python/example/streaming_gcp_chicago_binary.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python notebook demonstrating streaming OnlineGCP applied to Chicago Crime data\n",
    "Demonstrates results similar to those found in the paper Eric T. Phipps, Nicholas T. Johnson, and Tamara G. Kolda. 2023. \n",
    "Streaming Generalized Canonical Polyadic Tensor Decompositions. In Proceedings of the Platform for Advanced Scientific Computing Conference (PASC '23).\n",
    "[https://doi.org/10.1145/3592979.3593405](https://dl.acm.org/doi/10.1145/3592979.3593405).\n",
    "\n",
    "It requires downloading the Chicago Crime data, which can be obtained from [FROSTT](http://frostt.io/tensors/chicago-crime/).\n",
    "\n",
    "Note that because of the large number of time slices in the data, this takes a while to run (> 1 hour) on most platforms."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import needed modules\n",
    "Generally better performance is obtained on CPU architectures with OpenMP parallelism when pygenten is imported before pyttb/numpy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pygenten as gt\n",
    "import pyttb as ttb\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import copy as cpy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define some utility functions \n",
    "OnlineGCP requires the streaming temporal mode to be the last mode, and we sort the tensor with increasing time index to make splitting the tensor along that mode efficient."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def t_slice(u,t):\n",
    "    # take a slice of a ktensor from a given t index\n",
    "    ut = u.copy()\n",
    "    tmp = ut.factor_matrices[-1]\n",
    "    tmp = np.reshape(tmp[t,:],(1,-1))\n",
    "    ut.factor_matrices[-1] = tmp\n",
    "    return ut\n",
    "    \n",
    "def binary_reconstruction_error(u,X):\n",
    "    # Compute reconstruction error between U and X for each time slice.\n",
    "    # u is a ktensor\n",
    "    # X is a list of tensor slices\n",
    "    nt = u.shape[-1]\n",
    "    r = np.zeros(nt)\n",
    "    for t in range(nt):\n",
    "        u_t = t_slice(u,t)\n",
    "        U_t = u_t.full().data\n",
    "        X_t = X[t].full().data\n",
    "        r[t] = np.sum(np.log(U_t+1)-X_t*np.log(U_t+1e-10)) / X[t].norm()**2\n",
    "    return r\n",
    "\n",
    "def sort_tensor(X):\n",
    "    # sort tensor with increaasing time mode\n",
    "    subs = X.subs\n",
    "    vals = X.vals\n",
    "    t = subs[:,3]\n",
    "    ind = np.argsort(t,kind='stable')\n",
    "    sorted_subs = subs[ind,:]\n",
    "    sorted_vals = vals[ind]\n",
    "    sorted_X = ttb.sptensor(sorted_subs,sorted_vals,X.shape,False)\n",
    "    return sorted_X\n",
    "\n",
    "def split_tensor(X):\n",
    "    # Split a tensor along the time mode where each tensor has a single value for the time mode.\n",
    "    # Assumes the tensor is already sorted along the time mode.\n",
    "    # Returns an array of sptensors split along the time mode\n",
    "\n",
    "    # Find where time index changes and split where that happens\n",
    "    subs = X.subs.copy() # Need to make copies because split below returns views and we don't want to modify X\n",
    "    vals = X.vals.copy()\n",
    "    t = subs[:,3]\n",
    "    splits = np.where(np.diff(t)!=0)[0]+1\n",
    "    split_subs = np.split(subs,splits,axis=0)\n",
    "    split_vals = np.split(vals,splits)\n",
    "\n",
    "    # set time index to 0 in each split\n",
    "    for s in split_subs:\n",
    "        s[:,3] = 0\n",
    "\n",
    "    # make sptensors, including a length-1 time-mode\n",
    "    shape = X.shape[0:3] + (1,)\n",
    "    slices = [ ttb.sptensor(s,v,shape) for s,v in zip(split_subs,split_vals) ]\n",
    "    return slices"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read and preprocess the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "fname = 'chicago-crime-comm.tns'   # Data file from FROSTT\n",
    "start_time = 500                   # Number of time steps to drop (early times have very little volume)\n",
    "num_warm = 10                      # Number of time steps in the warm start\n",
    "rank = 50                          # Rank of the CP decompositions\n",
    "\n",
    "# read data (we use this approach because it doesn't require a header in the file, whereas ttb.import_data() does, and the file comes from FROSTT without a header)\n",
    "X = gt.make_ttb_sptensor(gt.import_sptensor(fname,index_base=1)) \n",
    "X = X.permute(np.array((1,2,3,0))) # reorder modes to move time mode to the last as required by the streaming algorithm\n",
    "X = sort_tensor(X)                 # sort tensor along time mode (mode 3)\n",
    "X = X[:,:,:,start_time:]           # drop early slices due to low volume\n",
    "X = X.elemfun(lambda vals: np.ones(vals.shape)) # replace nonzero values with 1s for binary\n",
    "X0 = X[:,:,:,0:num_warm]           # data for warm-start\n",
    "slices = split_tensor(X)           # partition data into slices, making sure to keep an explicit time mode as required by streaming algorithm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate warm start"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sparse tensor: \n",
      "  24 x 77 x 32 x 10 (591360 total entries)\n",
      "  12268 (2.1%) Nonzeros and 579092 (97.9%) Zeros\n",
      "  1.1e+02 Frobenius norm\n",
      "\n",
      "Execution environment:\n",
      "  MPI grid: 1 x 1 x 1 x 1 processes (1 total)\n",
      "  Execution space: openmp (8 threads)\n",
      "\n",
      "GCP-SGD (Generalized CP Tensor Decomposition):\n",
      "Generalized function type: Bernoulli (binary)\n",
      "Optimization method: adam\n",
      "Max iterations (epochs): 100\n",
      "Iterations per epoch: 1000\n",
      "Traditional annealer, learning rate: 1.0e-03, decay: 1.0e-01\n",
      "  Function sampler:  stratified with 12268 nonzero and 50000 zero samples\n",
      "  Gradient sampler:  semi-stratified with 10000 nonzero and 10000 zero samples\n",
      "  Gradient nonzero samples per epoch: 10000000 (81512.9%)\n",
      "Gradient method: Fused sampling and duplicated MTTKRP\n",
      "\n",
      "Hashing tensor for faster sampling...0.0 seconds\n",
      "Initial f-est:  1.021208e+05, tensor norm:  1.108e+02\n",
      "Epoch   1: f-est =  3.979099e+04, step =  1.0e-03, time = 1.34e+00 sec\n",
      "Epoch   2: f-est =  3.807044e+04, step =  1.0e-03, time = 2.66e+00 sec\n",
      "Epoch   3: f-est =  3.727464e+04, step =  1.0e-03, time = 4.00e+00 sec\n",
      "Epoch   4: f-est =  3.684460e+04, step =  1.0e-03, time = 5.32e+00 sec\n",
      "Epoch   5: f-est =  3.662882e+04, step =  1.0e-03, time = 6.64e+00 sec\n",
      "Epoch   6: f-est =  3.654476e+04, step =  1.0e-03, time = 7.95e+00 sec\n",
      "Epoch   7: f-est =  3.641876e+04, step =  1.0e-03, time = 9.26e+00 sec\n",
      "Epoch   8: f-est =  3.634299e+04, step =  1.0e-03, time = 1.06e+01 sec\n",
      "Epoch   9: f-est =  3.628643e+04, step =  1.0e-03, time = 1.19e+01 sec\n",
      "Epoch  10: f-est =  3.625891e+04, step =  1.0e-03, time = 1.32e+01 sec\n",
      "Epoch  11: f-est =  3.622423e+04, step =  1.0e-03, time = 1.46e+01 sec\n",
      "Epoch  12: f-est =  3.618148e+04, step =  1.0e-03, time = 1.59e+01 sec\n",
      "Epoch  13: f-est =  3.613890e+04, step =  1.0e-03, time = 1.72e+01 sec\n",
      "Epoch  14: f-est =  3.610061e+04, step =  1.0e-03, time = 1.85e+01 sec\n",
      "Epoch  15: f-est =  3.609100e+04, step =  1.0e-03, time = 1.98e+01 sec\n",
      "Epoch  16: f-est =  3.606746e+04, step =  1.0e-03, time = 2.11e+01 sec\n",
      "Epoch  17: f-est =  3.604454e+04, step =  1.0e-03, time = 2.25e+01 sec\n",
      "Epoch  18: f-est =  3.604812e+04, step =  1.0e-03, time = 2.38e+01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch  19: f-est =  3.602499e+04, step =  1.0e-04, time = 2.51e+01 sec\n",
      "Epoch  20: f-est =  3.602234e+04, step =  1.0e-04, time = 2.64e+01 sec\n",
      "Epoch  21: f-est =  3.602004e+04, step =  1.0e-04, time = 2.77e+01 sec\n",
      "Epoch  22: f-est =  3.601887e+04, step =  1.0e-04, time = 2.90e+01 sec\n",
      "Epoch  23: f-est =  3.601277e+04, step =  1.0e-04, time = 3.04e+01 sec\n",
      "Epoch  24: f-est =  3.601357e+04, step =  1.0e-04, time = 3.17e+01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch  25: f-est =  3.601199e+04, step =  1.0e-05, time = 3.31e+01 sec\n",
      "Epoch  26: f-est =  3.601108e+04, step =  1.0e-05, time = 3.44e+01 sec\n",
      "Epoch  27: f-est =  3.601010e+04, step =  1.0e-05, time = 3.57e+01 sec\n",
      "Epoch  28: f-est =  3.600973e+04, step =  1.0e-05, time = 3.70e+01 sec\n",
      "Epoch  29: f-est =  3.600904e+04, step =  1.0e-05, time = 3.83e+01 sec\n",
      "Epoch  30: f-est =  3.600801e+04, step =  1.0e-05, time = 3.97e+01 sec\n",
      "Epoch  31: f-est =  3.600628e+04, step =  1.0e-05, time = 4.10e+01 sec\n",
      "Epoch  32: f-est =  3.600409e+04, step =  1.0e-05, time = 4.23e+01 sec\n",
      "Epoch  33: f-est =  3.600216e+04, step =  1.0e-05, time = 4.36e+01 sec\n",
      "Epoch  34: f-est =  3.599984e+04, step =  1.0e-05, time = 4.49e+01 sec\n",
      "Epoch  35: f-est =  3.599829e+04, step =  1.0e-05, time = 4.62e+01 sec\n",
      "Epoch  36: f-est =  3.599773e+04, step =  1.0e-05, time = 4.76e+01 sec\n",
      "Epoch  37: f-est =  3.599747e+04, step =  1.0e-05, time = 4.89e+01 sec\n",
      "Epoch  38: f-est =  3.599708e+04, step =  1.0e-05, time = 5.02e+01 sec\n",
      "Epoch  39: f-est =  3.599690e+04, step =  1.0e-05, time = 5.15e+01 sec\n",
      "Epoch  40: f-est =  3.599691e+04, step =  1.0e-05, time = 5.29e+01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Final f-est:  3.599690e+04\n",
      "GCP-SGD completed 40000 iterations in 5.29e+01 seconds\n"
     ]
    }
   ],
   "source": [
    "gcp_params = dict()\n",
    "gcp_params['type'] = 'bernoulli'\n",
    "gcp_params['sampling'] = 'semi-stratified'\n",
    "gcp_params['fnzs'] = 50000\n",
    "gcp_params['fzs'] = 50000\n",
    "gcp_params['gnzs'] = 10000\n",
    "gcp_params['gzs'] = 10000\n",
    "gcp_params['hash'] = True\n",
    "gcp_params['fuse'] = True\n",
    "gcp_params['maxiters'] = 100\n",
    "gcp_params['fails'] = 2\n",
    "u_init,_,_ = gt.gcp_sgd(X0,rank=rank,**gcp_params)\n",
    "u_init.normalize(None).redistribute(3) # normalize factor matrix columns and put all weight in time mode\n",
    "reconstruction_init = binary_reconstruction_error(u_init,slices)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute static gcp decomposition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sparse tensor: \n",
      "  24 x 77 x 32 x 5686 (3.36e+08 total entries)\n",
      "  5288704 (1.6%) Nonzeros and 330958592 (98.4%) Zeros\n",
      "  2.3e+03 Frobenius norm\n",
      "\n",
      "Execution environment:\n",
      "  MPI grid: 1 x 1 x 1 x 1 processes (1 total)\n",
      "  Execution space: openmp (8 threads)\n",
      "\n",
      "GCP-SGD (Generalized CP Tensor Decomposition):\n",
      "Generalized function type: Bernoulli (binary)\n",
      "Optimization method: adam\n",
      "Max iterations (epochs): 100\n",
      "Iterations per epoch: 1000\n",
      "Traditional annealer, learning rate: 1.0e-03, decay: 1.0e-01\n",
      "  Function sampler:  stratified with 100000 nonzero and 100000 zero samples\n",
      "  Gradient sampler:  semi-stratified with 10000 nonzero and 10000 zero samples\n",
      "  Gradient nonzero samples per epoch: 10000000 (189.1%)\n",
      "Gradient method: Fused sampling and duplicated MTTKRP\n",
      "\n",
      "Hashing tensor for faster sampling...0.1 seconds\n",
      "Initial f-est:  5.004946e+07, tensor norm:  2.300e+03\n",
      "Epoch   1: f-est =  1.977121e+07, step =  1.0e-03, time = 2.61e+00 sec\n",
      "Epoch   2: f-est =  1.938159e+07, step =  1.0e-03, time = 5.06e+00 sec\n",
      "Epoch   3: f-est =  1.923613e+07, step =  1.0e-03, time = 7.53e+00 sec\n",
      "Epoch   4: f-est =  1.914638e+07, step =  1.0e-03, time = 9.99e+00 sec\n",
      "Epoch   5: f-est =  1.905314e+07, step =  1.0e-03, time = 1.25e+01 sec\n",
      "Epoch   6: f-est =  1.898148e+07, step =  1.0e-03, time = 1.50e+01 sec\n",
      "Epoch   7: f-est =  1.893714e+07, step =  1.0e-03, time = 1.74e+01 sec\n",
      "Epoch   8: f-est =  1.888676e+07, step =  1.0e-03, time = 1.98e+01 sec\n",
      "Epoch   9: f-est =  1.886502e+07, step =  1.0e-03, time = 2.22e+01 sec\n",
      "Epoch  10: f-est =  1.889167e+07, step =  1.0e-03, time = 2.47e+01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch  11: f-est =  1.883853e+07, step =  1.0e-04, time = 2.71e+01 sec\n",
      "Epoch  12: f-est =  1.882348e+07, step =  1.0e-04, time = 2.96e+01 sec\n",
      "Epoch  13: f-est =  1.881227e+07, step =  1.0e-04, time = 3.20e+01 sec\n",
      "Epoch  14: f-est =  1.880476e+07, step =  1.0e-04, time = 3.45e+01 sec\n",
      "Epoch  15: f-est =  1.879940e+07, step =  1.0e-04, time = 3.70e+01 sec\n",
      "Epoch  16: f-est =  1.879208e+07, step =  1.0e-04, time = 3.94e+01 sec\n",
      "Epoch  17: f-est =  1.878644e+07, step =  1.0e-04, time = 4.19e+01 sec\n",
      "Epoch  18: f-est =  1.878229e+07, step =  1.0e-04, time = 4.43e+01 sec\n",
      "Epoch  19: f-est =  1.877292e+07, step =  1.0e-04, time = 4.68e+01 sec\n",
      "Epoch  20: f-est =  1.876811e+07, step =  1.0e-04, time = 4.92e+01 sec\n",
      "Epoch  21: f-est =  1.876427e+07, step =  1.0e-04, time = 5.17e+01 sec\n",
      "Epoch  22: f-est =  1.875823e+07, step =  1.0e-04, time = 5.41e+01 sec\n",
      "Epoch  23: f-est =  1.875535e+07, step =  1.0e-04, time = 5.66e+01 sec\n",
      "Epoch  24: f-est =  1.875347e+07, step =  1.0e-04, time = 5.90e+01 sec\n",
      "Epoch  25: f-est =  1.874961e+07, step =  1.0e-04, time = 6.15e+01 sec\n",
      "Epoch  26: f-est =  1.874575e+07, step =  1.0e-04, time = 6.39e+01 sec\n",
      "Epoch  27: f-est =  1.874316e+07, step =  1.0e-04, time = 6.64e+01 sec\n",
      "Epoch  28: f-est =  1.874241e+07, step =  1.0e-04, time = 6.88e+01 sec\n",
      "Epoch  29: f-est =  1.874133e+07, step =  1.0e-04, time = 7.13e+01 sec\n",
      "Epoch  30: f-est =  1.873827e+07, step =  1.0e-04, time = 7.37e+01 sec\n",
      "Epoch  31: f-est =  1.873884e+07, step =  1.0e-04, time = 7.62e+01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch  32: f-est =  1.873722e+07, step =  1.0e-05, time = 7.88e+01 sec\n",
      "Epoch  33: f-est =  1.873681e+07, step =  1.0e-05, time = 8.13e+01 sec\n",
      "Epoch  34: f-est =  1.873628e+07, step =  1.0e-05, time = 8.37e+01 sec\n",
      "Epoch  35: f-est =  1.873571e+07, step =  1.0e-05, time = 8.62e+01 sec\n",
      "Epoch  36: f-est =  1.873526e+07, step =  1.0e-05, time = 8.87e+01 sec\n",
      "Epoch  37: f-est =  1.873494e+07, step =  1.0e-05, time = 9.13e+01 sec\n",
      "Epoch  38: f-est =  1.873463e+07, step =  1.0e-05, time = 9.39e+01 sec\n",
      "Epoch  39: f-est =  1.873424e+07, step =  1.0e-05, time = 9.63e+01 sec\n",
      "Epoch  40: f-est =  1.873431e+07, step =  1.0e-05, time = 9.88e+01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Final f-est:  1.873424e+07\n",
      "GCP-SGD completed 40000 iterations in 9.88e+01 seconds\n"
     ]
    }
   ],
   "source": [
    "gcp_params = dict()\n",
    "gcp_params['type'] = 'bernoulli'\n",
    "gcp_params['sampling'] = 'semi-stratified'\n",
    "gcp_params['fnzs'] = 100000\n",
    "gcp_params['fzs'] = 100000\n",
    "gcp_params['gnzs'] = 10000\n",
    "gcp_params['gzs'] = 10000\n",
    "gcp_params['hash'] = True\n",
    "gcp_params['fuse'] = True\n",
    "gcp_params['maxiters'] = 100\n",
    "gcp_params['fails'] = 2\n",
    "u_static_gcp,_,_ = gt.gcp_sgd(X,rank=rank,**gcp_params)\n",
    "reconstruction_static_gcp = binary_reconstruction_error(u_static_gcp,slices)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute streaming GCP decomposition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning:  factor matrix passed to make_gt_ktensor() is not C-contiguous, so will be copied and reordered\n",
      "Warning:  factor matrix passed to make_gt_ktensor() is not C-contiguous, so will be copied and reordered\n",
      "Warning:  factor matrix passed to make_gt_ktensor() is not C-contiguous, so will be copied and reordered\n",
      "Warning:  factor matrix passed to make_gt_ktensor() is not C-contiguous, so will be copied and reordered\n",
      "\n",
      "Online-GCP (Online Generalized CP Tensor Decomposition)\n",
      "\n",
      "Rank: 50\n",
      "Generalized function type: Bernoulli (binary)\n",
      "Streaming window size: 500 (reservoir), penalty: 1.00e+01 * ( 1.00e+00 )^(T-t)\n",
      "\n",
      "Processing slice 10 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  4.457378e+03, tensor norm:  3.624e+01\n",
      "Epoch   1: f-est =  4.396664e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  4.406307e+03, step =  1.0e-01, time = 7.68e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.394132e+03, step =  1.0e-02, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  4.392233e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  4.392166e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  4.352699e+03, tensor norm:  3.624e+01\n",
      "Epoch   1: f-est =  4.281488e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  4.279975e+03, step =  1.0e-03, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  4.277852e+03, step =  1.0e-03, time = 3.52e-01 sec\n",
      "Epoch   4: f-est =  4.278307e+03, step =  1.0e-03, time = 4.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.265112e+03, step =  1.0e-04, time = 5.61e-01 sec\n",
      "\n",
      "Processing slice 20 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.75e-04 seconds\n",
      "Initial f-est:  4.191826e+03, tensor norm:  3.540e+01\n",
      "Epoch   1: f-est =  4.076365e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  4.080659e+03, step =  1.0e-01, time = 7.70e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.074333e+03, step =  1.0e-02, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  4.071348e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  4.071103e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.68e-04 seconds\n",
      "Initial f-est:  4.135104e+03, tensor norm:  3.540e+01\n",
      "Epoch   1: f-est =  4.095638e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  4.089482e+03, step =  1.0e-03, time = 2.06e-01 sec\n",
      "Epoch   3: f-est =  4.085702e+03, step =  1.0e-03, time = 3.25e-01 sec\n",
      "Epoch   4: f-est =  4.084553e+03, step =  1.0e-03, time = 4.23e-01 sec\n",
      "Epoch   5: f-est =  4.084360e+03, step =  1.0e-03, time = 5.42e-01 sec\n",
      "\n",
      "Processing slice 30 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...7.52e-04 seconds\n",
      "Initial f-est:  4.303608e+03, tensor norm:  3.562e+01\n",
      "Epoch   1: f-est =  4.262423e+03, step =  1.0e-01, time = 6.54e-02 sec\n",
      "Epoch   2: f-est =  4.277345e+03, step =  1.0e-01, time = 1.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.260316e+03, step =  1.0e-02, time = 1.43e-01 sec\n",
      "Epoch   4: f-est =  4.257537e+03, step =  1.0e-02, time = 1.81e-01 sec\n",
      "Epoch   5: f-est =  4.258468e+03, step =  1.0e-02, time = 2.20e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.36e-04 seconds\n",
      "Initial f-est:  4.282767e+03, tensor norm:  3.562e+01\n",
      "Epoch   1: f-est =  4.243900e+03, step =  1.0e-03, time = 1.25e-01 sec\n",
      "Epoch   2: f-est =  4.243158e+03, step =  1.0e-03, time = 2.48e-01 sec\n",
