698386, 50.5637172233003, 23.506684707010898]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "835 Current Loss:  2419.5611825764186 [78.76709034527076, 5.286500493183993, 235.75013595544516, 85.44020462215383, 50.53893808562523, 23.494909297208103]\n",
      "836 Current Loss:  2417.3477663542135 [78.76242422817805, 5.2749997962558695, 235.78249072923865, 85.45636843484215, 50.51417113517917, 23.483141800009214]\n",
      "837 Current Loss:  2415.1367720902253 [78.75776038482209, 5.263507375729532, 235.81482876832962, 85.47252096979616, 50.48941600816423, 23.47138148781847]\n",
      "838 Current Loss:  2412.9281939019043 [78.75309899710183, 5.252023913726006, 235.84715016366755, 85.48866222701588, 50.46467229530779, 23.459628406110603]\n",
      "839 Current Loss:  2410.722057531938 [78.74843956479518, 5.240548182427446, 235.87945455145456, 85.50479207007709, 50.43994113347824, 23.447882736784557]\n",
      "840 Current Loss:  2408.5183349361287 [78.74378249717475, 5.229081318702228, 235.91174261381167, 85.52091095372714, 50.415221795079816, 23.43614502553715]\n",
      "841 Current Loss:  2406.3170382242515 [78.7391273394932, 5.2176223675809155, 235.9440138505168, 85.53701787752186, 50.39051450748619, 23.424414362873684]\n",
      "842 Current Loss:  2404.1181592629223 [78.73447450102313, 5.206171192639303, 235.97626803419627, 85.55311356905702, 50.36581890689948, 23.41269133996571]\n",
      "843 Current Loss:  2401.9217095738354 [78.72982402723929, 5.1947286578973575, 236.00850552864796, 85.5691977554842, 50.341135539016506, 23.40097572943956]\n",
      "844 Current Loss:  2399.7276518447175 [78.72517559981853, 5.183293990284582, 236.0407265157708, 85.58527107344969, 50.31646413098886, 23.389267349396285]\n",
      "845 Current Loss:  2397.536013364199 [78.72052944613452, 5.1718682811946195, 236.0729309500901, 85.6013328863072, 50.29180454639234, 23.37756683648218]\n",
      "846 Current Loss:  2395.3467729720633 [78.71588542976306, 5.160450439233827, 236.1051184223332, 85.61738383070303, 50.26715683070168, 23.36587332667728]\n",
      "847 Current Loss:  2393.1599499855006 [78.71124350522942, 5.149041146523231, 236.13728929629798, 85.63342295166774, 50.24252102939161, 23.35418759305208]\n",
      "848 Current Loss:  2390.975529439106 [78.70660308136203, 5.137639584517601, 236.1694428443887, 85.64945088584761, 50.217896960563195, 23.34250881706135]\n",
      "849 Current Loss:  2388.793488265706 [78.7019658407261, 5.126246799135842, 236.2015805672716, 85.66546808799, 50.19328494253958, 23.330837589876644]\n",
      "850 Current Loss:  2386.6138493615736 [78.69733078287746, 5.114862426580075, 236.233701555452, 85.68147369407495, 50.16868470247235, 23.319173684124287]\n",
      "851 Current Loss:  2384.436616435751 [78.69269740759401, 5.103485557355597, 236.2658057179804, 85.69746743125404, 50.14409664963412, 23.30751719075375]\n",
      "852 Current Loss:  2382.261762557971 [78.68806635152205, 5.0921172828560515, 236.29789360055366, 85.71345029997144, 50.119520465701754, 23.2958682007145]\n",
      "853 Current Loss:  2380.0892899710416 [78.68343715991423, 5.080757193808822, 236.3299648848486, 85.72942225475242, 50.09495619614998, 23.284226623057073]\n",
      "854 Current Loss:  2377.91922186727 [78.67881024204317, 5.069405062840232, 236.3620191161179, 85.74538270442542, 50.070404068352474, 23.272592139458318]\n",
      "855 Current Loss:  2375.751533666781 [78.67418514316151, 5.058061299222899, 236.39405656720993, 85.76133183088939, 50.04586349113768, 23.260964840867707]\n",
