NumbaTest.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from pycalphad import Database, Model\n",
    "from pycalphad.core.utils import make_callable\n",
    "import pycalphad.variables as v\n",
    "import numba\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dbf = Database('Al-Ni/Al-Ni-Dupin-2001.tdb')\n",
    "mod = Model(dbf, ['AL', 'NI', 'VA'], 'FCC_L12')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sympy import lambdify\n",
    "from pycalphad.core.utils import NumPyPrinter\n",
    "@numba.jit('float64(boolean, float64, float64)', nopython=True, nogil=True)\n",
    "def where(condition, x, y):\n",
    "    if condition:\n",
    "        return x\n",
    "    else:\n",
    "        return y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\n",
    "x1 = np.random.rand(5, 1, 1)*2000\n",
    "x2 = np.random.rand(5, 5, 1)\n",
    "x3 = np.random.rand(5, 5, 1)\n",
    "x4 = np.random.rand(5, 5, 6000)\n",
    "x5 = np.random.rand(5, 5, 6000)\n",
    "x6 = np.random.rand(5, 5, 6000)\n",
    "#np.testing.assert_allclose(vec_func(x1, x2, x3, x4, x5, x6), pure_func(x1, x2, x3, x4, x5, x6))\n",
    "#%timeit vec_func(x1, x2, x3, x4, x5, x6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sympy import lambdify, count_ops\n",
    "import numba\n",
    "def make_gradient_from_graph(graph, wrt):\n",
    "    wrt = tuple(wrt)\n",
    "    grads = np.empty((len(wrt)), dtype=object)\n",
    "    hess_indices = []\n",
    "    namespace = {}\n",
    "    for i in range(len(wrt)):\n",
    "        grads[i] = graph.diff(wrt[i])\n",
    "        #print('------------------------------------')\n",
    "        #print(grads[i])\n",
    "        for j in range(i, len(wrt)):\n",
    "            hess_elem = grads[i].diff(wrt[j])\n",
    "            hess_elem_func = lambdify(tuple(wrt), hess_elem, dummify=True,\\\n",
    "                                      modules=[{'where': where}, 'numpy'], printer=NumPyPrinter)\n",
    "            namespace['hess_{0}{1}'.format(i, j)] = numba.jit('float64({})'.format(','.join(['float64'] * len(wrt))),\n",
    "                                                              nopython=True, nogil=True)(hess_elem_func)\n",
    "            hess_indices.append((i, j))\n",
    "        grad_elem_func = lambdify(tuple(wrt), grads[i], dummify=True,\\\n",
    "                                  modules=[{'where': where}, 'numpy'], printer=NumPyPrinter)\n",
    "        namespace['grad_{0}'.format(i)] = numba.jit('float64({})'.format(','.join(['float64'] * len(wrt))),\n",
    "                                                    nopython=True, nogil=True)(grad_elem_func)\n",
    "    # Build the gradient and Hessian using compile() and exec\n",
    "    # We do this because Numba needs \"static\" information about the arguments and functions\n",
    "    call_args = ','.join(['_x{0}'.format(i) for i in range(len(wrt))])\n",
    "    call_passed_args = ','.join(['_x{0}[0]'.format(i) for i in range(len(wrt))])\n",
    "\n",
    "    grad_code = 'def grad_func({0}, lengthfix, result):'.format(call_args)\n",
    "    grad_list = ['    result[..., {0}] = grad_{0}({1})'.format(i, call_passed_args) for i in range(len(wrt))]\n",
    "    grad_code = grad_code + '\\n' + '\\n'.join(grad_list)\n",
    "    #print(grad_code)\n",
    "    \n",
    "    grad_code = compile(grad_code, '<string>', 'exec')\n",
    "    try:\n",
    "        exec grad_code in namespace\n",
    "    except SyntaxError:\n",
    "        exec(grad_code, namespace)\n",
    "\n",
    "    # Now construct the Hessian\n",
    "    hess_code = 'def hess_func({0}, lengthfix, result):'.format(call_args)\n",
    "    hess_list = ['    result[{0},{1}] = result[{1}, {0}] = hess_{0}{1}({2})'.format(i, j, call_passed_args) \\\n",
    "                 for i, j in hess_indices]\n",
    "    hess_code = hess_code + '\\n' + '\\n'.join(hess_list)\n",
    "    #print(hess_code)\n",
    "    \n",
    "    hess_code = compile(hess_code, '<string>', 'exec')\n",
    "    try:\n",
    "        exec hess_code in namespace\n",
    "    except SyntaxError:\n",
    "        exec(hess_code, namespace)\n",
    "\n",
    "    grad_func = numba.guvectorize([','.join(['float64[:]'] * (len(wrt)+2))],\n",
    "                                   ','.join(['()'] * len(wrt)) + ',(n)->(n)', nopython=True)(namespace['grad_func'])\n",
    "    hess_func = None\n",
    "    hess_func = numba.guvectorize([','.join(['float64[:]'] * (len(wrt)+1)) + ',float64[:,:]'],\n",
    "                                   ','.join(['()'] * len(wrt)) + ',(n)->(n,n)', nopython=True)(namespace['hess_func'])\n",
    "    return grad_func, hess_func"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2min 29s, sys: 634 ms, total: 2min 29s\n",
      "Wall time: 2min 29s\n"
     ]
    }
   ],
   "source": [
    "%time grad_func, hess_func = make_gradient_from_graph(mod.ast, mod.variables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 339 ms, sys: 1 ms, total: 340 ms\n",
      "Wall time: 341 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[[[  1.42907095e+03,  -4.99213737e+04,  -7.70312405e+04,\n",
       "           -2.78291675e+05,  -2.88806916e+05,  -7.14257185e+04],\n",
       "         [  1.22674823e+03,  -5.85084903e+04,  -5.62875954e+04,\n",
       "           -2.38297377e+05,  -2.46886197e+05,  -6.59177112e+04],\n",
       "         [  9.46422288e+02,  -2.05268579e+04,  -2.31703195e+04,\n",
       "           -1.79064904e+05,  -1.81666961e+05,  -3.24274073e+04],\n",
       "         ..., \n",
       "         [  1.31827788e+03,  -4.35055436e+04,  -6.70149392e+04,\n",
       "           -2.54631661e+05,  -2.63945208e+05,  -6.26772339e+04],\n",
       "         [  8.60420625e+02,  -1.07536356e+04,  -1.33131716e+04,\n",
       "           -1.61217941e+05,  -1.62292850e+05,  -1.96229186e+04],\n",
       "         [  8.54265977e+02,  -1.28082732e+04,  -1.46817503e+04,\n",
       "           -1.59289389e+05,  -1.60636815e+05,  -2.76918114e+04]],\n",
       "\n",
       "        [[  1.39427932e+03,  -5.92039278e+04,  -3.13226247e+04,\n",
       "           -2.85437147e+05,  -2.76707605e+05,  -4.02089132e+04],\n",
       "         [  1.38234626e+03,  -3.89737289e+04,  -6.26200478e+04,\n",
       "           -2.73195596e+05,  -2.72125879e+05,  -6.15140694e+04],\n",
       "         [  1.07283662e+03,  -2.67226775e+04,  -2.71689004e+04,\n",
       "           -2.08475472e+05,  -2.07716167e+05,  -3.18727367e+04],\n",
       "         ..., \n",
       "         [  1.01646319e+03,  -3.30999465e+04,  -2.56174242e+04,\n",
       "           -1.95917260e+05,  -1.95953937e+05,  -3.68812068e+04],\n",
       "         [  1.26986853e+03,  -6.29394139e+04,  -2.54259375e+04,\n",
       "           -2.60466898e+05,  -2.49471309e+05,  -3.76835477e+04],\n",
       "         [  8.76704010e+02,  -1.66589720e+04,  -1.16928342e+04,\n",
       "           -1.66322658e+05,  -1.64949326e+05,  -2.00472078e+04]],\n",
       "\n",
       "        [[  1.02589252e+03,  -3.34377623e+04,  -1.86008980e+04,\n",
       "           -2.03085876e+05,  -1.98653638e+05,  -3.25390096e+04],\n",
       "         [  7.99557185e+02,  -9.47400775e+03,  -7.72704140e+03,\n",
       "           -1.48343489e+05,  -1.48045067e+05,  -2.99120849e+04],\n",
       "         [  8.26342254e+02,  -1.29762843e+04,  -8.28430563e+03,\n",
       "           -1.57548308e+05,  -1.53867946e+05,  -2.00624541e+04],\n",
       "         ..., \n",
       "         [  1.53181488e+03,  -1.13725161e+05,  -7.18357488e+04,\n",
       "           -3.15059593e+05,  -3.15606551e+05,  -1.15285599e+05],\n",
       "         [  1.32525834e+03,  -7.35231985e+04,  -6.24582332e+04,\n",
       "           -2.62049999e+05,  -2.67576605e+05,  -9.21403004e+04],\n",
       "         [  1.13083580e+03,  -4.22503589e+04,  -3.80109083e+04,\n",
       "           -2.21826119e+05,  -2.22542477e+05,  -5.81513404e+04]],\n",
       "\n",
       "        [[  1.20259700e+03,  -3.16640771e+04,  -3.01494662e+04,\n",
       "           -2.51446914e+05,  -2.48079941e+05,  -5.93767044e+04],\n",
       "         [  1.46878843e+03,  -8.37250249e+04,  -3.43778442e+04,\n",
       "           -3.28731515e+05,  -3.13542962e+05,  -9.02129699e+04],\n",
       "         [  2.85291307e+06,  -3.69643929e+09,  -4.54466424e+09,\n",
       "           -1.23239872e+09,  -1.51515888e+09,  -1.00335116e+09],\n",
       "         ..., \n",
       "         [  8.37311712e+02,  -1.36073247e+04,  -8.23282453e+03,\n",
       "           -1.60561944e+05,  -1.57434727e+05,  -2.97838050e+04],\n",
       "         [  2.64722326e+15,  -8.70944933e+18,  -9.53426881e+18,\n",
       "           -2.90314978e+18,  -3.17808960e+18,  -1.26773473e+18],\n",
       "         [  1.29339083e+03,  -3.72609519e+04,  -3.74945779e+04,\n",
       "           -2.73473917e+05,  -2.70395176e+05,  -7.30246909e+04]],\n",
       "\n",
       "        [[  1.86729554e+03,  -1.87228898e+05,  -8.73737855e+05,\n",
       "           -2.73334110e+05,  -5.27994178e+05,  -4.88803902e+05],\n",
       "         [  8.66154753e+03,  -3.38869084e+06,  -8.87904989e+06,\n",
       "           -1.35477192e+06,  -3.20365052e+06,  -3.64914457e+06],\n",
       "         [  6.30422775e+07,  -6.39509578e+10,  -9.85082283e+10,\n",
       "           -2.13172201e+10,  -3.28363163e+10,  -3.09443583e+10],\n",
       "         ..., \n",
       "         [  2.45572738e+07,  -9.93180381e+09,  -4.64672209e+10,\n",
       "           -3.31086154e+09,  -1.54893432e+10,  -9.82863659e+09],\n",
       "         [  1.41924826e+03,  -8.74021297e+04,  -8.35314275e+04,\n",
       "           -2.94421202e+05,  -3.38421416e+05,  -2.04643614e+05],\n",
       "         [  4.70378285e+09,   5.79779325e+11,  -1.43831978e+13,\n",
       "            1.93259462e+11,  -4.79439960e+12,  -1.51230428e+12]]],\n",
       "\n",
       "\n",
       "       [[[  3.43733321e+03,  -3.11290366e+04,  -4.01009972e+04,\n",
       "           -2.02360828e+05,  -1.99276079e+05,  -7.69800096e+04],\n",
       "         [  3.80722452e+03,  -4.11892421e+04,  -6.27444120e+04,\n",
       "           -2.22619824e+05,  -2.29221830e+05,  -1.02031346e+05],\n",
       "         [  3.29380904e+03,  -2.73595052e+04,  -3.42498967e+04,\n",
       "           -1.86610839e+05,  -1.86992331e+05,  -9.06258024e+04],\n",
       "         ..., \n",
       "         [  3.88680963e+03,  -4.39898619e+04,  -6.35379661e+04,\n",
       "           -2.31874632e+05,  -2.36142214e+05,  -1.04724485e+05],\n",
       "         [  5.88872837e+03,  -9.83459214e+04,  -1.73139199e+05,\n",
       "           -3.66904919e+05,  -3.99852463e+05,  -2.36253121e+05],\n",
       "         [  3.57379891e+03,  -3.49687224e+04,  -4.82902477e+04,\n",
       "           -2.08265684e+05,  -2.10415873e+05,  -8.84485098e+04]],\n",
       "\n",
       "        [[  3.85561143e+03,  -6.87284458e+04,  -5.05834683e+04,\n",
       "           -2.29193733e+05,  -2.25253710e+05,  -8.04585945e+04],\n",
       "         [  3.68187340e+03,  -5.72874705e+04,  -4.19048066e+04,\n",
       "           -2.19146948e+05,  -2.13475137e+05,  -6.10863998e+04],\n",
       "         [  6.07348272e+03,  -1.88256970e+05,  -1.53951142e+05,\n",
       "           -3.81116335e+05,  -3.77441016e+05,  -2.27846247e+05],\n",
       "         ..., \n",
       "         [  3.76578392e+03,  -6.56579937e+04,  -4.87061642e+04,\n",
       "           -2.21706499e+05,  -2.19112422e+05,  -8.49990337e+04],\n",
       "         [  3.31493716e+03,  -3.82020590e+04,  -3.06258286e+04,\n",
       "           -1.88772498e+05,  -1.92485067e+05,  -5.58076106e+04],\n",
       "         [  3.56204496e+03,  -5.15207700e+04,  -3.77650742e+04,\n",
       "           -2.11868128e+05,  -2.05241797e+05,  -5.59268433e+04]],\n",
       "\n",
       "        [[  6.28331932e+03,  -9.77465909e+04,  -1.46716358e+05,\n",
       "           -4.07629866e+05,  -4.33622277e+05,  -2.17534651e+05],\n",
       "         [  5.60308611e+03,  -9.64040028e+04,  -1.17280951e+05,\n",
       "           -3.64514149e+05,  -3.78602306e+05,  -1.85087599e+05],\n",
       "         [  5.02331863e+03,  -9.36904120e+04,  -1.23411014e+05,\n",
       "           -3.08837096e+05,  -3.29986133e+05,  -2.00834829e+05],\n",
       "         ..., \n",
       "         [  5.50001943e+03,  -9.49324490e+04,  -1.15247782e+05,\n",
       "           -3.56038866e+05,  -3.70075886e+05,  -1.82376693e+05],\n",
       "         [  4.92954550e+03,  -9.71058096e+04,  -1.28220405e+05,\n",
       "           -2.99263240e+05,  -3.22743439e+05,  -2.13224274e+05],\n",
       "         [  3.77110725e+03,  -4.01250138e+04,  -5.01006649e+04,\n",
       "           -2.22571312e+05,  -2.29074362e+05,  -8.47209890e+04]],\n",
       "\n",
       "        [[  5.02367875e+03,  -7.22587149e+04,  -1.28176607e+05,\n",
       "           -2.99175884e+05,  -3.14378817e+05,  -1.11942035e+05],\n",
       "         [  3.80094242e+03,  -4.07311703e+04,  -6.56996199e+04,\n",
       "           -2.19997943e+05,  -2.26303342e+05,  -6.69796340e+04],\n",
       "         [  3.61802163e+03,  -3.54572123e+04,  -6.79229332e+04,\n",
       "           -2.05468997e+05,  -2.10145726e+05,  -8.00777114e+04],\n",
       "         ..., \n",
       "         [  4.79791717e+03,  -6.55051413e+04,  -9.00005472e+04,\n",
       "           -2.88449720e+05,  -3.02575276e+05,  -9.01594963e+04],\n",
       "         [  3.53440390e+03,  -3.39241345e+04,  -5.23194316e+04,\n",
       "           -2.02792621e+05,  -2.08134110e+05,  -5.72880400e+04],\n",
       "         [  3.70021189e+03,  -3.86989079e+04,  -6.38858957e+04,\n",
       "           -2.13856961e+05,  -2.17601688e+05,  -7.48653540e+04]],\n",
       "\n",
       "        [[  9.85324318e+29,   2.76841800e+31,  -7.10367060e+33,\n",
       "            9.22806002e+30,  -2.36789020e+33,  -2.08607020e+34],\n",
       "         [  1.37453682e+14,  -1.14487923e+17,  -9.26527358e+17,\n",
       "           -3.81626412e+16,  -3.08842453e+17,  -2.03866290e+17],\n",
       "         [  6.15747661e+17,  -1.41120343e+21,  -4.60928564e+21,\n",
       "           -4.70401144e+20,  -1.53642855e+21,  -1.28697915e+21],\n",
       "         ..., \n",
       "         [  4.11097909e+18,  -9.84649448e+21,  -3.28889493e+22,\n",
       "           -3.28216483e+21,  -1.09629831e+22,  -8.88671482e+21],\n",
       "         [  1.64837928e+24,  -3.90266933e+26,  -1.23752719e+28,\n",
       "           -1.30088978e+26,  -4.12509065e+27,  -1.21594508e+28],\n",
       "         [  1.78055369e+30,   1.04291486e+34,  -5.96145285e+34,\n",
       "            3.47638288e+33,  -1.98715095e+34,  -4.97588772e+33]]],\n",
       "\n",
       "\n",
       "       [[[  5.28236120e+03,  -1.29076616e+05,  -7.57017138e+04,\n",
       "           -2.79737478e+05,  -2.66334835e+05,  -1.65945379e+05],\n",
       "         [  4.20536122e+03,  -6.16521000e+04,  -3.55464896e+04,\n",
       "           -2.06297969e+05,  -2.05354955e+05,  -8.54714080e+04],\n",
       "         [  4.63039680e+03,  -8.61545436e+04,  -5.31759557e+04,\n",
       "           -2.32784320e+05,  -2.28695213e+05,  -1.36686842e+05],\n",
       "         ..., \n",
       "         [  6.06647324e+03,  -1.59561320e+05,  -9.69307461e+04,\n",
       "           -3.36902625e+05,  -3.11368927e+05,  -1.72951235e+05],\n",
       "         [  6.18313120e+03,  -1.64235697e+05,  -1.13002621e+05,\n",
       "           -3.38291202e+05,  -3.19028558e+05,  -2.20693177e+05],\n",
       "         [  6.85967681e+03,  -2.09601182e+05,  -1.15353127e+05,\n",
       "           -4.00208161e+05,  -3.54876955e+05,  -2.00281331e+05]],\n",
       "\n",
       "        [[  5.28168911e+03,  -5.86175922e+04,  -8.09933726e+04,\n",
       "           -2.75608135e+05,  -2.88966424e+05,  -1.54508154e+05],\n",
       "         [  4.47551752e+03,  -4.35091546e+04,  -5.41686577e+04,\n",
       "           -2.20516649e+05,  -2.26139156e+05,  -1.37585546e+05],\n",
       "         [  5.62552934e+03,  -8.82601977e+04,  -1.16802989e+05,\n",
       "           -2.99187502e+05,  -3.15768911e+05,  -2.41173624e+05],\n",
       "         ..., \n",
       "         [  8.05525088e+03,  -1.39472574e+05,  -2.19895470e+05,\n",
       "           -4.45626336e+05,  -4.89596104e+05,  -4.19040875e+05],\n",
       "         [  5.45594338e+03,  -7.96842340e+04,  -1.03139044e+05,\n",
       "           -2.90270901e+05,  -3.02350741e+05,  -2.15731362e+05],\n",
       "         [  5.24532380e+03,  -7.22510697e+04,  -9.23486990e+04,\n",
       "           -2.76521643e+05,  -2.85943630e+05,  -1.98865166e+05]],\n",
       "\n",
       "        [[  9.53117893e+36,   4.79509445e+41,  -1.08375759e+42,\n",
       "            1.59836482e+41,  -3.61252530e+41,  -3.35913364e+40],\n",
       "         [  1.74260594e+20,  -6.19958027e+22,  -1.55823030e+24,\n",
       "           -2.06652676e+22,  -5.19410101e+23,  -7.09609254e+23],\n",
       "         [  6.37104439e+26,   6.78604942e+30,  -1.96960470e+31,\n",
       "            2.26201647e+30,  -6.56534900e+30,  -1.75307035e+30],\n",
       "         ..., \n",
       "         [  7.38555797e+24,   1.29259382e+29,  -2.84614561e+29,\n",
       "            4.30864607e+28,  -9.48715203e+28,  -1.25552882e+28],\n",
       "         [  1.65716641e+23,  -8.89592279e+25,  -1.22101289e+27,\n",
       "           -2.96530760e+25,  -4.07004298e+26,  -1.53362132e+27],\n",
       "         [  5.78515209e+16,   5.79484743e+19,  -6.05443081e+20,\n",
       "            1.93161581e+19,  -2.01814360e+20,  -1.09680290e+20]],\n",
       "\n",
       "        [[  1.19349674e+18,  -2.72624966e+21,  -7.77538507e+21,\n",
       "           -9.08749888e+20,  -2.59179502e+21,  -4.86041233e+21],\n",
       "         [  1.09212522e+18,  -4.74643436e+21,  -7.89434487e+21,\n",
       "           -1.58214479e+21,  -2.63144829e+21,  -3.23217464e+21],\n",
       "         [  4.14514718e+17,  -3.84230338e+21,  -3.27173486e+21,\n",
       "           -1.28076779e+21,  -1.09057829e+21,  -8.22423495e+20],\n",
       "         ..., \n",
       "         [  1.74111152e+15,  -7.67771211e+18,  -9.15845214e+18,\n",
       "           -2.55923737e+18,  -3.05281738e+18,  -5.28870454e+18],\n",
       "         [  1.73624920e+23,  -1.16629977e+27,  -2.10899367e+27,\n",
       "           -3.88766589e+26,  -7.02997890e+26,  -5.39977020e+26],\n",
       "         [  2.43867790e+13,  -1.09249925e+17,  -1.28332395e+17,\n",
       "           -3.64166417e+16,  -4.27774649e+16,  -5.32414304e+16]],\n",
       "\n",
       "        [[  5.81007704e+03,  -1.00999050e+05,  -1.33612135e+05,\n",
       "           -2.99187159e+05,  -3.16702372e+05,  -2.16690353e+05],\n",
       "         [  7.82431296e+03,  -1.75695461e+05,  -2.13248733e+05,\n",
       "           -4.34048767e+05,  -4.57860965e+05,  -3.43880734e+05],\n",
       "         [  6.80129317e+03,  -1.42098045e+05,  -1.65506278e+05,\n",
       "           -3.73703039e+05,  -3.86107235e+05,  -2.67912940e+05],\n",
       "         ..., \n",
       "         [  4.41803953e+03,  -4.55018600e+04,  -5.35981817e+04,\n",
       "           -2.17671391e+05,  -2.19912266e+05,  -1.13562131e+05],\n",
       "         [  6.35771255e+03,  -9.51955971e+04,  -1.30766178e+05,\n",
       "           -3.37808936e+05,  -3.56276918e+05,  -1.82337569e+05],\n",
       "         [  4.27798122e+03,  -4.09769300e+04,  -4.67236736e+04,\n",
       "           -2.09910487e+05,  -2.09844117e+05,  -1.10187022e+05]]],\n",
       "\n",
       "\n",
       "       [[[  3.08404535e+26,  -1.38312853e+30,  -5.21716285e+30,\n",
       "           -4.61042844e+29,  -1.73905428e+30,  -1.19733042e+30],\n",
       "         [  6.40378773e+30,  -4.38383860e+34,  -9.19998332e+34,\n",
       "           -1.46127953e+34,  -3.06666111e+34,  -5.97055919e+34],\n",
       "         [  3.47367280e+20,  -6.51170618e+23,  -2.13531592e+24,\n",
       "           -2.17056873e+23,  -7.11771973e+23,  -2.61284404e+24],\n",
       "         ..., \n",
       "         [  2.99269714e+23,   5.35896137e+26,  -4.45687671e+27,\n",
       "            1.78632046e+26,  -1.48562557e+27,  -1.09666703e+27],\n",
       "         [  3.44940640e+24,  -6.87178512e+26,  -6.98156527e+28,\n",
       "           -2.29059504e+26,  -2.32718842e+28,  -8.51482039e+27],\n",
       "         [  5.29152560e+25,  -5.59207883e+26,  -7.96128555e+29,\n",
       "           -1.86402628e+26,  -2.65376185e+29,  -2.51668501e+29]],\n",
       "\n",
       "        [[  6.45750260e+03,  -1.21418277e+05,  -1.10153752e+05,\n",
       "           -3.51305940e+05,  -3.41894562e+05,  -1.98607792e+05],\n",
       "         [  4.63197502e+03,  -6.26379593e+04,  -4.61144092e+04,\n",
       "           -2.30966271e+05,  -2.23606266e+05,  -1.22800211e+05],\n",
       "         [  1.19019222e+22,  -3.83174830e+26,  -1.49955710e+26,\n",
       "           -1.27724943e+26,  -4.99852367e+25,  -2.25680430e+25],\n",
       "         ..., \n",
       "         [  4.44460513e+03,  -4.98808845e+04,  -4.05084315e+04,\n",
       "           -2.15679967e+05,  -2.13877602e+05,  -1.05044323e+05],\n",
       "         [  8.26747974e+03,  -1.86298718e+05,  -1.88219434e+05,\n",
       "           -4.64284486e+05,  -4.54196880e+05,  -3.68668955e+05],\n",
       "         [  4.48969994e+03,  -5.06844260e+04,  -4.18993567e+04,\n",
       "           -2.19473838e+05,  -2.18247066e+05,  -9.76418382e+04]],\n",
       "\n",
       "        [[  4.37914804e+03,  -4.63043151e+04,  -3.90873039e+04,\n",
       "           -2.09495892e+05,  -2.15212803e+05,  -9.81782582e+04],\n",
       "         [  4.54172648e+36,  -1.35586793e+41,  -1.05445632e+41,\n",
       "           -4.51955976e+40,  -3.51485439e+40,  -5.00661178e+40],\n",
       "         [  7.88590998e+03,  -1.77029639e+05,  -1.49025663e+05,\n",
       "           -4.65675050e+05,  -4.27099097e+05,  -2.49132062e+05],\n",
       "         ..., \n",
       "         [  1.18678643e+21,  -1.98188736e+25,  -1.22423271e+25,\n",
       "           -6.60629121e+24,  -4.08077571e+24,  -2.75604360e+24],\n",
       "         [  3.25749055e+17,  -3.78220758e+21,  -2.60098244e+21,\n",
       "           -1.26073586e+21,  -8.66994148e+20,  -6.20795241e+20],\n",
       "         [  5.79295584e+03,  -9.58459367e+04,  -8.55759181e+04,\n",