      "Epoch   3: f-est =  4.242195e+03, step =  1.0e-03, time = 3.66e-01 sec\n",
      "Epoch   4: f-est =  4.241741e+03, step =  1.0e-03, time = 4.87e-01 sec\n",
      "Epoch   5: f-est =  4.241838e+03, step =  1.0e-03, time = 6.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 40 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.11e-04 seconds\n",
      "Initial f-est:  4.424052e+03, tensor norm:  3.625e+01\n",
      "Epoch   1: f-est =  4.393751e+03, step =  1.0e-01, time = 3.84e-02 sec\n",
      "Epoch   2: f-est =  4.403851e+03, step =  1.0e-01, time = 7.54e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.396465e+03, step =  1.0e-02, time = 1.12e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.393361e+03, step =  1.0e-03, time = 1.49e-01 sec\n",
      "Epoch   5: f-est =  4.392817e+03, step =  1.0e-03, time = 1.86e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  4.336596e+03, tensor norm:  3.625e+01\n",
      "Epoch   1: f-est =  4.295361e+03, step =  1.0e-03, time = 1.06e-01 sec\n",
      "Epoch   2: f-est =  4.294781e+03, step =  1.0e-03, time = 2.19e-01 sec\n",
      "Epoch   3: f-est =  4.292736e+03, step =  1.0e-03, time = 3.03e-01 sec\n",
      "Epoch   4: f-est =  4.293123e+03, step =  1.0e-03, time = 4.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.279337e+03, step =  1.0e-04, time = 5.37e-01 sec\n",
      "\n",
      "Processing slice 50 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.84e-04 seconds\n",
      "Initial f-est:  4.132011e+03, tensor norm:  3.506e+01\n",
      "Epoch   1: f-est =  4.050093e+03, step =  1.0e-01, time = 3.83e-02 sec\n",
      "Epoch   2: f-est =  4.048397e+03, step =  1.0e-01, time = 7.57e-02 sec\n",
      "Epoch   3: f-est =  4.050918e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.043088e+03, step =  1.0e-02, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  4.040837e+03, step =  1.0e-02, time = 1.87e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  4.183493e+03, tensor norm:  3.506e+01\n",
      "Epoch   1: f-est =  4.154873e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  4.154440e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  4.152039e+03, step =  1.0e-03, time = 3.52e-01 sec\n",
      "Epoch   4: f-est =  4.152816e+03, step =  1.0e-03, time = 4.68e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.140142e+03, step =  1.0e-04, time = 5.84e-01 sec\n",
      "\n",
      "Processing slice 60 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.43e-04 seconds\n",
      "Initial f-est:  4.519187e+03, tensor norm:  3.652e+01\n",
      "Epoch   1: f-est =  4.459516e+03, step =  1.0e-01, time = 3.96e-02 sec\n",
      "Epoch   2: f-est =  4.456977e+03, step =  1.0e-01, time = 7.77e-02 sec\n",
      "Epoch   3: f-est =  4.467082e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.447092e+03, step =  1.0e-02, time = 1.57e-01 sec\n",
      "Epoch   5: f-est =  4.445752e+03, step =  1.0e-02, time = 2.00e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...7.29e-04 seconds\n",
      "Initial f-est:  4.501702e+03, tensor norm:  3.652e+01\n",
      "Epoch   1: f-est =  4.464750e+03, step =  1.0e-03, time = 1.23e-01 sec\n",
      "Epoch   2: f-est =  4.463756e+03, step =  1.0e-03, time = 2.42e-01 sec\n",
      "Epoch   3: f-est =  4.462532e+03, step =  1.0e-03, time = 3.63e-01 sec\n",
      "Epoch   4: f-est =  4.464352e+03, step =  1.0e-03, time = 4.66e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.449364e+03, step =  1.0e-04, time = 5.85e-01 sec\n",
      "\n",
      "Processing slice 70 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.17e-04 seconds\n",
      "Initial f-est:  4.354043e+03, tensor norm:  3.592e+01\n",
      "Epoch   1: f-est =  4.307274e+03, step =  1.0e-01, time = 3.90e-02 sec\n",
      "Epoch   2: f-est =  4.293188e+03, step =  1.0e-01, time = 1.04e-01 sec\n",
      "Epoch   3: f-est =  4.292268e+03, step =  1.0e-01, time = 1.45e-01 sec\n",
      "Epoch   4: f-est =  4.288664e+03, step =  1.0e-01, time = 2.07e-01 sec\n",
      "Epoch   5: f-est =  4.292171e+03, step =  1.0e-01, time = 2.49e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.03e-04 seconds\n",
      "Initial f-est:  4.280253e+03, tensor norm:  3.592e+01\n",
      "Epoch   1: f-est =  4.250605e+03, step =  1.0e-03, time = 1.60e-01 sec\n",
      "Epoch   2: f-est =  4.250920e+03, step =  1.0e-03, time = 3.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.237450e+03, step =  1.0e-04, time = 4.58e-01 sec\n",
      "Epoch   4: f-est =  4.237383e+03, step =  1.0e-04, time = 5.63e-01 sec\n",
      "Epoch   5: f-est =  4.237250e+03, step =  1.0e-04, time = 7.19e-01 sec\n",
      "\n",
      "Processing slice 80 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.28e-04 seconds\n",
      "Initial f-est:  4.418952e+03, tensor norm:  3.582e+01\n",
      "Epoch   1: f-est =  4.353336e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  4.364979e+03, step =  1.0e-01, time = 7.58e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.351567e+03, step =  1.0e-02, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  4.350238e+03, step =  1.0e-02, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  4.354713e+03, step =  1.0e-02, time = 1.87e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.45e-04 seconds\n",
      "Initial f-est:  4.285218e+03, tensor norm:  3.582e+01\n",
      "Epoch   1: f-est =  4.262433e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  4.261508e+03, step =  1.0e-03, time = 2.14e-01 sec\n",
      "Epoch   3: f-est =  4.260469e+03, step =  1.0e-03, time = 3.32e-01 sec\n",
      "Epoch   4: f-est =  4.260488e+03, step =  1.0e-03, time = 4.36e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.247361e+03, step =  1.0e-04, time = 5.52e-01 sec\n",
      "\n",
      "Processing slice 90 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.21e-04 seconds\n",
      "Initial f-est:  4.291396e+03, tensor norm:  3.537e+01\n",
      "Epoch   1: f-est =  4.216848e+03, step =  1.0e-01, time = 3.97e-02 sec\n",
      "Epoch   2: f-est =  4.206449e+03, step =  1.0e-01, time = 7.89e-02 sec\n",
      "Epoch   3: f-est =  4.214568e+03, step =  1.0e-01, time = 1.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.203239e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  4.203105e+03, step =  1.0e-02, time = 1.95e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.33e-04 seconds\n",
      "Initial f-est:  4.162711e+03, tensor norm:  3.537e+01\n",
      "Epoch   1: f-est =  4.137176e+03, step =  1.0e-03, time = 1.23e-01 sec\n",
      "Epoch   2: f-est =  4.135767e+03, step =  1.0e-03, time = 2.46e-01 sec\n",
      "Epoch   3: f-est =  4.136821e+03, step =  1.0e-03, time = 3.69e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.124273e+03, step =  1.0e-04, time = 4.92e-01 sec\n",
      "Epoch   5: f-est =  4.124120e+03, step =  1.0e-04, time = 6.06e-01 sec\n",
      "\n",
      "Processing slice 100 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.12e-04 seconds\n",
      "Initial f-est:  4.116559e+03, tensor norm:  3.460e+01\n",
      "Epoch   1: f-est =  4.051190e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  4.040226e+03, step =  1.0e-01, time = 7.65e-02 sec\n",
      "Epoch   3: f-est =  4.050688e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.039010e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  4.041236e+03, step =  1.0e-02, time = 1.89e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.18e-04 seconds\n",
      "Initial f-est:  4.084498e+03, tensor norm:  3.460e+01\n",
      "Epoch   1: f-est =  4.062191e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  4.061673e+03, step =  1.0e-03, time = 2.44e-01 sec\n",
      "Epoch   3: f-est =  4.060707e+03, step =  1.0e-03, time = 3.64e-01 sec\n",
      "Epoch   4: f-est =  4.060811e+03, step =  1.0e-03, time = 4.81e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.047913e+03, step =  1.0e-04, time = 6.01e-01 sec\n",
      "\n",
      "Processing slice 110 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.63e-04 seconds\n",
      "Initial f-est:  4.288707e+03, tensor norm:  3.564e+01\n",
      "Epoch   1: f-est =  4.262900e+03, step =  1.0e-01, time = 3.90e-02 sec\n",
      "Epoch   2: f-est =  4.267470e+03, step =  1.0e-01, time = 7.69e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.262225e+03, step =  1.0e-02, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  4.262002e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  4.259901e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.10e-04 seconds\n",
      "Initial f-est:  4.286585e+03, tensor norm:  3.564e+01\n",
      "Epoch   1: f-est =  4.265428e+03, step =  1.0e-03, time = 1.07e-01 sec\n",
      "Epoch   2: f-est =  4.263291e+03, step =  1.0e-03, time = 2.26e-01 sec\n",
      "Epoch   3: f-est =  4.262950e+03, step =  1.0e-03, time = 3.45e-01 sec\n",
      "Epoch   4: f-est =  4.262485e+03, step =  1.0e-03, time = 4.62e-01 sec\n",
      "Epoch   5: f-est =  4.261675e+03, step =  1.0e-03, time = 5.81e-01 sec\n",
      "\n",
      "Processing slice 120 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.52e-04 seconds\n",
      "Initial f-est:  4.300209e+03, tensor norm:  3.536e+01\n",
      "Epoch   1: f-est =  4.200727e+03, step =  1.0e-01, time = 3.85e-02 sec\n",
      "Epoch   2: f-est =  4.206577e+03, step =  1.0e-01, time = 7.58e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.194566e+03, step =  1.0e-02, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  4.192233e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  4.196238e+03, step =  1.0e-02, time = 1.91e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.96e-04 seconds\n",
      "Initial f-est:  4.209234e+03, tensor norm:  3.536e+01\n",
      "Epoch   1: f-est =  4.308676e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.172536e+03, step =  1.0e-04, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  4.170871e+03, step =  1.0e-04, time = 3.57e-01 sec\n",
      "Epoch   4: f-est =  4.170204e+03, step =  1.0e-04, time = 4.66e-01 sec\n",
      "Epoch   5: f-est =  4.169376e+03, step =  1.0e-04, time = 5.85e-01 sec\n",
      "\n",
      "Processing slice 130 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.27e-04 seconds\n",
      "Initial f-est:  4.421396e+03, tensor norm:  3.554e+01\n",
      "Epoch   1: f-est =  4.317470e+03, step =  1.0e-01, time = 3.84e-02 sec\n",
      "Epoch   2: f-est =  4.320692e+03, step =  1.0e-01, time = 7.54e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.315345e+03, step =  1.0e-02, time = 1.20e-01 sec\n",
      "Epoch   4: f-est =  4.309287e+03, step =  1.0e-02, time = 1.57e-01 sec\n",
      "Epoch   5: f-est =  4.309224e+03, step =  1.0e-02, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  4.272794e+03, tensor norm:  3.554e+01\n",
      "Epoch   1: f-est =  4.257768e+03, step =  1.0e-03, time = 1.14e-01 sec\n",
      "Epoch   2: f-est =  4.257059e+03, step =  1.0e-03, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  4.256403e+03, step =  1.0e-03, time = 3.27e-01 sec\n",
      "Epoch   4: f-est =  4.256001e+03, step =  1.0e-03, time = 4.18e-01 sec\n",
      "Epoch   5: f-est =  4.255464e+03, step =  1.0e-03, time = 5.33e-01 sec\n",
      "\n",
      "Processing slice 140 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.44e-04 seconds\n",
      "Initial f-est:  4.304184e+03, tensor norm:  3.557e+01\n",
      "Epoch   1: f-est =  4.255227e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  4.269355e+03, step =  1.0e-01, time = 7.71e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.251082e+03, step =  1.0e-02, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  4.249992e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  4.248828e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.07e-04 seconds\n",
      "Initial f-est:  4.281576e+03, tensor norm:  3.557e+01\n",
      "Epoch   1: f-est =  5.906074e+03, step =  1.0e-03, time = 8.95e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.248538e+03, step =  1.0e-04, time = 1.87e-01 sec\n",
      "Epoch   3: f-est =  4.247590e+03, step =  1.0e-04, time = 3.08e-01 sec\n",
      "Epoch   4: f-est =  4.247161e+03, step =  1.0e-04, time = 4.45e-01 sec\n",
      "Epoch   5: f-est =  4.246665e+03, step =  1.0e-04, time = 5.72e-01 sec\n",
      "\n",
      "Processing slice 150 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.44e-04 seconds\n",
      "Initial f-est:  4.229214e+03, tensor norm:  3.540e+01\n",
      "Epoch   1: f-est =  4.191538e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  4.198004e+03, step =  1.0e-01, time = 7.71e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.188167e+03, step =  1.0e-02, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  4.183728e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  4.177332e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  4.163985e+03, tensor norm:  3.540e+01\n",
      "Epoch   1: f-est =  4.152415e+03, step =  1.0e-03, time = 9.08e-02 sec\n",
      "Epoch   2: f-est =  4.151009e+03, step =  1.0e-03, time = 2.10e-01 sec\n",
      "Epoch   3: f-est =  4.150904e+03, step =  1.0e-03, time = 3.01e-01 sec\n",
      "Epoch   4: f-est =  4.150381e+03, step =  1.0e-03, time = 4.02e-01 sec\n",
      "Epoch   5: f-est =  4.150476e+03, step =  1.0e-03, time = 5.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 160 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.16e-04 seconds\n",
      "Initial f-est:  3.951831e+03, tensor norm:  3.353e+01\n",
      "Epoch   1: f-est =  3.870361e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  3.851315e+03, step =  1.0e-01, time = 7.71e-02 sec\n",
      "Epoch   3: f-est =  3.844798e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.853871e+03, step =  1.0e-01, time = 1.52e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.843002e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.06e-04 seconds\n",
      "Initial f-est:  3.922715e+03, tensor norm:  3.353e+01\n",
      "Epoch   1: f-est =  3.905994e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.905486e+03, step =  1.0e-03, time = 2.32e-01 sec\n",
      "Epoch   3: f-est =  3.904715e+03, step =  1.0e-03, time = 3.50e-01 sec\n",
      "Epoch   4: f-est =  3.904767e+03, step =  1.0e-03, time = 4.69e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.893052e+03, step =  1.0e-04, time = 5.87e-01 sec\n",
      "\n",
      "Processing slice 170 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  3.921487e+03, tensor norm:  3.276e+01\n",
      "Epoch   1: f-est =  3.844913e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  3.844017e+03, step =  1.0e-01, time = 7.73e-02 sec\n",
      "Epoch   3: f-est =  3.844797e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.838251e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  3.836749e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.85e-04 seconds\n",
      "Initial f-est:  3.780941e+03, tensor norm:  3.276e+01\n",
      "Epoch   1: f-est =  3.764057e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.762894e+03, step =  1.0e-03, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  3.762613e+03, step =  1.0e-03, time = 3.48e-01 sec\n",
      "Epoch   4: f-est =  3.763733e+03, step =  1.0e-03, time = 4.70e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.752028e+03, step =  1.0e-04, time = 5.92e-01 sec\n",
      "\n",
      "Processing slice 180 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.39e-04 seconds\n",
      "Initial f-est:  3.588667e+03, tensor norm:  3.098e+01\n",
      "Epoch   1: f-est =  3.494069e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  3.501843e+03, step =  1.0e-01, time = 7.62e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.487174e+03, step =  1.0e-02, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.485203e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.484494e+03, step =  1.0e-02, time = 1.89e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.18e-04 seconds\n",
      "Initial f-est:  3.477575e+03, tensor norm:  3.098e+01\n",
      "Epoch   1: f-est =  3.462617e+03, step =  1.0e-03, time = 8.97e-02 sec\n",
      "Epoch   2: f-est =  3.460452e+03, step =  1.0e-03, time = 1.98e-01 sec\n",
      "Epoch   3: f-est =  3.461502e+03, step =  1.0e-03, time = 3.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.453508e+03, step =  1.0e-04, time = 4.19e-01 sec\n",
      "Epoch   5: f-est =  3.453502e+03, step =  1.0e-04, time = 5.36e-01 sec\n",
      "\n",
      "Processing slice 190 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.01e-04 seconds\n",
      "Initial f-est:  3.676520e+03, tensor norm:  3.200e+01\n",
      "Epoch   1: f-est =  3.629986e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  3.632207e+03, step =  1.0e-01, time = 7.70e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.630134e+03, step =  1.0e-02, time = 1.15e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.629447e+03, step =  1.0e-03, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  3.628947e+03, step =  1.0e-03, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.57e-04 seconds\n",
      "Initial f-est:  3.632282e+03, tensor norm:  3.200e+01\n",
      "Epoch   1: f-est =  3.624922e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.624451e+03, step =  1.0e-03, time = 2.38e-01 sec\n",
      "Epoch   3: f-est =  3.623864e+03, step =  1.0e-03, time = 3.56e-01 sec\n",
      "Epoch   4: f-est =  3.623192e+03, step =  1.0e-03, time = 4.47e-01 sec\n",
      "Epoch   5: f-est =  3.622845e+03, step =  1.0e-03, time = 5.66e-01 sec\n",
      "\n",
      "Processing slice 200 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.936159e+03, tensor norm:  3.351e+01\n",
      "Epoch   1: f-est =  3.836852e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  3.821410e+03, step =  1.0e-01, time = 7.63e-02 sec\n",
      "Epoch   3: f-est =  3.830997e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.818482e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.817312e+03, step =  1.0e-02, time = 1.88e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.53e-04 seconds\n",
      "Initial f-est:  3.770442e+03, tensor norm:  3.351e+01\n",
      "Epoch   1: f-est =  3.764839e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.764688e+03, step =  1.0e-03, time = 2.37e-01 sec\n",
      "Epoch   3: f-est =  3.764629e+03, step =  1.0e-03, time = 3.42e-01 sec\n",
      "Epoch   4: f-est =  3.763038e+03, step =  1.0e-03, time = 4.60e-01 sec\n",
      "Epoch   5: f-est =  3.762605e+03, step =  1.0e-03, time = 5.79e-01 sec\n",
      "\n",
      "Processing slice 210 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.03e-04 seconds\n",
      "Initial f-est:  3.573531e+03, tensor norm:  3.126e+01\n",
      "Epoch   1: f-est =  3.536813e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  3.523598e+03, step =  1.0e-01, time = 7.70e-02 sec\n",
      "Epoch   3: f-est =  3.531712e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.524702e+03, step =  1.0e-02, time = 1.52e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.523637e+03, step =  1.0e-03, time = 1.90e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.45e-04 seconds\n",
      "Initial f-est:  3.534144e+03, tensor norm:  3.126e+01\n",
      "Epoch   1: f-est =  3.523008e+03, step =  1.0e-03, time = 9.36e-02 sec\n",
      "Epoch   2: f-est =  3.523245e+03, step =  1.0e-03, time = 2.11e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.514434e+03, step =  1.0e-04, time = 2.96e-01 sec\n",