      "856 Current Loss:  2373.5862293496652 [78.66956259086501, 5.046725766532617, 236.4260777383468, 85.77727017984114, 50.021335146626626, 23.249345773204148]\n",
      "857 Current Loss:  2371.423300703962 [78.6649422213558, 5.035398237395711, 236.4580822202559, 85.7931967508365, 49.996818352698284, 23.23773370864979]\n",
      "858 Current Loss:  2369.262746276408 [78.66032385273493, 5.02407880276165, 236.49006983103828, 85.8091120895723, 49.97231315482739, 23.22612882910358]\n",
      "859 Current Loss:  2367.1045549050095 [78.65570766690135, 5.0127679628525215, 236.52204107091603, 85.82501678722008, 49.94781973491288, 23.214531589312863]\n",
      "860 Current Loss:  2364.948740121965 [78.65109389122873, 5.001465126496768, 236.553995621566, 85.84091011618409, 49.923338456752646, 23.20294117073241]\n",
      "861 Current Loss:  2362.795286886036 [78.6464825711918, 4.9901707484417415, 236.5859341196345, 85.85679284953483, 49.89886932034668, 23.191358801180066]\n",
      "862 Current Loss:  2360.6441970276055 [78.64187325204321, 4.978884783212706, 236.61785611037413, 85.87266380492918, 49.87441191642236, 23.17978302546431]\n",
      "863 Current Loss:  2358.4954638982044 [78.63726593378297, 4.967606412264431, 236.64976118451233, 85.88852366448816, 49.84996601760602, 23.16821452570617]\n",
      "864 Current Loss:  2356.34909764063 [78.63266070736054, 4.956336363192676, 236.68164984227116, 85.90437201893917, 49.82553189674607, 23.156653847602463]\n",
      "865 Current Loss:  2354.205091948706 [78.6280575273012, 4.945074226724827, 236.71352199270115, 85.92020914113061, 49.80110982669092, 23.145100581880577]\n",
      "866 Current Loss:  2352.063432120577 [78.62345639360493, 4.933820048335619, 236.74537740842862, 85.93603525843616, 49.776699352693214, 23.133554228318424]\n",
      "867 Current Loss:  2349.924130087642 [78.61885757912015, 4.922574146348197, 236.7772162258778, 85.95185009800741, 49.75230061117716, 23.12201528713809]\n",
      "868 Current Loss:  2347.787178738429 [78.6142612657458, 4.911336793610971, 236.80903867242233, 85.96765420554118, 49.72791401141538, 23.110483485491166]\n",
      "869 Current Loss:  2345.6525516461684 [78.60966681683558, 4.90010698967977, 236.8408448390117, 85.98344712629012, 49.7035388258121, 23.09895909622606]\n",
      "870 Current Loss:  2343.520265306992 [78.60507468713686, 4.888885734998766, 236.8726346801712, 85.99922886025422, 49.67917546363995, 23.087441573645954]\n",
      "871 Current Loss:  2341.390344280142 [78.60048469475069, 4.877672347446932, 236.90440769567869, 86.01499886173667, 49.654823970373656, 23.075931736296077]\n",
      "872 Current Loss:  2339.262750194511 [78.59589661230339, 4.866467054397944, 236.93616447670576, 86.03075822213111, 49.630484482437424, 23.06442912942908]\n",
      "873 Current Loss:  2337.137504035689 [78.5913112583402, 4.855270401548623, 236.96790479587872, 86.04650666858913, 49.606156999831256, 23.052933889469166]\n",
      "874 Current Loss:  2335.014593830044 [78.58672776884114, 4.844081888676882, 236.9996282893997, 86.06224433753493, 49.581841204232006, 23.041445834517397]\n",
      "875 Current Loss:  2332.8939873141553 [78.58214641665464, 4.832900970085902, 237.031335593915, 86.07797104706958, 49.557536868266, 23.029964737200096]\n",
      "876 Current Loss:  2330.7757215042902 [78.57756651965965, 4.821728145997767, 237.0630264365762, 86.09368611507205, 49.53324431025638, 23.018491416062496]\n",