       "           -3.07685339e+05,  -3.00815764e+05,  -1.43340059e+05]],\n",
       "\n",
       "        [[  5.98568323e+03,  -9.27482064e+04,  -1.26820082e+05,\n",
       "           -2.97117052e+05,  -3.09492993e+05,  -1.01075790e+05],\n",
       "         [  5.88431341e+03,  -9.39373776e+04,  -1.10257918e+05,\n",
       "           -2.98227626e+05,  -3.00213311e+05,  -9.14230215e+04],\n",
       "         [  4.53298401e+03,  -4.95417034e+04,  -5.89423929e+04,\n",
       "           -2.21804365e+05,  -2.18317273e+05,  -6.12594135e+04],\n",
       "         ..., \n",
       "         [  7.50068457e+03,  -1.58203963e+05,  -2.00657555e+05,\n",
       "           -3.81817399e+05,  -3.95806969e+05,  -1.85746395e+05],\n",
       "         [  4.34871724e+03,  -4.32063710e+04,  -5.26177458e+04,\n",
       "           -2.06082860e+05,  -2.06381868e+05,  -7.43750029e+04],\n",
       "         [  7.09900271e+03,  -1.36714708e+05,  -1.94576706e+05,\n",
       "           -3.55051518e+05,  -3.70490255e+05,  -1.74351856e+05]],\n",
       "\n",
       "        [[  5.06284990e+03,  -7.85870208e+04,  -6.62883140e+04,\n",
       "           -2.54503682e+05,  -2.51580905e+05,  -1.29199800e+05],\n",
       "         [  5.20079980e+03,  -9.31670857e+04,  -7.39672577e+04,\n",
       "           -2.62363174e+05,  -2.59849105e+05,  -1.57421517e+05],\n",
       "         [  6.07702188e+03,  -1.24389013e+05,  -1.05212042e+05,\n",
       "           -3.18580805e+05,  -3.15140305e+05,  -1.84612394e+05],\n",
       "         ..., \n",
       "         [  4.48953792e+03,  -4.88486330e+04,  -4.49140945e+04,\n",
       "           -2.16717289e+05,  -2.22969380e+05,  -8.78170133e+04],\n",
       "         [  4.67578442e+03,  -5.61892217e+04,  -5.30571845e+04,\n",
       "           -2.27149092e+05,  -2.30328336e+05,  -1.07692158e+05],\n",
       "         [  5.08102047e+03,  -7.02333981e+04,  -6.93949793e+04,\n",
       "           -2.52346257e+05,  -2.55923528e+05,  -1.25291650e+05]]],\n",
       "\n",
       "\n",
       "       [[[  7.69682357e+02,  -8.38898923e+03,  -3.51918635e+04,\n",
       "           -1.76466334e+05,  -1.84708703e+05,  -2.17295533e+04],\n",
       "         [  6.48277604e+02,  -6.37644381e+03,  -1.14452462e+04,\n",
       "           -1.49848321e+05,  -1.51051898e+05,  -2.05221803e+04],\n",
       "         [  8.75835285e+02,  -9.59403528e+03,  -4.88355741e+04,\n",
       "           -2.01454554e+05,  -2.13907837e+05,  -2.34617368e+04],\n",
       "         ..., \n",
       "         [  8.00615531e+02,  -7.05880649e+03,  -2.94644033e+04,\n",
       "           -1.85989085e+05,  -1.92231547e+05,  -1.29951367e+04],\n",
       "         [  8.98399188e+02,  -1.41274066e+04,  -3.95873607e+04,\n",
       "           -2.09666940e+05,  -2.23320388e+05,  -3.13678805e+04],\n",
       "         [  8.50978814e+02,  -1.14210881e+04,  -4.34050178e+04,\n",
       "           -1.96269577e+05,  -2.08829992e+05,  -2.79010272e+04]],\n",
       "\n",
       "        [[  7.29226322e+02,  -1.53552096e+04,  -1.57701202e+04,\n",
       "           -1.68518904e+05,  -1.68718742e+05,  -7.30576732e+03],\n",
       "         [  1.21190214e+03,  -2.08548328e+04,  -5.82659161e+04,\n",
       "           -2.82009841e+05,  -2.84493432e+05,  -1.47751035e+04],\n",
       "         [  6.43483707e+02,  -9.22593307e+03,  -9.27472679e+03,\n",
       "           -1.48219408e+05,  -1.48534088e+05,  -5.88275259e+03],\n",
       "         ..., \n",
       "         [  8.31332876e+02,  -1.93529661e+04,  -1.28100619e+04,\n",
       "           -1.94155738e+05,  -1.92630935e+05,  -6.02945605e+03],\n",
       "         [  7.05180975e+02,  -1.56613063e+04,  -1.42254741e+04,\n",
       "           -1.62777614e+05,  -1.62906567e+05,  -7.55569304e+03],\n",
       "         [  6.89430905e+02,  -1.27126437e+04,  -1.17419945e+04,\n",
       "           -1.59400989e+05,  -1.59368579e+05,  -6.21657106e+03]],\n",
       "\n",
       "        [[  1.01145807e+03,  -9.68617009e+03,  -6.39559514e+04,\n",
       "           -2.32574180e+05,  -2.40873763e+05,  -6.96446290e+03],\n",
       "         [  1.12109192e+03,  -2.50072028e+04,  -7.05463102e+04,\n",
       "           -2.55853250e+05,  -2.73421447e+05,  -2.57139343e+04],\n",
       "         [  7.90321962e+02,  -8.07068294e+03,  -1.71480979e+04,\n",
       "           -1.83021527e+05,  -1.88102718e+05,  -5.54351947e+03],\n",
       "         ..., \n",
       "         [  6.47796571e+02,  -6.19163313e+03,  -1.37923177e+04,\n",
       "           -1.49318911e+05,  -1.50452794e+05,  -4.68479785e+03],\n",
       "         [  8.93095776e+02,  -9.00053371e+03,  -3.12993077e+04,\n",
       "           -2.06032414e+05,  -2.14439726e+05,  -6.35522138e+03],\n",
       "         [  8.77258388e+02,  -8.28996123e+03,  -2.26954140e+04,\n",
       "           -2.02810954e+05,  -2.11635010e+05,  -5.30387894e+03]],\n",
       "\n",
       "        [[  9.77566821e+02,  -9.43123747e+04,  -1.35772267e+05,\n",
       "           -2.18504970e+05,  -2.47823521e+05,  -1.59481730e+05],\n",
       "         [  2.69557993e+04,  -2.04793698e+07,  -2.90519056e+07,\n",
       "           -7.07013147e+06,  -9.93500984e+06,  -8.45805567e+06],\n",
       "         [  8.29031306e+12,  -3.98479034e+15,  -1.23724523e+16,\n",
       "           -1.32826345e+15,  -4.12415078e+15,  -8.24135477e+15],\n",
       "         ..., \n",
       "         [  6.14726049e+14,  -3.16029873e+18,  -2.16250659e+18,\n",
       "           -1.05343291e+18,  -7.20835529e+17,  -1.88366076e+17],\n",
       "         [  6.62846603e+07,  -2.29738947e+10,  -6.58586625e+10,\n",
       "           -7.65813278e+09,  -2.19530597e+10,  -5.61747531e+10],\n",
       "         [  1.26531942e+03,  -1.37795774e+05,  -1.11016030e+05,\n",
       "           -3.37351566e+05,  -3.47134759e+05,  -1.40395227e+05]],\n",
       "\n",
       "        [[  9.60691579e+02,  -2.98612085e+04,  -2.85754477e+04,\n",
       "           -2.30349682e+05,  -2.31844968e+05,  -2.46059521e+04],\n",
       "         [  6.61045932e+02,  -8.42816640e+03,  -7.36312834e+03,\n",
       "           -1.54844812e+05,  -1.53989896e+05,  -7.85407716e+03],\n",
       "         [  8.75419830e+02,  -3.21453661e+04,  -3.58734702e+04,\n",
       "           -2.04971166e+05,  -2.09648097e+05,  -3.22177235e+04],\n",
       "         ..., \n",
       "         [  9.32664251e+02,  -4.59715396e+04,  -2.14984462e+04,\n",
       "           -2.26935173e+05,  -2.23860393e+05,  -2.69236749e+04],\n",
       "         [  8.71145707e+02,  -2.15092095e+04,  -2.36258428e+04,\n",
       "           -2.07158570e+05,  -2.08543664e+05,  -2.01236343e+04],\n",
       "         [  6.33501181e+02,  -7.32837591e+03,  -7.51521195e+03,\n",
       "           -1.46430389e+05,  -1.46713895e+05,  -1.52345415e+04]]]])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time grad_func(x1, x2, x3, x4, x5, x6, np.empty(6), np.zeros(x6.shape + (6,)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1.02 s, sys: 10 ms, total: 1.03 s\n",
      "Wall time: 1.03 s\n",
      "[[[[[  1.45361401e+03  -2.29986420e+01  -1.73589195e+01  -1.02005939e+04\n",
      "      -1.01999411e+04   2.74441554e+03]\n",
      "    [ -2.29986420e+01  -4.74392218e+04  -6.93471628e+04  -1.77374376e+05\n",
      "      -4.11677105e+05  -9.88653984e+04]\n",
      "    [ -1.73589195e+01  -6.93471628e+04  -5.72915605e+04  -3.96437720e+05\n",
      "      -2.04358468e+05  -1.53607366e+05]\n",
      "    [ -1.02005939e+04  -1.77374376e+05  -3.96437720e+05  -2.46217342e+05\n",
      "      -5.19359773e+05  -5.35529146e+05]\n",
      "    [ -1.01999411e+04  -4.11677105e+05  -2.04358468e+05  -5.19359773e+05\n",
      "      -2.68361172e+05  -5.56156449e+05]\n",
      "    [  2.74441554e+03  -9.88653984e+04  -1.53607366e+05  -5.35529146e+05\n",
      "      -5.56156449e+05  -1.31204415e+05]]\n",
      "\n",
      "   [[  1.24397101e+03  -1.36274063e+01  -1.09969754e+01  -8.72771452e+03\n",
      "      -8.72540495e+03   2.18926887e+03]\n",
      "    [ -1.36274063e+01  -3.68949488e+04  -7.54660758e+04  -1.48501843e+05\n",
      "      -3.56051190e+05  -1.21523230e+05]\n",
      "    [ -1.09969754e+01  -7.54660758e+04  -4.58780485e+04  -3.43304270e+05\n",
      "      -1.73638770e+05  -1.16823966e+05]\n",
      "    [ -8.72771452e+03  -1.48501843e+05  -3.43304270e+05  -2.07171698e+05\n",
      "      -4.51677800e+05  -4.29167244e+05]\n",
      "    [ -8.72540495e+03  -3.56051190e+05  -1.73638770e+05  -4.51677800e+05\n",
      "      -2.27397349e+05  -4.48037086e+05]\n",
      "    [  2.18926887e+03  -1.21523230e+05  -1.16823966e+05  -4.29167244e+05\n",
      "      -4.48037086e+05  -1.03622666e+05]]\n",
      "\n",
      "   [[  9.53279161e+02  -5.66636813e+00  -4.55636513e+00  -6.68638714e+03\n",
      "      -6.68600689e+03   1.50980181e+03]\n",
      "    [ -5.66636813e+00  -4.42902651e+04  -2.16535591e+04  -1.17707253e+05\n",
      "      -2.53816749e+05  -5.45086612e+04]\n",
      "    [ -4.55636513e+00  -2.16535591e+04  -4.85660333e+04  -2.49732928e+05\n",
      "      -1.24734292e+05  -6.40426305e+04]\n",
      "    [ -6.68638714e+03  -1.17707253e+05  -2.49732928e+05  -1.65582623e+05\n",
      "      -3.45019555e+05  -2.93230374e+05]\n",
      "    [ -6.68600689e+03  -2.53816749e+05  -1.24734292e+05  -3.45019555e+05\n",
      "      -1.72310900e+05  -3.02308698e+05]\n",
      "    [  1.50980181e+03  -5.45086612e+04  -6.40426305e+04  -2.93230374e+05\n",
      "      -3.02308698e+05  -3.90631733e+04]]\n",
      "\n",
      "   ..., \n",
      "   [[  1.33916110e+03  -1.93165092e+01  -1.43190028e+01  -9.39670012e+03\n",
      "      -9.39611170e+03   2.43400559e+03]\n",
      "    [ -1.93165092e+01  -4.74069910e+04  -5.83454104e+04  -1.62707000e+05\n",
      "      -3.75368799e+05  -8.67296845e+04]\n",
      "    [ -1.43190028e+01  -5.83454104e+04  -5.41685540e+04  -3.62411821e+05\n",
      "      -1.86403969e+05  -1.35450058e+05]\n",
      "    [ -9.39670012e+03  -1.62707000e+05  -3.62411821e+05  -2.27430021e+05\n",
      "      -4.78569219e+05  -4.72420101e+05]\n",
      "    [ -9.39611170e+03  -3.75368799e+05  -1.86403969e+05  -4.78569219e+05\n",
      "      -2.47416819e+05  -4.91101667e+05]\n",
      "    [  2.43400559e+03  -8.67296845e+04  -1.35450058e+05  -4.72420101e+05\n",
      "      -4.91101667e+05  -1.06068419e+05]]\n",
      "\n",
      "   [[  8.63977313e+02  -2.93790967e+00  -2.47910185e+00  -6.05923245e+03\n",
      "      -6.06064497e+03   1.32329718e+03]\n",
      "    [ -2.93790967e+00  -4.60651234e+04  -1.01162842e+04  -1.08268606e+05\n",
      "      -2.21637200e+05  -2.80272973e+04]\n",
      "    [ -2.47910185e+00  -1.01162842e+04  -4.86080159e+04  -2.20342392e+05\n",
      "      -1.09823206e+05  -4.49433550e+04]\n",
      "    [ -6.05923245e+03  -1.08268606e+05  -2.20342392e+05  -1.52874894e+05\n",
      "      -3.12984322e+05  -2.57911700e+05]\n",
      "    [ -6.06064497e+03  -2.21637200e+05  -1.09823206e+05  -3.12984322e+05\n",
      "      -1.53302543e+05  -2.61747105e+05]\n",
      "    [  1.32329718e+03  -2.80272973e+04  -4.49433550e+04  -2.57911700e+05\n",
      "      -2.61747105e+05  -2.14238783e+04]]\n",
      "\n",
      "   [[  8.57888782e+02  -2.76938475e+00  -2.11818965e+00  -6.01621185e+03\n",
      "      -6.01634254e+03   1.30797317e+03]\n",
      "    [ -2.76938475e+00  -4.54946493e+04  -1.42457633e+04  -1.06216644e+05\n",
      "      -2.19590218e+05  -4.38408921e+04]\n",
      "    [ -2.11818965e+00  -1.42457633e+04  -4.68582729e+04  -2.17834780e+05\n",
      "      -1.09392627e+05  -5.72508900e+04]\n",
      "    [ -6.01621185e+03  -1.06216644e+05  -2.17834780e+05  -1.51139413e+05\n",
      "      -3.10955847e+05  -2.51576276e+05]\n",
      "    [ -6.01634254e+03  -2.19590218e+05  -1.09392627e+05  -3.10955847e+05\n",
      "      -1.54201818e+05  -2.60064563e+05]\n",
      "    [  1.30797317e+03  -4.38408921e+04  -5.72508900e+04  -2.51576276e+05\n",
      "      -2.60064563e+05  -3.00202859e+04]]]\n",
      "\n",
      "\n",
      "  [[[  1.41225594e+03  -1.80861453e+01  -1.81222589e+01  -9.91174043e+03\n",
      "      -9.90994740e+03   2.64111220e+03]\n",
      "    [ -1.80861453e+01  -3.52331549e+04  -5.53069797e+04  -1.82576286e+05\n",
      "      -4.20165913e+05  -1.16941998e+05]\n",
      "    [ -1.81222589e+01  -5.53069797e+04  -7.33803526e+04  -3.99926223e+05\n",
      "      -1.84519759e+05  -6.19822401e+04]\n",
      "    [ -9.91174043e+03  -1.82576286e+05  -3.99926223e+05  -2.32406680e+05\n",
      "      -5.17557101e+05  -5.42273171e+05]\n",
      "    [ -9.90994740e+03  -4.20165913e+05  -1.84519759e+05  -5.17557101e+05\n",
      "      -2.52150816e+05  -5.25998194e+05]\n",
      "    [  2.64111220e+03  -1.16941998e+05  -6.19822401e+04  -5.42273171e+05\n",
      "      -5.25998194e+05  -7.17655026e+04]]\n",
      "\n",
      "   [[  1.40248893e+03  -2.16742114e+01  -1.50453821e+01  -9.84037473e+03\n",
      "      -9.84437160e+03   2.60894632e+03]\n",
      "    [ -2.16742114e+01  -5.18568738e+04  -3.67954005e+04  -1.76955137e+05\n",
      "      -3.98348171e+05  -7.59276604e+04]\n",
      "    [ -1.50453821e+01  -3.67954005e+04  -7.33672074e+04  -3.80405188e+05\n",
      "      -1.82745165e+05  -1.25624196e+05]\n",
      "    [ -9.84037473e+03  -1.76955137e+05  -3.80405188e+05  -2.41142390e+05\n",
      "      -5.00572988e+05  -5.18082697e+05]\n",
      "    [ -9.84437160e+03  -3.98348171e+05  -1.82745165e+05  -5.00572988e+05\n",
      "      -2.54819689e+05  -5.14375931e+05]\n",
      "    [  2.60894632e+03  -7.59276604e+04  -1.25624196e+05  -5.18082697e+05\n",
      "      -5.14375931e+05  -1.09022690e+05]]\n",
      "\n",
      "   [[  1.08272662e+03  -1.05089176e+01  -7.52239316e+00  -7.59545627e+03\n",
      "      -7.59624381e+03   1.80384564e+03]\n",
      "    [ -1.05089176e+01  -4.26271920e+04  -2.17090274e+04  -1.36103867e+05\n",
      "      -3.01329673e+05  -5.74308664e+04]\n",
      "    [ -7.52239316e+00  -2.17090274e+04  -5.92779624e+04  -2.90872194e+05\n",
      "      -1.39651347e+05  -6.05779901e+04]\n",
      "    [ -7.59545627e+03  -1.36103867e+05  -2.90872194e+05  -1.87552741e+05\n",
      "      -3.91730517e+05  -3.58583457e+05]\n",
      "    [ -7.59624381e+03  -3.01329673e+05  -1.39651347e+05  -3.91730517e+05\n",
      "      -1.94913203e+05  -3.56080311e+05]\n",
      "    [  1.80384564e+03  -5.74308664e+04  -6.05779901e+04  -3.58583457e+05\n",
      "      -3.56080311e+05  -4.36089702e+04]]\n",
      "\n",
      "   ..., \n",
      "   [[  1.02540580e+03  -8.17601846e+00  -5.56093012e+00  -7.19274020e+03\n",
      "      -7.19216035e+03   1.66984553e+03]\n",
      "    [ -8.17601846e+00  -4.33512002e+04  -2.82663186e+04  -1.26257128e+05\n",
      "      -2.82810576e+05  -8.04911175e+04]\n",
      "    [ -5.56093012e+00  -2.82663186e+04  -5.34023889e+04  -2.73262776e+05\n",
      "      -1.32620258e+05  -6.15007681e+04]\n",
      "    [ -7.19274020e+03  -1.26257128e+05  -2.73262776e+05  -1.75923771e+05\n",
      "      -3.72346958e+05  -3.30875070e+05]\n",
      "    [ -7.19216035e+03  -2.82810576e+05  -1.32620258e+05  -3.72346958e+05\n",
      "      -1.85414969e+05  -3.31211148e+05]\n",
      "    [  1.66984553e+03  -8.04911175e+04  -6.15007681e+04  -3.30875070e+05\n",
      "      -3.31211148e+05  -4.77901253e+04]]\n",
      "\n",
      "   [[  1.28501120e+03  -1.37698371e+01  -1.44592317e+01  -9.02142871e+03\n",
      "      -9.01578767e+03   2.30068822e+03]\n",
      "    [ -1.37698371e+01  -4.00401992e+04  -5.33106560e+04  -1.65925497e+05\n",
      "      -3.76880608e+05  -1.27909734e+05]\n",
      "    [ -1.44592317e+01  -5.33106560e+04  -6.38041523e+04  -3.62862170e+05\n",
      "      -1.66369148e+05  -5.03259791e+04]\n",
      "    [ -9.02142871e+03  -1.65925497e+05  -3.62862170e+05  -1.22643129e+05\n",
      "      -4.72274224e+05  -4.75634794e+05]\n",
      "    [ -9.01578767e+03  -3.76880608e+05  -1.66369148e+05  -4.72274224e+05\n",
      "      -2.29251548e+05  -4.56193806e+05]\n",
      "    [  2.30068822e+03  -1.27909734e+05  -5.03259791e+04  -4.75634794e+05\n",
      "      -4.56193806e+05  -6.12012977e+04]]\n",
      "\n",
      "   [[  8.80600472e+02  -4.17083803e+00  -2.22023335e+00  -6.17710065e+03\n",
      "      -6.17590807e+03   1.35802069e+03]\n",
      "    [ -4.17083803e+00  -4.30886643e+04  -1.39933509e+04  -1.10296216e+05\n",
      "      -2.30015116e+05  -5.49994153e+04]\n",
      "    [ -2.22023335e+00  -1.39933509e+04  -5.00962807e+04  -2.26986777e+05\n",
      "      -1.11070296e+05  -3.20839774e+04]\n",
      "    [ -6.17710065e+03  -1.10296216e+05  -2.26986777e+05  -1.53000298e+05\n",
      "      -3.20337465e+05  -2.71295027e+05]\n",
      "    [ -6.17590807e+03  -2.30015116e+05  -1.11070296e+05  -3.20337465e+05\n",
      "      -1.57242513e+05  -2.66221369e+05]\n",
      "    [  1.35802069e+03  -5.49994153e+04  -3.20839774e+04  -2.71295027e+05\n",
      "      -2.66221369e+05  -2.23082532e+04]]]\n",
      "\n",
      "\n",
      "  [[[  1.03528695e+03  -7.02460115e+00  -5.12421156e+00  -7.26281868e+03\n",
      "      -7.26201972e+03   1.69179223e+03]\n",
      "    [ -7.02460115e+00  -4.12179985e+04  -2.18785504e+04  -1.31262306e+05\n",
      "      -2.90424425e+05  -8.02439827e+04]\n",
      "    [ -5.12421156e+00  -2.18785504e+04  -5.59335610e+04  -2.78339634e+05\n",
      "      -1.31765161e+05  -4.19313879e+04]\n",
      "    [ -7.26281868e+03  -1.31262306e+05  -2.78339634e+05  -1.75740515e+05\n",
      "      -3.77580131e+05  -3.48437485e+05]\n",
      "    [ -7.26201972e+03  -2.90424425e+05  -1.31765161e+05  -3.77580131e+05\n",
      "      -1.85615453e+05  -3.37251399e+05]\n",
      "    [  1.69179223e+03  -8.02439827e+04  -4.19313879e+04  -3.48437485e+05\n",
      "      -3.37251399e+05  -4.25702410e+04]]\n",
      "\n",
      "   [[  8.00922009e+02  -1.79311745e+00   1.06132853e+00  -5.61657771e+03\n",
      "      -5.61590563e+03   1.19244738e+03]\n",
      "    [ -1.79311745e+00  -4.45565939e+04  -1.06187510e+04  -9.97233880e+04\n",
      "      -1.99527186e+05  -6.75494440e+04]\n",
      "    [  1.06132853e+00  -1.06187510e+04  -4.76826821e+04  -1.98995654e+05\n",
      "      -9.99362273e+04  -3.74257117e+04]\n",
      "    [ -5.61657771e+03  -9.97233880e+04  -1.98995654e+05  -1.42091430e+05\n",
      "      -2.91260031e+05  -2.39565619e+05]\n",
      "    [ -5.61590563e+03  -1.99527186e+05  -9.99362273e+04  -2.91260031e+05\n",
      "      -1.43040239e+05  -2.37073853e+05]\n",
      "    [  1.19244738e+03  -6.75494440e+04  -3.74257117e+04  -2.39565619e+05\n",
      "      -2.37073853e+05  -3.02738277e+04]]\n",
      "\n",
      "   [[  8.28345743e+02  -2.33133865e+00   2.36910160e-01  -5.81586617e+03\n",
      "      -5.80863000e+03   1.24856730e+03]\n",
      "    [ -2.33133865e+00  -4.44410559e+04  -1.15228214e+04  -1.03837773e+05\n",
      "      -2.10566250e+05  -6.54687334e+04]\n",
      "    [  2.36910160e-01  -1.15228214e+04  -4.85675542e+04  -2.09009404e+05\n",
      "      -1.03482677e+05  -2.26221314e+04]\n",
      "    [ -5.81586617e+03  -1.03837773e+05  -2.09009404e+05   3.05614540e+05\n",
      "      -3.01569548e+05  -2.58434037e+05]\n",
      "    [ -5.80863000e+03  -2.10566250e+05  -1.03482677e+05  -3.01569548e+05\n",
      "      -1.47745125e+05  -2.45546941e+05]\n",
      "    [  1.24856730e+03  -6.54687334e+04  -2.26221314e+04  -2.58434037e+05\n",
      "      -2.45546941e+05  -2.10003779e+04]]\n",
      "\n",
      "   ..., \n",
      "   [[  1.56239986e+03  -1.84931558e+01  -1.50564475e+01  -1.09626142e+04\n",
      "      -1.09603589e+04   3.04851557e+03]\n",
      "    [ -1.84931558e+01  -5.12309535e+04  -9.19597179e+04  -1.85797613e+05\n",
      "      -4.80851345e+05  -2.26141010e+05]\n",
      "    [ -1.50564475e+01  -9.19597179e+04  -6.07621844e+04  -4.35239703e+05\n",
      "      -2.09851833e+05  -1.44420176e+05]\n",
      "    [ -1.09626142e+04  -1.85797613e+05  -4.35239703e+05  -2.52280497e+05\n",
      "      -5.70899618e+05  -6.26891640e+05]\n",
      "    [ -1.09603589e+04  -4.80851345e+05  -2.09851833e+05  -5.70899618e+05\n",
      "      -2.87454553e+05  -6.28175153e+05]\n",
      "    [  3.04851557e+03  -2.26141010e+05  -1.44420176e+05  -6.26891640e+05\n",
      "      -6.28175153e+05  -2.27622892e+05]]\n",
      "\n",
      "   [[  1.34865424e+03  -1.58783194e+01  -9.71800504e+00  -9.46274095e+03\n",
      "      -9.46050428e+03   2.45385097e+03]\n",
      "    [ -1.58783194e+01  -5.17698476e+04  -5.58278444e+04  -1.56426551e+05\n",
      "      -3.99192717e+05  -1.47744979e+05]\n",
      "    [ -9.71800504e+00  -5.58278444e+04  -5.98710633e+04  -3.64758514e+05\n",
      "      -1.80169020e+05  -1.27063839e+05]\n",
      "    [ -9.46274095e+03  -1.56426551e+05  -3.64758514e+05  -2.20897502e+05\n",
      "      -4.86792543e+05  -4.88793206e+05]\n",
      "    [ -9.46050428e+03  -3.99192717e+05  -1.80169020e+05  -4.86792543e+05\n",
      "      -2.51320260e+05  -4.99971840e+05]\n",
      "    [  2.45385097e+03  -1.47744979e+05  -1.27063839e+05  -4.88793206e+05\n",
      "      -4.99971840e+05  -1.57035028e+05]]\n",
      "\n",
      "   [[  1.14532838e+03  -1.09060700e+01  -6.26160923e+00  -8.03463143e+03\n",
      "      -8.03437893e+03   1.94488472e+03]\n",
      "    [ -1.09060700e+01  -4.56330935e+04  -2.84777414e+04  -1.39150119e+05\n",
      "      -3.26889668e+05  -9.08860259e+04]\n",
      "    [ -6.26160923e+00  -2.84777414e+04  -5.83908314e+04  -3.06986840e+05\n",
      "      -1.48847332e+05  -8.33847547e+04]\n",
      "    [ -8.03463143e+03  -1.39150119e+05  -3.06986840e+05  -1.93330092e+05\n",
      "      -4.13487004e+05  -3.89311699e+05]\n",
      "    [ -8.03437893e+03  -3.26889668e+05  -1.48847332e+05  -4.13487004e+05\n",
      "      -2.10626392e+05  -3.90600007e+05]\n",
      "    [  1.94488472e+03  -9.08860259e+04  -8.33847547e+04  -3.89311699e+05\n",
      "      -3.90600007e+05  -8.41648778e+04]]]\n",
      "\n",
      "\n",
      "  [[[  1.22109662e+03  -9.04297035e+00  -6.14638066e+00  -8.56634073e+03\n",
      "      -8.56738852e+03   2.12701013e+03]\n",
      "    [ -9.04297035e+00  -1.72929998e+04  -1.97420290e+04  -1.58132418e+05\n",
      "      -3.68291666e+05  -6.45482294e+04]\n",
      "    [ -6.14638066e+00  -1.97420290e+04  -6.57745623e+04  -3.31673962e+05\n",