      "Epoch   4: f-est =  3.514394e+03, step =  1.0e-04, time = 3.81e-01 sec\n",
      "Epoch   5: f-est =  3.514581e+03, step =  1.0e-04, time = 4.99e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 220 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  4.024766e+03, tensor norm:  3.416e+01\n",
      "Epoch   1: f-est =  3.967040e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  3.961289e+03, step =  1.0e-01, time = 7.71e-02 sec\n",
      "Epoch   3: f-est =  3.967584e+03, step =  1.0e-01, time = 1.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.960011e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  3.956193e+03, step =  1.0e-02, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  4.081814e+03, tensor norm:  3.416e+01\n",
      "Epoch   1: f-est =  4.066288e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  4.066293e+03, step =  1.0e-03, time = 2.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.054240e+03, step =  1.0e-04, time = 2.98e-01 sec\n",
      "Epoch   4: f-est =  4.054246e+03, step =  1.0e-04, time = 4.16e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.053347e+03, step =  1.0e-05, time = 5.34e-01 sec\n",
      "\n",
      "Processing slice 230 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.33e-04 seconds\n",
      "Initial f-est:  3.897663e+03, tensor norm:  3.277e+01\n",
      "Epoch   1: f-est =  3.734663e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  3.727484e+03, step =  1.0e-01, time = 7.68e-02 sec\n",
      "Epoch   3: f-est =  3.750641e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.729176e+03, step =  1.0e-02, time = 1.52e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.726998e+03, step =  1.0e-03, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  3.797940e+03, tensor norm:  3.277e+01\n",
      "Epoch   1: f-est =  3.792708e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.791980e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  3.791716e+03, step =  1.0e-03, time = 3.53e-01 sec\n",
      "Epoch   4: f-est =  3.790322e+03, step =  1.0e-03, time = 4.72e-01 sec\n",
      "Epoch   5: f-est =  3.790651e+03, step =  1.0e-03, time = 5.91e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 240 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.20e-04 seconds\n",
      "Initial f-est:  3.383709e+03, tensor norm:  3.000e+01\n",
      "Epoch   1: f-est =  3.353774e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  3.369065e+03, step =  1.0e-01, time = 7.56e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.350934e+03, step =  1.0e-02, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.349155e+03, step =  1.0e-02, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  3.349593e+03, step =  1.0e-02, time = 1.87e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.84e-04 seconds\n",
      "Initial f-est:  3.389451e+03, tensor norm:  3.000e+01\n",
      "Epoch   1: f-est =  3.380116e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.379538e+03, step =  1.0e-03, time = 2.07e-01 sec\n",
      "Epoch   3: f-est =  3.379112e+03, step =  1.0e-03, time = 3.25e-01 sec\n",
      "Epoch   4: f-est =  3.379264e+03, step =  1.0e-03, time = 4.35e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.372242e+03, step =  1.0e-04, time = 5.54e-01 sec\n",
      "\n",
      "Processing slice 250 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  3.762238e+03, tensor norm:  3.220e+01\n",
      "Epoch   1: f-est =  3.655573e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.649213e+03, step =  1.0e-01, time = 7.70e-02 sec\n",
      "Epoch   3: f-est =  3.661721e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.647825e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  3.647541e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.19e-04 seconds\n",
      "Initial f-est:  3.666955e+03, tensor norm:  3.220e+01\n",
      "Epoch   1: f-est =  3.660809e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.660641e+03, step =  1.0e-03, time = 2.43e-01 sec\n",
      "Epoch   3: f-est =  3.659309e+03, step =  1.0e-03, time = 3.64e-01 sec\n",
      "Epoch   4: f-est =  3.659680e+03, step =  1.0e-03, time = 4.83e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.648857e+03, step =  1.0e-04, time = 6.02e-01 sec\n",
      "\n",
      "Processing slice 260 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.17e-04 seconds\n",
      "Initial f-est:  3.313625e+03, tensor norm:  2.993e+01\n",
      "Epoch   1: f-est =  3.252511e+03, step =  1.0e-01, time = 3.80e-02 sec\n",
      "Epoch   2: f-est =  3.250492e+03, step =  1.0e-01, time = 7.50e-02 sec\n",
      "Epoch   3: f-est =  3.274481e+03, step =  1.0e-01, time = 1.12e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.249172e+03, step =  1.0e-02, time = 1.48e-01 sec\n",
      "Epoch   5: f-est =  3.250464e+03, step =  1.0e-02, time = 1.85e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  3.213402e+03, tensor norm:  2.993e+01\n",
      "Epoch   1: f-est =  3.208721e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.208995e+03, step =  1.0e-03, time = 2.39e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.201306e+03, step =  1.0e-04, time = 3.56e-01 sec\n",
      "Epoch   4: f-est =  3.201440e+03, step =  1.0e-04, time = 4.75e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.200835e+03, step =  1.0e-05, time = 5.94e-01 sec\n",
      "\n",
      "Processing slice 270 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  3.642377e+03, tensor norm:  3.187e+01\n",
      "Epoch   1: f-est =  3.557696e+03, step =  1.0e-01, time = 3.98e-02 sec\n",
      "Epoch   2: f-est =  3.555660e+03, step =  1.0e-01, time = 7.78e-02 sec\n",
      "Epoch   3: f-est =  3.544977e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.543402e+03, step =  1.0e-01, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.547562e+03, step =  1.0e-01, time = 1.92e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.07e-04 seconds\n",
      "Initial f-est:  3.629353e+03, tensor norm:  3.187e+01\n",
      "Epoch   1: f-est =  3.617941e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.617299e+03, step =  1.0e-03, time = 2.46e-01 sec\n",
      "Epoch   3: f-est =  3.617581e+03, step =  1.0e-03, time = 3.68e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.607995e+03, step =  1.0e-04, time = 4.88e-01 sec\n",
      "Epoch   5: f-est =  3.608098e+03, step =  1.0e-04, time = 5.81e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 280 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.27e-04 seconds\n",
      "Initial f-est:  3.728202e+03, tensor norm:  3.212e+01\n",
      "Epoch   1: f-est =  3.691958e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  3.695935e+03, step =  1.0e-01, time = 7.59e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.689909e+03, step =  1.0e-02, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.690557e+03, step =  1.0e-02, time = 1.51e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.689818e+03, step =  1.0e-03, time = 1.88e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.10e-04 seconds\n",
      "Initial f-est:  3.741342e+03, tensor norm:  3.212e+01\n",
      "Epoch   1: f-est =  3.735432e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.735783e+03, step =  1.0e-03, time = 2.11e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.725040e+03, step =  1.0e-04, time = 3.30e-01 sec\n",
      "Epoch   4: f-est =  3.724931e+03, step =  1.0e-04, time = 4.49e-01 sec\n",
      "Epoch   5: f-est =  3.724993e+03, step =  1.0e-04, time = 5.66e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 290 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.96e-04 seconds\n",
      "Initial f-est:  4.242340e+03, tensor norm:  3.548e+01\n",
      "Epoch   1: f-est =  4.200243e+03, step =  1.0e-01, time = 4.02e-02 sec\n",
      "Epoch   2: f-est =  4.210600e+03, step =  1.0e-01, time = 7.94e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.201619e+03, step =  1.0e-02, time = 1.18e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.200150e+03, step =  1.0e-03, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  4.199676e+03, step =  1.0e-03, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...8.00e-04 seconds\n",
      "Initial f-est:  4.158437e+03, tensor norm:  3.548e+01\n",
      "Epoch   1: f-est =  4.151973e+03, step =  1.0e-03, time = 1.27e-01 sec\n",
      "Epoch   2: f-est =  4.152175e+03, step =  1.0e-03, time = 2.46e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.138198e+03, step =  1.0e-04, time = 3.66e-01 sec\n",
      "Epoch   4: f-est =  4.138066e+03, step =  1.0e-04, time = 4.71e-01 sec\n",
      "Epoch   5: f-est =  4.138381e+03, step =  1.0e-04, time = 5.88e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 300 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  3.923015e+03, tensor norm:  3.271e+01\n",
      "Epoch   1: f-est =  3.756509e+03, step =  1.0e-01, time = 4.24e-02 sec\n",
      "Epoch   2: f-est =  3.745354e+03, step =  1.0e-01, time = 8.09e-02 sec\n",
      "Epoch   3: f-est =  3.745145e+03, step =  1.0e-01, time = 1.24e-01 sec\n",
      "Epoch   4: f-est =  3.747283e+03, step =  1.0e-01, time = 1.62e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.741722e+03, step =  1.0e-02, time = 2.00e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  3.665442e+03, tensor norm:  3.271e+01\n",
      "Epoch   1: f-est =  3.660847e+03, step =  1.0e-03, time = 9.31e-02 sec\n",
      "Epoch   2: f-est =  3.659492e+03, step =  1.0e-03, time = 2.13e-01 sec\n",
      "Epoch   3: f-est =  3.659278e+03, step =  1.0e-03, time = 3.30e-01 sec\n",
      "Epoch   4: f-est =  3.659078e+03, step =  1.0e-03, time = 4.48e-01 sec\n",
      "Epoch   5: f-est =  3.658458e+03, step =  1.0e-03, time = 5.67e-01 sec\n",
      "\n",
      "Processing slice 310 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...8.16e-04 seconds\n",
      "Initial f-est:  4.083852e+03, tensor norm:  3.429e+01\n",
      "Epoch   1: f-est =  4.042343e+03, step =  1.0e-01, time = 4.40e-02 sec\n",
      "Epoch   2: f-est =  4.038970e+03, step =  1.0e-01, time = 8.99e-02 sec\n",
      "Epoch   3: f-est =  4.053822e+03, step =  1.0e-01, time = 1.30e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.036588e+03, step =  1.0e-02, time = 1.71e-01 sec\n",
      "Epoch   5: f-est =  4.034058e+03, step =  1.0e-02, time = 2.11e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.72e-04 seconds\n",
      "Initial f-est:  3.970556e+03, tensor norm:  3.429e+01\n",
      "Epoch   1: f-est =  3.962501e+03, step =  1.0e-03, time = 1.29e-01 sec\n",
      "Epoch   2: f-est =  3.962387e+03, step =  1.0e-03, time = 2.55e-01 sec\n",
      "Epoch   3: f-est =  3.961896e+03, step =  1.0e-03, time = 3.73e-01 sec\n",
      "Epoch   4: f-est =  3.961586e+03, step =  1.0e-03, time = 4.92e-01 sec\n",
      "Epoch   5: f-est =  3.961014e+03, step =  1.0e-03, time = 6.14e-01 sec\n",
      "\n",
      "Processing slice 320 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.01e-04 seconds\n",
      "Initial f-est:  3.938082e+03, tensor norm:  3.379e+01\n",
      "Epoch   1: f-est =  3.870966e+03, step =  1.0e-01, time = 4.14e-02 sec\n",
      "Epoch   2: f-est =  3.879378e+03, step =  1.0e-01, time = 8.04e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.864540e+03, step =  1.0e-02, time = 1.20e-01 sec\n",
      "Epoch   4: f-est =  3.861649e+03, step =  1.0e-02, time = 1.61e-01 sec\n",
      "Epoch   5: f-est =  3.858583e+03, step =  1.0e-02, time = 2.01e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.22e-04 seconds\n",
      "Initial f-est:  3.881462e+03, tensor norm:  3.379e+01\n",
      "Epoch   1: f-est =  3.877864e+03, step =  1.0e-03, time = 1.14e-01 sec\n",
      "Epoch   2: f-est =  3.877284e+03, step =  1.0e-03, time = 2.33e-01 sec\n",
      "Epoch   3: f-est =  3.877462e+03, step =  1.0e-03, time = 3.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.866521e+03, step =  1.0e-04, time = 4.78e-01 sec\n",
      "Epoch   5: f-est =  3.866446e+03, step =  1.0e-04, time = 5.98e-01 sec\n",
      "\n",
      "Processing slice 330 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.25e-04 seconds\n",
      "Initial f-est:  4.108884e+03, tensor norm:  3.500e+01\n",
      "Epoch   1: f-est =  4.085567e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  4.093669e+03, step =  1.0e-01, time = 7.71e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.084042e+03, step =  1.0e-02, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  4.084747e+03, step =  1.0e-02, time = 1.52e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.083937e+03, step =  1.0e-03, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.17e-04 seconds\n",
      "Initial f-est:  4.086728e+03, tensor norm:  3.500e+01\n",
      "Epoch   1: f-est =  4.082102e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  4.079272e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  4.079008e+03, step =  1.0e-03, time = 3.53e-01 sec\n",
      "Epoch   4: f-est =  4.078437e+03, step =  1.0e-03, time = 4.72e-01 sec\n",
      "Epoch   5: f-est =  4.077718e+03, step =  1.0e-03, time = 5.90e-01 sec\n",
      "\n",
      "Processing slice 340 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  3.881004e+03, tensor norm:  3.285e+01\n",
      "Epoch   1: f-est =  3.804146e+03, step =  1.0e-01, time = 3.85e-02 sec\n",
      "Epoch   2: f-est =  3.815082e+03, step =  1.0e-01, time = 7.63e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.805336e+03, step =  1.0e-02, time = 1.14e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.804316e+03, step =  1.0e-03, time = 1.51e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.804127e+03, step =  1.0e-04, time = 1.89e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.10e-04 seconds\n",
      "Initial f-est:  3.816466e+03, tensor norm:  3.285e+01\n",
      "Epoch   1: f-est =  3.815422e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.815184e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  3.813418e+03, step =  1.0e-03, time = 3.35e-01 sec\n",
      "Epoch   4: f-est =  3.814394e+03, step =  1.0e-03, time = 4.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.804677e+03, step =  1.0e-04, time = 5.49e-01 sec\n",
      "\n",
      "Processing slice 350 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.18e-04 seconds\n",
      "Initial f-est:  4.091145e+03, tensor norm:  3.471e+01\n",
      "Epoch   1: f-est =  4.064003e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  4.070201e+03, step =  1.0e-01, time = 7.67e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.063126e+03, step =  1.0e-02, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  4.064627e+03, step =  1.0e-02, time = 1.56e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.062862e+03, step =  1.0e-03, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.47e-04 seconds\n",
      "Initial f-est:  3.993543e+03, tensor norm:  3.471e+01\n",
      "Epoch   1: f-est =  3.989903e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.989853e+03, step =  1.0e-03, time = 2.36e-01 sec\n",
      "Epoch   3: f-est =  3.990160e+03, step =  1.0e-03, time = 3.31e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.978014e+03, step =  1.0e-04, time = 4.29e-01 sec\n",
      "Epoch   5: f-est =  3.978051e+03, step =  1.0e-04, time = 5.47e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 360 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.81e-04 seconds\n",
      "Initial f-est:  4.190163e+03, tensor norm:  3.506e+01\n",
      "Epoch   1: f-est =  4.155921e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  4.146784e+03, step =  1.0e-01, time = 7.67e-02 sec\n",
      "Epoch   3: f-est =  4.153534e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.145566e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  4.147378e+03, step =  1.0e-02, time = 1.90e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.26e-04 seconds\n",
      "Initial f-est:  4.138840e+03, tensor norm:  3.506e+01\n",
      "Epoch   1: f-est =  4.135048e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  4.133294e+03, step =  1.0e-03, time = 2.13e-01 sec\n",
      "Epoch   3: f-est =  4.133286e+03, step =  1.0e-03, time = 3.19e-01 sec\n",
      "Epoch   4: f-est =  4.133158e+03, step =  1.0e-03, time = 4.33e-01 sec\n",
      "Epoch   5: f-est =  4.132082e+03, step =  1.0e-03, time = 5.52e-01 sec\n",
      "\n",
      "Processing slice 370 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.43e-04 seconds\n",
      "Initial f-est:  4.234092e+03, tensor norm:  3.524e+01\n",
      "Epoch   1: f-est =  4.194736e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  4.194037e+03, step =  1.0e-01, time = 7.64e-02 sec\n",
      "Epoch   3: f-est =  4.204024e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.189168e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  4.192889e+03, step =  1.0e-02, time = 1.89e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.20e-04 seconds\n",
      "Initial f-est:  4.197498e+03, tensor norm:  3.524e+01\n",
      "Epoch   1: f-est =  4.196580e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  4.193329e+03, step =  1.0e-03, time = 2.38e-01 sec\n",
      "Epoch   3: f-est =  4.193150e+03, step =  1.0e-03, time = 3.25e-01 sec\n",
      "Epoch   4: f-est =  4.192855e+03, step =  1.0e-03, time = 4.43e-01 sec\n",
      "Epoch   5: f-est =  4.192679e+03, step =  1.0e-03, time = 5.41e-01 sec\n",
      "\n",
      "Processing slice 380 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  4.205906e+03, tensor norm:  3.493e+01\n",
      "Epoch   1: f-est =  4.166232e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  4.160723e+03, step =  1.0e-01, time = 7.69e-02 sec\n",
      "Epoch   3: f-est =  4.170073e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.158001e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  4.153365e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.37e-04 seconds\n",
      "Initial f-est:  4.203485e+03, tensor norm:  3.493e+01\n",
      "Epoch   1: f-est =  4.201280e+03, step =  1.0e-03, time = 8.82e-02 sec\n",
      "Epoch   2: f-est =  4.198520e+03, step =  1.0e-03, time = 1.82e-01 sec\n",
      "Epoch   3: f-est =  4.197310e+03, step =  1.0e-03, time = 3.01e-01 sec\n",
      "Epoch   4: f-est =  4.196758e+03, step =  1.0e-03, time = 4.20e-01 sec\n",
      "Epoch   5: f-est =  4.197628e+03, step =  1.0e-03, time = 5.11e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 390 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.16e-04 seconds\n",
      "Initial f-est:  3.899624e+03, tensor norm:  3.370e+01\n",
      "Epoch   1: f-est =  3.856930e+03, step =  1.0e-01, time = 3.98e-02 sec\n",
      "Epoch   2: f-est =  3.852306e+03, step =  1.0e-01, time = 7.77e-02 sec\n",
      "Epoch   3: f-est =  3.841609e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.847259e+03, step =  1.0e-01, time = 1.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.844016e+03, step =  1.0e-02, time = 1.91e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  3.809281e+03, tensor norm:  3.370e+01\n",
      "Epoch   1: f-est =  3.806813e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.806934e+03, step =  1.0e-03, time = 2.38e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.794842e+03, step =  1.0e-04, time = 3.57e-01 sec\n",
      "Epoch   4: f-est =  3.794817e+03, step =  1.0e-04, time = 4.74e-01 sec\n",
      "Epoch   5: f-est =  3.794805e+03, step =  1.0e-04, time = 5.94e-01 sec\n",
      "\n",