      "877 Current Loss:  2328.6597765213282 [78.5729889873509, 4.8105636892608885, 237.09470086285802, 86.10939031461282, 49.50896348472841, 23.007024961609893]\n",
      "878 Current Loss:  2326.5461654676415 [78.56841368330416, 4.799407145127915, 237.126358781811, 86.12508328189404, 49.4846945281063, 22.995566146912786]\n",
      "879 Current Loss:  2324.4348685914874 [78.56384069846891, 4.788258695497788, 237.15800032985936, 86.1407654261883, 49.46043734944058, 22.984114335324882]\n",
      "880 Current Loss:  2322.3258906630163 [78.55926980547147, 4.777118158471566, 237.18962555247782, 86.15643670202087, 49.4361924034786, 22.972669481371447]\n",
      "881 Current Loss:  2320.2192210993585 [78.55470136810973, 4.765986034271336, 237.22123444966638, 86.17209697296755, 49.411958689776185, 22.961232130749302]\n",
      "882 Current Loss:  2318.1148642439202 [78.55013506806054, 4.754862050048686, 237.25282711237452, 86.18774587523046, 49.38773670855542, 22.949801919660565]\n",
      "883 Current Loss:  2316.0128182741355 [78.54557049605128, 4.743745796531002, 237.28440326775382, 86.2033835452338, 49.36352650529105, 22.938378757155768]\n",
      "884 Current Loss:  2313.9130780453447 [78.54100778850616, 4.732637501091958, 237.31596305222848, 86.21901048319967, 49.3393281254578, 22.926963052507524]\n",
      "885 Current Loss:  2311.8156272825654 [78.53644753659674, 4.7215373001557595, 237.34750664769746, 86.23462682555225, 49.31514134168199, 22.915554350968485]\n",
      "886 Current Loss:  2309.7204906611455 [78.53188919462619, 4.7104449208739965, 237.37903350846392, 86.2502317082716, 49.29096606301417, 22.904152970861794]\n",
      "887 Current Loss:  2307.627659004593 [78.52733344471554, 4.6993612727413705, 237.41054422569943, 86.26582576800399, 49.26680256230273, 22.89275904861166]\n",
      "888 Current Loss:  2305.5371142805197 [78.52277987759217, 4.6882853098389745, 237.44203839013136, 86.28140877737576, 49.24265052122453, 22.881371583773905]\n",
      "889 Current Loss:  2303.4488711538875 [78.5182278566098, 4.6772175323888945, 237.4735163655576, 86.29698078186163, 49.2185104854764, 22.869991713216912]\n",
      "890 Current Loss:  2301.3628965355115 [78.51367856411153, 4.66615784944166, 237.50497851577603, 86.31254173598688, 49.19438172746257, 22.858618800294387]\n",
      "891 Current Loss:  2299.2792225999724 [78.50913081775425, 4.655105942674126, 237.53642402224142, 86.32809182165045, 49.17026492930407, 22.847253163329476]\n",
      "892 Current Loss:  2297.1978524749197 [78.50458589083055, 4.644062539682054, 237.56785311232744, 86.34363117527653, 49.146160091000894, 22.835894847796915]\n",
      "893 Current Loss:  2295.118755968136 [78.50004251004785, 4.63302645812233, 237.5992659224583, 86.3591591147441, 49.12206666685623, 22.824543626323027]\n",
      "894 Current Loss:  2293.041934736474 [78.4955014030019, 4.621998516540188, 237.63066240715926, 86.37467641312367, 49.09798483876901, 22.81319927153414]\n",
      "895 Current Loss:  2290.9673919750157 [78.49096243326849, 4.610978623986156, 237.66204283927874, 86.3901825247184, 49.07391469768871, 22.801862192702863]\n",
      "896 Current Loss:  2288.895132764763 [78.48642546442343, 4.599966780460235, 237.69340694596832, 86.40567785880091, 49.049856425514264, 22.790532480778673]\n",
      "897 Current Loss:  2286.825144717091 [78.4818908602646, 4.588962804063485, 237.72475477270274, 86.42116236989648, 49.02580993129621, 22.779209499115275]\n",
      "898 Current Loss:  2284.75740647928 [78.47735852984252, 4.577967149543255, 237.75608668327988, 86.43663628537877, 49.00177457838825, 22.767893793409492]\n",