      "      -1.55806344e+05  -6.31841211e+04]\n",
      "    [ -8.56634073e+03  -1.58132418e+05  -3.31673962e+05  -2.03847892e+05\n",
      "      -4.42302416e+05  -4.56261927e+05]\n",
      "    [ -8.56738852e+03  -3.68291666e+05  -1.55806344e+05  -4.42302416e+05\n",
      "      -2.21435341e+05  -4.48551993e+05]\n",
      "    [  2.12701013e+03  -6.45482294e+04  -6.31841211e+04  -4.56261927e+05\n",
      "      -4.48551993e+05  -9.16242174e+04]]\n",
      "\n",
      "   [[  1.49920729e+03  -1.19002089e+01  -1.35260223e+01  -1.05188902e+04\n",
      "      -1.05187817e+04   2.86261381e+03]\n",
      "    [ -1.19002089e+01  -1.36161126e+04  -5.68849787e+04  -2.01273982e+05\n",
      "      -4.80328796e+05  -1.67125929e+05]\n",
      "    [ -1.35260223e+01  -5.68849787e+04  -6.36216644e+04  -4.22231469e+05\n",
      "      -1.90065727e+05  -6.99155710e+04]\n",
      "    [ -1.05188902e+04  -2.01273982e+05  -4.22231469e+05  -2.34216046e+05\n",
      "      -5.55445974e+05  -6.42097435e+05]\n",
      "    [ -1.05187817e+04  -4.80328796e+05  -1.90065727e+05  -5.55445974e+05\n",
      "      -2.68916237e+05  -6.13095827e+05]\n",
      "    [  2.86261381e+03  -1.67125929e+05  -6.99155710e+04  -6.42097435e+05\n",
      "      -6.13095827e+05  -1.70915008e+05]]\n",
      "\n",
      "   [[  1.20064645e+05  -1.64113769e+08  -2.01776581e+08  -5.47142933e+07\n",
      "      -6.72685632e+07  -4.45423921e+07]\n",
      "    [ -1.64113769e+08   2.38532876e+11   2.69938777e+11   7.95108085e+10\n",
      "       8.99791756e+10   5.77442875e+10]\n",
      "    [ -2.01776581e+08   2.69938777e+11   3.36537360e+11   8.99792316e+10\n",
      "       1.12178952e+11   7.09887598e+10]\n",
      "    [ -5.47142933e+07   7.95108085e+10   8.99792316e+10   2.65034401e+10\n",
      "       2.99927008e+10   1.92476222e+10]\n",
      "    [ -6.72685632e+07   8.99791756e+10   1.12178952e+11   2.99927008e+10\n",
      "       3.73927845e+10   2.36624092e+10]\n",
      "    [ -4.45423921e+07   5.77442875e+10   7.09887598e+10   1.92476222e+10\n",
      "       2.36624092e+10   1.69505155e+10]]\n",
      "\n",
      "   ..., \n",
      "   [[  8.39841185e+02  -7.72634570e-01   1.32507763e+00  -5.89421222e+03\n",
      "      -5.88943074e+03   1.26805572e+03]\n",
      "    [ -7.72634570e-01  -4.48428638e+04  -1.11642627e+04  -1.05817909e+05\n",
      "      -2.16594590e+05  -6.41983430e+04]\n",
      "    [  1.32507763e+00  -1.11642627e+04  -4.88974885e+04  -2.12779479e+05\n",
      "      -1.04740692e+05  -2.30072059e+04]\n",
      "    [ -5.89421222e+03  -1.05817909e+05  -2.12779479e+05  -9.02692710e+04\n",
      "      -3.06071761e+05  -2.72680089e+05]\n",
      "    [ -5.88943074e+03  -2.16594590e+05  -1.04740692e+05  -3.06071761e+05\n",
      "      -1.49754502e+05  -2.60081201e+05]\n",
      "    [  1.26805572e+03  -6.41983430e+04  -2.30072059e+04  -2.72680089e+05\n",
      "      -2.60081201e+05  -3.16089262e+04]]\n",
      "\n",
      "   [[  1.10283404e+14  -3.87025000e+17  -4.23677807e+17  -1.29008333e+17\n",
      "      -1.41225936e+17  -5.63347946e+16]\n",
      "    [ -3.87025000e+17   1.38733876e+21   1.46351736e+21   4.62446254e+20\n",
      "       4.87839120e+20   1.85343281e+20]\n",
      "    [ -4.23677807e+17   1.46351736e+21   1.61033030e+21   4.87839120e+20\n",
      "       5.36776767e+20   2.02887827e+20]\n",
      "    [ -1.29008333e+17   4.62446254e+20   4.87839120e+20   1.54148751e+20\n",
      "       1.62613040e+20   6.17810936e+19]\n",
      "    [ -1.41225936e+17   4.87839120e+20   5.36776767e+20   1.62613040e+20\n",
      "       1.78925589e+20   6.76292756e+19]\n",
      "    [ -5.63347946e+16   1.85343281e+20   2.02887827e+20   6.17810936e+19\n",
      "       6.76292756e+19   2.90467568e+19]]\n",
      "\n",
      "   [[  1.31596703e+03  -1.12365815e+01  -7.58109484e+00  -9.23216104e+03\n",
      "      -9.23349068e+03   2.36749748e+03]\n",
      "    [ -1.12365815e+01  -1.29519333e+04  -2.39992874e+04  -1.70183496e+05\n",
      "      -4.03814128e+05  -7.45423654e+04]\n",
      "    [ -7.58109484e+00  -2.39992874e+04  -6.88505828e+04  -3.59069695e+05\n",
      "      -1.68791904e+05  -7.68907623e+04]\n",
      "    [ -9.23216104e+03  -1.70183496e+05  -3.59069695e+05  -2.18076858e+05\n",
      "      -4.75680302e+05  -5.08677381e+05]\n",
      "    [ -9.23349068e+03  -4.03814128e+05  -1.68791904e+05  -4.75680302e+05\n",
      "      -2.40094303e+05  -5.01796931e+05]\n",
      "    [  2.36749748e+03  -7.45423654e+04  -7.68907623e+04  -5.08677381e+05\n",
      "      -5.01796931e+05  -1.21439799e+05]]]\n",
      "\n",
      "\n",
      "  [[[  1.18054547e+03  -5.89016480e+03  -3.60510545e+04  -1.00343251e+04\n",
      "      -2.00877816e+04  -1.35827872e+04]\n",
      "    [ -5.89016480e+03   2.53631872e+06   6.30439259e+06   7.10374601e+05\n",
      "       1.76006609e+06   2.76646502e+06]\n",
      "    [ -3.60510545e+04   6.30439259e+06   4.27474210e+07   1.80632846e+06\n",
      "       1.41006677e+07   1.75669865e+07]\n",
      "    [ -1.00343251e+04   7.10374601e+05   1.80632846e+06   1.05868398e+05\n",
      "       2.87741449e+05   5.56603112e+05]\n",
      "    [ -2.00877816e+04   1.76006609e+06   1.41006677e+07   2.87741449e+05\n",
      "       4.53424588e+06   5.43018621e+06]\n",
      "    [ -1.35827872e+04   2.76646502e+06   1.75669865e+07   5.56603112e+05\n",
      "       5.43018621e+06   8.01887960e+06]]\n",
      "\n",
      "   [[  1.48148363e+03  -1.47156697e+05  -3.89532726e+05  -5.72701653e+04\n",
      "      -1.38062539e+05  -1.53874066e+05]\n",
      "    [ -1.47156697e+05   8.68996650e+07   1.73831070e+08   2.88187762e+07\n",
      "       5.75910231e+07   6.93090839e+07]\n",
      "    [ -3.89532726e+05   1.73831070e+08   4.78933665e+08   5.76373493e+07\n",
      "       1.59498841e+08   1.83655320e+08]\n",
      "    [ -5.72701653e+04   2.88187762e+07   5.76373493e+07   9.47379344e+06\n",
      "       1.88904391e+07   2.27047561e+07]\n",
      "    [ -1.38062539e+05   5.75910231e+07   1.59498841e+08   1.88904391e+07\n",
      "       5.30017185e+07   6.07771804e+07]\n",
      "    [ -1.53874066e+05   6.93090839e+07   1.83655320e+08   2.27047561e+07\n",
      "       6.07771804e+07   7.90699708e+07]]\n",
      "\n",
      "   [[  2.62684450e+06  -2.84122409e+09  -4.37654864e+09  -9.47082774e+08\n",
      "      -1.45885762e+09  -1.37481590e+09]\n",
      "    [ -2.84122409e+09   3.30923578e+12   4.56102642e+12   1.10307844e+12\n",
      "       1.52034179e+12   1.39467303e+12]\n",
      "    [ -4.37654864e+09   4.56102642e+12   7.15336858e+12   1.52034183e+12\n",
      "       2.38445606e+12   2.14812961e+12]\n",
      "    [ -9.47082774e+08   1.10307844e+12   1.52034183e+12   3.67692682e+11\n",
      "       5.06780293e+11   4.64890593e+11]\n",
      "    [ -1.45885762e+09   1.52034179e+12   2.38445606e+12   5.06780293e+11\n",
      "       7.94818529e+11   7.16042770e+11]\n",
      "    [ -1.37481590e+09   1.39467303e+12   2.14812961e+12   4.64890593e+11\n",
      "       7.16042770e+11   7.26393371e+11]]\n",
      "\n",
      "   ..., \n",
      "   [[  1.02390713e+06  -4.41197714e+08  -2.06420743e+09  -1.47074850e+08\n",
      "      -6.88078092e+08  -4.36620253e+08]\n",
      "    [ -4.41197714e+08   2.85660895e+11   8.33296815e+11   9.52201229e+10\n",
      "       2.77765208e+11   1.76596684e+11]\n",
      "    [ -2.06420743e+09   8.33296815e+11   4.09265159e+12   2.77765266e+11\n",
      "       1.36421705e+12   8.26162808e+11]\n",
      "    [ -1.47074850e+08   9.52201229e+10   2.77765266e+11   3.17398924e+10\n",
      "       9.25880786e+10   5.88650826e+10]\n",
      "    [ -6.88078092e+08   2.77765208e+11   1.36421705e+12   9.25880786e+10\n",
      "       4.54738836e+11   2.75387105e+11]\n",
      "    [ -4.36620253e+08   1.76596684e+11   8.26162808e+11   5.88650826e+10\n",
      "       2.75387105e+11   1.88567326e+11]]\n",
      "\n",
      "   [[  1.43711702e+03  -9.57981024e+01  -4.81812951e+02  -1.01077326e+04\n",
      "      -1.02360287e+04   2.54647902e+03]\n",
      "    [ -9.57981024e+01   3.63573683e+04   2.30160333e+04  -1.65415459e+05\n",
      "      -4.42607500e+05  -1.46552043e+05]\n",
      "    [ -4.81812951e+02   2.30160333e+04   5.57377685e+05  -3.59769265e+05\n",
      "      -1.44527240e+04   1.29370642e+04]\n",
      "    [ -1.01077326e+04  -1.65415459e+05  -3.59769265e+05  -2.08595315e+05\n",
      "      -5.10404690e+05  -5.55592210e+05]\n",
      "    [ -1.02360287e+04  -4.42607500e+05  -1.44527240e+04  -5.10404690e+05\n",
      "      -2.12728974e+05  -5.93785604e+05]\n",
      "    [  2.54647902e+03  -1.46552043e+05   1.29370642e+04  -5.55592210e+05\n",
      "      -5.93785604e+05  -3.16588739e+05]]\n",
      "\n",
      "   [[  1.95951603e+08   2.57627367e+10  -6.39123542e+11   8.58756856e+09\n",
      "      -2.13041191e+11  -6.72001249e+10]\n",
      "    [  2.57627367e+10   3.19291292e+13  -9.76867937e+13   1.06430428e+13\n",
      "      -3.25622651e+13  -8.28298088e+12]\n",
      "    [ -6.39123542e+11  -9.76867937e+13   2.05781590e+15  -3.25622650e+13\n",
      "       6.85938634e+14   2.05471714e+14]\n",
      "    [  8.58756856e+09   1.06430428e+13  -3.25622650e+13   3.54768078e+12\n",
      "      -1.08540887e+13  -2.76099424e+12]\n",
      "    [ -2.13041191e+11  -3.25622651e+13   6.85938634e+14  -1.08540887e+13\n",
      "       2.28646211e+14   6.84905707e+13]\n",
      "    [ -6.72001249e+10  -8.28298088e+12   2.05471714e+14  -2.76099424e+12\n",
      "       6.84905707e+13   2.34209223e+13]]]]\n",
      "\n",
      "\n",
      "\n",
      " [[[[  3.44138622e+03  -8.12029875e-02  -4.19962967e+00  -2.41040953e+04\n",
      "      -2.41007487e+04   5.20591065e+03]\n",
      "    [ -8.12029875e-02  -5.89883384e+04  -4.16979266e+04  -1.35936439e+05\n",
      "      -2.67883376e+05  -7.91947888e+04]\n",
      "    [ -4.19962967e+00  -4.16979266e+04  -4.56209333e+04  -2.70879170e+05\n",
      "      -1.41165504e+05  -1.09632947e+05]\n",
      "    [ -2.41040953e+04  -1.35936439e+05  -2.70879170e+05  -1.21539956e+05\n",
      "      -3.71369250e+05  -3.23143374e+05]\n",
      "    [ -2.41007487e+04  -2.67883376e+05  -1.41165504e+05  -3.71369250e+05\n",
      "      -1.73655216e+05  -3.41580290e+05]\n",
      "    [  5.20591065e+03  -7.91947888e+04  -1.09632947e+05  -3.23143374e+05\n",
      "      -3.41580290e+05  -8.07371355e+04]]\n",
      "\n",
      "   [[  3.82172300e+03  -6.96616455e+00  -1.08516046e+01  -2.67672681e+04\n",
      "      -2.67662360e+04   5.99195160e+03]\n",
      "    [ -6.96616455e+00  -5.74966217e+04  -4.72808945e+04  -1.51283369e+05\n",
      "      -3.02781685e+05  -9.46065734e+04]\n",
      "    [ -1.08516046e+01  -4.72808945e+04  -4.00507732e+04  -3.11841641e+05\n",
      "      -1.70436188e+05  -1.57544418e+05]\n",
      "    [ -2.67672681e+04  -1.51283369e+05  -3.11841641e+05  -1.86735505e+05\n",
      "      -4.09613411e+05  -3.65226990e+05]\n",
      "    [ -2.67662360e+04  -3.02781685e+05  -1.70436188e+05  -4.09613411e+05\n",
      "      -1.95359010e+05  -3.94052865e+05]\n",
      "    [  5.99195160e+03  -9.46065734e+04  -1.57544418e+05  -3.65226990e+05\n",
      "      -3.94052865e+05  -1.18837937e+05]]\n",
      "\n",
      "   [[  3.29436244e+03   2.45502375e+00  -1.73201384e+00  -2.30699551e+04\n",
      "      -2.30700283e+04   4.90012972e+03]\n",
      "    [  2.45502375e+00  -6.03301841e+04  -4.24133378e+04  -1.29656094e+05\n",
      "      -2.53252116e+05  -7.79142845e+04]\n",
      "    [ -1.73201384e+00  -4.24133378e+04  -4.48920920e+04  -2.53442464e+05\n",
      "      -1.30212373e+05  -1.55994542e+05]\n",
      "    [ -2.30699551e+04  -1.29656094e+05  -2.53442464e+05  -1.66560732e+05\n",
      "      -3.55797231e+05  -2.88375703e+05]\n",
      "    [ -2.30700283e+04  -2.53252116e+05  -1.30212373e+05  -3.55797231e+05\n",
      "      -1.66693579e+05  -3.15881784e+05]\n",
      "    [  4.90012972e+03  -7.79142845e+04  -1.55994542e+05  -2.88375703e+05\n",
      "      -3.15881784e+05  -9.09882015e+04]]\n",
      "\n",
      "   ..., \n",
      "   [[  3.90221595e+03  -8.18149437e+00  -1.19583523e+01  -2.73327735e+04\n",
      "      -2.73302145e+04   6.16838097e+03]\n",
      "    [ -8.18149437e+00  -5.41267376e+04  -4.77836288e+04  -1.54811129e+05\n",
      "      -3.12135345e+05  -1.00419039e+05]\n",
      "    [ -1.19583523e+01  -4.77836288e+04  -4.35455830e+04  -3.23593847e+05\n",
      "      -1.76104934e+05  -1.50030880e+05]\n",
      "    [ -2.73327735e+04  -1.54811129e+05  -3.23593847e+05  -1.76961231e+05\n",
      "      -4.20072722e+05  -3.82574958e+05]\n",
      "    [ -2.73302145e+04  -3.12135345e+05  -1.76104934e+05  -4.20072722e+05\n",
      "      -1.98497493e+05  -4.09374693e+05]\n",
      "    [  6.16838097e+03  -1.00419039e+05  -1.50030880e+05  -3.82574958e+05\n",
      "      -4.09374693e+05  -1.24543724e+05]]\n",
      "\n",
      "   [[  5.95615885e+03  -4.46970451e+01  -4.71461536e+01  -4.17288389e+04\n",
      "      -4.17246565e+04   1.12296577e+04]\n",
      "    [ -4.46970451e+01  -4.05310891e+04  -9.18647842e+04  -2.38817822e+05\n",
      "      -4.93145860e+05  -2.00518419e+05]\n",
      "    [ -4.71461536e+01  -9.18647842e+04  -2.75672955e+04  -5.39395788e+05\n",
      "      -3.32935504e+05  -3.38998117e+05]\n",
      "    [ -4.17288389e+04  -2.38817822e+05  -5.39395788e+05  -2.75855869e+05\n",
      "      -6.34018178e+05  -7.02531382e+05]\n",
      "    [ -4.17246565e+04  -4.93145860e+05  -3.32935504e+05  -6.34018178e+05\n",
      "      -3.09095873e+05  -7.71380401e+05]\n",
      "    [  1.12296577e+04  -2.00518419e+05  -3.38998117e+05  -7.02531382e+05\n",
      "      -7.71380401e+05  -4.28851636e+05]]\n",
      "\n",
      "   [[  3.58175508e+03  -2.59544450e+00  -6.60594100e+00  -2.50858032e+04\n",
      "      -2.50844176e+04   5.49033799e+03]\n",
      "    [ -2.59544450e+00  -5.80354337e+04  -4.36963568e+04  -1.41579531e+05\n",
      "      -2.81157948e+05  -8.57745140e+04]\n",
      "    [ -6.60594100e+00  -4.36963568e+04  -4.39509706e+04  -2.86458912e+05\n",
      "      -1.51978814e+05  -1.31639868e+05]\n",
      "    [ -2.50858032e+04  -1.41579531e+05  -2.86458912e+05  -1.73200112e+05\n",
      "      -3.85714704e+05  -3.36847883e+05]\n",
      "    [ -2.50844176e+04  -2.81157948e+05  -1.51978814e+05  -3.85714704e+05\n",
      "      -1.81634791e+05  -3.60903882e+05]\n",
      "    [  5.49033799e+03  -8.57745140e+04  -1.31639868e+05  -3.36847883e+05\n",
      "      -3.60903882e+05  -9.65491578e+04]]]\n",
      "\n",
      "\n",
      "  [[[  3.86701743e+03  -1.26261313e+01  -8.40194288e+00  -2.70838701e+04\n",
      "      -2.70835040e+04   6.10661109e+03]\n",
      "    [ -1.26261313e+01  -1.98026254e+04  -5.38849919e+04  -1.52012232e+05\n",
      "      -3.16829078e+05  -1.60248639e+05]\n",
      "    [ -8.40194288e+00  -5.38849919e+04  -6.46523493e+04  -3.10196081e+05\n",
      "      -1.53314711e+05  -1.19570209e+05]\n",
      "    [ -2.70838701e+04  -1.52012232e+05  -3.10196081e+05  -1.89042269e+05\n",
      "      -4.18106556e+05  -3.84578477e+05]\n",
      "    [ -2.70835040e+04  -3.16829078e+05  -1.53314711e+05  -4.18106556e+05\n",
      "      -1.96392361e+05  -3.72693708e+05]\n",
      "    [  6.10661109e+03  -1.60248639e+05  -1.19570209e+05  -3.84578477e+05\n",
      "      -3.72693708e+05  -9.48223609e+04]]\n",
      "\n",
      "   [[  3.68916355e+03  -1.00884206e+01  -5.75954808e+00  -2.58388729e+04\n",
      "      -2.58374611e+04   5.73214987e+03]\n",
      "    [ -1.00884206e+01  -1.87603286e+04  -4.87593993e+04  -1.46240669e+05\n",
      "      -2.97376783e+05  -1.38367190e+05]\n",
      "    [ -5.75954808e+00  -4.87593993e+04  -6.28929855e+04  -2.93300457e+05\n",
      "      -1.45618976e+05  -9.92463490e+04]\n",
      "    [ -2.58388729e+04  -1.46240669e+05  -2.93300457e+05  -1.71246437e+05\n",
      "      -3.98991606e+05  -3.63601345e+05]\n",
      "    [ -2.58374611e+04  -2.97376783e+05  -1.45618976e+05  -3.98991606e+05\n",
      "      -1.85869970e+05  -3.47588723e+05]\n",
      "    [  5.73214987e+03  -1.38367190e+05  -9.92463490e+04  -3.63601345e+05\n",
      "      -3.47588723e+05  -6.86806659e+04]]\n",
      "\n",
      "   [[  6.13209653e+03  -4.76658033e+01  -4.34729366e+01  -4.29579078e+04\n",
      "      -4.29569178e+04   1.17482381e+04]\n",
      "    [ -4.76658033e+01  -2.22844880e+04  -1.25304668e+05  -2.27483724e+05\n",
      "      -5.47895329e+05  -3.62121332e+05]\n",
      "    [ -4.34729366e+01  -1.25304668e+05  -9.53525247e+04  -5.10573935e+05\n",
      "      -2.49656359e+05  -3.08621816e+05]\n",
      "    [ -4.29579078e+04  -2.27483724e+05  -5.10573935e+05  -2.90471621e+05\n",
      "      -6.61579843e+05  -7.42399662e+05]\n",
      "    [ -4.29569178e+04  -5.47895329e+05  -2.49656359e+05  -6.61579843e+05\n",
      "      -3.18286544e+05  -7.34400476e+05]\n",
      "    [  1.17482381e+04  -3.62121332e+05  -3.08621816e+05  -7.42399662e+05\n",
      "      -7.34400476e+05  -4.25808154e+05]]\n",
      "\n",
      "   ..., \n",
      "   [[  3.77611683e+03  -1.11427989e+01  -6.73701287e+00  -2.64465208e+04\n",
      "      -2.64461209e+04   5.90853165e+03]\n",
      "    [ -1.11427989e+01  -2.11173039e+04  -5.27497498e+04  -1.47580978e+05\n",
      "      -3.07087930e+05  -1.61825599e+05]\n",
      "    [ -6.73701287e+00  -5.27497498e+04  -6.30720225e+04  -3.01038392e+05\n",
      "      -1.49903762e+05  -1.21150977e+05]\n",
      "    [ -2.64465208e+04  -1.47580978e+05  -3.01038392e+05  -1.85712585e+05\n",
      "      -4.08137376e+05  -3.69800314e+05]\n",
      "    [ -2.64461209e+04  -3.07087930e+05  -1.49903762e+05  -4.08137376e+05\n",
      "      -1.92438645e+05  -3.61292427e+05]\n",
      "    [  5.90853165e+03  -1.61825599e+05  -1.21150977e+05  -3.69800314e+05\n",
      "      -3.61292427e+05  -9.78186312e+04]]\n",
      "\n",
      "   [[  3.31622425e+03  -4.53907259e+00   6.24541839e-01  -2.32234722e+04\n",
      "      -2.32260907e+04   4.96760764e+03]\n",
      "    [ -4.53907259e+00  -2.04551037e+04  -4.22150249e+04  -1.30584871e+05\n",
      "      -2.55851956e+05  -9.22117213e+04]\n",
      "    [  6.24541839e-01  -4.22150249e+04  -5.76786890e+04  -2.55519451e+05\n",
      "      -1.30572576e+05  -9.75574471e+04]\n",
      "    [ -2.32234722e+04  -1.30584871e+05  -2.55519451e+05  -1.67081218e+05\n",
      "      -3.58163146e+05  -3.07243887e+05]\n",
      "    [ -2.32260907e+04  -2.55851956e+05  -1.30572576e+05  -3.58163146e+05\n",
      "      -1.42327722e+05  -3.01162579e+05]\n",
      "    [  4.96760764e+03  -9.22117213e+04  -9.75574471e+04  -3.07243887e+05\n",
      "      -3.01162579e+05  -5.64026052e+04]]\n",
      "\n",
      "   [[  3.56725603e+03  -8.22274957e+00  -3.72478041e+00  -2.49855598e+04\n",
      "      -2.49829845e+04   5.47767745e+03]\n",
      "    [ -8.22274957e+00  -1.95090150e+04  -4.65259273e+04  -1.41336061e+05\n",
      "      -2.83967855e+05  -1.32634913e+05]\n",
      "    [ -3.72478041e+00  -4.65259273e+04  -6.11599644e+04  -2.81240479e+05\n",
      "      -1.40650234e+05  -9.14965867e+04]\n",
      "    [ -2.49855598e+04  -1.41336061e+05  -2.81240479e+05  -1.43644965e+05\n",
      "      -3.85773636e+05  -3.48436970e+05]\n",
      "    [ -2.49829845e+04  -2.83967855e+05  -1.40650234e+05  -3.85773636e+05\n",
      "      -1.79770551e+05  -3.31319915e+05]\n",
      "    [  5.47767745e+03  -1.32634913e+05  -9.14965867e+04  -3.48436970e+05\n",
      "      -3.31319915e+05  -6.08018201e+04]]]\n",
      "\n",
      "\n",
      "  [[[  6.35197686e+03  -5.19989359e+01  -4.64740006e+01  -4.45019262e+04\n",
      "      -4.45041518e+04   1.23678271e+04]\n",
      "    [ -5.19989359e+01  -4.13441654e+04  -4.70035013e+04  -2.73917883e+05\n",
      "      -5.55619968e+05  -1.98954201e+05]\n",
      "    [ -4.64740006e+01  -4.70035013e+04  -9.40829194e+04  -5.44005626e+05\n",
      "      -3.06617119e+05  -2.92965445e+05]\n",
      "    [ -4.45019262e+04  -2.73917883e+05  -5.44005626e+05  -3.05960724e+05\n",
      "      -6.69559899e+05  -8.04591828e+05]\n",
      "    [ -4.45041518e+04  -5.55619968e+05  -3.06617119e+05  -6.69559899e+05\n",
      "      -2.98120955e+05  -8.51026890e+05]\n",
      "    [  1.23678271e+04  -1.98954201e+05  -2.92965445e+05  -8.04591828e+05\n",
      "      -8.51026890e+05  -4.21114827e+05]]\n",
      "\n",
      "   [[  5.65542472e+03  -3.84083632e+01  -3.54430012e+01  -3.96217530e+04\n",
      "      -3.96179993e+04   1.04266103e+04]\n",
      "    [ -3.84083632e+01  -2.83344422e+04  -6.80026049e+04  -2.36900361e+05\n",
      "      -5.00474260e+05  -1.93123747e+05]\n",
      "    [ -3.54430012e+01  -6.80026049e+04  -8.38152875e+04  -4.91254476e+05\n",
      "      -2.66345568e+05  -2.31842079e+05]\n",
      "    [ -3.96217530e+04  -2.36900361e+05  -4.91254476e+05  -2.43469737e+05\n",
      "      -6.09307184e+05  -6.82164713e+05]\n",
      "    [ -3.96179993e+04  -5.00474260e+05  -2.66345568e+05  -6.09307184e+05\n",
      "      -2.86693699e+05  -7.16094993e+05]\n",
      "    [  1.04266103e+04  -1.93123747e+05  -2.31842079e+05  -6.82164713e+05\n",
      "      -7.16094993e+05  -3.19010923e+05]]\n",
      "\n",
      "   [[  5.07076590e+03  -3.05703898e+01  -2.47637690e+01  -3.55218314e+04\n",
      "      -3.55185843e+04   8.88975428e+03]\n",
      "    [ -3.05703898e+01  -4.20145750e+04  -8.79456261e+04  -2.02613775e+05\n",
      "      -4.36183330e+05  -1.90953254e+05]\n",
      "    [ -2.47637690e+01  -8.79456261e+04  -5.09570556e+04  -4.25805028e+05\n",
      "      -2.37594223e+05  -2.51612358e+05]\n",
      "    [ -3.55218314e+04  -2.02613775e+05  -4.25805028e+05  -2.38260859e+05\n",
      "      -5.41385332e+05  -5.57375731e+05]\n",
      "    [ -3.55185843e+04  -4.36183330e+05  -2.37594223e+05  -5.41385332e+05\n",
      "      -2.65517727e+05  -6.03900592e+05]\n",
      "    [  8.88975428e+03  -1.90953254e+05  -2.51612358e+05  -5.57375731e+05\n",
      "      -6.03900592e+05  -3.10367049e+05]]\n",
      "\n",
      "   ..., \n",
      "   [[  5.55061527e+03  -3.67234020e+01  -3.37333219e+01  -3.88868003e+04\n",
      "      -3.88832968e+04   1.01456105e+04]\n",
      "    [ -3.67234020e+01  -2.97589844e+04  -6.88399526e+04  -2.31659731e+05\n",
      "      -4.89845095e+05  -1.90173268e+05]\n",