      "Processing slice 400 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.51e-04 seconds\n",
      "Initial f-est:  4.047639e+03, tensor norm:  3.453e+01\n",
      "Epoch   1: f-est =  3.957521e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  3.950161e+03, step =  1.0e-01, time = 8.01e-02 sec\n",
      "Epoch   3: f-est =  3.942851e+03, step =  1.0e-01, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  3.959536e+03, step =  1.0e-01, time = 1.56e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.943034e+03, step =  1.0e-02, time = 1.94e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.21e-04 seconds\n",
      "Initial f-est:  3.963949e+03, tensor norm:  3.453e+01\n",
      "Epoch   1: f-est =  3.963337e+03, step =  1.0e-03, time = 1.02e-01 sec\n",
      "Epoch   2: f-est =  3.963674e+03, step =  1.0e-03, time = 2.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.950877e+03, step =  1.0e-04, time = 3.39e-01 sec\n",
      "Epoch   4: f-est =  3.950797e+03, step =  1.0e-04, time = 4.59e-01 sec\n",
      "Epoch   5: f-est =  3.950820e+03, step =  1.0e-04, time = 5.51e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 410 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.12e-04 seconds\n",
      "Initial f-est:  4.261148e+03, tensor norm:  3.550e+01\n",
      "Epoch   1: f-est =  4.192517e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  4.184412e+03, step =  1.0e-01, time = 7.71e-02 sec\n",
      "Epoch   3: f-est =  4.183718e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  4.188336e+03, step =  1.0e-01, time = 1.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.181854e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.01e-04 seconds\n",
      "Initial f-est:  4.178327e+03, tensor norm:  3.550e+01\n",
      "Epoch   1: f-est =  4.177714e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  4.176455e+03, step =  1.0e-03, time = 2.33e-01 sec\n",
      "Epoch   3: f-est =  4.176578e+03, step =  1.0e-03, time = 3.52e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.164296e+03, step =  1.0e-04, time = 4.59e-01 sec\n",
      "Epoch   5: f-est =  4.164136e+03, step =  1.0e-04, time = 5.77e-01 sec\n",
      "\n",
      "Processing slice 420 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  3.980203e+03, tensor norm:  3.429e+01\n",
      "Epoch   1: f-est =  3.920723e+03, step =  1.0e-01, time = 3.79e-02 sec\n",
      "Epoch   2: f-est =  3.920372e+03, step =  1.0e-01, time = 7.48e-02 sec\n",
      "Epoch   3: f-est =  3.906015e+03, step =  1.0e-01, time = 1.12e-01 sec\n",
      "Epoch   4: f-est =  3.920856e+03, step =  1.0e-01, time = 1.48e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.907169e+03, step =  1.0e-02, time = 1.84e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.02e-04 seconds\n",
      "Initial f-est:  3.900599e+03, tensor norm:  3.429e+01\n",
      "Epoch   1: f-est =  3.897963e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.896585e+03, step =  1.0e-03, time = 2.36e-01 sec\n",
      "Epoch   3: f-est =  3.896794e+03, step =  1.0e-03, time = 3.55e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.884145e+03, step =  1.0e-04, time = 4.74e-01 sec\n",
      "Epoch   5: f-est =  3.884411e+03, step =  1.0e-04, time = 5.93e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 430 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.52e-04 seconds\n",
      "Initial f-est:  4.631704e+03, tensor norm:  3.735e+01\n",
      "Epoch   1: f-est =  4.596028e+03, step =  1.0e-01, time = 3.90e-02 sec\n",
      "Epoch   2: f-est =  4.587864e+03, step =  1.0e-01, time = 7.72e-02 sec\n",
      "Epoch   3: f-est =  4.591867e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.584699e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  4.584007e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.81e-04 seconds\n",
      "Initial f-est:  4.631182e+03, tensor norm:  3.735e+01\n",
      "Epoch   1: f-est =  4.629340e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  4.628335e+03, step =  1.0e-03, time = 2.38e-01 sec\n",
      "Epoch   3: f-est =  4.627306e+03, step =  1.0e-03, time = 3.57e-01 sec\n",
      "Epoch   4: f-est =  4.626565e+03, step =  1.0e-03, time = 4.75e-01 sec\n",
      "Epoch   5: f-est =  4.627186e+03, step =  1.0e-03, time = 5.94e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 440 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.51e-04 seconds\n",
      "Initial f-est:  4.247127e+03, tensor norm:  3.493e+01\n",
      "Epoch   1: f-est =  4.183168e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  4.195947e+03, step =  1.0e-01, time = 7.59e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.182881e+03, step =  1.0e-02, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  4.180125e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  4.176379e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.42e-04 seconds\n",
      "Initial f-est:  4.177340e+03, tensor norm:  3.493e+01\n",
      "Epoch   1: f-est =  4.179788e+03, step =  1.0e-03, time = 1.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.167167e+03, step =  1.0e-04, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  4.167245e+03, step =  1.0e-04, time = 3.57e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.166238e+03, step =  1.0e-05, time = 4.75e-01 sec\n",
      "Epoch   5: f-est =  4.166129e+03, step =  1.0e-05, time = 5.93e-01 sec\n",
      "\n",
      "Processing slice 450 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  4.476676e+03, tensor norm:  3.666e+01\n",
      "Epoch   1: f-est =  4.447619e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  4.444032e+03, step =  1.0e-01, time = 7.66e-02 sec\n",
      "Epoch   3: f-est =  4.441352e+03, step =  1.0e-01, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  4.437397e+03, step =  1.0e-01, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  4.443765e+03, step =  1.0e-01, time = 1.89e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.24e-04 seconds\n",
      "Initial f-est:  4.491783e+03, tensor norm:  3.666e+01\n",
      "Epoch   1: f-est =  4.490837e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  4.493472e+03, step =  1.0e-03, time = 2.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.476485e+03, step =  1.0e-04, time = 3.38e-01 sec\n",
      "Epoch   4: f-est =  4.476422e+03, step =  1.0e-04, time = 4.28e-01 sec\n",
      "Epoch   5: f-est =  4.476327e+03, step =  1.0e-04, time = 5.48e-01 sec\n",
      "\n",
      "Processing slice 460 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.901986e+03, tensor norm:  3.300e+01\n",
      "Epoch   1: f-est =  3.840295e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.828547e+03, step =  1.0e-01, time = 7.69e-02 sec\n",
      "Epoch   3: f-est =  3.828351e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.831995e+03, step =  1.0e-01, time = 1.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.827531e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  3.862286e+03, tensor norm:  3.300e+01\n",
      "Epoch   1: f-est =  3.861312e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  3.860011e+03, step =  1.0e-03, time = 2.31e-01 sec\n",
      "Epoch   3: f-est =  3.859677e+03, step =  1.0e-03, time = 3.43e-01 sec\n",
      "Epoch   4: f-est =  3.859300e+03, step =  1.0e-03, time = 4.62e-01 sec\n",
      "Epoch   5: f-est =  3.858676e+03, step =  1.0e-03, time = 5.69e-01 sec\n",
      "\n",
      "Processing slice 470 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.77e-04 seconds\n",
      "Initial f-est:  4.372707e+03, tensor norm:  3.551e+01\n",
      "Epoch   1: f-est =  4.347707e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  4.352773e+03, step =  1.0e-01, time = 7.62e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.345094e+03, step =  1.0e-02, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  4.339694e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  4.344604e+03, step =  1.0e-02, time = 1.89e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  4.286019e+03, tensor norm:  3.551e+01\n",
      "Epoch   1: f-est =  4.286214e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.273642e+03, step =  1.0e-04, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  4.273478e+03, step =  1.0e-04, time = 3.57e-01 sec\n",
      "Epoch   4: f-est =  4.273458e+03, step =  1.0e-04, time = 4.76e-01 sec\n",
      "Epoch   5: f-est =  4.273486e+03, step =  1.0e-04, time = 5.93e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 480 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...7.01e-04 seconds\n",
      "Initial f-est:  4.106486e+03, tensor norm:  3.435e+01\n",
      "Epoch   1: f-est =  4.044606e+03, step =  1.0e-01, time = 4.08e-02 sec\n",
      "Epoch   2: f-est =  4.035891e+03, step =  1.0e-01, time = 7.88e-02 sec\n",
      "Epoch   3: f-est =  4.034358e+03, step =  1.0e-01, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  4.043799e+03, step =  1.0e-01, time = 1.55e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.030790e+03, step =  1.0e-02, time = 1.96e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.58e-04 seconds\n",
      "Initial f-est:  4.120465e+03, tensor norm:  3.435e+01\n",
      "Epoch   1: f-est =  4.121917e+03, step =  1.0e-03, time = 1.11e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.110172e+03, step =  1.0e-04, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  4.110408e+03, step =  1.0e-04, time = 3.16e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.108892e+03, step =  1.0e-05, time = 4.35e-01 sec\n",
      "Epoch   5: f-est =  4.108824e+03, step =  1.0e-05, time = 5.54e-01 sec\n",
      "\n",
      "Processing slice 490 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.49e-04 seconds\n",
      "Initial f-est:  3.966909e+03, tensor norm:  3.348e+01\n",
      "Epoch   1: f-est =  3.930462e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.930728e+03, step =  1.0e-01, time = 7.71e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.924974e+03, step =  1.0e-02, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.927739e+03, step =  1.0e-02, time = 1.53e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.924922e+03, step =  1.0e-03, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.16e-04 seconds\n",
      "Initial f-est:  3.942980e+03, tensor norm:  3.348e+01\n",
      "Epoch   1: f-est =  3.937761e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.936370e+03, step =  1.0e-03, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  3.935298e+03, step =  1.0e-03, time = 3.57e-01 sec\n",
      "Epoch   4: f-est =  3.936040e+03, step =  1.0e-03, time = 4.75e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.926820e+03, step =  1.0e-04, time = 6.25e-01 sec\n",
      "\n",
      "Processing slice 500 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.27e-04 seconds\n",
      "Initial f-est:  4.441183e+03, tensor norm:  3.578e+01\n",
      "Epoch   1: f-est =  4.374012e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  4.372723e+03, step =  1.0e-01, time = 7.72e-02 sec\n",
      "Epoch   3: f-est =  4.385972e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.369658e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  4.369672e+03, step =  1.0e-02, time = 1.91e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.07e-04 seconds\n",
      "Initial f-est:  4.411512e+03, tensor norm:  3.578e+01\n",
      "Epoch   1: f-est =  4.410767e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  4.410804e+03, step =  1.0e-03, time = 2.37e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.397907e+03, step =  1.0e-04, time = 3.56e-01 sec\n",
      "Epoch   4: f-est =  4.397849e+03, step =  1.0e-04, time = 4.62e-01 sec\n",
      "Epoch   5: f-est =  4.397951e+03, step =  1.0e-04, time = 5.56e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 510 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.34e-04 seconds\n",
      "Initial f-est:  4.577763e+03, tensor norm:  3.628e+01\n",
      "Epoch   1: f-est =  4.497508e+03, step =  1.0e-01, time = 3.98e-02 sec\n",
      "Epoch   2: f-est =  4.482667e+03, step =  1.0e-01, time = 7.76e-02 sec\n",
      "Epoch   3: f-est =  4.489927e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.484734e+03, step =  1.0e-02, time = 1.54e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.482956e+03, step =  1.0e-03, time = 1.92e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.43e-04 seconds\n",
      "Initial f-est:  4.437556e+03, tensor norm:  3.628e+01\n",
      "Epoch   1: f-est =  4.435618e+03, step =  1.0e-03, time = 1.07e-01 sec\n",
      "Epoch   2: f-est =  4.433729e+03, step =  1.0e-03, time = 2.10e-01 sec\n",
      "Epoch   3: f-est =  4.431871e+03, step =  1.0e-03, time = 3.30e-01 sec\n",
      "Epoch   4: f-est =  4.433256e+03, step =  1.0e-03, time = 4.42e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.417649e+03, step =  1.0e-04, time = 5.38e-01 sec\n",
      "\n",
      "Processing slice 520 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.15e-04 seconds\n",
      "Initial f-est:  4.064462e+03, tensor norm:  3.450e+01\n",
      "Epoch   1: f-est =  3.997136e+03, step =  1.0e-01, time = 3.96e-02 sec\n",
      "Epoch   2: f-est =  3.985213e+03, step =  1.0e-01, time = 7.76e-02 sec\n",
      "Epoch   3: f-est =  3.998265e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.975839e+03, step =  1.0e-02, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  3.974041e+03, step =  1.0e-02, time = 1.89e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.74e-04 seconds\n",
      "Initial f-est:  3.914876e+03, tensor norm:  3.450e+01\n",
      "Epoch   1: f-est =  3.915570e+03, step =  1.0e-03, time = 1.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.903070e+03, step =  1.0e-04, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  3.902948e+03, step =  1.0e-04, time = 3.57e-01 sec\n",
      "Epoch   4: f-est =  3.902999e+03, step =  1.0e-04, time = 4.65e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.902037e+03, step =  1.0e-05, time = 5.84e-01 sec\n",
      "\n",
      "Processing slice 530 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.37e-04 seconds\n",
      "Initial f-est:  3.506535e+03, tensor norm:  3.103e+01\n",
      "Epoch   1: f-est =  3.494420e+03, step =  1.0e-01, time = 3.90e-02 sec\n",
      "Epoch   2: f-est =  3.485213e+03, step =  1.0e-01, time = 7.68e-02 sec\n",
      "Epoch   3: f-est =  3.481256e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.495967e+03, step =  1.0e-01, time = 1.52e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.479155e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  3.470370e+03, tensor norm:  3.103e+01\n",
      "Epoch   1: f-est =  3.466789e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.466764e+03, step =  1.0e-03, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  3.466668e+03, step =  1.0e-03, time = 3.27e-01 sec\n",
      "Epoch   4: f-est =  3.466283e+03, step =  1.0e-03, time = 4.13e-01 sec\n",
      "Epoch   5: f-est =  3.466873e+03, step =  1.0e-03, time = 5.31e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 540 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  4.079450e+03, tensor norm:  3.442e+01\n",
      "Epoch   1: f-est =  4.031869e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  4.047333e+03, step =  1.0e-01, time = 7.76e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.031928e+03, step =  1.0e-02, time = 1.15e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.031811e+03, step =  1.0e-03, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  4.031408e+03, step =  1.0e-03, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.37e-04 seconds\n",
      "Initial f-est:  4.094546e+03, tensor norm:  3.442e+01\n",
      "Epoch   1: f-est =  4.090446e+03, step =  1.0e-03, time = 1.00e-01 sec\n",
      "Epoch   2: f-est =  4.089780e+03, step =  1.0e-03, time = 2.09e-01 sec\n",
      "Epoch   3: f-est =  4.090489e+03, step =  1.0e-03, time = 3.27e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.077485e+03, step =  1.0e-04, time = 4.42e-01 sec\n",
      "Epoch   5: f-est =  4.077486e+03, step =  1.0e-04, time = 5.61e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 550 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.01e-04 seconds\n",
      "Initial f-est:  3.661614e+03, tensor norm:  3.247e+01\n",
      "Epoch   1: f-est =  3.609608e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  3.618080e+03, step =  1.0e-01, time = 7.72e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.607871e+03, step =  1.0e-02, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.607758e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  3.609716e+03, step =  1.0e-02, time = 1.91e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.18e-04 seconds\n",
      "Initial f-est:  3.628871e+03, tensor norm:  3.247e+01\n",
      "Epoch   1: f-est =  3.628711e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.627842e+03, step =  1.0e-03, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  3.626246e+03, step =  1.0e-03, time = 3.61e-01 sec\n",
      "Epoch   4: f-est =  3.626995e+03, step =  1.0e-03, time = 4.55e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.617084e+03, step =  1.0e-04, time = 5.72e-01 sec\n",
      "\n",
      "Processing slice 560 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.877089e+03, tensor norm:  3.311e+01\n",
      "Epoch   1: f-est =  3.846176e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  3.842503e+03, step =  1.0e-01, time = 7.73e-02 sec\n",
      "Epoch   3: f-est =  3.831374e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.834215e+03, step =  1.0e-01, time = 1.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.829488e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.18e-04 seconds\n",
      "Initial f-est:  3.853095e+03, tensor norm:  3.311e+01\n",
      "Epoch   1: f-est =  3.850102e+03, step =  1.0e-03, time = 1.11e-01 sec\n",
      "Epoch   2: f-est =  3.848875e+03, step =  1.0e-03, time = 2.03e-01 sec\n",
      "Epoch   3: f-est =  3.848756e+03, step =  1.0e-03, time = 3.18e-01 sec\n",
      "Epoch   4: f-est =  3.848875e+03, step =  1.0e-03, time = 4.37e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.839027e+03, step =  1.0e-04, time = 5.56e-01 sec\n",
      "\n",
      "Processing slice 570 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  3.918918e+03, tensor norm:  3.288e+01\n",
      "Epoch   1: f-est =  3.870523e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.875919e+03, step =  1.0e-01, time = 7.65e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.867807e+03, step =  1.0e-02, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.865121e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  3.867057e+03, step =  1.0e-02, time = 1.90e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.77e-04 seconds\n",
      "Initial f-est:  3.802457e+03, tensor norm:  3.288e+01\n",
      "Epoch   1: f-est =  3.803291e+03, step =  1.0e-03, time = 1.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.792404e+03, step =  1.0e-04, time = 2.38e-01 sec\n",
      "Epoch   3: f-est =  3.792392e+03, step =  1.0e-04, time = 3.24e-01 sec\n",
      "Epoch   4: f-est =  3.792320e+03, step =  1.0e-04, time = 4.42e-01 sec\n",
      "Epoch   5: f-est =  3.792420e+03, step =  1.0e-04, time = 5.35e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 580 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.06e-04 seconds\n",
      "Initial f-est:  3.901569e+03, tensor norm:  3.273e+01\n",