      "899 Current Loss:  2282.6919533780197 [78.4728278365109, 4.566979316677461, 237.7874021320029, 86.45209865027834, 48.97775100343668, 22.756585227237117]\n",
      "900 Current Loss:  2280.62874573325 [78.46829955334024, 4.555999623789248, 237.81870166456866, 86.4675510107362, 48.95373907001729, 22.745283755123417]\n",
      "901 Current Loss:  2278.5678193940607 [78.46377313463373, 4.545027888979675, 237.84998478075505, 86.48299168418714, 48.92973882360482, 22.733989331593655]\n",
      "902 Current Loss:  2276.509153158731 [78.45924908061343, 4.534063884875067, 237.8812520262589, 86.49842144370166, 48.905750400623475, 22.722702547819388]\n",
      "903 Current Loss:  2274.4527375176667 [78.45472675463307, 4.523107566000689, 237.91250249158549, 86.51384078950184, 48.881773209901695, 22.71142244883118]\n",
      "904 Current Loss:  2272.3985820214307 [78.45020661144, 4.512159341629157, 237.9437369043306, 86.5292490849414, 48.85780788808577, 22.700149262002704]\n",
      "905 Current Loss:  2270.3466811265407 [78.44568887840788, 4.501219029861531, 237.97495508259527, 86.54464673929294, 48.83385407137783, 22.688883578505518]\n",
      "906 Current Loss:  2268.2970361380258 [78.44117323721358, 4.490286585223075, 238.006157117329, 86.56003343423333, 48.80991212357574, 22.677624898117536]\n",
      "907 Current Loss:  2266.249626671344 [78.43665968785709, 4.47936246246114, 238.0373431904307, 86.57540926071204, 48.78598131708375, 22.666373311788227]\n",
      "908 Current Loss:  2264.2044762551486 [78.43214791201527, 4.46844616135364, 238.06851284715304, 86.5907739004059, 48.762062334022886, 22.655128546669182]\n",
      "909 Current Loss:  2262.161551306524 [78.42763850085967, 4.457537863799516, 238.0996667241423, 86.60612844470859, 48.7381549924942, 22.643891012033016]\n",
      "910 Current Loss:  2260.120860607765 [78.42313086321874, 4.446637160526151, 238.13080427570168, 86.62147189317591, 48.71425874680088, 22.632660571455524]\n",
      "911 Current Loss:  2258.0824264577545 [78.41862572668825, 4.435744597230368, 238.1619256837301, 86.63680470055522, 48.69037468833656, 22.62143736136091]\n",
      "912 Current Loss:  2256.046233343194 [78.4141228638945, 4.424859673690079, 238.19303067537913, 86.65212650304863, 48.666501907606545, 22.610221427223912]\n",
      "913 Current Loss:  2254.0122626805164 [78.40962227483752, 4.413983390349458, 238.2241198872951, 86.66743766445404, 48.642640631984506, 22.5990120869235]\n",
      "914 Current Loss:  2251.9805249524716 [78.40512350476993, 4.403114519390655, 238.25519272830644, 86.68273773002409, 48.618790770520974, 22.587809749732294]\n",
      "915 Current Loss:  2249.9509982371305 [78.40062637179281, 4.392253242712613, 238.28624974410997, 86.69802719998086, 48.594952550589625, 22.57661423375135]\n",
      "916 Current Loss:  2247.9237154002544 [78.39613160350191, 4.3813996512648, 238.3172904344836, 86.71330589242541, 48.571126290513604, 22.565425948253285]\n",
      "917 Current Loss:  2245.898650291525 [78.39163910894777, 4.370554381693509, 238.34831520869994, 86.7285734890346, 48.54731126269715, 22.554244393016013]\n",
      "918 Current Loss:  2243.8758058447493 [78.38714907002932, 4.359717252099799, 238.37932397580954, 86.74383067192946, 48.52350769451394, 22.543070295635296]\n",
      "919 Current Loss:  2241.855172252186 [78.38266039535293, 4.348887762261583, 238.41031678128712, 86.7590770773121, 48.49971576786291, 22.531903110414312]\n",