      "    [ -3.37333219e+01  -6.88399526e+04  -8.06492672e+04  -4.80946629e+05\n",
      "      -2.60534342e+05  -2.28030467e+05]\n",
      "    [ -3.88868003e+04  -2.31659731e+05  -4.80946629e+05  -2.43515681e+05\n",
      "      -5.97962806e+05  -6.62007982e+05]\n",
      "    [ -3.88832968e+04  -4.89845095e+05  -2.60534342e+05  -5.97962806e+05\n",
      "      -2.81863635e+05  -6.95683712e+05]\n",
      "    [  1.01456105e+04  -1.90173268e+05  -2.28030467e+05  -6.62007982e+05\n",
      "      -6.95683712e+05  -3.08512986e+05]]\n",
      "\n",
      "   [[  4.97680037e+03  -2.92722541e+01  -2.27131535e+01  -3.48632009e+04\n",
      "      -3.48591085e+04   8.65017188e+03]\n",
      "    [ -2.92722541e+01  -4.21003775e+04  -1.00353546e+05  -1.95127024e+05\n",
      "      -4.27039082e+05  -2.00050821e+05]\n",
      "    [ -2.27131535e+01  -1.00353546e+05  -4.16877920e+04  -4.15715347e+05\n",
      "      -2.33963371e+05  -2.64823796e+05]\n",
      "    [ -3.48632009e+04  -1.95127024e+05  -4.15715347e+05  -2.32113546e+05\n",
      "      -5.31650932e+05  -5.35765929e+05]\n",
      "    [ -3.48591085e+04  -4.27039082e+05  -2.33963371e+05  -5.31650932e+05\n",
      "      -2.62717801e+05  -5.88431898e+05]\n",
      "    [  8.65017188e+03  -2.00050821e+05  -2.64823796e+05  -5.35765929e+05\n",
      "      -5.88431898e+05  -3.23407370e+05]]\n",
      "\n",
      "   [[  3.78350576e+03  -7.08334926e+00  -7.20818599e+00  -2.64989871e+04\n",
      "      -2.65008315e+04   5.91753638e+03]\n",
      "    [ -7.08334926e+00  -5.60828516e+04  -3.81294595e+04  -1.52708466e+05\n",
      "      -3.04390869e+05  -8.68147425e+04]\n",
      "    [ -7.20818599e+00  -3.81294595e+04  -6.03882792e+04  -3.02502234e+05\n",
      "      -1.58249454e+05  -1.21384260e+05]\n",
      "    [ -2.64989871e+04  -1.52708466e+05  -3.02502234e+05  -1.87825344e+05\n",
      "      -4.05250922e+05  -3.71912125e+05]\n",
      "    [ -2.65008315e+04  -3.04390869e+05  -1.58249454e+05  -4.05250922e+05\n",
      "      -1.77673559e+05  -3.88458772e+05]\n",
      "    [  5.91753638e+03  -8.68147425e+04  -1.21384260e+05  -3.71912125e+05\n",
      "      -3.88458772e+05  -9.76894397e+04]]]\n",
      "\n",
      "\n",
      "  [[[  5.05808779e+03  -2.74591790e+01  -4.44415533e+01  -3.54319795e+04\n",
      "      -3.54369352e+04   8.88345075e+03]\n",
      "    [ -2.74591790e+01  -8.58329786e+04  -4.73514739e+04  -2.01078687e+05\n",
      "      -3.90512750e+05  -1.46173097e+05]\n",
      "    [ -4.44415533e+01  -4.73514739e+04   8.19047403e+04  -4.44556377e+05\n",
      "      -2.55158042e+05  -2.41195398e+05]\n",
      "    [ -3.54319795e+04  -2.01078687e+05  -4.44556377e+05  -2.53624878e+05\n",
      "      -5.31064427e+05  -5.36553943e+05]\n",
      "    [ -3.54369352e+04  -3.90512750e+05  -2.55158042e+05  -5.31064427e+05\n",
      "      -2.29494769e+05  -5.61824093e+05]\n",
      "    [  8.88345075e+03  -1.46173097e+05  -2.41195398e+05  -5.36553943e+05\n",
      "      -5.61824093e+05  -1.72560829e+05]]\n",
      "\n",
      "   [[  3.81128244e+03  -6.52404267e+00  -1.73209395e+01  -2.66934898e+04\n",
      "      -2.66954174e+04   5.98404643e+03]\n",
      "    [ -6.52404267e+00  -6.66465989e+04  -4.01448117e+04  -1.50248382e+05\n",
      "      -2.95985980e+05  -9.15703051e+04]\n",
      "    [ -1.73209395e+01  -4.01448117e+04   3.82460584e+04  -3.11771969e+05\n",
      "      -1.67323816e+05  -1.43181367e+05]\n",
      "    [ -2.66934898e+04  -1.50248382e+05  -3.11771969e+05  -1.90974775e+05\n",
      "      -4.07320928e+05  -3.57508484e+05]\n",
      "    [ -2.66954174e+04  -2.95985980e+05  -1.67323816e+05  -4.07320928e+05\n",
      "      -1.84046057e+05  -3.74262853e+05]\n",
      "    [  5.98404643e+03  -9.15703051e+04  -1.43181367e+05  -3.57508484e+05\n",
      "      -3.74262853e+05  -7.77993654e+04]]\n",
      "\n",
      "   [[  3.62648241e+03  -3.59675349e+00  -1.35357384e+01  -2.53979540e+04\n",
      "      -2.53976075e+04   5.58190110e+03]\n",
      "    [ -3.59675349e+00  -5.91672721e+04  -5.67759000e+04  -1.40356523e+05\n",
      "      -2.80315790e+05  -8.08697911e+04]\n",
      "    [ -1.35357384e+01  -5.67759000e+04   4.04068293e+04  -2.89433927e+05\n",
      "      -1.55785194e+05  -1.96128460e+05]\n",
      "    [ -2.53979540e+04  -1.40356523e+05  -2.89433927e+05  -1.80888000e+05\n",
      "      -3.88801451e+05  -3.21480757e+05]\n",
      "    [ -2.53976075e+04  -2.80315790e+05  -1.55785194e+05  -3.88801451e+05\n",
      "      -1.85871279e+05  -3.46502361e+05]\n",
      "    [  5.58190110e+03  -8.08697911e+04  -1.96128460e+05  -3.21480757e+05\n",
      "      -3.46502361e+05  -8.85032764e+04]]\n",
      "\n",
      "   ..., \n",
      "   [[  4.82294182e+03  -2.32693103e+01  -3.71110948e+01  -3.37862547e+04\n",
      "      -3.37869006e+04   8.31236275e+03]\n",
      "    [ -2.32693103e+01  -7.92362237e+04  -1.83844896e+04  -1.91376231e+05\n",
      "      -3.81798102e+05  -1.33129730e+05]\n",
      "    [ -3.71110948e+01  -1.83844896e+04   4.30744771e+04  -4.27435579e+05\n",
      "      -2.41118381e+05  -1.60456339e+05]\n",
      "    [ -3.37862547e+04  -1.91376231e+05  -4.27435579e+05  -2.28640104e+05\n",
      "      -5.13570467e+05  -5.04509003e+05]\n",
      "    [ -3.37869006e+04  -3.81798102e+05  -2.41118381e+05  -5.13570467e+05\n",
      "      -2.26839750e+05  -5.36001902e+05]\n",
      "    [  8.31236275e+03  -1.33129730e+05  -1.60456339e+05  -5.04509003e+05\n",
      "      -5.36001902e+05  -1.32521383e+05]]\n",
      "\n",
      "   [[  3.53935619e+03  -1.92840564e+00  -1.15772777e+01  -2.47874415e+04\n",
      "      -2.47901565e+04   5.41363104e+03]\n",
      "    [ -1.92840564e+00  -6.36267669e+04  -3.99964713e+04  -1.39627904e+05\n",
      "      -2.73558165e+05  -8.14751215e+04]\n",
      "    [ -1.15772777e+01  -3.99964713e+04   3.01568501e+04  -2.81366802e+05\n",
      "      -1.47546396e+05  -1.24263432e+05]\n",
      "    [ -2.47874415e+04  -1.39627904e+05  -2.81366802e+05  -1.78115813e+05\n",
      "      -3.80016716e+05  -3.23582591e+05]\n",
      "    [ -2.47901565e+04  -2.73558165e+05  -1.47546396e+05  -3.80016716e+05\n",
      "      -1.57111286e+05  -3.36786273e+05]\n",
      "    [  5.41363104e+03  -8.14751215e+04  -1.24263432e+05  -3.23582591e+05\n",
      "      -3.36786273e+05  -6.17945577e+04]]\n",
      "\n",
      "   [[  3.70912870e+03  -4.84459671e+00  -1.47131769e+01  -2.59781756e+04\n",
      "      -2.59772503e+04   5.76490676e+03]\n",
      "    [ -4.84459671e+00  -6.05726011e+04  -4.76810004e+04  -1.44641545e+05\n",
      "      -2.89145265e+05  -9.02683706e+04]\n",
      "    [ -1.47131769e+01  -4.76810004e+04   3.49026589e+04  -3.01526775e+05\n",
      "      -1.61365242e+05  -1.51890478e+05]\n",
      "    [ -2.59781756e+04  -1.44641545e+05  -3.01526775e+05  -1.81787313e+05\n",
      "      -3.98611802e+05  -3.41269703e+05]\n",
      "    [ -2.59772503e+04  -2.89145265e+05  -1.61365242e+05  -3.98611802e+05\n",
      "      -1.87962580e+05  -3.64025339e+05]\n",
      "    [  5.76490676e+03  -9.02683706e+04  -1.51890478e+05  -3.41269703e+05\n",
      "      -3.64025339e+05  -8.46281605e+04]]]\n",
      "\n",
      "\n",
      "  [[[  9.89989793e+27   2.96696146e+29  -7.61312664e+31   9.88987152e+28\n",
      "      -2.53770888e+31  -2.23567752e+32]\n",
      "    [  2.96696146e+29   1.25111442e+34  -8.50717155e+33   4.17038139e+33\n",
      "      -2.83572385e+33  -6.28147486e+33]\n",
      "    [ -7.61312664e+31  -8.50717155e+33   5.74767008e+35  -2.83572385e+33\n",
      "       1.91589003e+35   1.61178880e+36]\n",
      "    [  9.88987152e+28   4.17038139e+33  -2.83572385e+33   1.39012713e+33\n",
      "      -9.45241284e+32  -2.09382495e+33]\n",
      "    [ -2.53770888e+31  -2.83572385e+33   1.91589003e+35  -9.45241284e+32\n",
      "       6.38630009e+34   5.37262935e+35]\n",
      "    [ -2.23567752e+32  -6.28147486e+33   1.61178880e+36  -2.09382495e+33\n",
      "       5.37262935e+35   5.07232509e+36]]\n",
      "\n",
      "   [[  1.38104412e+12  -1.22698601e+15  -9.92974696e+15  -4.08995336e+14\n",
      "      -3.30991565e+15  -2.18486887e+15]\n",
      "    [ -1.22698601e+15   2.81562007e+18   7.85338614e+18   9.38540023e+17\n",
      "       2.61779538e+18   1.81982109e+18]\n",
      "    [ -9.92974696e+15   7.85338614e+18   7.00189075e+19   2.61779538e+18\n",
      "       2.33396358e+19   1.47258910e+19]\n",
      "    [ -4.08995336e+14   9.38540023e+17   2.61779538e+18   3.12846674e+17\n",
      "       8.72598460e+17   6.06607029e+17]\n",
      "    [ -3.30991565e+15   2.61779538e+18   2.33396358e+19   8.72598460e+17\n",
      "       7.77987861e+18   4.90863033e+18]\n",
      "    [ -2.18486887e+15   1.81982109e+18   1.47258910e+19   6.06607029e+17\n",
      "       4.90863033e+18   3.50316367e+18]]\n",
      "\n",
      "   [[  6.18663191e+15  -1.51241109e+19  -4.93985104e+19  -5.04137031e+18\n",
      "      -1.64661701e+19  -1.37927778e+19]\n",
      "    [ -1.51241109e+19   4.67673540e+22   1.14518249e+23   1.55891180e+22\n",
      "       3.81727498e+22   3.16110262e+22]\n",
      "    [ -4.93985104e+19   1.14518249e+23   3.87252320e+23   3.81727498e+22\n",
      "       1.29084107e+23   1.03240326e+23]\n",
      "    [ -5.04137031e+18   1.55891180e+22   3.81727498e+22   5.19637266e+21\n",
      "       1.27242499e+22   1.05370087e+22]\n",
      "    [ -1.64661701e+19   3.81727498e+22   1.29084107e+23   1.27242499e+22\n",
      "       4.30280355e+22   3.44134421e+22]\n",
      "    [ -1.37927778e+19   3.16110262e+22   1.03240326e+23   1.05370087e+22\n",
      "       3.44134421e+22   3.10236249e+22]]\n",
      "\n",
      "   ..., \n",
      "   [[  4.13044439e+16  -1.05526583e+20  -3.52476554e+20  -3.51755278e+19\n",
      "      -1.17492185e+20  -9.52404588e+19]\n",
      "    [ -1.05526583e+20   3.40509885e+23   8.55518935e+23   1.13503295e+23\n",
      "       2.85172978e+23   2.28117106e+23]\n",
      "    [ -3.52476554e+20   8.55518935e+23   2.95523465e+24   2.85172978e+23\n",
      "       9.85078215e+23   7.61895997e+23]\n",
      "    [ -3.51755278e+19   1.13503295e+23   2.85172978e+23   3.78344316e+22\n",
      "       9.50576594e+22   7.60390354e+22]\n",
      "    [ -1.17492185e+20   2.85172978e+23   9.85078215e+23   9.50576594e+22\n",
      "       3.28359405e+23   2.53965332e+23]\n",
      "    [ -9.52404588e+19   2.28117106e+23   7.61895997e+23   7.60390354e+22\n",
      "       2.53965332e+23   2.21502492e+23]]\n",
      "\n",
      "   [[  1.65618430e+22  -4.18255822e+24  -1.32627930e+26  -1.39418607e+24\n",
      "      -4.42093099e+25  -1.30314937e+26]\n",
      "    [ -4.18255822e+24   2.36186977e+28   2.18455622e+28   7.87289925e+27\n",
      "       7.28185408e+27   3.08531001e+28]\n",
      "    [ -1.32627930e+26   2.18455622e+28   1.04301826e+30   7.28185408e+27\n",
      "       3.47672753e+29   9.78317624e+29]\n",
      "    [ -1.39418607e+24   7.87289925e+27   7.28185408e+27   2.62429975e+27\n",
      "       2.42728469e+27   1.02843667e+28]\n",
      "    [ -4.42093099e+25   7.28185408e+27   3.47672753e+29   2.42728469e+27\n",
      "       1.15890918e+29   3.26105875e+29]\n",
      "    [ -1.30314937e+26   3.08531001e+28   9.78317624e+29   1.02843667e+28\n",
      "       3.26105875e+29   1.03063561e+30]]\n",
      "\n",
      "   [[  1.78898455e+28   1.11770990e+32  -6.38899212e+32   3.72569966e+31\n",
      "      -2.12966404e+32  -5.33274493e+31]\n",
      "    [  1.11770990e+32   8.22187178e+35  -4.04159908e+36   2.74062393e+35\n",
      "      -1.34719969e+36  -3.12352221e+35]\n",
      "    [ -6.38899212e+32  -4.04159908e+36   2.26865016e+37  -1.34719969e+36\n",
      "       7.56216720e+36   1.78542484e+36]\n",
      "    [  3.72569966e+31   2.74062393e+35  -1.34719969e+36   9.13541309e+34\n",
      "      -4.49066565e+35  -1.04117407e+35]\n",
      "    [ -2.12966404e+32  -1.34719969e+36   7.56216720e+36  -4.49066565e+35\n",
      "       2.52072240e+36   5.95141612e+35]\n",
      "    [ -5.33274493e+31  -3.12352221e+35   1.78542484e+36  -1.04117407e+35\n",
      "       5.95141612e+35   1.60111573e+35]]]]\n",
      "\n",
      "\n",
      "\n",
      " [[[[  5.30883530e+03  -2.14263740e+01  -1.50561959e+01  -3.71790731e+04\n",
      "      -3.71793127e+04   8.63774220e+03]\n",
      "    [ -2.14263740e+01   4.13260511e+05  -4.99616231e+04  -1.76210145e+05\n",
      "      -3.76743895e+05  -2.55945806e+05]\n",
      "    [ -1.50561959e+01  -4.99616231e+04  -7.97535559e+04  -3.67800348e+05\n",
      "      -1.79632563e+05  -1.73540243e+05]\n",
      "    [ -3.71790731e+04  -1.76210145e+05  -3.67800348e+05  -2.13128611e+05\n",
      "      -4.86124008e+05  -4.88947980e+05]\n",
      "    [ -3.71793127e+04  -3.76743895e+05  -1.79632563e+05  -4.86124008e+05\n",
      "      -2.27659656e+05  -4.52844351e+05]\n",
      "    [  8.63774220e+03  -2.55945806e+05  -1.73540243e+05  -4.88947980e+05\n",
      "      -4.52844351e+05  -2.12973392e+05]]\n",
      "\n",
      "   [[  4.20619678e+03  -1.10378264e+01   2.04474731e+00  -2.94541939e+04\n",
      "      -2.94542242e+04   6.30493340e+03]\n",
      "    [ -1.10378264e+01   3.52478889e+05  -5.30283457e+04  -1.41956533e+05\n",
      "      -2.77755306e+05  -1.43535488e+05]\n",
      "    [  2.04474731e+00  -5.30283457e+04  -6.64044014e+04  -2.77319114e+05\n",
      "      -1.42011244e+05  -1.10136591e+05]\n",
      "    [ -2.94541939e+04  -1.41956533e+05  -2.77319114e+05  -1.73340966e+05\n",
      "      -3.83744956e+05  -3.50669511e+05]\n",
      "    [ -2.94542242e+04  -2.77755306e+05  -1.42011244e+05  -3.83744956e+05\n",
      "      -1.74141964e+05  -3.25076111e+05]\n",
      "    [  6.30493340e+03  -1.43535488e+05  -1.10136591e+05  -3.50669511e+05\n",
      "      -3.25076111e+05  -8.69102172e+04]]\n",
      "\n",
      "   [[  4.64135830e+03  -1.50629702e+01  -4.67697881e+00  -3.25023016e+04\n",
      "      -3.25025783e+04   7.18549447e+03]\n",
      "    [ -1.50629702e+01   3.78917078e+05  -5.05789467e+04  -1.53396129e+05\n",
      "      -3.17576728e+05  -1.87698641e+05]\n",
      "    [ -4.67697881e+00  -5.05789467e+04  -7.19126423e+04  -3.13434426e+05\n",
      "      -1.56831018e+05  -1.46636230e+05]\n",
      "    [ -3.25023016e+04  -1.53396129e+05  -3.13434426e+05  -1.91334417e+05\n",
      "      -4.23347727e+05  -3.96626704e+05]\n",
      "    [ -3.25025783e+04  -3.17576728e+05  -1.56831018e+05  -4.23347727e+05\n",
      "      -1.98068646e+05  -3.74719116e+05]\n",
      "    [  7.18549447e+03  -1.87698641e+05  -1.46636230e+05  -3.96626704e+05\n",
      "      -3.74719116e+05  -1.53367183e+05]]\n",
      "\n",
      "   ..., \n",
      "   [[  6.10513608e+03  -3.36113029e+01  -2.70923690e+01  -4.27590955e+04\n",
      "      -4.27608506e+04   1.05228602e+04]\n",
      "    [ -3.36113029e+01   4.96531721e+05  -6.61336230e+04  -2.05487939e+05\n",
      "      -4.42625969e+05  -2.89524359e+05]\n",
      "    [ -2.70923690e+01  -6.61336230e+04  -9.30891879e+04  -4.30240792e+05\n",
      "      -2.05662937e+05  -2.03445402e+05]\n",
      "    [ -4.27590955e+04  -2.05487939e+05  -4.30240792e+05  -2.42206604e+05\n",
      "      -5.58989465e+05  -6.06350530e+05]\n",
      "    [ -4.27608506e+04  -4.42625969e+05  -2.05662937e+05  -5.58989465e+05\n",
      "      -2.57469023e+05  -5.50365868e+05]\n",
      "    [  1.05228602e+04  -2.89524359e+05  -2.03445402e+05  -6.06350530e+05\n",
      "      -5.50365868e+05  -2.55258707e+05]]\n",
      "\n",
      "   [[  6.22817872e+03  -3.27656681e+01  -2.87613908e+01  -4.36206568e+04\n",
      "      -4.36228394e+04   1.08165523e+04]\n",
      "    [ -3.27656681e+01   4.99694059e+05  -6.11839896e+04  -1.99017487e+05\n",
      "      -4.54429730e+05  -2.96412799e+05]\n",
      "    [ -2.87613908e+01  -6.11839896e+04  -9.38390070e+04  -4.39460071e+05\n",
      "      -2.09707092e+05  -2.37647685e+05]\n",
      "    [ -4.36206568e+04  -1.99017487e+05  -4.39460071e+05  -2.49791155e+05\n",
      "      -5.67711182e+05  -6.13251708e+05]\n",
      "    [ -4.36228394e+04  -4.54429730e+05  -2.09707092e+05  -5.67711182e+05\n",
      "      -2.67413277e+05  -5.68562599e+05]\n",
      "    [  1.08165523e+04  -2.96412799e+05  -2.37647685e+05  -6.13251708e+05\n",
      "      -5.68562599e+05  -3.32285303e+05]]\n",
      "\n",
      "   [[  6.91437021e+03  -4.37870556e+01  -3.96295589e+01  -4.84304051e+04\n",
      "      -4.84314397e+04   1.25801541e+04]\n",
      "    [ -4.37870556e+01   5.38154464e+05  -7.03735218e+04  -2.42322608e+05\n",
      "      -5.06951264e+05  -3.80171281e+05]\n",
      "    [ -3.96295589e+01  -7.03735218e+04  -1.06471166e+05  -4.91993819e+05\n",
      "      -2.32883003e+05  -2.36161759e+05]\n",
      "    [ -4.84304051e+04  -2.42322608e+05  -4.91993819e+05  -2.39128281e+05\n",
      "      -6.37262662e+05  -7.43626475e+05]\n",
      "    [ -4.84314397e+04  -5.06951264e+05  -2.32883003e+05  -6.37262662e+05\n",
      "      -2.91191885e+05  -6.58466356e+05]\n",
      "    [  1.25801541e+04  -3.80171281e+05  -2.36161759e+05  -7.43626475e+05\n",
      "      -6.58466356e+05  -3.34779948e+05]]]\n",
      "\n",
      "\n",
      "  [[[  5.31069703e+03  -1.56917452e+01  -1.48223114e+01  -3.71941448e+04\n",
      "      -3.71956498e+04   8.63911076e+03]\n",
      "    [ -1.56917452e+01  -5.70733164e+04  -4.06086870e+04  -1.89655392e+05\n",
      "      -3.72411392e+05  -1.21730427e+05]\n",
      "    [ -1.48223114e+01  -4.06086870e+04  -6.92254099e+04  -3.70363965e+05\n",
      "      -2.05962925e+05  -1.75974276e+05]\n",
      "    [ -3.71941448e+04  -1.89655392e+05  -3.70363965e+05  -2.17164367e+05\n",
      "      -4.75809849e+05  -4.76690556e+05]\n",
      "    [ -3.71956498e+04  -3.72411392e+05  -2.05962925e+05  -4.75809849e+05\n",
      "      -2.13502004e+05  -5.06732978e+05]\n",
      "    [  8.63911076e+03  -1.21730427e+05  -1.75974276e+05  -4.76690556e+05\n",
      "      -5.06732978e+05  -1.98364429e+05]]\n",
      "\n",
      "   [[  4.48555042e+03  -3.10569079e+00  -3.72978251e+00  -3.14110819e+04\n",
      "      -3.14117704e+04   6.85225198e+03]\n",
      "    [ -3.10569079e+00  -6.32465191e+04  -5.28088979e+04  -1.53512079e+05\n",
      "      -3.01260059e+05  -1.08786370e+05]\n",
      "    [ -3.72978251e+00  -5.28088979e+04  -5.75235137e+04  -3.00401080e+05\n",
      "      -1.59907422e+05  -1.57331991e+05]\n",
      "    [ -3.14110819e+04  -1.53512079e+05  -3.00401080e+05  -1.86712421e+05\n",
      "      -4.06057037e+05  -3.64685648e+05]\n",
      "    [ -3.14117704e+04  -3.01260059e+05  -1.59907422e+05  -4.06057037e+05\n",
      "      -1.89329639e+05  -3.90934817e+05]\n",
      "    [  6.85225198e+03  -1.08786370e+05  -1.57331991e+05  -3.64685648e+05\n",
      "      -3.90934817e+05  -1.49193229e+05]]\n",
      "\n",
      "   [[  5.66617394e+03  -2.15527503e+01  -1.80140633e+01  -3.96851931e+04\n",
      "      -3.96823417e+04   9.44681232e+03]\n",
      "    [ -2.15527503e+01  -3.97553185e+04  -8.83263217e+04  -1.96887088e+05\n",
      "      -4.10750391e+05  -1.91269627e+05]\n",
      "    [ -1.80140633e+01  -8.83263217e+04  -5.26534963e+04  -4.07622419e+05\n",
      "      -2.29031130e+05  -2.54314040e+05]\n",
      "    [ -3.96851931e+04  -1.96887088e+05  -4.07622419e+05  -2.14134194e+05\n",
      "      -5.16163469e+05  -5.22827196e+05]\n",
      "    [ -3.96823417e+04  -4.10750391e+05  -2.29031130e+05  -5.16163469e+05\n",
      "      -2.45174438e+05  -5.70811944e+05]\n",
      "    [  9.44681232e+03  -1.91269627e+05  -2.54314040e+05  -5.22827196e+05\n",
      "      -5.70811944e+05  -3.30354923e+05]]\n",
      "\n",
      "   ..., \n",
      "   [[  8.16356278e+03  -6.36007577e+01  -5.12624294e+01  -5.71879210e+04\n",
      "      -5.71858751e+04   1.60063054e+04]\n",
      "    [ -6.36007577e+01  -4.51661476e+04  -8.19399928e+04  -3.01459840e+05\n",
      "      -5.96435687e+05  -2.88193688e+05]\n",
      "    [ -5.12624294e+01  -8.19399928e+04  -5.50066358e+04  -5.86991210e+05\n",
      "      -3.71961470e+05  -4.41680613e+05]\n",
      "    [ -5.71879210e+04  -3.01459840e+05  -5.86991210e+05  -3.20742126e+05\n",
      "      -7.14333130e+05  -8.89252165e+05]\n",
      "    [ -5.71858751e+04  -5.96435687e+05  -3.71961470e+05  -7.14333130e+05\n",
      "      -3.61239224e+05  -9.73491992e+05]\n",
      "    [  1.60063054e+04  -2.88193688e+05  -4.41680613e+05  -8.89252165e+05\n",
      "      -9.73491992e+05  -8.26985203e+05]]\n",
      "\n",
      "   [[  5.49104074e+03  -1.85176885e+01  -1.61167579e+01  -3.84583407e+04\n",
      "      -3.84556775e+04   9.04421857e+03]\n",
      "    [ -1.85176885e+01  -4.21437855e+04  -7.82161580e+04  -1.91452563e+05\n",
      "      -3.95506638e+05  -1.74878862e+05]\n",
      "    [ -1.61167579e+01  -7.82161580e+04  -5.77463898e+04  -3.93312429e+05\n",
      "      -2.17910297e+05  -2.28051482e+05]\n",
      "    [ -3.84583407e+04  -1.91452563e+05  -3.93312429e+05  -2.05392512e+05\n",
      "      -5.00616263e+05  -5.03225488e+05]\n",
      "    [ -3.84556775e+04  -3.95506638e+05  -2.17910297e+05  -5.00616263e+05\n",
      "      -2.35930264e+05  -5.43704049e+05]\n",
      "    [  9.04421857e+03  -1.74878862e+05  -2.28051482e+05  -5.03225488e+05\n",
      "      -5.43704049e+05  -2.86370939e+05]]\n",
      "\n",
      "   [[  5.27480791e+03  -1.51044626e+01  -1.34426457e+01  -3.69431444e+04\n",
      "      -3.69406332e+04   8.55394551e+03]\n",
      "    [ -1.51044626e+01  -4.56607949e+04  -7.30151163e+04  -1.83271150e+05\n",
      "      -3.76211338e+05  -1.62934652e+05]\n",
      "    [ -1.34426457e+01  -7.30151163e+04  -5.82284216e+04  -3.74426780e+05\n",
      "      -2.05346247e+05  -2.11403944e+05]\n",
      "    [ -3.69431444e+04  -1.83271150e+05  -3.74426780e+05  -1.98241775e+05\n",
      "      -4.80918708e+05  -4.74904018e+05]\n",
      "    [ -3.69406332e+04  -3.76211338e+05  -2.05346247e+05  -4.80918708e+05\n",
      "      -2.26074435e+05  -5.11797833e+05]\n",
      "    [  8.55394551e+03  -1.62934652e+05  -2.11403944e+05  -4.74904018e+05\n",
      "      -5.11797833e+05  -2.53586586e+05]]]\n",
      "\n",
      "\n",
      "  [[[  7.59620490e+34   4.07639197e+39  -9.21320900e+39   1.35879732e+39\n",
      "      -3.07106967e+39  -2.85565708e+38]\n",
      "    [  4.07639197e+39   2.20694912e+44  -4.94855679e+44   7.35649707e+43\n",