      "Epoch   1: f-est =  3.840238e+03, step =  1.0e-01, time = 3.90e-02 sec\n",
      "Epoch   2: f-est =  3.849823e+03, step =  1.0e-01, time = 7.70e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.838405e+03, step =  1.0e-02, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.837612e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  3.839408e+03, step =  1.0e-02, time = 1.90e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.35e-04 seconds\n",
      "Initial f-est:  3.751539e+03, tensor norm:  3.273e+01\n",
      "Epoch   1: f-est =  3.746647e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  3.746116e+03, step =  1.0e-03, time = 2.38e-01 sec\n",
      "Epoch   3: f-est =  3.746297e+03, step =  1.0e-03, time = 3.56e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.735907e+03, step =  1.0e-04, time = 4.74e-01 sec\n",
      "Epoch   5: f-est =  3.735716e+03, step =  1.0e-04, time = 5.93e-01 sec\n",
      "\n",
      "Processing slice 590 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.98e-04 seconds\n",
      "Initial f-est:  3.722861e+03, tensor norm:  3.216e+01\n",
      "Epoch   1: f-est =  3.643633e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.643125e+03, step =  1.0e-01, time = 7.67e-02 sec\n",
      "Epoch   3: f-est =  3.639643e+03, step =  1.0e-01, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.644680e+03, step =  1.0e-01, time = 1.52e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.637436e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  3.591671e+03, tensor norm:  3.216e+01\n",
      "Epoch   1: f-est =  3.585115e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.583775e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  3.583503e+03, step =  1.0e-03, time = 3.51e-01 sec\n",
      "Epoch   4: f-est =  3.582769e+03, step =  1.0e-03, time = 4.49e-01 sec\n",
      "Epoch   5: f-est =  3.582953e+03, step =  1.0e-03, time = 5.68e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 600 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...4.35e-04 seconds\n",
      "Initial f-est:  3.424103e+03, tensor norm:  3.036e+01\n",
      "Epoch   1: f-est =  3.379740e+03, step =  1.0e-01, time = 3.85e-02 sec\n",
      "Epoch   2: f-est =  3.381910e+03, step =  1.0e-01, time = 7.58e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.377982e+03, step =  1.0e-02, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.376377e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.375146e+03, step =  1.0e-02, time = 1.88e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.29e-04 seconds\n",
      "Initial f-est:  3.347927e+03, tensor norm:  3.036e+01\n",
      "Epoch   1: f-est =  3.344104e+03, step =  1.0e-03, time = 1.04e-01 sec\n",
      "Epoch   2: f-est =  3.343488e+03, step =  1.0e-03, time = 2.22e-01 sec\n",
      "Epoch   3: f-est =  3.343582e+03, step =  1.0e-03, time = 3.40e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.337169e+03, step =  1.0e-04, time = 4.42e-01 sec\n",
      "Epoch   5: f-est =  3.337223e+03, step =  1.0e-04, time = 5.34e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 610 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.74e-04 seconds\n",
      "Initial f-est:  3.573914e+03, tensor norm:  3.102e+01\n",
      "Epoch   1: f-est =  3.513757e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  3.518764e+03, step =  1.0e-01, time = 7.70e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.512154e+03, step =  1.0e-02, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.513895e+03, step =  1.0e-02, time = 1.52e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.511986e+03, step =  1.0e-03, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.62e-04 seconds\n",
      "Initial f-est:  3.499939e+03, tensor norm:  3.102e+01\n",
      "Epoch   1: f-est =  3.496163e+03, step =  1.0e-03, time = 1.04e-01 sec\n",
      "Epoch   2: f-est =  3.495484e+03, step =  1.0e-03, time = 1.90e-01 sec\n",
      "Epoch   3: f-est =  3.495688e+03, step =  1.0e-03, time = 3.08e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.488875e+03, step =  1.0e-04, time = 4.01e-01 sec\n",
      "Epoch   5: f-est =  3.488870e+03, step =  1.0e-04, time = 4.97e-01 sec\n",
      "\n",
      "Processing slice 620 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.18e-04 seconds\n",
      "Initial f-est:  3.852862e+03, tensor norm:  3.205e+01\n",
      "Epoch   1: f-est =  3.724724e+03, step =  1.0e-01, time = 3.51e-02 sec\n",
      "Epoch   2: f-est =  3.744196e+03, step =  1.0e-01, time = 7.35e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.728958e+03, step =  1.0e-02, time = 1.11e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.724783e+03, step =  1.0e-03, time = 1.49e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.724713e+03, step =  1.0e-04, time = 1.88e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.13e-04 seconds\n",
      "Initial f-est:  3.708708e+03, tensor norm:  3.205e+01\n",
      "Epoch   1: f-est =  3.711930e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.701264e+03, step =  1.0e-04, time = 2.21e-01 sec\n",
      "Epoch   3: f-est =  3.701355e+03, step =  1.0e-04, time = 3.16e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.700423e+03, step =  1.0e-05, time = 4.34e-01 sec\n",
      "Epoch   5: f-est =  3.700352e+03, step =  1.0e-05, time = 5.53e-01 sec\n",
      "\n",
      "Processing slice 630 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.23e-04 seconds\n",
      "Initial f-est:  3.895036e+03, tensor norm:  3.265e+01\n",
      "Epoch   1: f-est =  3.785851e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  3.782959e+03, step =  1.0e-01, time = 7.68e-02 sec\n",
      "Epoch   3: f-est =  3.782732e+03, step =  1.0e-01, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.767930e+03, step =  1.0e-01, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  3.781222e+03, step =  1.0e-01, time = 1.89e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  3.790515e+03, tensor norm:  3.265e+01\n",
      "Epoch   1: f-est =  3.794249e+03, step =  1.0e-03, time = 1.19e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.781274e+03, step =  1.0e-04, time = 2.11e-01 sec\n",
      "Epoch   3: f-est =  3.781185e+03, step =  1.0e-04, time = 3.28e-01 sec\n",
      "Epoch   4: f-est =  3.781169e+03, step =  1.0e-04, time = 4.46e-01 sec\n",
      "Epoch   5: f-est =  3.781051e+03, step =  1.0e-04, time = 5.64e-01 sec\n",
      "\n",
      "Processing slice 640 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.17e-04 seconds\n",
      "Initial f-est:  4.021567e+03, tensor norm:  3.366e+01\n",
      "Epoch   1: f-est =  3.982604e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.973379e+03, step =  1.0e-01, time = 7.63e-02 sec\n",
      "Epoch   3: f-est =  3.989266e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.972051e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  3.972755e+03, step =  1.0e-02, time = 1.90e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.01e-04 seconds\n",
      "Initial f-est:  3.907496e+03, tensor norm:  3.366e+01\n",
      "Epoch   1: f-est =  3.904569e+03, step =  1.0e-03, time = 1.11e-01 sec\n",
      "Epoch   2: f-est =  3.906327e+03, step =  1.0e-03, time = 2.10e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.892832e+03, step =  1.0e-04, time = 3.29e-01 sec\n",
      "Epoch   4: f-est =  3.892850e+03, step =  1.0e-04, time = 4.48e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.891953e+03, step =  1.0e-05, time = 5.70e-01 sec\n",
      "\n",
      "Processing slice 650 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.86e-04 seconds\n",
      "Initial f-est:  3.826016e+03, tensor norm:  3.326e+01\n",
      "Epoch   1: f-est =  3.728171e+03, step =  1.0e-01, time = 3.90e-02 sec\n",
      "Epoch   2: f-est =  3.726508e+03, step =  1.0e-01, time = 7.70e-02 sec\n",
      "Epoch   3: f-est =  3.731322e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.726325e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  3.726258e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.37e-04 seconds\n",
      "Initial f-est:  3.820632e+03, tensor norm:  3.326e+01\n",
      "Epoch   1: f-est =  3.819026e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.817242e+03, step =  1.0e-03, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  3.817490e+03, step =  1.0e-03, time = 3.61e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.807828e+03, step =  1.0e-04, time = 4.47e-01 sec\n",
      "Epoch   5: f-est =  3.807815e+03, step =  1.0e-04, time = 5.67e-01 sec\n",
      "\n",
      "Processing slice 660 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  4.026205e+03, tensor norm:  3.363e+01\n",
      "Epoch   1: f-est =  3.974882e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  3.967999e+03, step =  1.0e-01, time = 7.67e-02 sec\n",
      "Epoch   3: f-est =  3.976692e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.968659e+03, step =  1.0e-02, time = 1.52e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.967772e+03, step =  1.0e-03, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.54e-04 seconds\n",
      "Initial f-est:  3.899846e+03, tensor norm:  3.363e+01\n",
      "Epoch   1: f-est =  3.901484e+03, step =  1.0e-03, time = 1.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.890824e+03, step =  1.0e-04, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  3.890805e+03, step =  1.0e-04, time = 3.43e-01 sec\n",
      "Epoch   4: f-est =  3.890834e+03, step =  1.0e-04, time = 4.61e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.889962e+03, step =  1.0e-05, time = 5.79e-01 sec\n",
      "\n",
      "Processing slice 670 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.724814e+03, tensor norm:  3.236e+01\n",
      "Epoch   1: f-est =  3.618826e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  3.615784e+03, step =  1.0e-01, time = 7.75e-02 sec\n",
      "Epoch   3: f-est =  3.603130e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.607738e+03, step =  1.0e-01, time = 1.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.602570e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.582354e+03, tensor norm:  3.236e+01\n",
      "Epoch   1: f-est =  3.576981e+03, step =  1.0e-03, time = 1.05e-01 sec\n",
      "Epoch   2: f-est =  3.576818e+03, step =  1.0e-03, time = 2.25e-01 sec\n",
      "Epoch   3: f-est =  3.577624e+03, step =  1.0e-03, time = 3.43e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.569811e+03, step =  1.0e-04, time = 4.47e-01 sec\n",
      "Epoch   5: f-est =  3.569739e+03, step =  1.0e-04, time = 5.65e-01 sec\n",
      "\n",
      "Processing slice 680 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.35e-04 seconds\n",
      "Initial f-est:  4.106773e+03, tensor norm:  3.445e+01\n",
      "Epoch   1: f-est =  4.065356e+03, step =  1.0e-01, time = 3.98e-02 sec\n",
      "Epoch   2: f-est =  4.038617e+03, step =  1.0e-01, time = 7.98e-02 sec\n",
      "Epoch   3: f-est =  4.062081e+03, step =  1.0e-01, time = 1.17e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.044129e+03, step =  1.0e-02, time = 1.55e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.038878e+03, step =  1.0e-03, time = 1.93e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  3.994383e+03, tensor norm:  3.445e+01\n",
      "Epoch   1: f-est =  3.993447e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  3.992913e+03, step =  1.0e-03, time = 2.36e-01 sec\n",
      "Epoch   3: f-est =  3.994057e+03, step =  1.0e-03, time = 3.55e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.983164e+03, step =  1.0e-04, time = 4.75e-01 sec\n",
      "Epoch   5: f-est =  3.983124e+03, step =  1.0e-04, time = 5.93e-01 sec\n",
      "\n",
      "Processing slice 690 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.92e-04 seconds\n",
      "Initial f-est:  4.011995e+03, tensor norm:  3.431e+01\n",
      "Epoch   1: f-est =  3.936236e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.940542e+03, step =  1.0e-01, time = 7.64e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.936963e+03, step =  1.0e-02, time = 1.14e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.936136e+03, step =  1.0e-03, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  3.935964e+03, step =  1.0e-03, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.21e-04 seconds\n",
      "Initial f-est:  3.964222e+03, tensor norm:  3.431e+01\n",
      "Epoch   1: f-est =  3.962215e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.962785e+03, step =  1.0e-03, time = 2.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.952539e+03, step =  1.0e-04, time = 3.60e-01 sec\n",
      "Epoch   4: f-est =  3.952362e+03, step =  1.0e-04, time = 4.76e-01 sec\n",
      "Epoch   5: f-est =  3.952240e+03, step =  1.0e-04, time = 5.97e-01 sec\n",
      "\n",
      "Processing slice 700 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.37e-04 seconds\n",
      "Initial f-est:  3.923672e+03, tensor norm:  3.338e+01\n",
      "Epoch   1: f-est =  3.882430e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  3.888260e+03, step =  1.0e-01, time = 7.72e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.872461e+03, step =  1.0e-02, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  3.869347e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  3.864848e+03, step =  1.0e-02, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.00e-04 seconds\n",
      "Initial f-est:  3.917304e+03, tensor norm:  3.338e+01\n",
      "Epoch   1: f-est =  3.916899e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.914714e+03, step =  1.0e-03, time = 2.42e-01 sec\n",
      "Epoch   3: f-est =  3.916058e+03, step =  1.0e-03, time = 3.66e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.904921e+03, step =  1.0e-04, time = 4.87e-01 sec\n",
      "Epoch   5: f-est =  3.904832e+03, step =  1.0e-04, time = 6.06e-01 sec\n",
      "\n",
      "Processing slice 710 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.57e-04 seconds\n",
      "Initial f-est:  4.187179e+03, tensor norm:  3.491e+01\n",
      "Epoch   1: f-est =  4.162943e+03, step =  1.0e-01, time = 3.97e-02 sec\n",
      "Epoch   2: f-est =  4.173482e+03, step =  1.0e-01, time = 7.74e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.155417e+03, step =  1.0e-02, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  4.152684e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  4.152797e+03, step =  1.0e-02, time = 1.92e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.22e-04 seconds\n",
      "Initial f-est:  4.074206e+03, tensor norm:  3.491e+01\n",
      "Epoch   1: f-est =  6.081046e+03, step =  1.0e-03, time = 1.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.075909e+03, step =  1.0e-04, time = 2.41e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.046378e+03, step =  1.0e-05, time = 3.60e-01 sec\n",
      "Epoch   4: f-est =  4.044669e+03, step =  1.0e-05, time = 4.79e-01 sec\n",
      "Epoch   5: f-est =  4.043809e+03, step =  1.0e-05, time = 5.66e-01 sec\n",
      "\n",
      "Processing slice 720 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.86e-04 seconds\n",
      "Initial f-est:  4.292525e+03, tensor norm:  3.558e+01\n",
      "Epoch   1: f-est =  4.207285e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  4.203676e+03, step =  1.0e-01, time = 7.65e-02 sec\n",
      "Epoch   3: f-est =  4.221413e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.207984e+03, step =  1.0e-02, time = 1.52e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.204071e+03, step =  1.0e-03, time = 1.89e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.00e-04 seconds\n",
      "Initial f-est:  4.184336e+03, tensor norm:  3.558e+01\n",
      "Epoch   1: f-est =  4.181772e+03, step =  1.0e-03, time = 9.65e-02 sec\n",
      "Epoch   2: f-est =  4.182240e+03, step =  1.0e-03, time = 2.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.171180e+03, step =  1.0e-04, time = 3.25e-01 sec\n",
      "Epoch   4: f-est =  4.171229e+03, step =  1.0e-04, time = 4.42e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.170314e+03, step =  1.0e-05, time = 5.61e-01 sec\n",
      "\n",
      "Processing slice 730 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.26e-04 seconds\n",
      "Initial f-est:  4.044780e+03, tensor norm:  3.431e+01\n",
      "Epoch   1: f-est =  4.007701e+03, step =  1.0e-01, time = 3.98e-02 sec\n",
      "Epoch   2: f-est =  4.003723e+03, step =  1.0e-01, time = 7.77e-02 sec\n",
      "Epoch   3: f-est =  4.019771e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.004491e+03, step =  1.0e-02, time = 1.54e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.003661e+03, step =  1.0e-03, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.34e-04 seconds\n",
      "Initial f-est:  4.069795e+03, tensor norm:  3.431e+01\n",
      "Epoch   1: f-est =  4.067210e+03, step =  1.0e-03, time = 9.45e-02 sec\n",
      "Epoch   2: f-est =  4.066684e+03, step =  1.0e-03, time = 1.96e-01 sec\n",
      "Epoch   3: f-est =  4.066037e+03, step =  1.0e-03, time = 3.16e-01 sec\n",
      "Epoch   4: f-est =  4.066964e+03, step =  1.0e-03, time = 4.38e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.055815e+03, step =  1.0e-04, time = 5.59e-01 sec\n",
      "\n",
      "Processing slice 740 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.03e-04 seconds\n",
      "Initial f-est:  4.303534e+03, tensor norm:  3.558e+01\n",
      "Epoch   1: f-est =  4.220194e+03, step =  1.0e-01, time = 3.97e-02 sec\n",
      "Epoch   2: f-est =  4.212917e+03, step =  1.0e-01, time = 7.76e-02 sec\n",
      "Epoch   3: f-est =  4.212108e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  4.205136e+03, step =  1.0e-01, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  4.201054e+03, step =  1.0e-01, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.96e-04 seconds\n",
      "Initial f-est:  4.240801e+03, tensor norm:  3.558e+01\n",
      "Epoch   1: f-est =  6.350957e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.237877e+03, step =  1.0e-04, time = 2.25e-01 sec\n",
      "Epoch   3: f-est =  4.232660e+03, step =  1.0e-04, time = 3.45e-01 sec\n",
      "Epoch   4: f-est =  4.229581e+03, step =  1.0e-04, time = 4.65e-01 sec\n",
      "Epoch   5: f-est =  4.228114e+03, step =  1.0e-04, time = 5.83e-01 sec\n",
      "\n",
      "Processing slice 750 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.89e-04 seconds\n",
      "Initial f-est:  4.227302e+03, tensor norm:  3.533e+01\n",
      "Epoch   1: f-est =  4.202847e+03, step =  1.0e-01, time = 4.00e-02 sec\n",
      "Epoch   2: f-est =  4.200955e+03, step =  1.0e-01, time = 7.90e-02 sec\n",
      "Epoch   3: f-est =  4.201160e+03, step =  1.0e-01, time = 1.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.196390e+03, step =  1.0e-02, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  4.197234e+03, step =  1.0e-02, time = 1.94e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  4.179198e+03, tensor norm:  3.533e+01\n",
      "Epoch   1: f-est =  4.178180e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  4.177068e+03, step =  1.0e-03, time = 2.46e-01 sec\n",
      "Epoch   3: f-est =  4.177328e+03, step =  1.0e-03, time = 3.54e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.167035e+03, step =  1.0e-04, time = 4.72e-01 sec\n",
      "Epoch   5: f-est =  4.167118e+03, step =  1.0e-04, time = 5.93e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 760 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.99e-04 seconds\n",