      "920 Current Loss:  2239.8367645906415 [78.37817444916064, 4.338066275976743, 238.44129335228428, 86.77431284160673, 48.47593548274406, 22.520742882827797]\n",
      "921 Current Loss:  2237.8205722160524 [78.37369032195775, 4.327252156598988, 238.472253688801, 86.78953732816706, 48.45216656630899, 22.50958952192628]\n",
      "922 Current Loss:  2235.8065833667924 [78.36920837754215, 4.316446177198813, 238.50319847295833, 86.80475144648778, 48.42840960972924, 22.49844311865923]\n",
      "923 Current Loss:  2233.794797421966 [78.36472838854016, 4.305647928503603, 238.53412706810997, 86.81995483277103, 48.404663703510124, 22.487303945875063]\n",
      "924 Current Loss:  2231.785231476103 [78.3602502640023, 4.2948577743112395, 238.56503929235697, 86.83514757796627, 48.38092957524739, 22.47617145787695]\n",
      "925 Current Loss:  2229.777866282133 [78.35577445867594, 4.284075350823841, 238.59593569139616, 86.85032963659876, 48.357206997567374, 22.46504620036172]\n",
      "926 Current Loss:  2227.772710509495 [78.35130069971265, 4.273301112788758, 238.62681612880334, 86.86550119056744, 48.33349619784374, 22.453928173329366]\n",
      "927 Current Loss:  2225.769741244185 [78.34682939638506, 4.2625347873575805, 238.6576807410027, 86.8806616941755, 48.309796312056534, 22.442817058456747]\n",
      "928 Current Loss:  2223.7689589938154 [78.34235977562267, 4.2517758288334875, 238.68852934609532, 86.89581164764502, 48.28610802232677, 22.431712628370185]\n",
      "929 Current Loss:  2221.7703605986185 [78.33789215574862, 4.24102469196383, 238.71936212598013, 86.91095109645073, 48.26243110128078, 22.420615246867563]\n",
      "930 Current Loss:  2219.7739601328844 [78.3334262639145, 4.230281149374932, 238.75017871685924, 86.92607958584529, 48.23876586724171, 22.409524368252058]\n",
      "931 Current Loss:  2217.779749314694 [78.32896278224135, 4.219546019612025, 238.78097934610634, 86.94119770700024, 48.215111774512735, 22.398440947493107]\n",
      "932 Current Loss:  2215.7877321351584 [78.32450134693127, 4.2088180293825275, 238.811763740873, 86.95630500516825, 48.19146936879068, 22.38736434794442]\n",
      "933 Current Loss:  2213.7978777032004 [78.32004259463056, 4.198098451979021, 238.84253303802763, 86.97140175319771, 48.16783837722713, 22.376294569605996]\n",
      "934 Current Loss:  2211.810215617267 [78.31558538847085, 4.18738651433101, 238.87328587332814, 86.98648786013916, 48.14421875434735, 22.36523183985151]\n",
      "935 Current Loss:  2209.8247430486986 [78.31113022867422, 4.1766822619132284, 238.90402265604718, 87.00156323504314, 48.12061081847449, 22.354176158680964]\n",
      "936 Current Loss:  2207.8414383070894 [78.30667706976593, 4.165985649250942, 238.93474370450787, 87.01662787790963, 48.09701434223487, 22.343127162296476]\n",
      "937 Current Loss:  2205.8603119426075 [78.30222595722071, 4.15529658539468, 238.96544856396287, 87.0316816068397, 48.073428961830615, 22.332085305445396]\n",
      "938 Current Loss:  2203.8813490838547 [78.2977774367354, 4.14461602531388, 238.99613787105847, 87.04672542227752, 48.04985526843328, 22.321050133380375]\n",
      "939 Current Loss:  2201.9045536726167 [78.2933308716637, 4.13394333236225, 239.026811398421, 87.06175864210206, 48.02629303466918, 22.310021964424557]\n",
      "940 Current Loss:  2199.9299251317166 [78.28888630748034, 4.123277824418764, 239.05746887320203, 87.07678099346492, 48.002742169588856, 22.299000616679002]\n",
      "941 Current Loss:  2197.9574648792554 [78.2844438351348, 4.112620183604449, 239.08811052277525, 87.0917927492145, 47.97920308246492, 22.2879858172953]\n",