      "      -1.64951893e+44  -1.43666861e+43]\n",
      "    [ -9.21320900e+39  -4.94855679e+44   1.11509637e+45  -1.64951893e+44\n",
      "       3.71698791e+44   3.24705227e+43]\n",
      "    [  1.35879732e+39   7.35649707e+43  -1.64951893e+44   2.45216569e+43\n",
      "      -5.49839643e+43  -4.78889537e+42]\n",
      "    [ -3.07106967e+39  -1.64951893e+44   3.71698791e+44  -5.49839643e+43\n",
      "       1.23899597e+44   1.08235076e+43]\n",
      "    [ -2.85565708e+38  -1.43666861e+43   3.24705227e+43  -4.78889537e+42\n",
      "       1.08235076e+43   1.08126595e+42]]\n",
      "\n",
      "   [[  1.38883047e+18  -5.27036943e+20  -1.32467828e+22  -1.75678981e+20\n",
      "      -4.41559428e+21  -6.03250987e+21]\n",
      "    [ -5.27036943e+20   3.00401825e+24   3.56734613e+24   1.00133942e+24\n",
      "       1.18911538e+24   2.14615527e+24]\n",
      "    [ -1.32467828e+22   3.56734613e+24   1.24001585e+26   1.18911538e+24\n",
      "       4.13338617e+25   5.39392935e+25]\n",
      "    [ -1.75678981e+20   1.00133942e+24   1.18911538e+24   3.33779805e+23\n",
      "       3.96371792e+23   7.15385090e+23]\n",
      "    [ -4.41559428e+21   1.18911538e+24   4.13338617e+25   3.96371792e+23\n",
      "       1.37779539e+25   1.79797645e+25]\n",
      "    [ -6.03250987e+21   2.14615527e+24   5.39392935e+25   7.15385090e+23\n",
      "       1.79797645e+25   2.63746935e+25]]\n",
      "\n",
      "   [[  5.07762565e+24   5.76893691e+28  -1.67439471e+29   1.92297897e+28\n",
      "      -5.58131570e+28  -1.49031515e+28]\n",
      "    [  5.76893691e+28   6.90384758e+32  -1.91258386e+33   2.30128253e+32\n",
      "      -6.37527954e+32  -1.58739315e+32]\n",
      "    [ -1.67439471e+29  -1.91258386e+33   5.48202494e+33  -6.37527954e+32\n",
      "       1.82734165e+33   4.60719280e+32]\n",
      "    [  1.92297897e+28   2.30128253e+32  -6.37527954e+32   7.67094175e+31\n",
      "      -2.12509318e+32  -5.29131052e+31]\n",
      "    [ -5.58131570e+28  -6.37527954e+32   1.82734165e+33  -2.12509318e+32\n",
      "       6.09113882e+32   1.53573093e+32]\n",
      "    [ -1.49031515e+28  -1.58739315e+32   4.60719280e+32  -5.29131052e+31\n",
      "       1.53573093e+32   4.41187692e+31]]\n",
      "\n",
      "   ..., \n",
      "   [[  5.88617757e+22   1.09885616e+27  -2.41955716e+27   3.66285386e+26\n",
      "      -8.06519053e+26  -1.06734657e+26]\n",
      "    [  1.09885616e+27   2.09826626e+31  -4.52702879e+31   6.99422087e+30\n",
      "      -1.50900960e+31  -1.86803161e+30]\n",
      "    [ -2.41955716e+27  -4.52702879e+31   9.88987754e+31  -1.50900960e+31\n",
      "       3.29662585e+31   4.11308870e+30]\n",
      "    [  3.66285386e+26   6.99422087e+30  -1.50900960e+31   2.33140696e+30\n",
      "      -5.03003199e+30  -6.22677205e+29]\n",
      "    [ -8.06519053e+26  -1.50900960e+31   3.29662585e+31  -5.03003199e+30\n",
      "       1.09887528e+31   1.37102957e+30]\n",
      "    [ -1.06734657e+26  -1.86803161e+30   4.11308870e+30  -6.22677205e+29\n",
      "       1.37102957e+30   1.96623167e+29]]\n",
      "\n",
      "   [[  1.32073646e+21  -7.56257642e+23  -1.03800399e+25  -2.52085881e+23\n",
      "      -3.46001329e+24  -1.30375777e+25]\n",
      "    [ -7.56257642e+23   2.53489204e+27   4.81519693e+27   8.44964014e+26\n",
      "       1.60506564e+27   6.99877116e+27]\n",
      "    [ -1.03800399e+25   4.81519693e+27   7.99104873e+28   1.60506564e+27\n",
      "       2.66368291e+28   9.60584960e+28]\n",
      "    [ -2.52085881e+23   8.44964014e+26   1.60506564e+27   2.81654671e+26\n",
      "       5.35021881e+26   2.33292372e+27]\n",
      "    [ -3.46001329e+24   1.60506564e+27   2.66368291e+28   5.35021881e+26\n",
      "       8.87894303e+27   3.20194987e+28]\n",
      "    [ -1.30375777e+25   6.99877116e+27   9.60584960e+28   2.33292372e+27\n",
      "       3.20194987e+28   1.29358552e+29]]\n",
      "\n",
      "   [[  4.61067806e+14   4.92629881e+17  -5.14697508e+18   1.64209960e+17\n",
      "      -1.71565836e+18  -9.32410889e+17]\n",
      "    [  4.92629881e+17   1.56956285e+21  -5.96563886e+21   5.23187616e+20\n",
      "      -1.98854629e+21  -9.33973521e+20]\n",
      "    [ -5.14697508e+18  -5.96563886e+21   5.64922998e+22  -1.98854629e+21\n",
      "       1.88307666e+22   9.75727705e+21]\n",
      "    [  1.64209960e+17   5.23187616e+20  -1.98854629e+21   1.74395872e+20\n",
      "      -6.62848762e+20  -3.11324507e+20]\n",
      "    [ -1.71565836e+18  -1.98854629e+21   1.88307666e+22  -6.62848762e+20\n",
      "       6.27692220e+21   3.25242568e+21]\n",
      "    [ -9.32410889e+17  -9.33973521e+20   9.75727705e+21  -3.11324507e+20\n",
      "       3.25242568e+21   1.91053329e+21]]]\n",
      "\n",
      "\n",
      "  [[[  9.51198770e+15  -2.31763153e+19  -6.60998802e+19  -7.72543844e+18\n",
      "      -2.20332934e+19  -4.13191977e+19]\n",
      "    [ -2.31763153e+19   7.14984135e+22   1.51231611e+23   2.38328045e+22\n",
      "       5.04105371e+22   9.43835412e+22]\n",
      "    [ -6.60998802e+19   1.51231611e+23   4.49277649e+23   5.04105371e+22\n",
      "       1.49759216e+23   2.69165038e+23]\n",
      "    [ -7.72543844e+18   2.38328045e+22   5.04105371e+22   7.94426817e+21\n",
      "       1.68035124e+22   3.14611804e+22]\n",
      "    [ -2.20332934e+19   5.04105371e+22   1.49759216e+23   1.68035124e+22\n",
      "       4.99197388e+22   8.97216793e+22]\n",
      "    [ -4.13191977e+19   9.43835412e+22   2.69165038e+23   3.14611804e+22\n",
      "       8.97216793e+22   1.80655430e+23]]\n",
      "\n",
      "   [[  8.70407200e+15  -4.03502513e+19  -6.71111776e+19  -1.34500838e+19\n",
      "      -2.23703925e+19  -2.74772701e+19]\n",
      "    [ -4.03502513e+19   2.04852651e+23   2.98091037e+23   6.82842169e+22\n",
      "       9.93636789e+22   1.19417680e+23]\n",
      "    [ -6.71111776e+19   2.98091037e+23   5.06724885e+23   9.93636789e+22\n",
      "       1.68908295e+23   1.98599617e+23]\n",
      "    [ -1.34500838e+19   6.82842169e+22   9.93636789e+22   2.27614056e+22\n",
      "       3.31212263e+22   3.98058932e+22]\n",
      "    [ -2.23703925e+19   9.93636789e+22   1.68908295e+23   3.31212263e+22\n",
      "       5.63027650e+22   6.61998725e+22]\n",
      "    [ -2.74772701e+19   1.19417680e+23   1.98599617e+23   3.98058932e+22\n",
      "       6.61998725e+22   8.74334753e+22]]\n",
      "\n",
      "   [[  3.30361926e+15  -3.26640786e+19  -2.78135780e+19  -1.08880262e+19\n",
      "      -9.27119265e+18  -6.99156289e+18]\n",
      "    [ -3.26640786e+19   3.32242952e+23   2.67140761e+23   1.10747651e+23\n",
      "       8.90469203e+22   6.48076043e+22]\n",
      "    [ -2.78135780e+19   2.67140761e+23   2.29735360e+23   8.90469203e+22\n",
      "       7.65784535e+22   5.51781236e+22]\n",
      "    [ -1.08880262e+19   1.10747651e+23   8.90469203e+22   3.69158836e+22\n",
      "       2.96823068e+22   2.16025348e+22]\n",
      "    [ -9.27119265e+18   8.90469203e+22   7.65784535e+22   2.96823068e+22\n",
      "       2.55261512e+22   1.83927079e+22]\n",
      "    [ -6.99156289e+18   6.48076043e+22   5.51781236e+22   2.16025348e+22\n",
      "       1.83927079e+22   1.49778991e+22]]\n",
      "\n",
      "   ..., \n",
      "   [[  1.38763912e+13  -6.52695327e+16  -7.78575549e+16  -2.17565109e+16\n",
      "      -2.59525183e+16  -4.49601747e+16]\n",
      "    [ -6.52695327e+16   3.27455876e+20   3.50140898e+20   1.09151959e+20\n",
      "       1.16713633e+20   1.98259145e+20]\n",
      "    [ -7.78575549e+16   3.50140898e+20   4.26557727e+20   1.16713633e+20\n",
      "       1.42185909e+20   2.36468486e+20]\n",
      "    [ -2.17565109e+16   1.09151959e+20   1.16713633e+20   3.63839862e+19\n",
      "       3.89045443e+19   6.60863817e+19]\n",
      "    [ -2.59525183e+16   1.16713633e+20   1.42185909e+20   3.89045443e+19\n",
      "       4.73953030e+19   7.88228286e+19]\n",
      "    [ -4.49601747e+16   1.98259145e+20   2.36468486e+20   6.60863817e+19\n",
      "       7.88228286e+19   1.46799475e+20]]\n",
      "\n",
      "   [[  1.38376425e+21  -9.91491419e+24  -1.79289166e+25  -3.30497140e+24\n",
      "      -5.97630555e+24  -4.59043719e+24]\n",
      "    [ -9.91491419e+24   7.63561672e+28   1.24652370e+29   2.54520557e+28\n",
      "       4.15507901e+28   3.08355841e+28]\n",
      "    [ -1.79289166e+25   1.24652370e+29   2.28741415e+29   4.15507901e+28\n",
      "       7.62471384e+28   5.57563201e+28]\n",
      "    [ -3.30497140e+24   2.54520557e+28   4.15507901e+28   8.48401858e+27\n",
      "       1.38502634e+28   1.02785280e+28]\n",
      "    [ -5.97630555e+24   4.15507901e+28   7.62471384e+28   1.38502634e+28\n",
      "       2.54157128e+28   1.85854400e+28]\n",
      "    [ -4.59043719e+24   3.08355841e+28   5.57563201e+28   1.02785280e+28\n",
      "       1.85854400e+28   1.53464265e+28]]\n",
      "\n",
      "   [[  1.94358633e+11  -9.28751049e+14  -1.09097418e+15  -3.09583683e+14\n",
      "      -3.63658061e+14  -4.52613941e+14]\n",
      "    [ -9.28751049e+14   4.72601836e+18   4.98600741e+18   1.57533945e+18\n",
      "       1.66200247e+18   2.02765780e+18]\n",
      "    [ -1.09097418e+15   4.98600741e+18   5.97952959e+18   1.66200247e+18\n",
      "       1.99317653e+18   2.38148570e+18]\n",
      "    [ -3.09583683e+14   1.57533945e+18   1.66200247e+18   5.25113151e+17\n",
      "       5.54000823e+17   6.75885933e+17]\n",
      "    [ -3.63658061e+14   1.66200247e+18   1.99317653e+18   5.54000823e+17\n",
      "       6.64392177e+17   7.93828565e+17]\n",
      "    [ -4.52613941e+14   2.02765780e+18   2.38148570e+18   6.75885933e+17\n",
      "       7.93828565e+17   1.06531696e+18]]]\n",
      "\n",
      "\n",
      "  [[[  5.84985853e+03  -2.50102782e+01  -2.29514539e+01  -4.09721367e+04\n",
      "      -4.09691802e+04   9.89458398e+03]\n",
      "    [ -2.50102782e+01  -5.06431172e+04  -1.06152073e+05  -1.96276018e+05\n",
      "      -4.16693577e+05  -2.13034747e+05]\n",
      "    [ -2.29514539e+01  -1.06152073e+05  -4.25699030e+04  -4.15836422e+05\n",
      "      -2.30846571e+05  -2.82310847e+05]\n",
      "    [ -4.09721367e+04  -1.96276018e+05  -4.15836422e+05  -2.30807379e+05\n",
      "      -5.29509206e+05  -5.23514853e+05]\n",
      "    [ -4.09691802e+04  -4.16693577e+05  -2.30846571e+05  -5.29509206e+05\n",
      "      -2.54437606e+05  -5.67324035e+05]\n",
      "    [  9.89458398e+03  -2.13034747e+05  -2.82310847e+05  -5.23514853e+05\n",
      "      -5.67324035e+05  -3.06440352e+05]]\n",
      "\n",
      "   [[  7.90153234e+03  -5.47653482e+01  -5.16323759e+01  -5.53496039e+04\n",
      "      -5.53458219e+04   1.52982364e+04]\n",
      "    [ -5.47653482e+01  -2.95729015e+04  -1.60511083e+05  -2.73142802e+05\n",
      "      -5.89374707e+05  -3.55378696e+05]\n",
      "    [ -5.16323759e+01  -1.60511083e+05  -5.44060041e+04  -5.94989004e+05\n",
      "      -3.32637500e+05  -4.22796748e+05]\n",
      "    [ -5.53496039e+04  -2.73142802e+05  -5.94989004e+05  -2.91591979e+05\n",
      "      -7.22350667e+05  -8.48411412e+05]\n",
      "    [ -5.53458219e+04  -5.89374707e+05  -3.32637500e+05  -7.22350667e+05\n",
      "      -3.39342770e+05  -9.01963896e+05]\n",
      "    [  1.52982364e+04  -3.55378696e+05  -4.22796748e+05  -8.48411412e+05\n",
      "      -9.01963896e+05  -6.56871603e+05]]\n",
      "\n",
      "   [[  6.85738466e+03  -3.87623493e+01  -3.74694759e+01  -4.80329488e+04\n",
      "      -4.80296948e+04   1.24283022e+04]\n",
      "    [ -3.87623493e+01  -3.55009812e+04  -1.34207341e+05  -2.36294476e+05\n",
      "      -5.05855730e+05  -2.87168567e+05]\n",
      "    [ -3.74694759e+01  -1.34207341e+05  -5.15977875e+04  -5.11829735e+05\n",
      "      -2.78279221e+05  -3.27882803e+05]\n",
      "    [ -4.80329488e+04  -2.36294476e+05  -5.11829735e+05  -2.39827193e+05\n",
      "      -6.28679237e+05  -6.88664898e+05]\n",
      "    [ -4.80296948e+04  -5.05855730e+05  -2.78279221e+05  -6.28679237e+05\n",
      "      -2.93221066e+05  -7.23590675e+05]\n",
      "    [  1.24283022e+04  -2.87168567e+05  -3.27882803e+05  -6.88664898e+05\n",
      "      -7.23590675e+05  -4.44133334e+05]]\n",
      "\n",
      "   ..., \n",
      "   [[  4.42532232e+03  -2.66014138e+00  -4.19512677e+00  -3.09894022e+04\n",
      "      -3.09889272e+04   6.74404222e+03]\n",
      "    [ -2.66014138e+00  -6.09859739e+04  -5.71488633e+04  -1.49814789e+05\n",
      "      -2.96638376e+05  -1.22460492e+05]\n",
      "    [ -4.19512677e+00  -5.71488633e+04  -5.37323064e+04  -2.96692050e+05\n",
      "      -1.54712097e+05  -1.56705878e+05]\n",
      "    [ -3.09894022e+04  -1.49814789e+05  -2.96692050e+05  -1.82859625e+05\n",
      "      -4.02737240e+05  -3.55108683e+05]\n",
      "    [ -3.09889272e+04  -2.96638376e+05  -1.54712097e+05  -4.02737240e+05\n",
      "      -1.87005396e+05  -3.76046111e+05]\n",
      "    [  6.74404222e+03  -1.22460492e+05  -1.56705878e+05  -3.55108683e+05\n",
      "      -3.76046111e+05  -1.21489552e+05]]\n",
      "\n",
      "   [[  6.40149657e+03  -3.29982092e+01  -3.28826725e+01  -4.48376295e+04\n",
      "      -4.48411469e+04   1.12635319e+04]\n",
      "    [ -3.29982092e+01  -6.53319857e+04  -5.64163730e+04  -2.28529672e+05\n",
      "      -4.54010440e+05  -1.90705497e+05]\n",
      "    [ -3.28826725e+01  -5.64163730e+04  -6.86247122e+04  -4.57907733e+05\n",
      "      -2.52829869e+05  -2.59926148e+05]\n",
      "    [ -4.48376295e+04  -2.28529672e+05  -4.57907733e+05  -2.62550910e+05\n",
      "      -5.71346170e+05  -6.12267989e+05]\n",
      "    [ -4.48411469e+04  -4.54010440e+05  -2.52829869e+05  -5.71346170e+05\n",
      "      -2.33975962e+05  -6.42890570e+05]\n",
      "    [  1.12635319e+04  -1.90705497e+05  -2.59926148e+05  -6.12267989e+05\n",
      "      -6.42890570e+05  -2.82175082e+05]]\n",
      "\n",
      "   [[  4.28216166e+03  -4.02673022e-01  -2.22176403e+00  -2.99864315e+04\n",
      "      -2.99855806e+04   6.45348994e+03]\n",
      "    [ -4.02673022e-01  -6.13681433e+04  -5.56130171e+04  -1.44740127e+05\n",
      "      -2.84402080e+05  -1.21320225e+05]\n",
      "    [ -2.22176403e+00  -5.56130171e+04  -5.37445700e+04  -2.84476344e+05\n",
      "      -1.47261127e+05  -1.49146954e+05]\n",
      "    [ -2.99864315e+04  -1.44740127e+05  -2.84476344e+05  -1.76434943e+05\n",
      "      -3.90385272e+05  -3.40863083e+05]\n",
      "    [ -2.99855806e+04  -2.84402080e+05  -1.47261127e+05  -3.90385272e+05\n",
      "      -1.80856909e+05  -3.60077763e+05]\n",
      "    [  6.45348994e+03  -1.21320225e+05  -1.49146954e+05  -3.40863083e+05\n",
      "      -3.60077763e+05  -1.14065401e+05]]]]\n",
      "\n",
      "\n",
      "\n",
      " [[[[  2.37522367e+24  -1.13625294e+28  -4.28594776e+28  -3.78750981e+27\n",
      "      -1.42864925e+28  -9.83618067e+27]\n",
      "    [ -1.13625294e+28   6.66230715e+31   1.97425283e+32   2.22076905e+31\n",
      "       6.58084278e+31   4.41131715e+31]\n",
      "    [ -4.28594776e+28   1.97425283e+32   7.63589241e+32   6.58084278e+31\n",
      "       2.54529747e+32   1.66389134e+32]\n",
      "    [ -3.78750981e+27   2.22076905e+31   6.58084278e+31   7.40256349e+30\n",
      "       2.19361426e+31   1.47043905e+31]\n",
      "    [ -1.42864925e+28   6.58084278e+31   2.54529747e+32   2.19361426e+31\n",
      "       8.48432491e+31   5.54630446e+31]\n",
      "    [ -9.83618067e+27   4.41131715e+31   1.66389134e+32   1.47043905e+31\n",
      "       5.54630446e+31   4.10153076e+31]]\n",
      "\n",
      "   [[  4.93197294e+28  -3.60136415e+32  -7.55787179e+32  -1.20045472e+32\n",
      "      -2.51929060e+32  -4.90486986e+32]\n",
      "    [ -3.60136415e+32   2.86042772e+36   5.35887117e+36   9.53475907e+35\n",
      "       1.78629039e+36   3.35772496e+36]\n",
      "    [ -7.55787179e+32   5.35887117e+36   1.14196720e+37   1.78629039e+36\n",
      "       3.80655735e+36   7.04643045e+36]\n",
      "    [ -1.20045472e+32   9.53475907e+35   1.78629039e+36   3.17825302e+35\n",
      "       5.95430130e+35   1.11924165e+36]\n",
      "    [ -2.51929060e+32   1.78629039e+36   3.80655735e+36   5.95430130e+35\n",
      "       1.26885245e+36   2.34881015e+36]\n",
      "    [ -4.90486986e+32   3.35772496e+36   7.04643045e+36   1.11924165e+36\n",
      "       2.34881015e+36   4.90321394e+36]]\n",
      "\n",
      "   [[  2.67530108e+18  -5.34942713e+21  -1.75418187e+22  -1.78314238e+21\n",
      "      -5.84727289e+21  -2.14647566e+22]\n",
      "    [ -5.34942713e+21   1.45867154e+25   3.26002700e+25   4.86223846e+24\n",
      "       1.08667567e+25   4.02375803e+25]\n",
      "    [ -1.75418187e+22   3.26002700e+25   1.12410566e+26   1.08667567e+25\n",
      "       3.74701888e+25   1.31939876e+26]\n",
      "    [ -1.78314238e+21   4.86223846e+24   1.08667567e+25   1.62074615e+24\n",
      "       3.62225223e+24   1.34125268e+25]\n",
      "    [ -5.84727289e+21   1.08667567e+25   3.74701888e+25   3.62225223e+24\n",
      "       1.24900629e+25   4.39799588e+25]\n",
      "    [ -2.14647566e+22   4.02375803e+25   1.31939876e+26   1.34125268e+25\n",
      "       4.39799588e+25   1.73137027e+26]]\n",
      "\n",
      "   ..., \n",
      "   [[  2.30487048e+21   4.40243656e+24  -3.66136563e+25   1.46747885e+24\n",
      "      -1.22045521e+25  -9.00922156e+24]\n",
      "    [  4.40243656e+24   1.66202492e+28  -7.34929518e+28   5.54008308e+27\n",
      "      -2.44976506e+28  -1.61326282e+28]\n",
      "    [ -3.66136563e+25  -7.34929518e+28   5.73696306e+29  -2.44976506e+28\n",
      "       1.91232102e+29   1.34164389e+29]\n",
      "    [  1.46747885e+24   5.54008308e+27  -2.44976506e+28   1.84669436e+27\n",
      "      -8.16588353e+27  -5.37754275e+27]\n",
      "    [ -1.22045521e+25  -2.44976506e+28   1.91232102e+29  -8.16588353e+27\n",
      "       6.37440340e+28   4.47214630e+28]\n",
      "    [ -9.00922156e+24  -1.61326282e+28   1.34164389e+29  -5.37754275e+27\n",
      "       4.47214630e+28   3.54664962e+28]]\n",
      "\n",
      "   [[  2.65661195e+22  -5.64523533e+24  -5.73542075e+26  -1.88174511e+24\n",
      "      -1.91180692e+26  -6.99500408e+25]\n",
      "    [ -5.64523533e+24   1.49308116e+29   4.70704085e+28   4.97693720e+28\n",
      "       1.56901362e+28   1.39351991e+28]\n",
      "    [ -5.73542075e+26   4.70704085e+28   1.22451148e+31   1.56901362e+28\n",
      "       4.08170495e+30   1.41572360e+30]\n",
      "    [ -1.88174511e+24   4.97693720e+28   1.56901362e+28   1.65897907e+28\n",
      "       5.23004539e+27   4.64506638e+27]\n",
      "    [ -1.91180692e+26   1.56901362e+28   4.08170495e+30   5.23004539e+27\n",
      "       1.36056832e+30   4.71907865e+29]\n",
      "    [ -6.99500408e+25   1.39351991e+28   1.41572360e+30   4.64506638e+27\n",
      "       4.71907865e+29   1.86009468e+29]]\n",
      "\n",
      "   [[  4.07534761e+23  -4.59394473e+24  -6.54027006e+27  -1.53131491e+24\n",
      "      -2.18009002e+27  -2.06748012e+27]\n",
      "    [ -4.59394473e+24   1.58995262e+30  -7.21806524e+29   5.29984207e+29\n",
      "      -2.40602175e+29   2.18491088e+28]\n",
      "    [ -6.54027006e+27  -7.21806524e+29   1.03520635e+32  -2.40602175e+29\n",
      "       3.45068783e+31   3.11049291e+31]\n",
      "    [ -1.53131491e+24   5.29984207e+29  -2.40602175e+29   1.76661402e+29\n",
      "      -8.02007249e+28   7.28303626e+27]\n",
      "    [ -2.18009002e+27  -2.40602175e+29   3.45068783e+31  -8.02007249e+28\n",
      "       1.15022928e+31   1.03683097e+31]\n",
      "    [ -2.06748012e+27   2.18491088e+28   3.11049291e+31   7.28303626e+27\n",
      "       1.03683097e+31   1.05542924e+31]]]\n",
      "\n",
      "\n",
      "  [[[  6.50041287e+03  -2.80461828e+01  -2.79192417e+01  -4.55272493e+04\n",
      "      -4.55308659e+04   1.13439028e+04]\n",
      "    [ -2.80461828e+01  -2.23178322e+04  -8.74057007e+04  -2.19040798e+05\n",
      "      -4.77964801e+05  -2.36407882e+05]\n",
      "    [ -2.79192417e+01  -8.74057007e+04  -9.46754946e+04  -4.46384992e+05\n",
      "      -2.12816498e+05  -2.28799232e+05]\n",
      "    [ -4.55272493e+04  -2.19040798e+05  -4.46384992e+05  -2.49810772e+05\n",
      "      -5.77967505e+05  -6.36095006e+05]\n",
      "    [ -4.55308659e+04  -4.77964801e+05  -2.12816498e+05  -5.77967505e+05\n",
      "      -2.41174637e+05  -6.10456968e+05]\n",
      "    [  1.13439028e+04  -2.36407882e+05  -2.28799232e+05  -6.36095006e+05\n",
      "      -6.10456968e+05  -3.01600437e+05]]\n",
      "\n",
      "   [[  4.64014927e+03  -4.96866120e+00  -2.17845881e+00  -3.24945393e+04\n",
      "      -3.24928871e+04   7.10112254e+03]\n",
      "    [ -4.96866120e+00  -5.11576094e+04  -5.88397218e+04  -1.54609497e+05\n",
      "      -3.09296036e+05  -1.83098373e+05]\n",
      "    [ -2.17845881e+00  -5.88397218e+04  -6.77321255e+04  -3.04425543e+05\n",
      "      -1.52852233e+05  -1.22375478e+05]\n",
      "    [ -3.24945393e+04  -1.54609497e+05  -3.04425543e+05  -1.69748760e+05\n",
      "      -4.14333931e+05  -3.94424132e+05]\n",
      "    [ -3.24928871e+04  -3.09296036e+05  -1.52852233e+05  -4.14333931e+05\n",
      "      -1.90872336e+05  -3.72163587e+05]\n",
      "    [  7.10112254e+03  -1.83098373e+05  -1.22375478e+05  -3.94424132e+05\n",
      "      -3.72163587e+05  -1.33114483e+05]]\n",
      "\n",
      "   [[  9.16644349e+19  -3.14781684e+24  -1.23190009e+24  -1.04927228e+24\n",
      "      -4.10633364e+23  -1.85398570e+23]\n",
      "    [ -3.14781684e+24   1.08719242e+29   4.17029018e+28   3.62397473e+28\n",
      "       1.39009673e+28   5.96878928e+27]\n",
      "    [ -1.23190009e+24   4.17029018e+28   1.63538691e+28   1.39009673e+28\n",
      "       5.45128969e+27   2.33573089e+27]\n",
      "    [ -1.04927228e+24   3.62397473e+28   1.39009673e+28   1.20799158e+28\n",
      "       4.63365576e+27   1.98959643e+27]\n",
      "    [ -4.10633364e+23   1.39009673e+28   5.45128969e+27   4.63365576e+27\n",
      "       1.81709656e+27   7.78576963e+26]\n",
      "    [ -1.85398570e+23   5.96878928e+27   2.33573089e+27   1.98959643e+27\n",
      "       7.78576963e+26   3.80143709e+26]]\n",
      "\n",
      "   ..., \n",
      "   [[  4.44861936e+03  -3.09646988e+00   5.42101639e-01  -3.11520301e+04\n",