      "Initial f-est:  4.167044e+03, tensor norm:  3.473e+01\n",
      "Epoch   1: f-est =  4.082947e+03, step =  1.0e-01, time = 3.95e-02 sec\n",
      "Epoch   2: f-est =  4.080334e+03, step =  1.0e-01, time = 7.88e-02 sec\n",
      "Epoch   3: f-est =  4.068296e+03, step =  1.0e-01, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  4.063344e+03, step =  1.0e-01, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  4.067063e+03, step =  1.0e-01, time = 1.95e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.50e-04 seconds\n",
      "Initial f-est:  4.069339e+03, tensor norm:  3.473e+01\n",
      "Epoch   1: f-est =  4.064198e+03, step =  1.0e-03, time = 1.23e-01 sec\n",
      "Epoch   2: f-est =  4.063601e+03, step =  1.0e-03, time = 2.44e-01 sec\n",
      "Epoch   3: f-est =  4.062433e+03, step =  1.0e-03, time = 3.63e-01 sec\n",
      "Epoch   4: f-est =  4.061904e+03, step =  1.0e-03, time = 4.89e-01 sec\n",
      "Epoch   5: f-est =  4.061802e+03, step =  1.0e-03, time = 5.97e-01 sec\n",
      "\n",
      "Processing slice 770 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.30e-04 seconds\n",
      "Initial f-est:  4.273147e+03, tensor norm:  3.552e+01\n",
      "Epoch   1: f-est =  4.189919e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  4.190156e+03, step =  1.0e-01, time = 7.77e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.190573e+03, step =  1.0e-02, time = 1.16e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.189498e+03, step =  1.0e-03, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  4.189112e+03, step =  1.0e-03, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.79e-04 seconds\n",
      "Initial f-est:  4.175536e+03, tensor norm:  3.552e+01\n",
      "Epoch   1: f-est =  4.178898e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.164918e+03, step =  1.0e-04, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  4.165066e+03, step =  1.0e-04, time = 3.62e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.163842e+03, step =  1.0e-05, time = 4.75e-01 sec\n",
      "Epoch   5: f-est =  4.163764e+03, step =  1.0e-05, time = 5.79e-01 sec\n",
      "\n",
      "Processing slice 780 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.60e-04 seconds\n",
      "Initial f-est:  4.310195e+03, tensor norm:  3.618e+01\n",
      "Epoch   1: f-est =  4.285917e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  4.284812e+03, step =  1.0e-01, time = 7.75e-02 sec\n",
      "Epoch   3: f-est =  4.276790e+03, step =  1.0e-01, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  4.280967e+03, step =  1.0e-01, time = 1.57e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.277956e+03, step =  1.0e-02, time = 1.95e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.15e-04 seconds\n",
      "Initial f-est:  4.348496e+03, tensor norm:  3.618e+01\n",
      "Epoch   1: f-est =  4.350323e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.337609e+03, step =  1.0e-04, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  4.337693e+03, step =  1.0e-04, time = 3.62e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.336228e+03, step =  1.0e-05, time = 4.81e-01 sec\n",
      "Epoch   5: f-est =  4.336156e+03, step =  1.0e-05, time = 6.01e-01 sec\n",
      "\n",
      "Processing slice 790 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.03e-04 seconds\n",
      "Initial f-est:  3.959364e+03, tensor norm:  3.390e+01\n",
      "Epoch   1: f-est =  3.867422e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  3.863928e+03, step =  1.0e-01, time = 7.72e-02 sec\n",
      "Epoch   3: f-est =  3.868309e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.860828e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  3.856093e+03, step =  1.0e-02, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.01e-04 seconds\n",
      "Initial f-est:  3.829945e+03, tensor norm:  3.390e+01\n",
      "Epoch   1: f-est =  3.832018e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.819953e+03, step =  1.0e-04, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  3.820005e+03, step =  1.0e-04, time = 3.60e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.818874e+03, step =  1.0e-05, time = 4.79e-01 sec\n",
      "Epoch   5: f-est =  3.818759e+03, step =  1.0e-05, time = 6.01e-01 sec\n",
      "\n",
      "Processing slice 800 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  4.116153e+03, tensor norm:  3.510e+01\n",
      "Epoch   1: f-est =  4.093937e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  4.083028e+03, step =  1.0e-01, time = 7.66e-02 sec\n",
      "Epoch   3: f-est =  4.090725e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.084437e+03, step =  1.0e-02, time = 1.52e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.082916e+03, step =  1.0e-03, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  4.153555e+03, tensor norm:  3.510e+01\n",
      "Epoch   1: f-est =  4.156113e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.144595e+03, step =  1.0e-04, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  4.144495e+03, step =  1.0e-04, time = 3.59e-01 sec\n",
      "Epoch   4: f-est =  4.144563e+03, step =  1.0e-04, time = 4.76e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.143364e+03, step =  1.0e-05, time = 5.94e-01 sec\n",
      "\n",
      "Processing slice 810 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.06e-04 seconds\n",
      "Initial f-est:  4.118985e+03, tensor norm:  3.490e+01\n",
      "Epoch   1: f-est =  4.064744e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  4.060745e+03, step =  1.0e-01, time = 7.68e-02 sec\n",
      "Epoch   3: f-est =  4.058678e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  4.061432e+03, step =  1.0e-01, time = 1.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.057153e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  4.069160e+03, tensor norm:  3.490e+01\n",
      "Epoch   1: f-est =  4.068259e+03, step =  1.0e-03, time = 1.13e-01 sec\n",
      "Epoch   2: f-est =  4.066020e+03, step =  1.0e-03, time = 2.00e-01 sec\n",
      "Epoch   3: f-est =  4.066012e+03, step =  1.0e-03, time = 3.19e-01 sec\n",
      "Epoch   4: f-est =  4.066686e+03, step =  1.0e-03, time = 4.42e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.053973e+03, step =  1.0e-04, time = 5.62e-01 sec\n",
      "\n",
      "Processing slice 820 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.67e-04 seconds\n",
      "Initial f-est:  4.085638e+03, tensor norm:  3.410e+01\n",
      "Epoch   1: f-est =  3.982617e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  3.980728e+03, step =  1.0e-01, time = 7.70e-02 sec\n",
      "Epoch   3: f-est =  3.983629e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.975398e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  3.972734e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  3.940698e+03, tensor norm:  3.410e+01\n",
      "Epoch   1: f-est =  3.942582e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.930789e+03, step =  1.0e-04, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  3.930790e+03, step =  1.0e-04, time = 3.41e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.929870e+03, step =  1.0e-05, time = 4.52e-01 sec\n",
      "Epoch   5: f-est =  3.929781e+03, step =  1.0e-05, time = 5.70e-01 sec\n",
      "\n",
      "Processing slice 830 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.20e-04 seconds\n",
      "Initial f-est:  4.457881e+03, tensor norm:  3.630e+01\n",
      "Epoch   1: f-est =  4.417386e+03, step =  1.0e-01, time = 4.00e-02 sec\n",
      "Epoch   2: f-est =  4.401969e+03, step =  1.0e-01, time = 7.81e-02 sec\n",
      "Epoch   3: f-est =  4.411017e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.404951e+03, step =  1.0e-02, time = 1.54e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.401772e+03, step =  1.0e-03, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.34e-04 seconds\n",
      "Initial f-est:  4.290208e+03, tensor norm:  3.630e+01\n",
      "Epoch   1: f-est =  4.293275e+03, step =  1.0e-03, time = 1.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.281176e+03, step =  1.0e-04, time = 2.43e-01 sec\n",
      "Epoch   3: f-est =  4.280991e+03, step =  1.0e-04, time = 3.63e-01 sec\n",
      "Epoch   4: f-est =  4.281019e+03, step =  1.0e-04, time = 4.71e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.279723e+03, step =  1.0e-05, time = 5.91e-01 sec\n",
      "\n",
      "Processing slice 840 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  4.051748e+03, tensor norm:  3.490e+01\n",
      "Epoch   1: f-est =  3.997382e+03, step =  1.0e-01, time = 3.95e-02 sec\n",
      "Epoch   2: f-est =  3.969030e+03, step =  1.0e-01, time = 7.45e-02 sec\n",
      "Epoch   3: f-est =  3.973099e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.968956e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.970292e+03, step =  1.0e-02, time = 1.90e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.86e-04 seconds\n",
      "Initial f-est:  3.965135e+03, tensor norm:  3.490e+01\n",
      "Epoch   1: f-est =  3.968778e+03, step =  1.0e-03, time = 1.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.957315e+03, step =  1.0e-04, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  3.957140e+03, step =  1.0e-04, time = 3.62e-01 sec\n",
      "Epoch   4: f-est =  3.957362e+03, step =  1.0e-04, time = 4.55e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.956211e+03, step =  1.0e-05, time = 5.74e-01 sec\n",
      "\n",
      "Processing slice 850 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.62e-04 seconds\n",
      "Initial f-est:  4.430668e+03, tensor norm:  3.646e+01\n",
      "Epoch   1: f-est =  4.366183e+03, step =  1.0e-01, time = 3.99e-02 sec\n",
      "Epoch   2: f-est =  4.354790e+03, step =  1.0e-01, time = 7.81e-02 sec\n",
      "Epoch   3: f-est =  4.348968e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  4.354678e+03, step =  1.0e-01, time = 1.54e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.348240e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.74e-04 seconds\n",
      "Initial f-est:  4.311247e+03, tensor norm:  3.646e+01\n",
      "Epoch   1: f-est =  4.312021e+03, step =  1.0e-03, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.298017e+03, step =  1.0e-04, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  4.297770e+03, step =  1.0e-04, time = 3.16e-01 sec\n",
      "Epoch   4: f-est =  4.297964e+03, step =  1.0e-04, time = 4.34e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.296856e+03, step =  1.0e-05, time = 5.35e-01 sec\n",
      "\n",
      "Processing slice 860 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.37e-04 seconds\n",
      "Initial f-est:  3.793711e+03, tensor norm:  3.276e+01\n",
      "Epoch   1: f-est =  3.641938e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  3.644351e+03, step =  1.0e-01, time = 7.87e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.642485e+03, step =  1.0e-02, time = 1.17e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.642414e+03, step =  1.0e-03, time = 1.58e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.641954e+03, step =  1.0e-04, time = 1.96e-01 sec, nfails = 4 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.27e-04 seconds\n",
      "Initial f-est:  3.685100e+03, tensor norm:  3.276e+01\n",
      "Epoch   1: f-est =  3.681613e+03, step =  1.0e-03, time = 1.15e-01 sec\n",
      "Epoch   2: f-est =  3.680037e+03, step =  1.0e-03, time = 2.38e-01 sec\n",
      "Epoch   3: f-est =  3.680541e+03, step =  1.0e-03, time = 3.51e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.670843e+03, step =  1.0e-04, time = 4.60e-01 sec\n",
      "Epoch   5: f-est =  3.670868e+03, step =  1.0e-04, time = 5.83e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 870 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.92e-04 seconds\n",
      "Initial f-est:  4.000742e+03, tensor norm:  3.375e+01\n",
      "Epoch   1: f-est =  3.946025e+03, step =  1.0e-01, time = 3.97e-02 sec\n",
      "Epoch   2: f-est =  3.943091e+03, step =  1.0e-01, time = 7.76e-02 sec\n",
      "Epoch   3: f-est =  3.940850e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.948163e+03, step =  1.0e-01, time = 1.54e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.939992e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.31e-04 seconds\n",
      "Initial f-est:  3.919141e+03, tensor norm:  3.375e+01\n",
      "Epoch   1: f-est =  3.916231e+03, step =  1.0e-03, time = 8.81e-02 sec\n",
      "Epoch   2: f-est =  3.916362e+03, step =  1.0e-03, time = 2.00e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.906605e+03, step =  1.0e-04, time = 3.18e-01 sec\n",
      "Epoch   4: f-est =  3.906510e+03, step =  1.0e-04, time = 4.37e-01 sec\n",
      "Epoch   5: f-est =  3.906482e+03, step =  1.0e-04, time = 5.56e-01 sec\n",
      "\n",
      "Processing slice 880 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  4.097316e+03, tensor norm:  3.437e+01\n",
      "Epoch   1: f-est =  4.060009e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  4.053324e+03, step =  1.0e-01, time = 7.71e-02 sec\n",
      "Epoch   3: f-est =  4.044070e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  4.075880e+03, step =  1.0e-01, time = 1.56e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.042301e+03, step =  1.0e-02, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.58e-04 seconds\n",
      "Initial f-est:  4.018300e+03, tensor norm:  3.437e+01\n",
      "Epoch   1: f-est =  4.020595e+03, step =  1.0e-03, time = 1.25e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.009919e+03, step =  1.0e-04, time = 2.16e-01 sec\n",
      "Epoch   3: f-est =  4.009943e+03, step =  1.0e-04, time = 3.34e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.008876e+03, step =  1.0e-05, time = 4.53e-01 sec\n",
      "Epoch   5: f-est =  4.008779e+03, step =  1.0e-05, time = 5.45e-01 sec\n",
      "\n",
      "Processing slice 890 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.31e-04 seconds\n",
      "Initial f-est:  3.952383e+03, tensor norm:  3.363e+01\n",
      "Epoch   1: f-est =  3.932136e+03, step =  1.0e-01, time = 3.97e-02 sec\n",
      "Epoch   2: f-est =  3.947400e+03, step =  1.0e-01, time = 7.75e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.934153e+03, step =  1.0e-02, time = 1.15e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.931738e+03, step =  1.0e-03, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  3.931628e+03, step =  1.0e-03, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  3.957140e+03, tensor norm:  3.363e+01\n",
      "Epoch   1: f-est =  3.954817e+03, step =  1.0e-03, time = 9.59e-02 sec\n",
      "Epoch   2: f-est =  3.954096e+03, step =  1.0e-03, time = 2.15e-01 sec\n",
      "Epoch   3: f-est =  3.953505e+03, step =  1.0e-03, time = 3.35e-01 sec\n",
      "Epoch   4: f-est =  3.952998e+03, step =  1.0e-03, time = 4.53e-01 sec\n",
      "Epoch   5: f-est =  3.951899e+03, step =  1.0e-03, time = 5.58e-01 sec\n",
      "\n",
      "Processing slice 900 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.62e-04 seconds\n",
      "Initial f-est:  3.960690e+03, tensor norm:  3.344e+01\n",
      "Epoch   1: f-est =  3.864398e+03, step =  1.0e-01, time = 4.11e-02 sec\n",
      "Epoch   2: f-est =  3.852587e+03, step =  1.0e-01, time = 7.96e-02 sec\n",
      "Epoch   3: f-est =  3.852026e+03, step =  1.0e-01, time = 1.19e-01 sec\n",
      "Epoch   4: f-est =  3.847730e+03, step =  1.0e-01, time = 1.57e-01 sec\n",
      "Epoch   5: f-est =  3.856701e+03, step =  1.0e-01, time = 1.95e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.55e-04 seconds\n",
      "Initial f-est:  3.863388e+03, tensor norm:  3.344e+01\n",
      "Epoch   1: f-est =  3.863820e+03, step =  1.0e-03, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.853783e+03, step =  1.0e-04, time = 2.35e-01 sec\n",
      "Epoch   3: f-est =  3.853782e+03, step =  1.0e-04, time = 3.62e-01 sec\n",
      "Epoch   4: f-est =  3.853758e+03, step =  1.0e-04, time = 4.81e-01 sec\n",
      "Epoch   5: f-est =  3.853739e+03, step =  1.0e-04, time = 6.01e-01 sec\n",
      "\n",
      "Processing slice 910 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.33e-04 seconds\n",
      "Initial f-est:  3.940782e+03, tensor norm:  3.376e+01\n",
      "Epoch   1: f-est =  3.901100e+03, step =  1.0e-01, time = 3.97e-02 sec\n",
      "Epoch   2: f-est =  3.907369e+03, step =  1.0e-01, time = 7.79e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.896658e+03, step =  1.0e-02, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.896164e+03, step =  1.0e-02, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.895736e+03, step =  1.0e-02, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.22e-04 seconds\n",
      "Initial f-est:  3.932355e+03, tensor norm:  3.376e+01\n",
      "Epoch   1: f-est =  3.928970e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.929282e+03, step =  1.0e-03, time = 2.40e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.918185e+03, step =  1.0e-04, time = 3.60e-01 sec\n",
      "Epoch   4: f-est =  3.918141e+03, step =  1.0e-04, time = 4.79e-01 sec\n",
      "Epoch   5: f-est =  3.918165e+03, step =  1.0e-04, time = 5.74e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 920 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  4.018507e+03, tensor norm:  3.363e+01\n",
      "Epoch   1: f-est =  4.010539e+03, step =  1.0e-01, time = 4.05e-02 sec\n",
      "Epoch   2: f-est =  3.997533e+03, step =  1.0e-01, time = 8.00e-02 sec\n",
      "Epoch   3: f-est =  4.000107e+03, step =  1.0e-01, time = 1.19e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.001590e+03, step =  1.0e-02, time = 1.58e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.997347e+03, step =  1.0e-03, time = 1.98e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  3.994018e+03, tensor norm:  3.363e+01\n",
      "Epoch   1: f-est =  3.992673e+03, step =  1.0e-03, time = 1.15e-01 sec\n",
      "Epoch   2: f-est =  3.990735e+03, step =  1.0e-03, time = 2.10e-01 sec\n",
      "Epoch   3: f-est =  3.990713e+03, step =  1.0e-03, time = 3.18e-01 sec\n",
      "Epoch   4: f-est =  3.990205e+03, step =  1.0e-03, time = 4.42e-01 sec\n",
      "Epoch   5: f-est =  3.989877e+03, step =  1.0e-03, time = 5.62e-01 sec\n",
      "\n",
      "Processing slice 930 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.51e-04 seconds\n",
      "Initial f-est:  3.686503e+03, tensor norm:  3.129e+01\n",
      "Epoch   1: f-est =  3.620047e+03, step =  1.0e-01, time = 3.95e-02 sec\n",
      "Epoch   2: f-est =  3.612135e+03, step =  1.0e-01, time = 7.78e-02 sec\n",
      "Epoch   3: f-est =  3.622316e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.611010e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.610549e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.49e-04 seconds\n",
      "Initial f-est:  3.473531e+03, tensor norm:  3.129e+01\n",
      "Epoch   1: f-est =  3.470443e+03, step =  1.0e-03, time = 1.28e-01 sec\n",
      "Epoch   2: f-est =  3.469252e+03, step =  1.0e-03, time = 2.47e-01 sec\n",
      "Epoch   3: f-est =  3.469195e+03, step =  1.0e-03, time = 3.45e-01 sec\n",
      "Epoch   4: f-est =  3.468524e+03, step =  1.0e-03, time = 4.64e-01 sec\n",
      "Epoch   5: f-est =  3.468921e+03, step =  1.0e-03, time = 5.83e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 940 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.28e-04 seconds\n",