      "942 Current Loss:  2195.987160056466 [78.28000322725339, 4.101970364444568, 239.1187363926154, 87.10679395482555, 47.95567513665108, 22.276978248394478]\n",
      "943 Current Loss:  2194.0190007069937 [78.27556452931086, 4.091328230514918, 239.149346391773, 87.12178474672226, 47.93215824119787, 22.26597740975445]\n",
      "944 Current Loss:  2192.053015432163 [78.27112792320614, 4.080694509411259, 239.1799405657228, 87.13676494300569, 47.90865307822631, 22.254983710647828]\n",
      "945 Current Loss:  2190.0891903359375 [78.26669368178764, 4.070067882366274, 239.21051877804058, 87.15173463462531, 47.885159602261666, 22.243997060125146]\n",
      "946 Current Loss:  2188.1275093583236 [78.26226135030802, 4.059448849602049, 239.2410811196758, 87.16669368515693, 47.86167726760712, 22.233017094388522]\n",
      "947 Current Loss:  2186.1679800861493 [78.25783088329254, 4.048837774916464, 239.2716277270527, 87.18164209460053, 47.83820634711108, 22.222044131761102]\n",
      "948 Current Loss:  2184.2105881128346 [78.25340246264014, 4.038234294511639, 239.3021584182723, 87.19658013580454, 47.81474647697567, 22.21107794486921]\n",
      "949 Current Loss:  2182.2553546557538 [78.24897627024976, 4.02763881766019, 239.33267323880938, 87.21150739949633, 47.79129811194824, 22.20011876108652]\n",
      "950 Current Loss:  2180.3022747267883 [78.24455239707086, 4.017051207937911, 239.36317227961337, 87.22642411304957, 47.76786161582666, 22.18916617114042]\n",
      "951 Current Loss:  2178.3513030740883 [78.24013029740664, 4.006471010597451, 239.39365576805795, 87.24133041288849, 47.744435760793095, 22.178220311455114]\n",
      "952 Current Loss:  2176.402474515557 [78.23571028958023, 3.9958985439619568, 239.42412334034526, 87.25622629901306, 47.72102141086751, 22.167281227505335]\n",
      "953 Current Loss:  2174.4557792498044 [78.23129241906636, 3.985333717081957, 239.4545754057479, 87.27111172594857, 47.69761861152463, 22.15634923761423]\n",
      "954 Current Loss:  2172.51123122518 [78.22687664039032, 3.9747764844827174, 239.48501128214485, 87.28598678464448, 47.67422736276447, 22.145424068933387]\n",
      "955 Current Loss:  2170.568795048267 [78.22246308997629, 3.964227073537913, 239.5154318790308, 87.30085147510079, 47.65084734626387, 22.134505585038603]\n",
      "956 Current Loss:  2168.6284954806247 [78.21805149497587, 3.953685302348603, 239.54583646881002, 87.31570534257014, 47.62747842559864, 22.123594149727758]\n",
      "957 Current Loss:  2166.690328203699 [78.21364153706591, 3.943150989015848, 239.57622514243195, 87.33054852347675, 47.60412101004138, 22.11268939920297]\n",
      "958 Current Loss:  2164.7542800901138 [78.2092337164685, 3.932624315438588, 239.60659794537133, 87.34538160899217, 47.58077487221843, 22.10179133346424]\n",
      "959 Current Loss:  2162.82036131649 [78.20482807865838, 3.922105508990498, 239.63695510500185, 87.3602038260459, 47.55744023950345, 22.090899907036835]\n",
      "960 Current Loss:  2160.8885513175546 [78.2004244417366, 3.911594433247373, 239.6672967577477, 87.37501590223371, 47.534116702623834, 22.080015847516513]\n",
      "961 Current Loss:  2158.9588583153104 [78.19602321497578, 3.9010910882092134, 239.697622539811, 87.38981733733351, 47.51080435252905, 22.0691380180349]\n",
      "962 Current Loss:  2157.031265402971 [78.19162389815384, 3.8905954284012836, 239.72793299688857, 87.40460849514318, 47.48750323469383, 22.058267191662488]\n",