      "      -3.11517484e+04   6.71470147e+03]\n",
      "    [ -3.09646988e+00  -4.74021084e+04  -5.62722542e+04  -1.47274880e+05\n",
      "      -2.90831216e+05  -1.40398852e+05]\n",
      "    [  5.42101639e-01  -5.62722542e+04  -6.73870038e+04  -2.88398979e+05\n",
      "      -1.46859841e+05  -1.19349016e+05]\n",
      "    [ -3.11520301e+04  -1.47274880e+05  -2.88398979e+05  -1.75605885e+05\n",
      "      -3.96257600e+05  -3.65419870e+05]\n",
      "    [ -3.11517484e+04  -2.90831216e+05  -1.46859841e+05  -3.96257600e+05\n",
      "      -1.79857725e+05  -3.51874328e+05]\n",
      "    [  6.71470147e+03  -1.40398852e+05  -1.19349016e+05  -3.65419870e+05\n",
      "      -3.51874328e+05  -1.09167152e+05]]\n",
      "\n",
      "   [[  8.35065750e+03  -5.05904232e+01  -5.04162475e+01  -5.84894137e+04\n",
      "      -5.84971650e+04   1.63330693e+04]\n",
      "    [ -5.05904232e+01  -1.58769435e+04  -1.17113345e+05  -2.75405003e+05\n",
      "      -6.34190650e+05  -3.66259761e+05]\n",
      "    [ -5.04162475e+01  -1.17113345e+05  -1.15912105e+05  -5.77824012e+05\n",
      "      -2.73052216e+05  -3.85798722e+05]\n",
      "    [ -5.84894137e+04  -2.75405003e+05  -5.77824012e+05  -3.22255903e+05\n",
      "      -7.36255544e+05  -9.20991255e+05]\n",
      "    [ -5.84971650e+04  -6.34190650e+05  -2.73052216e+05  -7.36255544e+05\n",
      "      -3.06194124e+05  -8.92236886e+05]\n",
      "    [  1.63330693e+04  -3.66259761e+05  -3.85798722e+05  -9.20991255e+05\n",
      "      -8.92236886e+05  -7.19204400e+05]]\n",
      "\n",
      "   [[  4.49427700e+03  -3.71738002e+00  -1.35481433e-01  -3.14722938e+04\n",
      "      -3.14725315e+04   6.80992725e+03]\n",
      "    [ -3.71738002e+00  -4.59583021e+04  -5.66353784e+04  -1.49020999e+05\n",
      "      -2.95128224e+05  -1.30284117e+05]\n",
      "    [ -1.35481433e-01  -5.66353784e+04  -6.83572598e+04  -2.92074158e+05\n",
      "      -1.48306118e+05  -1.19876815e+05]\n",
      "    [ -3.14722938e+04  -1.49020999e+05  -2.92074158e+05  -1.74007172e+05\n",
      "      -4.00212366e+05  -3.71491778e+05]\n",
      "    [ -3.14725315e+04  -2.95128224e+05  -1.48306118e+05  -4.00212366e+05\n",
      "      -1.74945359e+05  -3.57242058e+05]\n",
      "    [  6.80992725e+03  -1.30284117e+05  -1.19876815e+05  -3.71491778e+05\n",
      "      -3.57242058e+05  -1.02515596e+05]]]\n",
      "\n",
      "\n",
      "  [[[  4.38152806e+03  -2.50760667e+00   1.27345036e+00  -3.06812332e+04\n",
      "      -3.06844744e+04   6.58344414e+03]\n",
      "    [ -2.50760667e+00  -4.67556203e+04  -5.53196460e+04  -1.44906863e+05\n",
      "      -2.84167959e+05  -1.17655117e+05]\n",
      "    [  1.27345036e+00  -5.53196460e+04  -6.64491169e+04  -2.82847924e+05\n",
      "      -1.44772029e+05  -1.24155142e+05]\n",
      "    [ -3.06812332e+04  -1.44906863e+05  -2.82847924e+05  -1.77991638e+05\n",
      "      -3.89992282e+05  -3.52404409e+05]\n",
      "    [ -3.06844744e+04  -2.84167959e+05  -1.44772029e+05  -3.89992282e+05\n",
      "      -1.04514984e+05  -3.45721907e+05]\n",
      "    [  6.58344414e+03  -1.17655117e+05  -1.24155142e+05  -3.52404409e+05\n",
      "      -3.45721907e+05  -1.00492819e+05]]\n",
      "\n",
      "   [[  3.49787860e+34  -1.11385810e+39  -8.66245664e+38  -3.71286034e+38\n",
      "      -2.88748555e+38  -4.11297810e+38]\n",
      "    [ -1.11385810e+39   3.58322298e+43   2.72728553e+43   1.19440766e+43\n",
      "       9.09095177e+42   1.22787121e+43]\n",
      "    [ -8.66245664e+38   2.72728553e+43   2.12655787e+43   9.09095177e+42\n",
      "       7.08852622e+42   9.54903666e+42]\n",
      "    [ -3.71286034e+38   1.19440766e+43   9.09095177e+42   3.98135887e+42\n",
      "       3.03031726e+42   4.09290402e+42]\n",
      "    [ -2.88748555e+38   9.09095177e+42   7.08852622e+42   3.03031726e+42\n",
      "       2.36284207e+42   3.18301222e+42]\n",
      "    [ -4.11297810e+38   1.22787121e+43   9.54903666e+42   4.09290402e+42\n",
      "       3.18301222e+42   4.86061055e+42]]\n",
      "\n",
      "   [[  7.95023541e+03  -4.61615414e+01  -5.01641000e+01  -5.56937983e+04\n",
      "      -5.56895295e+04   1.52071518e+04]\n",
      "    [ -4.61615414e+01  -4.43476551e+03  -1.23836969e+05  -2.76323705e+05\n",
      "      -6.05502053e+05  -3.45066893e+05]\n",
      "    [ -5.01641000e+01  -1.23836969e+05  -1.15304834e+05  -5.56365794e+05\n",
      "      -2.60620407e+05  -3.03834605e+05]\n",
      "    [ -5.56937983e+04  -2.76323705e+05  -5.56365794e+05   1.10946817e+06\n",
      "      -7.12845449e+05  -8.85274324e+05]\n",
      "    [ -5.56895295e+04  -6.05502053e+05  -2.60620407e+05  -7.12845449e+05\n",
      "      -3.09794938e+05  -8.24810408e+05]\n",
      "    [  1.52071518e+04  -3.45066893e+05  -3.03834605e+05  -8.85274324e+05\n",
      "      -8.24810408e+05  -4.62705361e+05]]\n",
      "\n",
      "   ..., \n",
      "   [[  9.14021321e+18  -1.62813888e+23  -1.00571855e+23  -5.42712962e+22\n",
      "      -3.35239517e+22  -2.26411543e+22]\n",
      "    [ -1.62813888e+23   2.94123130e+27   1.75450000e+27   9.80410433e+26\n",
      "       5.84833334e+26   3.78098507e+26]\n",
      "    [ -1.00571855e+23   1.75450000e+27   1.08935239e+27   5.84833334e+26\n",
      "       3.63117464e+26   2.33537540e+26]\n",
      "    [ -5.42712962e+22   9.80410433e+26   5.84833334e+26   3.26803478e+26\n",
      "       1.94944445e+26   1.26032836e+26]\n",
      "    [ -3.35239517e+22   5.84833334e+26   3.63117464e+26   1.94944445e+26\n",
      "       1.21039155e+26   7.78458465e+25]\n",
      "    [ -2.26411543e+22   3.78098507e+26   2.33537540e+26   1.26032836e+26\n",
      "       7.78458465e+25   5.66688418e+25]]\n",
      "\n",
      "   [[  2.50880499e+15  -3.10711857e+19  -2.13673118e+19  -1.03570619e+19\n",
      "      -7.12243726e+18  -5.09989044e+18]\n",
      "    [ -3.10711857e+19   3.92753816e+23   2.57615555e+23   1.30917939e+23\n",
      "       8.58718515e+22   5.92138151e+22]\n",
      "    [ -2.13673118e+19   2.57615555e+23   1.78587104e+23   8.58718515e+22\n",
      "       5.95290347e+22   4.07162137e+22]\n",
      "    [ -1.03570619e+19   1.30917939e+23   8.58718515e+22   4.36393129e+22\n",
      "       2.86239505e+22   1.97379384e+22]\n",
      "    [ -7.12243726e+18   8.58718515e+22   5.95290347e+22   2.86239505e+22\n",
      "       1.98430116e+22   1.35720712e+22]\n",
      "    [ -5.09989044e+18   5.92138151e+22   4.07162137e+22   1.97379384e+22\n",
      "       1.35720712e+22   1.05090595e+22]]\n",
      "\n",
      "   [[  5.82039253e+03  -2.04102856e+01  -1.91692011e+01  -4.07639801e+04\n",
      "      -4.07661482e+04   9.71023504e+03]\n",
      "    [ -2.04102856e+01  -2.80263303e+04  -7.53100534e+04  -1.96997871e+05\n",
      "      -4.16942305e+05  -1.91156862e+05]\n",
      "    [ -1.91692011e+01  -7.53100534e+04  -8.66617225e+04  -3.96204629e+05\n",
      "      -1.91745381e+05  -1.84062808e+05]\n",
      "    [ -4.07639801e+04  -1.96997871e+05  -3.96204629e+05  -2.16395598e+05\n",
      "      -5.18112415e+05  -5.39014454e+05]\n",
      "    [ -4.07661482e+04  -4.16942305e+05  -1.91745381e+05  -5.18112415e+05\n",
      "      -2.06793673e+05  -5.18257292e+05]\n",
      "    [  9.71023504e+03  -1.91156862e+05  -1.84062808e+05  -5.39014454e+05\n",
      "      -5.18257292e+05  -1.94901147e+05]]]\n",
      "\n",
      "\n",
      "  [[[  6.00469831e+03  -2.57623562e+01  -3.25913787e+01  -4.20548980e+04\n",
      "      -4.20589442e+04   1.01738321e+04]\n",
      "    [ -2.57623562e+01  -7.14909150e+04  -8.10059882e+04  -1.99736935e+05\n",
      "      -4.02891073e+05  -1.83941011e+05]\n",
      "    [ -3.25913787e+01  -8.10059882e+04   5.34870283e+03  -4.13465258e+05\n",
      "      -2.12383868e+05  -2.46886991e+05]\n",
      "    [ -4.20548980e+04  -1.99736935e+05  -4.13465258e+05  -2.44677797e+05\n",
      "      -5.29358435e+05  -5.17166110e+05]\n",
      "    [ -4.20589442e+04  -4.02891073e+05  -2.12383868e+05  -5.29358435e+05\n",
      "      -2.07061792e+05  -5.35359905e+05]\n",
      "    [  1.01738321e+04  -1.83941011e+05  -2.46886991e+05  -5.17166110e+05\n",
      "      -5.35359905e+05  -1.41785775e+05]]\n",
      "\n",
      "   [[  5.89966225e+03  -2.37552884e+01  -3.04186618e+01  -4.13219358e+04\n",
      "      -4.13199936e+04   9.93103820e+03]\n",
      "    [ -2.37552884e+01  -6.30538799e+04  -7.95156795e+04  -1.94660284e+05\n",
      "      -4.02320991e+05  -1.89488170e+05]\n",
      "    [ -3.04186618e+01  -7.95156795e+04  -1.40040188e+03  -4.11416897e+05\n",
      "      -2.09226760e+05  -2.09618538e+05]\n",
      "    [ -4.13219358e+04  -1.94660284e+05  -4.11416897e+05  -2.04638061e+05\n",
      "      -5.24415587e+05  -5.09891507e+05]\n",
      "    [ -4.13199936e+04  -4.02320991e+05  -2.09226760e+05  -5.24415587e+05\n",
      "      -2.37970879e+05  -5.22739514e+05]\n",
      "    [  9.93103820e+03  -1.89488170e+05  -2.09618538e+05  -5.09891507e+05\n",
      "      -5.22739514e+05  -1.26001874e+05]]\n",
      "\n",
      "   [[  4.53632657e+03  -3.83107082e+00  -8.46927226e+00  -3.17683647e+04\n",
      "      -3.17661146e+04   6.91855904e+03]\n",
      "    [ -3.83107082e+00  -5.59331990e+04  -5.85272158e+04  -1.49727913e+05\n",
      "      -2.95606919e+05  -1.26111443e+05]\n",
      "    [ -8.46927226e+00  -5.85272158e+04  -4.15871671e+03  -2.97087414e+05\n",
      "      -1.52183300e+05  -1.36421277e+05]\n",
      "    [ -3.17683647e+04  -1.49727913e+05  -2.97087414e+05  -1.52769999e+05\n",
      "      -4.03820794e+05  -3.51639746e+05]\n",
      "    [ -3.17661146e+04  -2.95606919e+05  -1.52183300e+05  -4.03820794e+05\n",
      "      -1.84559271e+05  -3.58626880e+05]\n",
      "    [  6.91855904e+03  -1.26111443e+05  -1.36421277e+05  -3.51639746e+05\n",
      "      -3.58626880e+05  -6.49189161e+04]]\n",
      "\n",
      "   ..., \n",
      "   [[  7.54133184e+03  -4.78653500e+01  -5.56876835e+01  -5.28232146e+04\n",
      "      -5.28218339e+04   1.41061283e+04]\n",
      "    [ -4.78653500e+01  -5.82966607e+04  -1.65126956e+05  -2.41281846e+05\n",
      "      -5.22108681e+05  -3.10706315e+05]\n",
      "    [ -5.56876835e+01  -1.65126956e+05   2.10921633e+04  -5.37583870e+05\n",
      "      -2.81559753e+05  -3.80278200e+05]\n",
      "    [ -5.28232146e+04  -2.41281846e+05  -5.37583870e+05  -2.96348615e+05\n",
      "      -6.69151312e+05  -7.22270906e+05]\n",
      "    [ -5.28218339e+04  -5.22108681e+05  -2.81559753e+05  -6.69151312e+05\n",
      "      -3.11924860e+05  -7.52658158e+05]\n",
      "    [  1.41061283e+04  -3.10706315e+05  -3.80278200e+05  -7.22270906e+05\n",
      "      -7.52658158e+05  -3.27237445e+05]]\n",
      "\n",
      "   [[  4.35052336e+03  -1.15019061e+00  -5.46872381e+00  -3.04637326e+04\n",
      "      -3.04636515e+04   6.53171875e+03]\n",
      "    [ -1.15019061e+00  -5.50932165e+04  -5.69638822e+04  -1.43489933e+05\n",
      "      -2.80269278e+05  -1.20776499e+05]\n",
      "    [ -5.46872381e+00  -5.69638822e+04  -4.28629709e+03  -2.80531194e+05\n",
      "      -1.44514024e+05  -1.55798976e+05]\n",
      "    [ -3.04637326e+04  -1.43489933e+05  -2.80531194e+05  -1.77980711e+05\n",
      "      -3.87321358e+05  -3.25270329e+05]\n",
      "    [ -3.04636515e+04  -2.80269278e+05  -1.44514024e+05  -3.87321358e+05\n",
      "      -1.78575204e+05  -3.37513805e+05]\n",
      "    [  6.53171875e+03  -1.20776499e+05  -1.55798976e+05  -3.25270329e+05\n",
      "      -3.37513805e+05  -7.55896937e+04]]\n",
      "\n",
      "   [[  7.13864070e+03  -4.31795474e+01  -5.00005463e+01  -5.00009812e+04\n",
      "      -5.00008121e+04   1.30127791e+04]\n",
      "    [ -4.31795474e+01  -6.37004593e+04  -1.51154567e+05  -2.27795151e+05\n",
      "      -4.84624546e+05  -2.67484255e+05]\n",
      "    [ -5.00005463e+01  -1.51154567e+05   2.41042653e+04  -4.96829970e+05\n",
      "      -2.64167115e+05  -3.70699360e+05]\n",
      "    [ -5.00009812e+04  -2.27795151e+05  -4.96829970e+05  -2.86107241e+05\n",
      "      -6.28602290e+05  -6.58384452e+05]\n",
      "    [ -5.00008121e+04  -4.84624546e+05  -2.64167115e+05  -6.28602290e+05\n",
      "      -2.96241116e+05  -6.88562781e+05]\n",
      "    [  1.30127791e+04  -2.67484255e+05  -3.70699360e+05  -6.58384452e+05\n",
      "      -6.88562781e+05  -2.90761333e+05]]]\n",
      "\n",
      "\n",
      "  [[[  5.07861551e+03  -1.09460023e+01  -8.99043050e+00  -3.55659904e+04\n",
      "      -3.55654205e+04   8.03812124e+03]\n",
      "    [ -1.09460023e+01  -4.86610728e+04  -6.82326996e+04  -1.69062663e+05\n",
      "      -3.49023299e+05  -1.86029492e+05]\n",
      "    [ -8.99043050e+00  -6.82326996e+04  -6.93254533e+04  -3.39755250e+05\n",
      "      -1.69804518e+05  -1.58285480e+05]\n",
      "    [ -3.55659904e+04  -1.69062663e+05  -3.39755250e+05  -1.97824051e+05\n",
      "      -4.52749485e+05  -4.31835980e+05]\n",
      "    [ -3.55654205e+04  -3.49023299e+05  -1.69804518e+05  -4.52749485e+05\n",
      "      -2.08961309e+05  -4.26398865e+05]\n",
      "    [  8.03812124e+03  -1.86029492e+05  -1.58285480e+05  -4.31835980e+05\n",
      "      -4.26398865e+05  -1.53285662e+05]]\n",
      "\n",
      "   [[  5.22069713e+03  -1.22857750e+01  -1.04778860e+01  -3.65608768e+04\n",
      "      -3.65601428e+04   8.34194643e+03]\n",
      "    [ -1.22857750e+01  -5.25895147e+04  -7.60528463e+04  -1.72591507e+05\n",
      "      -3.62791701e+05  -2.22535842e+05]\n",
      "    [ -1.04778860e+01  -7.60528463e+04  -6.66550832e+04  -3.51447279e+05\n",
      "      -1.75450524e+05  -1.74278068e+05]\n",
      "    [ -3.65608768e+04  -1.72591507e+05  -3.51447279e+05  -2.02966596e+05\n",
      "      -4.66231155e+05  -4.48095806e+05]\n",
      "    [ -3.65601428e+04  -3.62791701e+05  -1.75450524e+05  -4.66231155e+05\n",
      "      -2.17019797e+05  -4.45136444e+05]\n",
      "    [  8.34194643e+03  -2.22535842e+05  -1.74278068e+05  -4.48095806e+05\n",
      "      -4.45136444e+05  -1.91993725e+05]]\n",
      "\n",
      "   [[  6.11176657e+03  -2.42777083e+01  -2.27250670e+01  -4.28047264e+04\n",
      "      -4.28044979e+04   1.03971622e+04]\n",
      "    [ -2.42777083e+01  -4.55892889e+04  -9.07617039e+04  -2.04260117e+05\n",
      "      -4.41495574e+05  -2.54020511e+05]\n",
      "    [ -2.27250670e+01  -9.07617039e+04  -7.81226987e+04  -4.19943348e+05\n",
      "      -2.06732910e+05  -2.20121325e+05]\n",
      "    [ -4.28047264e+04  -2.04260117e+05  -4.19943348e+05  -2.34736830e+05\n",
      "      -5.45284921e+05  -5.64356008e+05]\n",
      "    [ -4.28044979e+04  -4.41495574e+05  -2.06732910e+05  -5.45284921e+05\n",
      "      -2.52727797e+05  -5.58576687e+05]\n",
      "    [  1.03971622e+04  -2.54020511e+05  -2.20121325e+05  -5.64356008e+05\n",
      "      -5.58576687e+05  -2.63585937e+05]]\n",
      "\n",
      "   ..., \n",
      "   [[  4.49393838e+03  -3.71720688e+00  -1.15704290e+00  -3.14691085e+04\n",
      "      -3.14725901e+04   6.81671744e+03]\n",
      "    [ -3.71720688e+00  -4.92925852e+04  -5.59208376e+04  -1.49168511e+05\n",
      "      -2.94369843e+05  -1.17896276e+05]\n",
      "    [ -1.15704290e+00  -5.59208376e+04  -6.56911475e+04  -2.92041600e+05\n",
      "      -1.48958483e+05  -1.29123434e+05]\n",
      "    [ -3.14691085e+04  -1.49168511e+05  -2.92041600e+05  -1.81413499e+05\n",
      "      -3.99734033e+05  -3.61015485e+05]\n",
      "    [ -3.14725901e+04  -2.94369843e+05  -1.48958483e+05  -3.99734033e+05\n",
      "      -7.53669782e+04  -3.60402761e+05]\n",
      "    [  6.81671744e+03  -1.17896276e+05  -1.29123434e+05  -3.61015485e+05\n",
      "      -3.60402761e+05  -9.21934178e+04]]\n",
      "\n",
      "   [[  4.68399358e+03  -6.34825463e+00  -3.53651321e+00  -3.28003278e+04\n",
      "      -3.28022217e+04   7.20310902e+03]\n",
      "    [ -6.34825463e+00  -4.92418639e+04  -5.76666836e+04  -1.55423995e+05\n",
      "      -3.11319151e+05  -1.34242140e+05]\n",
      "    [ -3.53651321e+00  -5.76666836e+04  -6.75387195e+04  -3.06882268e+05\n",
      "      -1.55761740e+05  -1.45790685e+05]\n",
      "    [ -3.28003278e+04  -1.55423995e+05  -3.06882268e+05  -1.89926254e+05\n",
      "      -4.15947360e+05  -3.79477686e+05]\n",
      "    [ -3.28022217e+04  -3.11319151e+05  -1.55761740e+05  -4.15947360e+05\n",
      "      -1.80517423e+05  -3.79273108e+05]\n",
      "    [  7.20310902e+03  -1.34242140e+05  -1.45790685e+05  -3.79477686e+05\n",
      "      -3.79273108e+05  -1.17840503e+05]]\n",
      "\n",
      "   [[  5.09638478e+03  -1.20439241e+01  -8.93387457e+00  -3.56898427e+04\n",
      "      -3.56922876e+04   8.07875955e+03]\n",
      "    [ -1.20439241e+01  -4.74760857e+04  -6.16563665e+04  -1.69819459e+05\n",
      "      -3.47877527e+05  -1.53071050e+05]\n",
      "    [ -8.93387457e+00  -6.16563665e+04  -7.25693023e+04  -3.38996981e+05\n",
      "      -1.70342756e+05  -1.68361163e+05]\n",
      "    [ -3.56898427e+04  -1.69819459e+05  -3.38996981e+05  -2.05225150e+05\n",
      "      -4.51439107e+05  -4.27962576e+05]\n",
      "    [ -3.56922876e+04  -3.47877527e+05  -1.70342756e+05  -4.51439107e+05\n",
      "      -1.93766870e+05  -4.27701159e+05]\n",
      "    [  8.07875955e+03  -1.53071050e+05  -1.68361163e+05  -4.27962576e+05\n",
      "      -4.27701159e+05  -1.49169035e+05]]]]\n",
      "\n",
      "\n",
      "\n",
      " [[[[  7.70390638e+02   1.64148396e+00  -4.68223292e+00  -5.40512013e+03\n",
      "      -5.40404119e+03   1.24904765e+03]\n",
      "    [  1.64148396e+00  -4.44124306e+04  -2.36924087e+04  -1.16681899e+05\n",
      "      -2.45954514e+05  -1.71167705e+04]\n",
      "    [ -4.68223292e+00  -2.36924087e+04  -2.65717939e+04  -2.60076452e+05\n",
      "      -1.42663775e+05  -9.77974574e+04]\n",
      "    [ -5.40512013e+03  -1.16681899e+05  -2.60076452e+05  -1.67859660e+05\n",
      "      -3.46052463e+05  -2.84321516e+05]\n",
      "    [ -5.40404119e+03  -2.45954514e+05  -1.42663775e+05  -3.46052463e+05\n",
      "      -1.76672594e+05  -3.10669466e+05]\n",
      "    [  1.24904765e+03  -1.71167705e+04  -9.77974574e+04  -2.84321516e+05\n",
      "      -3.10669466e+05  -2.69196870e+04]]\n",
      "\n",
      "   [[  6.48797873e+02   1.95561385e+00  -4.02676696e+00  -4.55254627e+03\n",
      "      -4.55120640e+03   9.89284418e+02]\n",
      "    [  1.95561385e+00  -4.58568005e+04  -1.04383926e+04  -1.00166629e+05\n",
      "      -2.02590191e+05  -1.93032641e+04]\n",
      "    [ -4.02676696e+00  -1.04383926e+04  -3.81769312e+04  -2.05388665e+05\n",
      "      -1.04867701e+05  -6.17477069e+04]\n",
      "    [ -4.55254627e+03  -1.00166629e+05  -2.05388665e+05  -1.43527340e+05\n",
      "      -2.95079233e+05  -2.28467897e+05]\n",
      "    [ -4.55120640e+03  -2.02590191e+05  -1.04867701e+05  -2.95079233e+05\n",
      "      -1.45930090e+05  -2.47667495e+05]\n",
      "    [  9.89284418e+02  -1.93032641e+04  -6.17477069e+04  -2.28467897e+05\n",
      "      -2.47667495e+05  -2.14111856e+04]]\n",
      "\n",
      "   [[  8.76866833e+02   1.49066852e+00  -5.40170665e+00  -6.15244142e+03\n",
      "      -6.15134591e+03   1.49629681e+03]\n",
      "    [  1.49066852e+00  -4.69243476e+04  -2.72739911e+04  -1.33184541e+05\n",
      "      -2.81956036e+05  -1.86316010e+04]\n",
      "    [ -5.40170665e+00  -2.72739911e+04  -2.12175831e+04  -3.07041798e+05\n",
      "      -1.74324366e+05  -1.09667834e+05]\n",
      "    [ -6.15244142e+03  -1.33184541e+05  -3.07041798e+05  -1.90430949e+05\n",
      "      -3.90939200e+05  -3.43308475e+05]\n",
      "    [ -6.15134591e+03  -2.81956036e+05  -1.74324366e+05  -3.90939200e+05\n",
      "      -2.02157244e+05  -3.73224996e+05]\n",
      "    [  1.49629681e+03  -1.86316010e+04  -1.09667834e+05  -3.43308475e+05\n",
      "      -3.73224996e+05  -3.30828327e+04]]\n",
      "\n",
      "   ..., \n",
      "   [[  8.01525509e+02   1.81182881e+00  -5.44604501e+00  -5.62332676e+03\n",
      "      -5.62505290e+03   1.31904563e+03]\n",
      "    [  1.81182881e+00  -5.36058128e+04  -5.30616405e+03  -1.25361249e+05\n",
      "      -2.54835956e+05  -1.25530421e+04]\n",
      "    [ -5.44604501e+00  -5.30616405e+03  -2.99637693e+04  -2.74027041e+05\n",
      "      -1.49015703e+05  -7.21100858e+04]\n",
      "    [ -5.62332676e+03  -1.25361249e+05  -2.74027041e+05  -1.77622761e+05\n",
      "      -3.57540823e+05  -3.07718948e+05]\n",
      "    [ -5.62505290e+03  -2.54835956e+05  -1.49015703e+05  -3.57540823e+05\n",
      "      -1.82258638e+05  -3.24401767e+05]\n",
      "    [  1.31904563e+03  -1.25530421e+04  -7.21100858e+04  -3.07718948e+05\n",
      "      -3.24401767e+05  -1.67496639e+04]]\n",
      "\n",
      "   [[  8.98869204e+02   2.08867693e+00  -4.13408236e+00  -6.30811724e+03\n",
      "      -6.30489140e+03   1.55099303e+03]\n",
      "    [  2.08867693e+00  -3.86806710e+04  -2.60686797e+04  -1.36609095e+05\n",
      "      -2.96642732e+05  -2.91334723e+04]\n",
      "    [ -4.13408236e+00  -2.60686797e+04  -3.33752774e+04  -3.26160444e+05\n",
      "      -1.80977728e+05  -8.48770397e+04]\n",
      "    [ -6.30811724e+03  -1.36609095e+05  -3.26160444e+05  -1.90680891e+05\n",
      "      -4.06619849e+05  -3.62009530e+05]\n",
      "    [ -6.30489140e+03  -2.96642732e+05  -1.80977728e+05  -4.06619849e+05\n",
      "      -2.03823170e+05  -3.95047535e+05]\n",
      "    [  1.55099303e+03  -2.91334723e+04  -8.48770397e+04  -3.62009530e+05\n",
      "      -3.95047535e+05  -4.53408919e+04]]\n",
      "\n",
      "   [[  8.51686605e+02   1.80791666e+00  -4.48485735e+00  -5.97600412e+03\n",
      "      -5.97390001e+03   1.43693325e+03]\n",
      "    [  1.80791666e+00  -4.13614389e+04  -2.90426053e+04  -1.28586313e+05\n",
      "      -2.77003436e+05  -2.35134840e+04]\n",
      "    [ -4.48485735e+00  -2.90426053e+04  -2.66626169e+04  -2.99797657e+05\n",
      "      -1.67628312e+05  -1.00388337e+05]\n",
      "    [ -5.97600412e+03  -1.28586313e+05  -2.99797657e+05  -1.83289173e+05\n",
      "      -3.83028419e+05  -3.30601145e+05]\n",
      "    [ -5.97390001e+03  -2.77003436e+05  -1.67628312e+05  -3.83028419e+05\n",
      "      -1.94874810e+05  -3.62755635e+05]\n",
      "    [  1.43693325e+03  -2.35134840e+04  -1.00388337e+05  -3.30601145e+05\n",
      "      -3.62755635e+05  -3.82127652e+04]]]\n",
      "\n",
      "\n",