      "Initial f-est:  3.487214e+03, tensor norm:  3.071e+01\n",
      "Epoch   1: f-est =  3.436796e+03, step =  1.0e-01, time = 3.84e-02 sec\n",
      "Epoch   2: f-est =  3.428925e+03, step =  1.0e-01, time = 7.69e-02 sec\n",
      "Epoch   3: f-est =  3.440266e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.429825e+03, step =  1.0e-02, time = 1.53e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.428619e+03, step =  1.0e-03, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.20e-04 seconds\n",
      "Initial f-est:  3.446373e+03, tensor norm:  3.071e+01\n",
      "Epoch   1: f-est =  3.442006e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  3.442020e+03, step =  1.0e-03, time = 2.37e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.434919e+03, step =  1.0e-04, time = 3.63e-01 sec\n",
      "Epoch   4: f-est =  3.434963e+03, step =  1.0e-04, time = 4.82e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.434295e+03, step =  1.0e-05, time = 6.01e-01 sec\n",
      "\n",
      "Processing slice 950 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.84e-04 seconds\n",
      "Initial f-est:  3.793389e+03, tensor norm:  3.121e+01\n",
      "Epoch   1: f-est =  3.495582e+03, step =  1.0e-01, time = 4.53e-02 sec\n",
      "Epoch   2: f-est =  3.490715e+03, step =  1.0e-01, time = 8.44e-02 sec\n",
      "Epoch   3: f-est =  3.506287e+03, step =  1.0e-01, time = 1.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.488619e+03, step =  1.0e-02, time = 1.63e-01 sec\n",
      "Epoch   5: f-est =  3.486887e+03, step =  1.0e-02, time = 2.04e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...7.57e-04 seconds\n",
      "Initial f-est:  3.522892e+03, tensor norm:  3.121e+01\n",
      "Epoch   1: f-est =  3.515917e+03, step =  1.0e-03, time = 1.28e-01 sec\n",
      "Epoch   2: f-est =  3.516116e+03, step =  1.0e-03, time = 2.32e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.509633e+03, step =  1.0e-04, time = 3.43e-01 sec\n",
      "Epoch   4: f-est =  3.509678e+03, step =  1.0e-04, time = 4.61e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.509100e+03, step =  1.0e-05, time = 5.64e-01 sec\n",
      "\n",
      "Processing slice 960 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.66e-04 seconds\n",
      "Initial f-est:  3.993177e+03, tensor norm:  3.369e+01\n",
      "Epoch   1: f-est =  3.966278e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  3.947771e+03, step =  1.0e-01, time = 7.74e-02 sec\n",
      "Epoch   3: f-est =  3.951439e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.942302e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  3.941987e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  3.986827e+03, tensor norm:  3.369e+01\n",
      "Epoch   1: f-est =  3.982149e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.981026e+03, step =  1.0e-03, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  3.980620e+03, step =  1.0e-03, time = 3.61e-01 sec\n",
      "Epoch   4: f-est =  3.980187e+03, step =  1.0e-03, time = 4.55e-01 sec\n",
      "Epoch   5: f-est =  3.980859e+03, step =  1.0e-03, time = 5.71e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 970 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.69e-04 seconds\n",
      "Initial f-est:  2.929815e+03, tensor norm:  2.650e+01\n",
      "Epoch   1: f-est =  2.834700e+03, step =  1.0e-01, time = 3.52e-02 sec\n",
      "Epoch   2: f-est =  2.827959e+03, step =  1.0e-01, time = 6.91e-02 sec\n",
      "Epoch   3: f-est =  2.828784e+03, step =  1.0e-01, time = 1.03e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.826007e+03, step =  1.0e-02, time = 1.37e-01 sec\n",
      "Epoch   5: f-est =  2.827590e+03, step =  1.0e-02, time = 1.71e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.59e-04 seconds\n",
      "Initial f-est:  2.850255e+03, tensor norm:  2.650e+01\n",
      "Epoch   1: f-est =  2.843945e+03, step =  1.0e-03, time = 9.69e-02 sec\n",
      "Epoch   2: f-est =  2.843827e+03, step =  1.0e-03, time = 1.91e-01 sec\n",
      "Epoch   3: f-est =  2.843434e+03, step =  1.0e-03, time = 2.78e-01 sec\n",
      "Epoch   4: f-est =  2.844370e+03, step =  1.0e-03, time = 3.97e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.838756e+03, step =  1.0e-04, time = 4.86e-01 sec\n",
      "\n",
      "Processing slice 980 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  3.907999e+03, tensor norm:  3.312e+01\n",
      "Epoch   1: f-est =  3.811616e+03, step =  1.0e-01, time = 3.96e-02 sec\n",
      "Epoch   2: f-est =  3.796149e+03, step =  1.0e-01, time = 7.78e-02 sec\n",
      "Epoch   3: f-est =  3.794474e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.792638e+03, step =  1.0e-01, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.790428e+03, step =  1.0e-01, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.31e-04 seconds\n",
      "Initial f-est:  3.793041e+03, tensor norm:  3.312e+01\n",
      "Epoch   1: f-est =  3.795908e+03, step =  1.0e-03, time = 1.07e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.780021e+03, step =  1.0e-04, time = 2.16e-01 sec\n",
      "Epoch   3: f-est =  3.779888e+03, step =  1.0e-04, time = 3.26e-01 sec\n",
      "Epoch   4: f-est =  3.779636e+03, step =  1.0e-04, time = 4.47e-01 sec\n",
      "Epoch   5: f-est =  3.779949e+03, step =  1.0e-04, time = 5.68e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 990 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.92e-04 seconds\n",
      "Initial f-est:  3.902967e+03, tensor norm:  3.314e+01\n",
      "Epoch   1: f-est =  3.845154e+03, step =  1.0e-01, time = 4.25e-02 sec\n",
      "Epoch   2: f-est =  3.838431e+03, step =  1.0e-01, time = 8.28e-02 sec\n",
      "Epoch   3: f-est =  3.839127e+03, step =  1.0e-01, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.837992e+03, step =  1.0e-02, time = 1.61e-01 sec\n",
      "Epoch   5: f-est =  3.838080e+03, step =  1.0e-02, time = 1.99e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  3.785175e+03, tensor norm:  3.314e+01\n",
      "Epoch   1: f-est =  3.784378e+03, step =  1.0e-03, time = 9.27e-02 sec\n",
      "Epoch   2: f-est =  3.782226e+03, step =  1.0e-03, time = 2.12e-01 sec\n",
      "Epoch   3: f-est =  3.782070e+03, step =  1.0e-03, time = 3.14e-01 sec\n",
      "Epoch   4: f-est =  3.781881e+03, step =  1.0e-03, time = 4.34e-01 sec\n",
      "Epoch   5: f-est =  3.781596e+03, step =  1.0e-03, time = 5.52e-01 sec\n",
      "\n",
      "Processing slice 1000 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.54e-04 seconds\n",
      "Initial f-est:  3.673323e+03, tensor norm:  3.156e+01\n",
      "Epoch   1: f-est =  3.566852e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  3.577674e+03, step =  1.0e-01, time = 7.78e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.566317e+03, step =  1.0e-02, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  3.567374e+03, step =  1.0e-02, time = 1.58e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.566499e+03, step =  1.0e-03, time = 1.99e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.522069e+03, tensor norm:  3.156e+01\n",
      "Epoch   1: f-est =  3.515810e+03, step =  1.0e-03, time = 1.25e-01 sec\n",
      "Epoch   2: f-est =  3.515621e+03, step =  1.0e-03, time = 2.27e-01 sec\n",
      "Epoch   3: f-est =  3.514757e+03, step =  1.0e-03, time = 3.22e-01 sec\n",
      "Epoch   4: f-est =  3.515294e+03, step =  1.0e-03, time = 4.36e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.507706e+03, step =  1.0e-04, time = 5.50e-01 sec\n",
      "\n",
      "Processing slice 1010 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.37e-04 seconds\n",
      "Initial f-est:  3.915763e+03, tensor norm:  3.369e+01\n",
      "Epoch   1: f-est =  3.867660e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  3.860304e+03, step =  1.0e-01, time = 7.72e-02 sec\n",
      "Epoch   3: f-est =  3.869573e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.862452e+03, step =  1.0e-02, time = 1.53e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.860015e+03, step =  1.0e-03, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  3.875201e+03, tensor norm:  3.369e+01\n",
      "Epoch   1: f-est =  3.866818e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.867553e+03, step =  1.0e-03, time = 2.28e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.856564e+03, step =  1.0e-04, time = 3.46e-01 sec\n",
      "Epoch   4: f-est =  3.856566e+03, step =  1.0e-04, time = 4.65e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.855648e+03, step =  1.0e-05, time = 5.72e-01 sec\n",
      "\n",
      "Processing slice 1020 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...4.21e-04 seconds\n",
      "Initial f-est:  3.538478e+03, tensor norm:  3.072e+01\n",
      "Epoch   1: f-est =  3.475965e+03, step =  1.0e-01, time = 3.90e-02 sec\n",
      "Epoch   2: f-est =  3.473410e+03, step =  1.0e-01, time = 7.68e-02 sec\n",
      "Epoch   3: f-est =  3.465108e+03, step =  1.0e-01, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  3.467794e+03, step =  1.0e-01, time = 1.55e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.460483e+03, step =  1.0e-02, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.42e-04 seconds\n",
      "Initial f-est:  3.480291e+03, tensor norm:  3.072e+01\n",
      "Epoch   1: f-est =  3.477884e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.477533e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  3.477704e+03, step =  1.0e-03, time = 3.56e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.471109e+03, step =  1.0e-04, time = 4.66e-01 sec\n",
      "Epoch   5: f-est =  3.471051e+03, step =  1.0e-04, time = 5.83e-01 sec\n",
      "\n",
      "Processing slice 1030 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.12e-04 seconds\n",
      "Initial f-est:  3.643740e+03, tensor norm:  3.195e+01\n",
      "Epoch   1: f-est =  3.583520e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  3.579530e+03, step =  1.0e-01, time = 7.72e-02 sec\n",
      "Epoch   3: f-est =  3.580139e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.576934e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  3.576260e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.21e-04 seconds\n",
      "Initial f-est:  3.614219e+03, tensor norm:  3.195e+01\n",
      "Epoch   1: f-est =  3.614459e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.602652e+03, step =  1.0e-04, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  3.602653e+03, step =  1.0e-04, time = 3.60e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.601664e+03, step =  1.0e-05, time = 4.73e-01 sec\n",
      "Epoch   5: f-est =  3.601628e+03, step =  1.0e-05, time = 5.92e-01 sec\n",
      "\n",
      "Processing slice 1040 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  3.741991e+03, tensor norm:  3.205e+01\n",
      "Epoch   1: f-est =  3.583626e+03, step =  1.0e-01, time = 4.30e-02 sec\n",
      "Epoch   2: f-est =  3.584500e+03, step =  1.0e-01, time = 8.14e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.581159e+03, step =  1.0e-02, time = 1.19e-01 sec\n",
      "Epoch   4: f-est =  3.579770e+03, step =  1.0e-02, time = 1.57e-01 sec\n",
      "Epoch   5: f-est =  3.579986e+03, step =  1.0e-02, time = 1.95e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.26e-04 seconds\n",
      "Initial f-est:  3.672637e+03, tensor norm:  3.205e+01\n",
      "Epoch   1: f-est =  3.670131e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.669944e+03, step =  1.0e-03, time = 2.43e-01 sec\n",
      "Epoch   3: f-est =  3.669632e+03, step =  1.0e-03, time = 3.69e-01 sec\n",
      "Epoch   4: f-est =  3.670210e+03, step =  1.0e-03, time = 4.89e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.662116e+03, step =  1.0e-04, time = 6.00e-01 sec\n",
      "\n",
      "Processing slice 1050 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.45e-04 seconds\n",
      "Initial f-est:  3.815967e+03, tensor norm:  3.233e+01\n",
      "Epoch   1: f-est =  3.720680e+03, step =  1.0e-01, time = 3.95e-02 sec\n",
      "Epoch   2: f-est =  3.715403e+03, step =  1.0e-01, time = 7.76e-02 sec\n",
      "Epoch   3: f-est =  3.703490e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.716501e+03, step =  1.0e-01, time = 1.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.700493e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.86e-04 seconds\n",
      "Initial f-est:  3.680218e+03, tensor norm:  3.233e+01\n",
      "Epoch   1: f-est =  3.677344e+03, step =  1.0e-03, time = 1.15e-01 sec\n",
      "Epoch   2: f-est =  3.676893e+03, step =  1.0e-03, time = 2.02e-01 sec\n",
      "Epoch   3: f-est =  3.675687e+03, step =  1.0e-03, time = 3.20e-01 sec\n",
      "Epoch   4: f-est =  3.677307e+03, step =  1.0e-03, time = 4.38e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.667059e+03, step =  1.0e-04, time = 5.32e-01 sec\n",
      "\n",
      "Processing slice 1060 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.30e-04 seconds\n",
      "Initial f-est:  3.925410e+03, tensor norm:  3.317e+01\n",
      "Epoch   1: f-est =  3.867785e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  3.890777e+03, step =  1.0e-01, time = 7.73e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.869486e+03, step =  1.0e-02, time = 1.15e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.867626e+03, step =  1.0e-03, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  3.868113e+03, step =  1.0e-03, time = 1.91e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.52e-04 seconds\n",
      "Initial f-est:  3.913010e+03, tensor norm:  3.317e+01\n",
      "Epoch   1: f-est =  3.906982e+03, step =  1.0e-03, time = 9.53e-02 sec\n",
      "Epoch   2: f-est =  3.906600e+03, step =  1.0e-03, time = 1.95e-01 sec\n",
      "Epoch   3: f-est =  3.906458e+03, step =  1.0e-03, time = 3.14e-01 sec\n",
      "Epoch   4: f-est =  3.907529e+03, step =  1.0e-03, time = 4.34e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.897476e+03, step =  1.0e-04, time = 5.41e-01 sec\n",
      "\n",
      "Processing slice 1070 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.27e-04 seconds\n",
      "Initial f-est:  4.138946e+03, tensor norm:  3.354e+01\n",
      "Epoch   1: f-est =  3.990134e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.986406e+03, step =  1.0e-01, time = 7.74e-02 sec\n",
      "Epoch   3: f-est =  3.981144e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.993579e+03, step =  1.0e-01, time = 1.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.981242e+03, step =  1.0e-02, time = 1.92e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.41e-04 seconds\n",
      "Initial f-est:  3.889408e+03, tensor norm:  3.354e+01\n",
      "Epoch   1: f-est =  3.885802e+03, step =  1.0e-03, time = 1.25e-01 sec\n",
      "Epoch   2: f-est =  3.884956e+03, step =  1.0e-03, time = 2.26e-01 sec\n",
      "Epoch   3: f-est =  3.884615e+03, step =  1.0e-03, time = 3.45e-01 sec\n",
      "Epoch   4: f-est =  3.884707e+03, step =  1.0e-03, time = 4.56e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.874534e+03, step =  1.0e-04, time = 5.75e-01 sec\n",
      "\n",
      "Processing slice 1080 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.58e-04 seconds\n",
      "Initial f-est:  3.983738e+03, tensor norm:  3.394e+01\n",
      "Epoch   1: f-est =  3.910123e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  3.906168e+03, step =  1.0e-01, time = 7.74e-02 sec\n",
      "Epoch   3: f-est =  3.921219e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.903688e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.903506e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  3.921071e+03, tensor norm:  3.394e+01\n",
      "Epoch   1: f-est =  3.922313e+03, step =  1.0e-03, time = 9.17e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.911210e+03, step =  1.0e-04, time = 2.16e-01 sec\n",
      "Epoch   3: f-est =  3.911150e+03, step =  1.0e-04, time = 3.37e-01 sec\n",
      "Epoch   4: f-est =  3.911020e+03, step =  1.0e-04, time = 4.58e-01 sec\n",
      "Epoch   5: f-est =  3.911190e+03, step =  1.0e-04, time = 5.67e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1090 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.81e-04 seconds\n",
      "Initial f-est:  3.899595e+03, tensor norm:  3.376e+01\n",
      "Epoch   1: f-est =  3.869894e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  3.877313e+03, step =  1.0e-01, time = 7.73e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.867604e+03, step =  1.0e-02, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  3.867340e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  3.868878e+03, step =  1.0e-02, time = 1.93e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.10e-04 seconds\n",
      "Initial f-est:  3.908193e+03, tensor norm:  3.376e+01\n",
      "Epoch   1: f-est =  3.904004e+03, step =  1.0e-03, time = 1.04e-01 sec\n",
      "Epoch   2: f-est =  3.904563e+03, step =  1.0e-03, time = 1.97e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.895511e+03, step =  1.0e-04, time = 3.17e-01 sec\n",
      "Epoch   4: f-est =  3.895494e+03, step =  1.0e-04, time = 4.38e-01 sec\n",
      "Epoch   5: f-est =  3.895508e+03, step =  1.0e-04, time = 5.59e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1100 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  4.605208e+03, tensor norm:  3.658e+01\n",
      "Epoch   1: f-est =  4.527433e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  4.524570e+03, step =  1.0e-01, time = 7.74e-02 sec\n",
      "Epoch   3: f-est =  4.536364e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.521325e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  4.522518e+03, step =  1.0e-02, time = 1.92e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.20e-04 seconds\n",
      "Initial f-est:  4.433892e+03, tensor norm:  3.658e+01\n",
      "Epoch   1: f-est =  4.437987e+03, step =  1.0e-03, time = 9.19e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.421947e+03, step =  1.0e-04, time = 1.95e-01 sec\n",
      "Epoch   3: f-est =  4.421938e+03, step =  1.0e-04, time = 3.08e-01 sec\n",
      "Epoch   4: f-est =  4.421881e+03, step =  1.0e-04, time = 4.04e-01 sec\n",
      "Epoch   5: f-est =  4.421757e+03, step =  1.0e-04, time = 5.23e-01 sec\n",
      "\n",
      "Processing slice 1110 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.83e-04 seconds\n",
      "Initial f-est:  4.169279e+03, tensor norm:  3.470e+01\n",
      "Epoch   1: f-est =  4.088198e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  4.085529e+03, step =  1.0e-01, time = 7.67e-02 sec\n",
      "Epoch   3: f-est =  4.072380e+03, step =  1.0e-01, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  4.073460e+03, step =  1.0e-01, time = 1.52e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.071511e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.25e-04 seconds\n",
      "Initial f-est:  4.123834e+03, tensor norm:  3.470e+01\n",
      "Epoch   1: f-est =  4.123394e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  4.121805e+03, step =  1.0e-03, time = 2.18e-01 sec\n",
      "Epoch   3: f-est =  4.121200e+03, step =  1.0e-03, time = 3.39e-01 sec\n",
      "Epoch   4: f-est =  4.121612e+03, step =  1.0e-03, time = 4.42e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.108977e+03, step =  1.0e-04, time = 5.58e-01 sec\n",
      "\n",
      "Processing slice 1120 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.22e-04 seconds\n",