      "963 Current Loss:  2155.1057935840363 [78.18722649127076, 3.8801073173993785, 239.75822749233413, 87.41938923923851, 47.46421362196659, 22.047403050076134]\n",
      "964 Current Loss:  2153.1824520280647 [78.18283135812445, 3.869627073526644, 239.78850616257188, 87.43415956961951, 47.44093569624627, 22.03654613897266]\n",
      "965 Current Loss:  2151.261207882752 [78.17843804396753, 3.85915496963149, 239.8187693713997, 87.44891953176091, 47.417668820886576, 22.02569595812998]\n",
      "966 Current Loss:  2149.3420485697648 [78.17404682164843, 3.8486896869465994, 239.84901684596917, 87.46366894376376, 47.394412813988566, 22.01485205280074]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "967 Current Loss:  2147.4250008121517 [78.16965769116715, 3.838232089491939, 239.87924854080558, 87.47840830585017, 47.371168494097475, 22.0040150141565]\n",
      "968 Current Loss:  2145.5100423419412 [78.1652705615742, 3.827782586540124, 239.90946531992887, 87.4931372087475, 47.347935633839626, 21.99318493314673]\n",
      "969 Current Loss:  2143.5971762093864 [78.16088534192014, 3.817340177646983, 239.93966600099594, 87.50785574340523, 47.32471359656873, 21.982361445973545]\n",
      "970 Current Loss:  2141.686424231619 [78.1565019867302, 3.806905499458807, 239.9698505840068, 87.52256350055075, 47.30150288250687, 21.971544507162214]\n",
      "971 Current Loss:  2139.7777549376115 [78.15212090527703, 3.796478279127186, 240.00001997845612, 87.5372609349314, 47.27830353712878, 21.96073452598535]\n",
      "972 Current Loss:  2137.8711819286295 [78.14774200661114, 3.7860587895005295, 240.0301735022229, 87.55194813749665, 47.25511528758605, 21.949931502442958]\n",
      "973 Current Loss:  2135.966692443276 [78.143365381682, 3.775646894154633, 240.06031197385238, 87.56662501729704, 47.23193881599971, 21.939135209161357]\n",
      "974 Current Loss:  2134.0642793452453 [78.13899016646965, 3.7652422747663508, 240.09043466574877, 87.58129139243363, 47.20877330382453, 21.92834528234267]\n",
      "975 Current Loss:  2132.1639595618785 [78.13461736141826, 3.7548454770325037, 240.12054162338683, 87.59594749028008, 47.18561911485838, 21.917562176734243]\n",
      "976 Current Loss:  2130.265713286758 [78.13024696652784, 3.744456546427827, 240.1506331650897, 87.61059362915955, 47.1624760217276, 21.906785983285552]\n",
      "977 Current Loss:  2128.3695624021834 [78.12587829967734, 3.7340749827302346, 240.18070883611, 87.62522912695101, 47.13934452465426, 21.896016383673448]\n",
      "978 Current Loss:  2126.475465006707 [78.12151177013939, 3.7237011952123424, 240.21076936404353, 87.63985425650287, 47.11622385056788, 21.885253150524257]\n",
      "979 Current Loss:  2124.5834569493513 [78.11714687769191, 3.713334956500475, 240.24081420319345, 87.65446869949199, 47.093114636114734, 21.874496875009534]\n",
      "980 Current Loss:  2122.6935273237636 [78.1127840316075, 3.7029759027967515, 240.27084317166083, 87.66907313803938, 47.07001674487063, 21.863747602604015]\n",
      "981 Current Loss:  2120.8056462577347 [78.10842332283565, 3.692624534323258, 240.30085676966775, 87.68366752667032, 47.04692967661347, 21.853004605711938]\n",
      "982 Current Loss:  2118.9198263721987 [78.10406484232581, 3.682281214877875, 240.3308549972142, 87.69825191085954, 47.02385379514115, 21.84226811170698]\n",
      "983 Current Loss:  2117.036078056083 [78.09970804438117, 3.6719452168648417, 240.360837717876, 87.71282547206181, 47.00078919140313, 21.831538484387018]\n",