      "  [[[  7.29104003e+02  -9.39961747e+00  -5.26027713e+00  -5.11482203e+03\n",
      "      -5.11499066e+03   1.15869102e+03]\n",
      "    [ -9.39961747e+00  -1.21306203e+04  -2.23323314e+04  -1.10905996e+05\n",
      "      -2.37457442e+05  -3.54179747e+04]\n",
      "    [ -5.26027713e+00  -2.23323314e+04  -4.28321179e+04  -2.35650388e+05\n",
      "      -1.14073697e+05  -4.07283073e+04]\n",
      "    [ -5.11482203e+03  -1.10905996e+05  -2.35650388e+05  -1.62316330e+05\n",
      "      -3.31359280e+05  -2.68781371e+05]\n",
      "    [ -5.11499066e+03  -2.37457442e+05  -1.14073697e+05  -3.31359280e+05\n",
      "      -1.63709813e+05  -2.69255809e+05]\n",
      "    [  1.15869102e+03  -3.54179747e+04  -4.07283073e+04  -2.68781371e+05\n",
      "      -2.69255809e+05  -8.56570766e+03]]\n",
      "\n",
      "   [[  1.21093893e+03  -1.58312597e+01  -7.50007767e+00  -8.49472671e+03\n",
      "      -8.50539611e+03   2.39389206e+03]\n",
      "    [ -1.58312597e+01  -2.48282605e+04  -7.36662591e+04  -1.89618320e+05\n",
      "      -4.13864050e+05  -3.67803949e+04]\n",
      "    [ -7.50007767e+00  -7.36662591e+04  -6.93069451e+04  -4.14937015e+05\n",
      "      -1.84884903e+05  -1.13493793e+05]\n",
      "    [ -8.49472671e+03  -1.89618320e+05  -4.14937015e+05  -2.70103418e+05\n",
      "      -5.49044183e+05  -5.57175309e+05]\n",
      "    [ -8.50539611e+03  -4.13864050e+05  -1.84884903e+05  -5.49044183e+05\n",
      "      -1.21019386e+05  -5.58930245e+05]\n",
      "    [  2.39389206e+03  -3.67803949e+04  -1.13493793e+05  -5.57175309e+05\n",
      "      -5.58930245e+05  -2.87713725e+04]]\n",
      "\n",
      "   [[  6.43292914e+02  -8.48695648e+00  -5.02855822e+00  -4.51259487e+03\n",
      "      -4.51354049e+03   9.77872460e+02]\n",
      "    [ -8.48695648e+00  -1.49042034e+04  -1.00654954e+04  -9.94406275e+04\n",
      "      -2.00834562e+05  -2.20397341e+04]\n",
      "    [ -5.02855822e+00  -1.00654954e+04  -3.79768679e+04  -2.00574583e+05\n",
      "      -9.98972335e+04  -3.70405162e+04]\n",
      "    [ -4.51259487e+03  -9.94406275e+04  -2.00574583e+05  -1.44128622e+05\n",
      "      -2.92718817e+05  -2.26104266e+05]\n",
      "    [ -4.51354049e+03  -2.00834562e+05  -9.98972335e+04  -2.92718817e+05\n",
      "      -1.43971324e+05  -2.26804392e+05]\n",
      "    [  9.77872460e+02  -2.20397341e+04  -3.70405162e+04  -2.26104266e+05\n",
      "      -2.26804392e+05  -6.08551239e+03]]\n",
      "\n",
      "   ..., \n",
      "   [[  8.31410408e+02  -1.03031646e+01  -6.30180161e+00  -5.83485580e+03\n",
      "      -5.83353327e+03   1.38920285e+03]\n",
      "    [ -1.03031646e+01  -1.28734724e+04  -2.60678325e+04  -1.28262983e+05\n",
      "      -2.81915271e+05  -3.74462163e+04]\n",
      "    [ -6.30180161e+00  -2.60678325e+04  -4.84720408e+04  -2.80332919e+05\n",
      "      -1.29891104e+05  -2.25261635e+04]\n",
      "    [ -5.83485580e+03  -1.28262983e+05  -2.80332919e+05  -1.82521749e+05\n",
      "      -3.79009912e+05  -3.25361451e+05]\n",
      "    [ -5.83353327e+03  -2.81915271e+05  -1.29891104e+05  -3.79009912e+05\n",
      "      -1.85888941e+05  -3.22119965e+05]\n",
      "    [  1.38920285e+03  -3.74462163e+04  -2.25261635e+04  -3.25361451e+05\n",
      "      -3.22119965e+05  -8.06125094e+03]]\n",
      "\n",
      "   [[  7.04806844e+02  -8.94936472e+00  -5.05720477e+00  -4.94431305e+03\n",
      "      -4.94408190e+03   1.10667342e+03]\n",
      "    [ -8.94936472e+00  -1.12174911e+04  -2.20794309e+04  -1.06910990e+05\n",
      "      -2.27792637e+05  -4.26007077e+04]\n",
      "    [ -5.05720477e+00  -2.20794309e+04  -4.14507915e+04  -2.25940617e+05\n",
      "      -1.10532028e+05  -4.01048648e+04]\n",
      "    [ -4.94431305e+03  -1.06910990e+05  -2.25940617e+05  -1.56818193e+05\n",
      "      -3.20481086e+05  -2.56496250e+05]\n",
      "    [ -4.94408190e+03  -2.27792637e+05  -1.10532028e+05  -3.20481086e+05\n",
      "      -1.58394087e+05  -2.57229611e+05]\n",
      "    [  1.10667342e+03  -4.26007077e+04  -4.01048648e+04  -2.56496250e+05\n",
      "      -2.57229611e+05  -8.56352201e+03]]\n",
      "\n",
      "   [[  6.89501109e+02  -8.90158397e+00  -5.19029241e+00  -4.83730441e+03\n",
      "      -4.83732629e+03   1.07363207e+03]\n",
      "    [ -8.90158397e+00  -1.35411923e+04  -1.55847379e+04  -1.05910901e+05\n",
      "      -2.21218106e+05  -3.20313828e+04]\n",
      "    [ -5.19029241e+00  -1.55847379e+04  -4.04907979e+04  -2.20247133e+05\n",
      "      -1.07518218e+05  -3.17310680e+04]\n",
      "    [ -4.83730441e+03  -1.05910901e+05  -2.20247133e+05  -1.53785688e+05\n",
      "      -3.13658428e+05  -2.49683680e+05]\n",
      "    [ -4.83732629e+03  -2.21218106e+05  -1.07518218e+05  -3.13658428e+05\n",
      "      -1.54597391e+05  -2.49377084e+05]\n",
      "    [  1.07363207e+03  -3.20313828e+04  -3.17310680e+04  -2.49683680e+05\n",
      "      -2.49377084e+05  -6.89276873e+03]]]\n",
      "\n",
      "\n",
      "  [[[  1.01128302e+03   2.12963520e-01  -2.92223429e+01  -7.09411416e+03\n",
      "      -7.10009868e+03   1.83605381e+03]\n",
      "    [  2.12963520e-01  -7.32708780e+04  -3.76380407e+04  -1.56022913e+05\n",
      "      -3.20731027e+05  -1.77310735e+04]\n",
      "    [ -2.92223429e+01  -3.76380407e+04   1.00593908e+06  -3.52632491e+05\n",
      "      -1.81061964e+05  -1.21769671e+05]\n",
      "    [ -7.09411416e+03  -1.56022913e+05  -3.52632491e+05  -2.26458873e+05\n",
      "      -4.50057676e+05  -4.22044205e+05]\n",
      "    [ -7.10009868e+03  -3.20731027e+05  -1.81061964e+05  -4.50057676e+05\n",
      "      -2.19520105e+05  -4.37591159e+05]\n",
      "    [  1.83605381e+03  -1.77310735e+04  -1.21769671e+05  -4.22044205e+05\n",
      "      -4.37591159e+05  -1.13257806e+04]]\n",
      "\n",
      "   [[  1.12125839e+03   4.99321132e-01  -2.92015429e+01  -7.86735318e+03\n",
      "      -7.86474475e+03   2.13521501e+03]\n",
      "    [  4.99321132e-01  -4.81422782e+04  -8.69625305e+04  -1.61846914e+05\n",
      "      -3.73343150e+05  -4.94445541e+04]\n",
      "    [ -2.92015429e+01  -8.69625305e+04   1.11199945e+06  -4.07279185e+05\n",
      "      -2.15006026e+05  -1.31504673e+05]\n",
      "    [ -7.86735318e+03  -1.61846914e+05  -4.07279185e+05  -2.43577513e+05\n",
      "      -5.07077693e+05  -4.86182464e+05]\n",
      "    [ -7.86474475e+03  -3.73343150e+05  -2.15006026e+05  -5.07077693e+05\n",
      "      -2.54035151e+05  -5.22036201e+05]\n",
      "    [  2.13521501e+03  -4.94445541e+04  -1.31504673e+05  -4.86182464e+05\n",
      "      -5.22036201e+05  -4.63641636e+04]]\n",
      "\n",
      "   [[  7.90423699e+02   2.71090437e-01  -2.17602510e+01  -5.54829851e+03\n",
      "      -5.54799275e+03   1.29458711e+03]\n",
      "    [  2.71090437e-01  -5.74190766e+04   2.10828475e+02  -1.22243773e+05\n",
      "      -2.57589091e+05  -1.41896058e+04]\n",
      "    [ -2.17602510e+01   2.10828475e+02   7.60972954e+05  -2.69847519e+05\n",
      "      -1.34975284e+05  -2.63451124e+04]\n",
      "    [ -5.54829851e+03  -1.22243773e+05  -2.69847519e+05  -1.71621055e+05\n",
      "      -3.58271136e+05  -2.98640666e+05]\n",
      "    [ -5.54799275e+03  -2.57589091e+05  -1.34975284e+05  -3.58271136e+05\n",
      "      -1.72676508e+05  -3.13875608e+05]\n",
      "    [  1.29458711e+03  -1.41896058e+04  -2.63451124e+04  -2.98640666e+05\n",
      "      -3.13875608e+05  -7.04617346e+03]]\n",
      "\n",
      "   ..., \n",
      "   [[  6.48107075e+02   2.11311560e-01  -1.81746572e+01  -4.54682577e+03\n",
      "      -4.54833705e+03   9.87199012e+02]\n",
      "    [  2.11311560e-01  -4.76961332e+04  -8.30177973e+03  -1.00354522e+05\n",
      "      -2.01798832e+05  -1.09510249e+04]\n",
      "    [ -1.81746572e+01  -8.30177973e+03   6.24049006e+05  -2.03722401e+05\n",
      "      -1.02447311e+05  -4.44331294e+04]\n",
      "    [ -4.54682577e+03  -1.00354522e+05  -2.03722401e+05  -1.45110950e+05\n",
      "      -2.94514260e+05  -2.26512370e+05]\n",
      "    [ -4.54833705e+03  -2.01798832e+05  -1.02447311e+05  -2.94514260e+05\n",
      "      -1.44090259e+05  -2.35731949e+05]\n",
      "    [  9.87199012e+02  -1.09510249e+04  -4.44331294e+04  -2.26512370e+05\n",
      "      -2.35731949e+05  -4.88253559e+03]]\n",
      "\n",
      "   [[  8.93453740e+02   2.74959223e-01  -2.47623390e+01  -6.26888828e+03\n",
      "      -6.27161936e+03   1.53714507e+03]\n",
      "    [  2.74959223e-01  -6.47004105e+04  -7.99945842e+03  -1.38013855e+05\n",
      "      -2.92148344e+05  -1.59705962e+04]\n",
      "    [ -2.47623390e+01  -7.99945842e+03   8.68152318e+05  -3.12136928e+05\n",
      "      -1.58129518e+05  -5.68545923e+04]\n",
      "    [ -6.26888828e+03  -1.38013855e+05  -3.12136928e+05  -1.99376155e+05\n",
      "      -4.02709128e+05  -3.53968822e+05]\n",
      "    [ -6.27161936e+03  -2.92148344e+05  -1.58129518e+05  -4.02709128e+05\n",
      "      -1.94414486e+05  -3.72481322e+05]\n",
      "    [  1.53714507e+03  -1.59705962e+04  -5.68545923e+04  -3.53968822e+05\n",
      "      -3.72481322e+05  -9.13083625e+03]]\n",
      "\n",
      "   [[  8.77337315e+02   3.05938577e-01  -2.41604615e+01  -6.15694415e+03\n",
      "      -6.16151550e+03   1.49823837e+03]\n",
      "    [  3.05938577e-01  -6.49412621e+04   1.69143562e+03  -1.36109898e+05\n",
      "      -2.88664119e+05  -1.42855729e+04]\n",
      "    [ -2.41604615e+01   1.69143562e+03   8.46776737e+05  -3.07345275e+05\n",
      "      -1.54590601e+05  -3.70735095e+04]\n",
      "    [ -6.15694415e+03  -1.36109898e+05  -3.07345275e+05  -1.94782468e+05\n",
      "      -3.96591489e+05  -3.45584426e+05]\n",
      "    [ -6.16151550e+03  -2.88664119e+05  -1.54590601e+05  -3.96591489e+05\n",
      "      -1.36402950e+05  -3.64652233e+05]\n",
      "    [  1.49823837e+03  -1.42855729e+04  -3.70735095e+04  -3.45584426e+05\n",
      "      -3.64652233e+05  -7.48286661e+03]]]\n",
      "\n",
      "\n",
      "  [[[  8.31844268e+02  -2.92016961e+03  -6.00736586e+03  -6.75808634e+03\n",
      "      -7.78695321e+03  -2.47759432e+03]\n",
      "    [ -2.92016961e+03   1.33228299e+06   2.22817719e+06   3.33910696e+05\n",
      "       4.45640530e+05   1.33692843e+06]\n",
      "    [ -6.00736586e+03   2.22817719e+06   4.76472204e+06   4.77982524e+05\n",
      "       1.46768686e+06   2.89965537e+06]\n",
      "    [ -6.75808634e+03   3.33910696e+05   4.77982524e+05  -1.33100682e+04\n",
      "      -1.25005993e+05   1.34755513e+05]\n",
      "    [ -7.78695321e+03   4.45640530e+05   1.46768686e+06  -1.25005993e+05\n",
      "       3.38656989e+05   6.14353547e+05]\n",
      "    [ -2.47759432e+03   1.33692843e+06   2.89965537e+06   1.34755513e+05\n",
      "       6.14353547e+05   1.93547273e+06]]\n",
      "\n",
      "   [[  2.35493016e+03  -1.14978238e+06  -1.63225203e+06  -3.90186423e+05\n",
      "      -5.51011131e+05  -4.69792118e+05]\n",
      "    [ -1.14978238e+06   1.03540814e+09   1.31988867e+09   3.44981413e+08\n",
      "       4.39583634e+08   3.71453289e+08]\n",
      "    [ -1.63225203e+06   1.31988867e+09   1.90806710e+09   4.39637527e+08\n",
      "       6.35882237e+08   5.27311336e+08]\n",
      "    [ -3.90186423e+05   3.44981413e+08   4.39637527e+08   1.14847050e+08\n",
      "       1.46209000e+08   1.23373984e+08]\n",
      "    [ -5.51011131e+05   4.39583634e+08   6.35882237e+08   1.46209000e+08\n",
      "       2.11782861e+08   1.75311384e+08]\n",
      "    [ -4.69792118e+05   3.71453289e+08   5.27311336e+08   1.23373984e+08\n",
      "       1.75311384e+08   1.64301581e+08]]\n",
      "\n",
      "   [[  4.39509094e+11  -2.25336316e+14  -6.99651077e+14  -7.51121054e+13\n",
      "      -2.33217026e+14  -4.66041241e+14]\n",
      "    [ -2.25336316e+14   1.42411790e+17   3.41435718e+17   4.74705965e+16\n",
      "       1.13811906e+17   2.24005624e+17]\n",
      "    [ -6.99651077e+14   3.41435718e+17   1.09416260e+18   1.13811906e+17\n",
      "       3.64720868e+17   6.95494761e+17]\n",
      "    [ -7.51121054e+13   4.74705965e+16   1.13811906e+17   1.58235322e+16\n",
      "       3.79373020e+16   7.46685412e+16]\n",
      "    [ -2.33217026e+14   1.13811906e+17   3.64720868e+17   3.79373020e+16\n",
      "       1.21573623e+17   2.31831587e+17]\n",
      "    [ -4.66041241e+14   2.24005624e+17   6.95494761e+17   7.46685412e+16\n",
      "       2.31831587e+17   4.96902532e+17]]\n",
      "\n",
      "   ..., \n",
      "   [[  3.25895926e+13  -1.78712196e+17  -1.22287902e+17  -5.95707321e+16\n",
      "      -4.07626341e+16  -1.06519412e+16]\n",
      "    [ -1.78712196e+17   9.87783118e+20   6.63719078e+20   3.29261039e+20\n",
      "       2.21239693e+20   5.47614939e+19]\n",
      "    [ -1.22287902e+17   6.63719078e+20   4.55081221e+20   2.21239693e+20\n",
      "       1.51693740e+20   3.74704356e+19]\n",
      "    [ -5.95707321e+16   3.29261039e+20   2.21239693e+20   1.09753680e+20\n",
      "       7.37465642e+19   1.82538313e+19]\n",
      "    [ -4.07626341e+16   2.21239693e+20   1.51693740e+20   7.37465642e+19\n",
      "       5.05645802e+19   1.24901452e+19]\n",
      "    [ -1.06519412e+16   5.47614939e+19   3.74704356e+19   1.82538313e+19\n",
      "       1.24901452e+19   3.52302117e+18]]\n",
      "\n",
      "   [[  3.51420376e+06  -1.29896892e+09  -3.72372728e+09  -4.32994741e+08\n",
      "      -1.24124753e+09  -3.17620369e+09]\n",
      "    [ -1.29896892e+09   6.08127322e+11   1.29322034e+12   2.02709009e+11\n",
      "       4.31073201e+11   1.10087388e+12]\n",
      "    [ -3.72372728e+09   1.29322034e+12   3.86077846e+12   4.31073217e+11\n",
      "       1.28692605e+12   3.15566505e+12]\n",
      "    [ -4.32994741e+08   2.02709009e+11   4.31073217e+11   6.75695517e+10\n",
      "       1.43690821e+11   3.66957687e+11]\n",
      "    [ -1.24124753e+09   4.31073201e+11   1.28692605e+12   1.43690821e+11\n",
      "       4.28975221e+11   1.05188806e+12]\n",
      "    [ -3.17620369e+09   1.10087388e+12   3.15566505e+12   3.66957687e+11\n",
      "       1.05188806e+12   2.88775069e+12]]\n",
      "\n",
      "   [[  1.17929519e+03  -3.23327532e+03  -3.63990032e+03  -9.32596505e+03\n",
      "      -9.46214182e+03   1.38416965e+03]\n",
      "    [ -3.23327532e+03   3.11880741e+06   3.13601050e+06   8.50791028e+05\n",
      "       5.75779477e+05   6.41268263e+05]\n",
      "    [ -3.63990032e+03   3.13601050e+06   3.61981577e+06   6.57905679e+05\n",
      "       1.03203448e+06   8.11816980e+05]\n",
      "    [ -9.32596505e+03   8.50791028e+05   6.57905679e+05   1.19504268e+05\n",
      "      -1.86326167e+05  -3.54526902e+05]\n",
      "    [ -9.46214182e+03   5.75779477e+05   1.03203448e+06  -1.86326167e+05\n",
      "       1.33245429e+05  -3.35093854e+05]\n",
      "    [  1.38416965e+03   6.41268263e+05   8.11816980e+05  -3.54526902e+05\n",
      "      -3.35093854e+05   1.85160673e+04]]]\n",
      "\n",
      "\n",
      "  [[[  9.62114852e+02  -1.18720447e+00   1.55897411e+00  -6.75035498e+03\n",
      "      -6.74928037e+03   1.70869269e+03]\n",
      "    [ -1.18720447e+00  -4.34420413e+04  -3.79512862e+04  -1.49935573e+05\n",
      "      -3.40272051e+05  -6.06042853e+04]\n",
      "    [  1.55897411e+00  -3.79512862e+04  -6.06578098e+04  -3.32469829e+05\n",
      "      -1.59681355e+05  -5.81450356e+04]\n",
      "    [ -6.75035498e+03  -1.49935573e+05  -3.32469829e+05  -2.08209639e+05\n",
      "      -4.37334980e+05  -4.11968526e+05]\n",
      "    [ -6.74928037e+03  -3.40272051e+05  -1.59681355e+05  -4.37334980e+05\n",
      "      -2.17517224e+05  -4.15373496e+05]\n",
      "    [  1.70869269e+03  -6.06042853e+04  -5.81450356e+04  -4.11968526e+05\n",
      "      -4.15373496e+05  -3.80697967e+04]]\n",
      "\n",
      "   [[  6.62220380e+02  -1.44844696e+00  -7.88584886e-01  -4.64931063e+03\n",
      "      -4.64654473e+03   1.01626671e+03]\n",
      "    [ -1.44844696e+00  -4.42664568e+04  -8.20723370e+03  -1.03237503e+05\n",
      "      -2.10720964e+05  -2.47386820e+04]\n",
      "    [ -7.88584886e-01  -8.20723370e+03  -4.76445386e+04  -2.09972462e+05\n",
      "      -1.03815464e+05  -1.68408089e+04]\n",
      "    [ -4.64931063e+03  -1.03237503e+05  -2.09972462e+05  -1.36213266e+05\n",
      "      -3.01503178e+05  -2.45066214e+05]\n",
      "    [ -4.64654473e+03  -2.10720964e+05  -1.03815464e+05  -3.01503178e+05\n",
      "      -1.47941489e+05  -2.44018417e+05]\n",
      "    [  1.01626671e+03  -2.47386820e+04  -1.68408089e+04  -2.45066214e+05\n",
      "      -2.44018417e+05  -8.36383649e+03]]\n",
      "\n",
      "   [[  8.75890783e+02  -1.61798689e+00   2.06307643e+00  -6.14467667e+03\n",
      "      -6.14314532e+03   1.49620515e+03]\n",
      "    [ -1.61798689e+00  -4.25127091e+04  -4.59633448e+04  -1.30337423e+05\n",
      "      -3.02271785e+05  -7.10074193e+04]\n",
      "    [  2.06307643e+00  -4.59633448e+04  -5.08508402e+04  -2.93579763e+05\n",
      "      -1.46222507e+05  -8.04511226e+04]\n",
      "    [ -6.14467667e+03  -1.30337423e+05  -2.93579763e+05  -1.88325558e+05\n",
      "      -3.96575775e+05  -3.51959633e+05]\n",
      "    [ -6.14314532e+03  -3.02271785e+05  -1.46222507e+05  -3.96575775e+05\n",
      "      -2.00601745e+05  -3.63264279e+05]\n",
      "    [  1.49620515e+03  -7.10074193e+04  -8.04511226e+04  -3.51959633e+05\n",
      "      -3.63264279e+05  -4.53788395e+04]]\n",
      "\n",
      "   ..., \n",
      "   [[  9.33123802e+02   3.98040474e-01   9.75233947e-01  -6.54855690e+03\n",
      "      -6.54506094e+03   1.63646283e+03]\n",
      "    [  3.98040474e-01  -4.00075282e+04  -5.25818337e+04  -1.46277591e+05\n",
      "      -3.31418840e+05  -9.80152137e+04]\n",
      "    [  9.75233947e-01  -5.25818337e+04  -5.45597709e+04  -3.27773206e+05\n",
      "      -1.53292758e+05  -4.33418461e+04]\n",
      "    [ -6.54855690e+03  -1.46277591e+05  -3.27773206e+05  -1.92316722e+05\n",
      "      -4.28095338e+05  -4.01716871e+05]\n",
      "    [ -6.54506094e+03  -3.31418840e+05  -1.53292758e+05  -4.28095338e+05\n",
      "      -2.09741354e+05  -3.96678056e+05]\n",
      "    [  1.63646283e+03  -9.80152137e+04  -4.33418461e+04  -4.01716871e+05\n",
      "      -3.96678056e+05  -4.04041040e+04]]\n",
      "\n",
      "   [[  8.72624890e+02  -1.50269384e+00   9.03747512e-01  -6.12239271e+03\n",
      "      -6.12200120e+03   1.48684963e+03]\n",
      "    [ -1.50269384e+00  -4.47508167e+04  -2.50541972e+04  -1.36101992e+05\n",
      "      -3.01857810e+05  -4.53517875e+04]\n",
      "    [  9.03747512e-01  -2.50541972e+04  -5.70136338e+04  -2.96116444e+05\n",
      "      -1.42992384e+05  -5.09129440e+04]\n",
      "    [ -6.12239271e+03  -1.36101992e+05  -2.96116444e+05  -1.90463781e+05\n",
      "      -3.95862420e+05  -3.56888159e+05]\n",
      "    [ -6.12200120e+03  -3.01857810e+05  -1.42992384e+05  -3.95862420e+05\n",
      "      -1.97153342e+05  -3.60156312e+05]\n",
      "    [  1.48684963e+03  -4.53517875e+04  -5.09129440e+04  -3.56888159e+05\n",
      "      -3.60156312e+05  -2.82386421e+04]]\n",
      "\n",
      "   [[  6.34699533e+02  -1.55485312e+00  -8.33509484e-01  -4.45255242e+03\n",
      "      -4.45287761e+03   9.60398830e+02]\n",
      "    [ -1.55485312e+00  -4.45631790e+04  -8.83722777e+03  -9.83249321e+04\n",
      "      -1.97614082e+05  -3.16130478e+04]\n",
      "    [ -8.33509484e-01  -8.83722777e+03  -4.56050894e+04  -1.97243361e+05\n",
      "      -9.89426638e+04  -4.03873598e+04]\n",
      "    [ -4.45255242e+03  -9.83249321e+04  -1.97243361e+05  -1.41943778e+05\n",
      "      -2.88855794e+05  -2.25910528e+05]\n",
      "    [ -4.45287761e+03  -1.97614082e+05  -9.89426638e+04  -2.88855794e+05\n",
      "      -1.42414169e+05  -2.30327773e+05]\n",
      "    [  9.60398830e+02  -3.16130478e+04  -4.03873598e+04  -2.25910528e+05\n",
      "      -2.30327773e+05  -1.55491039e+04]]]]]\n"
     ]
    }
   ],
   "source": [
    "result = np.zeros(x6.shape + (6,6))\n",
    "%time hess_func(x1, x2, x3, x4, x5, x6, np.empty(6), result)\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 284 ms, sys: 7 ms, total: 291 ms\n",
      "Wall time: 269 ms\n",
      "CPU times: user 977 ms, sys: 335 ms, total: 1.31 s\n",
      "Wall time: 1.31 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[[[ -4.14694549e+01,  -3.61785980e+04,  -6.32884649e+04,\n",
       "           -9.55165965e+03,  -2.00669003e+04,  -6.68322263e+04],\n",
       "         [ -3.26658020e+01,  -4.67477798e+04,  -4.45268849e+04,\n",
       "           -8.31665009e+03,  -1.69054706e+04,  -6.19867199e+04],\n",
       "         [ -1.74967683e+01,  -1.15145430e+04,  -1.41580047e+04,\n",
       "           -2.82906340e+03,  -5.43112025e+03,  -2.94150612e+04],\n",
       "         ..., \n",
       "         [ -3.63379166e+01,  -3.08448636e+04,  -5.43542592e+04,\n",
       "           -7.05203000e+03,  -1.63655766e+04,  -5.84454298e+04],\n",
       "         [ -1.28675825e+01,  -2.58563846e+03,  -5.14517446e+03,\n",
       "           -1.49273430e+03,  -2.56764327e+03,  -1.68927837e+04],\n",
       "         [ -1.29359535e+01,  -4.69783075e+03,  -6.57130781e+03,\n",
       "           -6.89665189e+02,  -2.03709073e+03,  -2.49809141e+04]],\n",
       "\n",
       "        [[ -3.44059708e+01,  -4.58522834e+04,  -1.79709803e+04,\n",
       "           -2.43457044e+04,  -1.56161621e+04,  -3.57461558e+04],\n",
       "         [ -3.65948937e+01,  -2.57143586e+04,  -4.93606774e+04,\n",
       "           -1.39085729e+04,  -1.28388560e+04,  -5.70821543e+04],\n",
       "         [ -2.21779038e+01,  -1.64865230e+04,  -1.69327459e+04,\n",
       "           -8.30744375e+03,  -7.54813833e+03,  -2.84513249e+04],\n",
       "         ..., \n",
       "         [ -2.08193215e+01,  -2.34057071e+04,  -1.59231847e+04,\n",
       "           -6.34638202e+03,  -6.38305869e+03,  -3.36409288e+04],\n",
       "         [ -3.00301196e+01,  -5.07907727e+04,  -1.32772963e+04,\n",
       "           -2.29001868e+04,  -1.19045972e+04,  -3.36228914e+04],\n",
       "         [ -1.35131595e+01,  -8.33381237e+03,  -3.36767463e+03,\n",
       "           -3.52413941e+03,  -2.15080724e+03,  -1.72645418e+04]],\n",
       "\n",
       "        [[ -2.14275417e+01,  -2.36501001e+04,  -8.81323575e+03,\n",
       "           -1.16881147e+04,  -7.25587647e+03,  -2.92675052e+04],\n",