      "984 Current Loss:  2115.1544033466935 [78.09535320185014, 3.6616165857588925, 240.3908045223805, 87.72738871049921, 46.977735910874145, 21.820815359954175]\n",
      "985 Current Loss:  2113.2747787610833 [78.0910004056822, 3.651295457984233, 240.4207560018993, 87.74194185354543, 46.95469358975632, 21.81009928410527]\n",
      "986 Current Loss:  2111.397217789267 [78.08664983777626, 3.6409820154398034, 240.45069224738182, 87.75648467382678, 46.93166300112014, 21.799389711143483]\n",
      "987 Current Loss:  2109.521697407261 [78.08230122528394, 3.6306762126508687, 240.48061307692916, 87.77101730776747, 46.908643099046714, 21.788686732018284]\n",
      "988 Current Loss:  2107.6482202930847 [78.07795493200311, 3.6203783224658395, 240.5105186269655, 87.78554030106432, 46.885634383758116, 21.77799039220441]\n",
      "989 Current Loss:  2105.7768069961962 [78.07361013938853, 3.610087526339484, 240.54040821536984, 87.80005269874789, 46.86263685525435, 21.767300691701855]\n",
      "990 Current Loss:  2103.9074401987473 [78.06926748408651, 3.5998039606960077, 240.5702824333137, 87.81455450081819, 46.83965042258595, 21.756617630510625]\n",
      "991 Current Loss:  2102.040128346753 [78.0649269206223, 3.5895282167069666, 240.60014109889818, 87.82904643487097, 46.81667549502552, 21.745941208630718]\n",
      "992 Current Loss:  2100.174856264769 [78.06058826709696, 3.579259976049215, 240.62998462139586, 87.8435280461589, 46.7937118451994, 21.73527156248634]\n",
      "993 Current Loss:  2098.3116279957894 [78.05625206920732, 3.5689994206216937, 240.6598127734331, 87.85799919825774, 46.770759200259164, 21.72460860112802]\n",
      "994 Current Loss:  2096.450434000579 [78.05191719008499, 3.558745913778111, 240.6896252366867, 87.8724601185412, 46.74781746925535, 21.71395227908102]\n",
      "995 Current Loss:  2094.591273632039 [78.04758467564889, 3.5484998193163477, 240.71942246590407, 87.8869109889082, 46.72488710693531, 21.70330245992114]\n",
      "996 Current Loss:  2092.734152310981 [78.04325429852534, 3.53826172840796, 240.74920437013571, 87.9013516274598, 46.70196788592537, 21.692659325547318]\n",
      "997 Current Loss:  2090.8790630599424 [78.03892551301752, 3.5280305041845708, 240.77897054010901, 87.91578180682234, 46.679059533377114, 21.68202283048482]\n",
      "998 Current Loss:  2089.026006977654 [78.03459918314539, 3.517807283514557, 240.8087213850966, 87.93020211816736, 46.656162594987364, 21.671392565461026]\n",
      "999 Current Loss:  2087.174984990693 [78.03027489963634, 3.5075917480747734, 240.8384567231995, 87.94461237959592, 46.63327684338245, 21.660768985223292]\n"
     ]
    }
   ],
   "source": [
    "eta = 0.001\n",
    "for epoch in range(1000):\n",
    "#      weights = [m, c]\n",
    "    print(epoch, \"Current Loss: \", sqloss(weights, new_X,Y), weights)\n",
    "    \n",
    "#      de_dm = diff(sqloss, weights, 0)\n",
    "#     de_dc = diff(sqloss, weights, 1)\n",
    "    de = []\n",
    "    for i in range(len(weights)):\n",
    "        de.append(diffp(sqloss, weights, new_X, Y, i))\n",
    "\n",
    "#     m1 = m - eta * de_dm\n",
    "#     c1 = c - eta * de_dc\n",
    "#     m, c = m1, c1\n",
    "    for i in range(len(de)):\n",
    "        weights[i] -= eta * de[i]\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = 67    + 0*x1    + 300*x2     + 100*x1*x1 + 0*x2*x2 + 0*x1*x2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = 68.88 - 8*x1 + 296.74* x2 + 106.88*x1*x1 + 2.57*x2*x2 + 2.62*x1*x2"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}