       "         [ -9.94348763e+00,  -1.90216231e+03,  -1.55195969e+02,\n",
       "           -2.76030936e+02,   2.23911035e+01,  -2.73812124e+04],\n",
       "         [ -1.09435449e+01,  -5.14516036e+03,  -4.53181657e+02,\n",
       "           -4.41065725e+03,  -7.30295895e+02,  -1.74449184e+04],\n",
       "         ..., \n",
       "         [ -5.26454551e+01,  -9.89537556e+04,  -5.70643434e+04,\n",
       "           -2.62047209e+04,  -2.67516792e+04,  -1.10348289e+05],\n",
       "         [ -4.14000900e+01,  -6.07726755e+04,  -4.97077102e+04,\n",
       "           -1.27134861e+04,  -1.82400924e+04,  -8.78784665e+04],\n",
       "         [ -2.86091185e+01,  -3.14222600e+04,  -2.71828094e+04,\n",
       "           -1.00826161e+04,  -1.07989744e+04,  -5.45320724e+04]],\n",
       "\n",
       "        [[ -3.47823907e+01,  -2.01195731e+04,  -1.86049622e+04,\n",
       "           -2.56941075e+04,  -2.23271344e+04,  -5.55179796e+04],\n",
       "         [ -5.19258613e+01,  -6.95510315e+04,  -2.02038508e+04,\n",
       "           -5.15590359e+04,  -3.63704834e+04,  -8.54753442e+04],\n",
       "         [  2.85150741e+06,  -3.69642621e+09,  -4.54465115e+09,\n",
       "           -1.23214291e+09,  -1.51490307e+09,  -1.00334679e+09],\n",
       "         ..., \n",
       "         [ -1.18263176e+01,  -5.66750475e+03,  -2.93004612e+02,\n",
       "           -5.29874385e+03,  -2.17152747e+03,  -2.71299379e+04],\n",
       "         [  2.64722326e+15,  -8.70944933e+18,  -9.53426881e+18,\n",
       "           -2.90314978e+18,  -3.17808960e+18,  -1.26773473e+18],\n",
       "         [ -4.07493356e+01,  -2.48194616e+04,  -2.50530877e+04,\n",
       "           -3.01805418e+04,  -2.71018007e+04,  -6.88661505e+04]],\n",
       "\n",
       "        [[  6.98114803e+02,  -1.76348298e+05,  -8.62857255e+05,\n",
       "           -6.05639340e+04,  -3.15224001e+05,  -4.85167085e+05],\n",
       "         [  7.47144618e+03,  -3.37761172e+06,  -8.86797077e+06,\n",
       "           -1.13811972e+06,  -2.98699832e+06,  -3.64544140e+06],\n",
       "         [  6.30411096e+07,  -6.39509469e+10,  -9.85082174e+10,\n",
       "           -2.13170072e+10,  -3.28361034e+10,  -3.09443547e+10],\n",
       "         ..., \n",
       "         [  2.45559793e+07,  -9.93179175e+09,  -4.64672088e+10,\n",
       "           -3.31062573e+09,  -1.54891074e+10,  -9.82863256e+09],\n",
       "         [ -4.35430600e+01,  -7.38186839e+04,  -6.99479816e+04,\n",
       "           -2.87968812e+04,  -7.27970955e+04,  -2.00103378e+05],\n",
       "         [  4.70378135e+09,   5.79779339e+11,  -1.43831978e+13,\n",
       "            1.93259735e+11,  -4.79439932e+12,  -1.51230428e+12]]],\n",
       "\n",
       "\n",
       "       [[[ -1.29249942e+01,   1.40550008e+03,  -7.56646052e+03,\n",
       "           -5.95441834e+03,  -2.86966944e+03,  -6.61054131e+04],\n",
       "         [ -2.43472757e+01,  -5.05901130e+03,  -2.66141812e+04,\n",
       "           -4.50671645e+03,  -1.11087225e+04,  -8.99548972e+04],\n",
       "         [ -8.99537435e+00,   3.78507398e+03,  -3.10531753e+03,\n",
       "            1.40459306e+03,   1.02310090e+03,  -8.02157962e+04],\n",
       "         ..., \n",
       "         [ -2.56409052e+01,  -7.09865501e+03,  -2.66467592e+04,\n",
       "           -9.16761895e+03,  -1.34352011e+04,  -9.23936815e+04],\n",
       "         [ -8.33572688e+01,  -4.20367981e+04,  -1.16830076e+05,\n",
       "           -2.69746831e+04,  -5.99222278e+04,  -2.17431922e+05],\n",
       "         [ -1.72217860e+01,  -1.10714220e+03,  -1.44286675e+04,\n",
       "           -3.84809994e+03,  -5.99828960e+03,  -7.71303520e+04]],\n",
       "\n",
       "        [[ -2.18689393e+01,  -3.21700129e+04,  -1.40250354e+04,\n",
       "           -8.49562999e+03,  -4.55560701e+03,  -6.82390197e+04],\n",
       "         [ -1.69620428e+01,  -2.24104630e+04,  -7.02779915e+03,\n",
       "           -8.59937267e+03,  -2.92756160e+03,  -4.94288377e+04],\n",
       "         [ -7.78369416e+01,  -1.30284561e+05,  -9.59787339e+04,\n",
       "           -3.11450812e+04,  -2.74697617e+04,  -2.08469098e+05],\n",
       "         ..., \n",
       "         [ -2.06099894e+01,  -2.99589286e+04,  -1.30070990e+04,\n",
       "           -6.19627769e+03,  -3.60220059e+03,  -7.30667006e+04],\n",
       "         [ -9.81103736e+00,  -6.85079994e+03,   7.25430442e+02,\n",
       "            4.90631263e+02,  -3.22193808e+03,  -4.53285221e+04],\n",
       "         [ -1.44845884e+01,  -1.77962698e+04,  -4.04057399e+03,\n",
       "           -8.27807603e+03,  -1.65174588e+03,  -4.46545042e+04]],\n",
       "\n",
       "        [[ -8.64477080e+01,  -3.76954398e+04,  -8.66652066e+04,\n",
       "           -4.51095363e+04,  -7.11019471e+04,  -1.97462687e+05],\n",
       "         [ -6.88800240e+01,  -4.29380290e+04,  -6.38149766e+04,\n",
       "           -4.17476054e+04,  -5.58357624e+04,  -1.67216716e+05],\n",
       "         [ -6.22214872e+01,  -4.57517590e+04,  -7.54723608e+04,\n",
       "           -1.94382083e+04,  -4.05872453e+04,  -1.84811441e+05],\n",
       "         ..., \n",
       "         [ -6.68211921e+01,  -4.24573383e+04,  -6.27726710e+04,\n",
       "           -3.92540228e+04,  -5.32910432e+04,  -1.64837004e+05],\n",
       "         [ -6.20358363e+01,  -5.00554962e+04,  -8.11700919e+04,\n",
       "           -1.52271334e+04,  -3.87073331e+04,  -1.97497811e+05],\n",
       "         [ -2.23358770e+01,  -4.35609175e+03,  -1.43317428e+04,\n",
       "           -6.63937404e+03,  -1.31424244e+04,  -7.27653064e+04]],\n",
       "\n",
       "        [[ -4.71449591e+01,  -2.44399590e+04,  -8.03578510e+04,\n",
       "           -1.05007987e+04,  -2.57037319e+04,  -9.59587220e+04],\n",
       "         [ -2.00451766e+01,  -4.69965423e+03,  -2.96681038e+04,\n",
       "           -2.48076207e+03,  -8.78616166e+03,  -5.49361799e+04],\n",
       "         [ -1.77121024e+01,  -1.17278123e+03,  -3.36385022e+04,\n",
       "            1.50127847e+03,  -3.17545120e+03,  -6.86182166e+04],\n",
       "         ..., \n",
       "         [ -3.73732577e+01,  -1.99094573e+04,  -4.44048632e+04,\n",
       "           -1.31950065e+04,  -2.73205625e+04,  -7.49192404e+04],\n",
       "         [ -1.39951650e+01,  -4.63396539e+02,  -1.88586936e+04,\n",
       "           -7.94865401e+02,  -6.13635428e+03,  -4.61038628e+04],\n",
       "         [ -1.84781170e+01,  -3.63314680e+03,  -2.88201346e+04,\n",
       "           -2.16990737e+03,  -5.91463377e+03,  -6.31447014e+04]],\n",
       "\n",
       "        [[  9.85324318e+29,   2.76841800e+31,  -7.10367060e+33,\n",
       "            9.22806002e+30,  -2.36789020e+33,  -2.08607020e+34],\n",
       "         [  1.37453682e+14,  -1.14487923e+17,  -9.26527358e+17,\n",
       "           -3.81626412e+16,  -3.08842453e+17,  -2.03866290e+17],\n",
       "         [  6.15747661e+17,  -1.41120343e+21,  -4.60928564e+21,\n",
       "           -4.70401144e+20,  -1.53642855e+21,  -1.28697915e+21],\n",
       "         ..., \n",
       "         [  4.11097909e+18,  -9.84649448e+21,  -3.28889493e+22,\n",
       "           -3.28216483e+21,  -1.09629831e+22,  -8.88671482e+21],\n",
       "         [  1.64837928e+24,  -3.90266933e+26,  -1.23752719e+28,\n",
       "           -1.30088978e+26,  -4.12509065e+27,  -1.21594508e+28],\n",
       "         [  1.78055369e+30,   1.04291486e+34,  -5.96145285e+34,\n",
       "            3.47638288e+33,  -1.98715095e+34,  -4.97588772e+33]]],\n",
       "\n",
       "\n",
       "       [[[ -3.83974639e+01,  -7.88873441e+04,  -2.55124422e+04,\n",
       "           -2.13388811e+04,  -7.93623852e+03,  -1.49169727e+05],\n",
       "         [ -9.41884413e+00,  -2.18871267e+04,   4.21848372e+03,\n",
       "           -1.56869232e+03,  -6.25677828e+02,  -7.21800542e+04],\n",
       "         [ -2.09243033e+01,  -4.22755710e+04,  -9.29698320e+03,\n",
       "           -6.87418953e+03,  -2.78508259e+03,  -1.22020393e+05],\n",
       "         ..., \n",
       "         [ -5.19355107e+01,  -1.01843872e+05,  -3.92132984e+04,\n",
       "           -3.97453441e+04,  -1.42116462e+04,  -1.53659306e+05],\n",
       "         [ -5.95177636e+01,  -1.05355001e+05,  -5.41219248e+04,\n",
       "           -3.51449558e+04,  -1.58823115e+04,  -2.01012435e+05],\n",
       "         [ -6.92661272e+01,  -1.44233276e+05,  -4.99852208e+04,\n",
       "           -6.36626285e+04,  -1.83314224e+04,  -1.78432254e+05]],\n",
       "\n",
       "        [[ -4.00849694e+01,  -8.41072646e+03,  -3.07865069e+04,\n",
       "           -1.71189562e+04,  -3.04772449e+04,  -1.37726621e+05],\n",
       "         [ -1.91441592e+01,  -1.10318286e+03,  -1.17626860e+04,\n",
       "           -2.19023748e+03,  -7.81274440e+03,  -1.23411445e+05],\n",
       "         [ -5.38553965e+01,  -3.46926589e+04,  -6.32354503e+04,\n",
       "           -2.33959553e+04,  -3.99773645e+04,  -2.23268793e+05],\n",
       "         ..., \n",
       "         [ -1.25172042e+02,  -6.22948323e+04,  -1.42717729e+05,\n",
       "           -4.82780706e+04,  -9.22478385e+04,  -3.93244387e+05],\n",
       "         [ -4.76508420e+01,  -2.77723995e+04,  -5.12272091e+04,\n",
       "           -2.30037199e+04,  -3.50835599e+04,  -1.98379947e+05],\n",
       "         [ -4.13702656e+01,  -2.23834915e+04,  -4.24811208e+04,\n",
       "           -1.97792798e+04,  -2.92012666e+04,  -1.82197039e+05]],\n",
       "\n",
       "        [[  9.53117893e+36,   4.79509445e+41,  -1.08375759e+42,\n",
       "            1.59836482e+41,  -3.61252530e+41,  -3.35913364e+40],\n",
       "         [  1.74260594e+20,  -6.19958027e+22,  -1.55823030e+24,\n",
       "           -2.06652676e+22,  -5.19410101e+23,  -7.09609254e+23],\n",
       "         [  6.37104439e+26,   6.78604942e+30,  -1.96960470e+31,\n",
       "            2.26201647e+30,  -6.56534900e+30,  -1.75307035e+30],\n",
       "         ..., \n",
       "         [  7.38555797e+24,   1.29259382e+29,  -2.84614561e+29,\n",
       "            4.30864607e+28,  -9.48715203e+28,  -1.25552882e+28],\n",
       "         [  1.65716641e+23,  -8.89592279e+25,  -1.22101289e+27,\n",
       "           -2.96530760e+25,  -4.07004298e+26,  -1.53362132e+27],\n",
       "         [  5.78515209e+16,   5.79484743e+19,  -6.05443081e+20,\n",
       "            1.93161581e+19,  -2.01814360e+20,  -1.09680290e+20]],\n",
       "\n",
       "        [[  1.19349674e+18,  -2.72624966e+21,  -7.77538507e+21,\n",
       "           -9.08749888e+20,  -2.59179502e+21,  -4.86041233e+21],\n",
       "         [  1.09212522e+18,  -4.74643436e+21,  -7.89434487e+21,\n",
       "           -1.58214479e+21,  -2.63144829e+21,  -3.23217464e+21],\n",
       "         [  4.14514718e+17,  -3.84230338e+21,  -3.27173486e+21,\n",
       "           -1.28076779e+21,  -1.09057829e+21,  -8.22423495e+20],\n",
       "         ..., \n",
       "         [  1.74111152e+15,  -7.67771211e+18,  -9.15845214e+18,\n",
       "           -2.55923737e+18,  -3.05281738e+18,  -5.28870454e+18],\n",
       "         [  1.73624920e+23,  -1.16629977e+27,  -2.10899367e+27,\n",
       "           -3.88766589e+26,  -7.02997890e+26,  -5.39977020e+26],\n",
       "         [  2.43867790e+13,  -1.09249925e+17,  -1.28332395e+17,\n",
       "           -3.64166417e+16,  -4.27774649e+16,  -5.32414304e+16]],\n",
       "\n",
       "        [[ -5.30049118e+01,  -4.56949796e+04,  -7.83080649e+04,\n",
       "           -1.44551104e+04,  -3.19703240e+04,  -1.98205090e+05],\n",
       "         [ -9.62108097e+01,  -1.00994986e+05,  -1.38548258e+05,\n",
       "           -4.94546668e+04,  -7.32668644e+04,  -3.18912267e+05],\n",
       "         [ -7.23030487e+01,  -7.72688843e+04,  -1.00677117e+05,\n",
       "           -3.99312270e+04,  -5.23354229e+04,  -2.46243937e+05],\n",
       "         ..., \n",
       "         [ -1.64329986e+01,  -3.66528572e+03,  -1.17616074e+04,\n",
       "           -2.27651241e+03,  -4.51738712e+03,  -9.95783495e+04],\n",
       "         [ -5.71637700e+01,  -3.46763913e+04,  -7.02469718e+04,\n",
       "           -2.62268527e+04,  -4.46948343e+04,  -1.62109159e+05],\n",
       "         [ -1.29933302e+01,  -4.93788737e+02,  -6.24053231e+03,\n",
       "           -1.48373425e+03,  -1.41736473e+03,  -9.66556220e+04]]],\n",
       "\n",
       "\n",
       "       [[[  3.08404535e+26,  -1.38312853e+30,  -5.21716285e+30,\n",
       "           -4.61042844e+29,  -1.73905428e+30,  -1.19733042e+30],\n",
       "         [  6.40378773e+30,  -4.38383860e+34,  -9.19998332e+34,\n",
       "           -1.46127953e+34,  -3.06666111e+34,  -5.97055919e+34],\n",
       "         [  3.47367280e+20,  -6.51170618e+23,  -2.13531592e+24,\n",
       "           -2.17056873e+23,  -7.11771973e+23,  -2.61284404e+24],\n",
       "         ..., \n",
       "         [  2.99269714e+23,   5.35896137e+26,  -4.45687671e+27,\n",
       "            1.78632046e+26,  -1.48562557e+27,  -1.09666703e+27],\n",
       "         [  3.44940640e+24,  -6.87178512e+26,  -6.98156527e+28,\n",
       "           -2.29059504e+26,  -2.32718842e+28,  -8.51482039e+27],\n",
       "         [  5.29152560e+25,  -5.59207883e+26,  -7.96128555e+29,\n",
       "           -1.86402628e+26,  -2.65376185e+29,  -2.51668501e+29]],\n",
       "\n",
       "        [[ -5.81532801e+01,  -5.99639176e+04,  -4.86993927e+04,\n",
       "           -4.19572180e+04,  -3.25458397e+04,  -1.78066809e+05],\n",
       "         [ -1.78061671e+01,  -1.87704268e+04,  -2.24687671e+03,\n",
       "           -1.01460498e+04,  -2.78604454e+03,  -1.08137586e+05],\n",
       "         [  1.19019222e+22,  -3.83174830e+26,  -1.49955710e+26,\n",
       "           -1.27724943e+26,  -4.99852367e+25,  -2.25680430e+25],\n",
       "         ..., \n",
       "         [ -1.29722981e+01,  -7.82406745e+03,   1.54838554e+03,\n",
       "           -3.97451801e+03,  -2.17215383e+03,  -9.09869259e+04],\n",
       "         [ -1.05634160e+02,  -1.07352237e+05,  -1.09272953e+05,\n",
       "           -6.68839838e+04,  -5.67963773e+04,  -3.42281270e+05],\n",
       "         [ -1.36329984e+01,  -8.19596463e+03,   5.89104716e+02,\n",
       "           -5.59557983e+03,  -4.36880782e+03,  -8.34401645e+04]],\n",
       "\n",
       "        [[ -1.11102332e+01,  -4.88177606e+03,   2.33523513e+03,\n",
       "           -9.83269662e+02,  -6.70018017e+03,  -8.43328667e+04],\n",
       "         [  4.54172648e+36,  -1.35586793e+41,  -1.05445632e+41,\n",
       "           -4.51955976e+40,  -3.51485439e+40,  -5.00661178e+40],\n",
       "         [ -8.27393856e+01,  -1.01868753e+05,  -7.38647771e+04,\n",
       "           -8.73304618e+04,  -4.87545089e+04,  -2.24009703e+05],\n",
       "         ..., \n",
       "         [  1.18678643e+21,  -1.98188736e+25,  -1.22423271e+25,\n",
       "           -6.60629121e+24,  -4.08077571e+24,  -2.75604360e+24],\n",
       "         [  3.25749055e+17,  -3.78220758e+21,  -2.60098244e+21,\n",
       "           -1.26073586e+21,  -8.66994148e+20,  -6.20795241e+20],\n",
       "         [ -4.01831389e+01,  -4.08204587e+04,  -3.05504400e+04,\n",
       "           -3.06982932e+04,  -2.38287184e+04,  -1.24947915e+05]],\n",
       "\n",
       "        [[ -3.08525136e+01,  -3.59803456e+04,  -7.00522215e+04,\n",
       "           -1.13592066e+04,  -2.37351469e+04,  -8.21012587e+04],\n",
       "         [ -2.71369052e+01,  -3.81625234e+04,  -5.44830634e+04,\n",
       "           -1.74683733e+04,  -1.94540581e+04,  -7.27804006e+04],\n",
       "         [ -1.22974385e+01,  -6.65571381e+03,  -1.60564034e+04,\n",
       "           -5.92503135e+03,  -2.43793953e+03,  -4.69248670e+04],\n",
       "         ..., \n",
       "         [ -5.63029185e+01,  -8.69088745e+04,  -1.29362467e+05,\n",
       "           -2.29324504e+04,  -3.69220202e+04,  -1.61916170e+05],\n",
       "         [ -1.03733107e+01,  -2.07694963e+03,  -1.14883244e+04,\n",
       "            9.54267339e+02,   6.55259786e+02,  -6.06275853e+04],\n",
       "         [ -5.39881366e+01,  -6.92266257e+04,  -1.27088624e+05,\n",
       "           -1.53302630e+04,  -3.07690000e+04,  -1.51794115e+05]],\n",
       "\n",
       "        [[ -2.66615381e+01,  -3.05742575e+04,  -1.82755507e+04,\n",
       "           -1.28172134e+04,  -9.89443639e+03,  -1.13151641e+05],\n",
       "         [ -3.16521604e+01,  -4.38110862e+04,  -2.46112581e+04,\n",
       "           -1.39151276e+04,  -1.14010584e+04,  -1.40924384e+05],\n",
       "         [ -4.88795509e+01,  -6.66088998e+04,  -4.74319282e+04,\n",
       "           -2.77274854e+04,  -2.42869848e+04,  -1.65299520e+05],\n",
       "         ..., \n",
       "         [ -1.33994605e+01,  -6.36337470e+03,  -2.42883619e+03,\n",
       "           -2.85515456e+03,  -9.10724565e+03,  -7.36164102e+04],\n",
       "         [ -1.78037808e+01,  -1.19071922e+04,  -8.77515502e+03,\n",
       "           -4.24237750e+03,  -7.42162113e+03,  -9.28909884e+04],\n",
       "         [ -2.61602059e+01,  -2.20526474e+04,  -2.12142285e+04,\n",
       "           -9.81417422e+03,  -1.33914452e+04,  -1.09187341e+05]]],\n",
       "\n",
       "\n",
       "       [[[ -1.11587307e+01,  -1.10579200e+03,  -2.79086663e+04,\n",
       "            1.32028067e+03,  -6.92208901e+03,  -1.92951608e+04],\n",
       "         [ -9.35949670e+00,  -2.42772613e+02,  -5.31157503e+03,\n",
       "           -1.22231823e+02,  -1.32580942e+03,  -1.84720144e+04],\n",
       "         [ -1.28140175e+01,  -1.30422259e+03,  -4.05457614e+04,\n",
       "            9.04065132e+02,  -1.15492184e+04,  -2.06908854e+04],\n",
       "         ..., \n",
       "         [ -1.16012826e+01,   5.18736741e+02,  -2.18868601e+04,\n",
       "           -1.01733292e+03,  -7.25979451e+03,  -1.04623598e+04],\n",
       "         [ -1.30633842e+01,  -5.62958570e+03,  -3.10895397e+04,\n",
       "           -2.23073258e+03,  -1.58841799e+04,  -2.85275028e+04],\n",
       "         [ -1.24950398e+01,  -3.36932677e+03,  -3.53532565e+04,\n",
       "            2.78083540e+02,  -1.22823307e+04,  -2.52097439e+04]],\n",
       "\n",
       "        [[ -9.84889634e+00,  -8.46233216e+03,  -8.87724273e+03,\n",
       "           -2.60197347e+02,  -4.60036266e+02,  -5.00183838e+03],\n",
       "         [ -1.55493928e+01,  -9.40673535e+03,  -4.68178186e+04,\n",
       "           -2.55585694e+03,  -5.03944791e+03,  -1.09486024e+04],\n",
       "         [ -8.52490686e+00,  -3.14430520e+03,  -3.19309892e+03,\n",
       "            2.36276483e+02,  -7.84041717e+01,  -3.84998201e+03],\n",
       "         ..., \n",
       "         [ -1.13712457e+01,  -1.14928940e+04,  -4.94998981e+03,\n",
       "           -2.28730877e+03,  -7.62506044e+02,  -3.40224443e+03],\n",
       "         [ -9.29564583e+00,  -8.99813176e+03,  -7.56229956e+03,\n",
       "           -1.26075903e+02,  -2.55028270e+02,  -5.32854180e+03],\n",
       "         [ -9.45324066e+00,  -6.19416807e+03,  -5.22351888e+03,\n",
       "           -2.81625410e+02,  -2.49216047e+02,  -4.03778510e+03]],\n",
       "\n",
       "        [[ -1.34704566e+01,  -1.25599988e+02,  -5.43953813e+04,\n",
       "            8.04284539e+02,  -7.49529810e+03,  -3.76886362e+03],\n",
       "         [ -1.58732697e+01,  -1.44069364e+04,  -5.99460438e+04,\n",
       "            2.90474056e+03,  -1.46634562e+04,  -2.21708189e+04],\n",
       "         [ -1.08027805e+01,  -5.98095128e+02,  -9.67551008e+03,\n",
       "           -6.11790664e+02,  -5.69298172e+03,  -3.04582363e+03],\n",
       "         ..., \n",
       "         [ -9.07544076e+00,  -6.44926722e+01,  -7.66517727e+03,\n",
       "            2.47758720e+02,  -8.86123867e+02,  -2.63681479e+03],\n",
       "         [ -1.24478192e+01,  -5.53910044e+02,  -2.28526841e+04,\n",
       "            1.54041891e+02,  -8.25326998e+03,  -3.53195622e+03],\n",
       "         [ -1.19462349e+01,   4.29935236e+00,  -1.44011534e+04,\n",
       "           -3.43759821e+02,  -9.16781564e+03,  -2.53154081e+03]],\n",
       "\n",
       "        [[  1.37304418e+02,  -8.65177367e+04,  -1.27977630e+05,\n",
       "           -2.82338229e+04,  -5.75523740e+04,  -1.56876389e+05],\n",
       "         [  2.59493544e+04,  -2.04700374e+07,  -2.90425731e+07,\n",
       "           -6.84232149e+06,  -9.70719986e+06,  -8.45493631e+06],\n",
       "         [  8.29031306e+12,  -3.98479034e+15,  -1.23724523e+16,\n",
       "           -1.32826345e+15,  -4.12415078e+15,  -8.24135477e+15],\n",
       "         ..., \n",
       "         [  6.14726049e+14,  -3.16029873e+18,  -2.16250659e+18,\n",
       "           -1.05343291e+18,  -7.20835529e+17,  -1.88366076e+17],\n",
       "         [  6.62839213e+07,  -2.29738878e+10,  -6.58586557e+10,\n",
       "           -7.65796495e+09,  -2.19528919e+10,  -5.61747508e+10],\n",
       "         [  6.38427299e+01,  -1.26680612e+05,  -9.99008692e+04,\n",
       "           -6.60247273e+04,  -7.58079201e+04,  -1.36680010e+05]],\n",
       "\n",
       "        [[ -1.52409774e+01,  -2.07654694e+04,  -1.94797086e+04,\n",
       "           -8.31798254e+03,  -9.81326903e+03,  -2.15657215e+04],\n",
       "         [ -1.01929082e+01,  -2.16760014e+03,  -1.10256209e+03,\n",
       "           -2.02114898e+03,  -1.16623349e+03,  -5.76149683e+03],\n",
       "         [ -1.33231648e+01,  -2.38647809e+04,  -2.75928850e+04,\n",
       "           -2.83779535e+03,  -7.51472587e+03,  -2.94499564e+04],\n",
       "         ..., \n",
       "         [ -1.40024587e+01,  -3.71498789e+04,  -1.26767856e+04,\n",
       "           -1.15938698e+04,  -8.51908911e+03,  -2.39750545e+04],\n",
       "         [ -1.38271856e+01,  -1.32594997e+04,  -1.53761330e+04,\n",
       "           -5.77888431e+03,  -7.16397798e+03,  -1.73661871e+04],\n",
       "         [ -9.81927373e+00,  -1.32798903e+03,  -1.51482507e+03,\n",
       "            4.21610256e+01,  -2.41345092e+02,  -1.32289256e+04]]]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pycalphad.core.autograd_utils import build_functions\n",
    "\n",
    "%time obj, ag_grad_func, ag_hess_func = build_functions(mod.ast, tuple(mod.variables))\n",
    "\n",
    "%time ag_grad_func(x1, x2, x3, x4, x5, x6)"
   ]
  }
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