      "Initial f-est:  3.930583e+03, tensor norm:  3.413e+01\n",
      "Epoch   1: f-est =  3.856898e+03, step =  1.0e-01, time = 3.96e-02 sec\n",
      "Epoch   2: f-est =  3.854893e+03, step =  1.0e-01, time = 7.81e-02 sec\n",
      "Epoch   3: f-est =  3.863911e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.852381e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.850160e+03, step =  1.0e-02, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  3.940582e+03, tensor norm:  3.413e+01\n",
      "Epoch   1: f-est =  3.939965e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.939651e+03, step =  1.0e-03, time = 2.48e-01 sec\n",
      "Epoch   3: f-est =  3.939161e+03, step =  1.0e-03, time = 3.67e-01 sec\n",
      "Epoch   4: f-est =  3.938728e+03, step =  1.0e-03, time = 4.87e-01 sec\n",
      "Epoch   5: f-est =  3.939405e+03, step =  1.0e-03, time = 6.07e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1130 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.28e-04 seconds\n",
      "Initial f-est:  4.448924e+03, tensor norm:  3.594e+01\n",
      "Epoch   1: f-est =  4.361235e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  4.360623e+03, step =  1.0e-01, time = 7.71e-02 sec\n",
      "Epoch   3: f-est =  4.334658e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  4.328701e+03, step =  1.0e-01, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  4.333099e+03, step =  1.0e-01, time = 1.91e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  4.320166e+03, tensor norm:  3.594e+01\n",
      "Epoch   1: f-est =  4.319887e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  4.319612e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  4.318759e+03, step =  1.0e-03, time = 3.59e-01 sec\n",
      "Epoch   4: f-est =  4.318687e+03, step =  1.0e-03, time = 4.78e-01 sec\n",
      "Epoch   5: f-est =  4.317755e+03, step =  1.0e-03, time = 5.97e-01 sec\n",
      "\n",
      "Processing slice 1140 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.06e-04 seconds\n",
      "Initial f-est:  4.164660e+03, tensor norm:  3.454e+01\n",
      "Epoch   1: f-est =  4.109266e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  4.086097e+03, step =  1.0e-01, time = 8.09e-02 sec\n",
      "Epoch   3: f-est =  4.085834e+03, step =  1.0e-01, time = 1.19e-01 sec\n",
      "Epoch   4: f-est =  4.093468e+03, step =  1.0e-01, time = 1.57e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.082852e+03, step =  1.0e-02, time = 1.95e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.25e-04 seconds\n",
      "Initial f-est:  4.129603e+03, tensor norm:  3.454e+01\n",
      "Epoch   1: f-est =  4.129231e+03, step =  1.0e-03, time = 1.24e-01 sec\n",
      "Epoch   2: f-est =  4.127996e+03, step =  1.0e-03, time = 2.45e-01 sec\n",
      "Epoch   3: f-est =  4.125635e+03, step =  1.0e-03, time = 3.64e-01 sec\n",
      "Epoch   4: f-est =  4.127041e+03, step =  1.0e-03, time = 4.78e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.114202e+03, step =  1.0e-04, time = 5.98e-01 sec\n",
      "\n",
      "Processing slice 1150 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.40e-04 seconds\n",
      "Initial f-est:  4.065147e+03, tensor norm:  3.447e+01\n",
      "Epoch   1: f-est =  4.026056e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  4.014187e+03, step =  1.0e-01, time = 7.75e-02 sec\n",
      "Epoch   3: f-est =  4.015865e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.012255e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  4.008869e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.27e-04 seconds\n",
      "Initial f-est:  3.936586e+03, tensor norm:  3.447e+01\n",
      "Epoch   1: f-est =  3.936891e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.927810e+03, step =  1.0e-04, time = 2.43e-01 sec\n",
      "Epoch   3: f-est =  3.927676e+03, step =  1.0e-04, time = 3.63e-01 sec\n",
      "Epoch   4: f-est =  3.927663e+03, step =  1.0e-04, time = 4.81e-01 sec\n",
      "Epoch   5: f-est =  3.927723e+03, step =  1.0e-04, time = 6.00e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1160 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  3.894534e+03, tensor norm:  3.428e+01\n",
      "Epoch   1: f-est =  3.873316e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  3.872387e+03, step =  1.0e-01, time = 7.76e-02 sec\n",
      "Epoch   3: f-est =  3.860784e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.854943e+03, step =  1.0e-01, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.858365e+03, step =  1.0e-01, time = 1.92e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  3.938316e+03, tensor norm:  3.428e+01\n",
      "Epoch   1: f-est =  3.938817e+03, step =  1.0e-03, time = 1.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.926003e+03, step =  1.0e-04, time = 2.43e-01 sec\n",
      "Epoch   3: f-est =  3.926033e+03, step =  1.0e-04, time = 3.63e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.925033e+03, step =  1.0e-05, time = 4.81e-01 sec\n",
      "Epoch   5: f-est =  3.924892e+03, step =  1.0e-05, time = 6.00e-01 sec\n",
      "\n",
      "Processing slice 1170 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  4.202408e+03, tensor norm:  3.538e+01\n",
      "Epoch   1: f-est =  4.164967e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  4.155660e+03, step =  1.0e-01, time = 7.76e-02 sec\n",
      "Epoch   3: f-est =  4.163200e+03, step =  1.0e-01, time = 1.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.149183e+03, step =  1.0e-02, time = 1.58e-01 sec\n",
      "Epoch   5: f-est =  4.146564e+03, step =  1.0e-02, time = 1.96e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.52e-04 seconds\n",
      "Initial f-est:  4.139117e+03, tensor norm:  3.538e+01\n",
      "Epoch   1: f-est =  4.137075e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  4.136685e+03, step =  1.0e-03, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  4.135068e+03, step =  1.0e-03, time = 3.59e-01 sec\n",
      "Epoch   4: f-est =  4.135607e+03, step =  1.0e-03, time = 4.79e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.124835e+03, step =  1.0e-04, time = 5.71e-01 sec\n",
      "\n",
      "Processing slice 1180 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.63e-04 seconds\n",
      "Initial f-est:  4.163543e+03, tensor norm:  3.477e+01\n",
      "Epoch   1: f-est =  4.115844e+03, step =  1.0e-01, time = 3.96e-02 sec\n",
      "Epoch   2: f-est =  4.100380e+03, step =  1.0e-01, time = 7.81e-02 sec\n",
      "Epoch   3: f-est =  4.107627e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.097311e+03, step =  1.0e-02, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  4.097873e+03, step =  1.0e-02, time = 1.93e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  4.122501e+03, tensor norm:  3.477e+01\n",
      "Epoch   1: f-est =  4.124142e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.112289e+03, step =  1.0e-04, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  4.112439e+03, step =  1.0e-04, time = 3.41e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.111305e+03, step =  1.0e-05, time = 4.64e-01 sec\n",
      "Epoch   5: f-est =  4.111211e+03, step =  1.0e-05, time = 5.84e-01 sec\n",
      "\n",
      "Processing slice 1190 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  4.111532e+03, tensor norm:  3.458e+01\n",
      "Epoch   1: f-est =  4.067601e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  4.072743e+03, step =  1.0e-01, time = 7.73e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.062221e+03, step =  1.0e-02, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  4.063121e+03, step =  1.0e-02, time = 1.53e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.062297e+03, step =  1.0e-03, time = 1.92e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  4.077949e+03, tensor norm:  3.458e+01\n",
      "Epoch   1: f-est =  4.074992e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  4.074898e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  4.074195e+03, step =  1.0e-03, time = 3.29e-01 sec\n",
      "Epoch   4: f-est =  4.074224e+03, step =  1.0e-03, time = 4.47e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.063838e+03, step =  1.0e-04, time = 5.51e-01 sec\n",
      "\n",
      "Processing slice 1200 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.13e-04 seconds\n",
      "Initial f-est:  4.218339e+03, tensor norm:  3.523e+01\n",
      "Epoch   1: f-est =  4.177623e+03, step =  1.0e-01, time = 3.97e-02 sec\n",
      "Epoch   2: f-est =  4.176856e+03, step =  1.0e-01, time = 7.79e-02 sec\n",
      "Epoch   3: f-est =  4.168548e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  4.166596e+03, step =  1.0e-01, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  4.169644e+03, step =  1.0e-01, time = 1.95e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.74e-04 seconds\n",
      "Initial f-est:  4.174843e+03, tensor norm:  3.523e+01\n",
      "Epoch   1: f-est =  4.176249e+03, step =  1.0e-03, time = 1.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.163637e+03, step =  1.0e-04, time = 2.43e-01 sec\n",
      "Epoch   3: f-est =  4.163482e+03, step =  1.0e-04, time = 3.52e-01 sec\n",
      "Epoch   4: f-est =  4.163384e+03, step =  1.0e-04, time = 4.72e-01 sec\n",
      "Epoch   5: f-est =  4.163448e+03, step =  1.0e-04, time = 5.91e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1210 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.18e-04 seconds\n",
      "Initial f-est:  4.214902e+03, tensor norm:  3.419e+01\n",
      "Epoch   1: f-est =  4.043943e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  4.051117e+03, step =  1.0e-01, time = 7.71e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.038478e+03, step =  1.0e-02, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  4.039204e+03, step =  1.0e-02, time = 1.54e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.038702e+03, step =  1.0e-03, time = 1.92e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.02e-04 seconds\n",
      "Initial f-est:  4.050683e+03, tensor norm:  3.419e+01\n",
      "Epoch   1: f-est =  4.047521e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  4.046416e+03, step =  1.0e-03, time = 2.42e-01 sec\n",
      "Epoch   3: f-est =  4.046667e+03, step =  1.0e-03, time = 3.61e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.036884e+03, step =  1.0e-04, time = 4.79e-01 sec\n",
      "Epoch   5: f-est =  4.036668e+03, step =  1.0e-04, time = 5.99e-01 sec\n",
      "\n",
      "Processing slice 1220 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.72e-04 seconds\n",
      "Initial f-est:  3.862380e+03, tensor norm:  3.298e+01\n",
      "Epoch   1: f-est =  3.804167e+03, step =  1.0e-01, time = 4.31e-02 sec\n",
      "Epoch   2: f-est =  3.805097e+03, step =  1.0e-01, time = 8.09e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.801823e+03, step =  1.0e-02, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  3.799635e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  3.797969e+03, step =  1.0e-02, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.61e-04 seconds\n",
      "Initial f-est:  3.807279e+03, tensor norm:  3.298e+01\n",
      "Epoch   1: f-est =  3.806748e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.806925e+03, step =  1.0e-03, time = 2.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.796729e+03, step =  1.0e-04, time = 3.59e-01 sec\n",
      "Epoch   4: f-est =  3.796845e+03, step =  1.0e-04, time = 4.77e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.795926e+03, step =  1.0e-05, time = 5.64e-01 sec\n",
      "\n",
      "Processing slice 1230 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.32e-04 seconds\n",
      "Initial f-est:  3.756732e+03, tensor norm:  3.254e+01\n",
      "Epoch   1: f-est =  3.691305e+03, step =  1.0e-01, time = 3.98e-02 sec\n",
      "Epoch   2: f-est =  3.687455e+03, step =  1.0e-01, time = 7.80e-02 sec\n",
      "Epoch   3: f-est =  3.689530e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.685661e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.687507e+03, step =  1.0e-02, time = 1.92e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.16e-04 seconds\n",
      "Initial f-est:  3.612374e+03, tensor norm:  3.254e+01\n",
      "Epoch   1: f-est =  3.616480e+03, step =  1.0e-03, time = 9.71e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.606353e+03, step =  1.0e-04, time = 1.97e-01 sec\n",
      "Epoch   3: f-est =  3.606341e+03, step =  1.0e-04, time = 2.84e-01 sec\n",
      "Epoch   4: f-est =  3.606357e+03, step =  1.0e-04, time = 4.04e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.605520e+03, step =  1.0e-05, time = 5.08e-01 sec\n",
      "\n",
      "Processing slice 1240 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.28e-04 seconds\n",
      "Initial f-est:  4.151919e+03, tensor norm:  3.441e+01\n",
      "Epoch   1: f-est =  4.110737e+03, step =  1.0e-01, time = 3.95e-02 sec\n",
      "Epoch   2: f-est =  4.112332e+03, step =  1.0e-01, time = 7.78e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.102912e+03, step =  1.0e-02, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  4.103750e+03, step =  1.0e-02, time = 1.56e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.103000e+03, step =  1.0e-03, time = 1.94e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.40e-04 seconds\n",
      "Initial f-est:  4.089457e+03, tensor norm:  3.441e+01\n",
      "Epoch   1: f-est =  4.083944e+03, step =  1.0e-03, time = 1.23e-01 sec\n",
      "Epoch   2: f-est =  4.082966e+03, step =  1.0e-03, time = 2.44e-01 sec\n",
      "Epoch   3: f-est =  4.082090e+03, step =  1.0e-03, time = 3.63e-01 sec\n",
      "Epoch   4: f-est =  4.082160e+03, step =  1.0e-03, time = 4.82e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.071632e+03, step =  1.0e-04, time = 5.97e-01 sec\n",
      "\n",
      "Processing slice 1250 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  3.943378e+03, tensor norm:  3.353e+01\n",
      "Epoch   1: f-est =  3.838201e+03, step =  1.0e-01, time = 4.26e-02 sec\n",
      "Epoch   2: f-est =  3.861183e+03, step =  1.0e-01, time = 8.13e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.837997e+03, step =  1.0e-02, time = 1.19e-01 sec\n",
      "Epoch   4: f-est =  3.835621e+03, step =  1.0e-02, time = 1.57e-01 sec\n",
      "Epoch   5: f-est =  3.834588e+03, step =  1.0e-02, time = 1.95e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  3.840557e+03, tensor norm:  3.353e+01\n",
      "Epoch   1: f-est =  3.839093e+03, step =  1.0e-03, time = 1.15e-01 sec\n",
      "Epoch   2: f-est =  3.837955e+03, step =  1.0e-03, time = 2.35e-01 sec\n",
      "Epoch   3: f-est =  3.837731e+03, step =  1.0e-03, time = 3.56e-01 sec\n",
      "Epoch   4: f-est =  3.838089e+03, step =  1.0e-03, time = 4.76e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.827756e+03, step =  1.0e-04, time = 5.63e-01 sec\n",
      "\n",
      "Processing slice 1260 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.98e-04 seconds\n",
      "Initial f-est:  4.070581e+03, tensor norm:  3.425e+01\n",
      "Epoch   1: f-est =  4.036050e+03, step =  1.0e-01, time = 3.95e-02 sec\n",
      "Epoch   2: f-est =  4.023016e+03, step =  1.0e-01, time = 7.71e-02 sec\n",
      "Epoch   3: f-est =  4.025617e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.020557e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  4.017619e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  4.022497e+03, tensor norm:  3.425e+01\n",
      "Epoch   1: f-est =  4.021395e+03, step =  1.0e-03, time = 9.57e-02 sec\n",
      "Epoch   2: f-est =  4.018440e+03, step =  1.0e-03, time = 2.16e-01 sec\n",
      "Epoch   3: f-est =  4.022001e+03, step =  1.0e-03, time = 3.37e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.006392e+03, step =  1.0e-04, time = 4.56e-01 sec\n",
      "Epoch   5: f-est =  4.006328e+03, step =  1.0e-04, time = 5.77e-01 sec\n",
      "\n",
      "Processing slice 1270 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.50e-04 seconds\n",
      "Initial f-est:  3.929223e+03, tensor norm:  3.379e+01\n",
      "Epoch   1: f-est =  3.890301e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.885611e+03, step =  1.0e-01, time = 7.70e-02 sec\n",
      "Epoch   3: f-est =  3.897723e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.882799e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  3.882539e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.50e-04 seconds\n",
      "Initial f-est:  3.867684e+03, tensor norm:  3.379e+01\n",
      "Epoch   1: f-est =  3.867791e+03, step =  1.0e-03, time = 1.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.855553e+03, step =  1.0e-04, time = 2.07e-01 sec\n",
      "Epoch   3: f-est =  3.855577e+03, step =  1.0e-04, time = 3.27e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.854518e+03, step =  1.0e-05, time = 4.45e-01 sec\n",
      "Epoch   5: f-est =  3.854428e+03, step =  1.0e-05, time = 5.63e-01 sec\n",
      "\n",
      "Processing slice 1280 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.778500e+03, tensor norm:  3.216e+01\n",
      "Epoch   1: f-est =  3.678643e+03, step =  1.0e-01, time = 4.25e-02 sec\n",
      "Epoch   2: f-est =  3.663760e+03, step =  1.0e-01, time = 8.04e-02 sec\n",
      "Epoch   3: f-est =  3.676584e+03, step =  1.0e-01, time = 1.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.664677e+03, step =  1.0e-02, time = 1.89e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.664006e+03, step =  1.0e-03, time = 2.26e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.39e-04 seconds\n",
      "Initial f-est:  3.681097e+03, tensor norm:  3.216e+01\n",
      "Epoch   1: f-est =  3.675058e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.675399e+03, step =  1.0e-03, time = 2.39e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.664518e+03, step =  1.0e-04, time = 3.45e-01 sec\n",
      "Epoch   4: f-est =  3.664409e+03, step =  1.0e-04, time = 4.63e-01 sec\n",
      "Epoch   5: f-est =  3.664468e+03, step =  1.0e-04, time = 5.82e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1290 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.14e-04 seconds\n",
      "Initial f-est:  3.312015e+03, tensor norm:  2.936e+01\n",
      "Epoch   1: f-est =  3.264023e+03, step =  1.0e-01, time = 3.81e-02 sec\n",
      "Epoch   2: f-est =  3.278677e+03, step =  1.0e-01, time = 7.46e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.263853e+03, step =  1.0e-02, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.262876e+03, step =  1.0e-02, time = 1.48e-01 sec\n",
      "Epoch   5: f-est =  3.261608e+03, step =  1.0e-02, time = 1.87e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.35e-04 seconds\n",
      "Initial f-est:  3.344524e+03, tensor norm:  2.936e+01\n",
      "Epoch   1: f-est =  3.337850e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.337846e+03, step =  1.0e-03, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  3.338385e+03, step =  1.0e-03, time = 3.57e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.330579e+03, step =  1.0e-04, time = 4.70e-01 sec\n",
      "Epoch   5: f-est =  3.330578e+03, step =  1.0e-04, time = 5.87e-01 sec\n",
      "\n",
      "Processing slice 1300 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  3.094792e+03, tensor norm:  2.789e+01\n",
      "Epoch   1: f-est =  3.036722e+03, step =  1.0e-01, time = 3.61e-02 sec\n",
      "Epoch   2: f-est =  3.034283e+03, step =  1.0e-01, time = 7.10e-02 sec\n",
      "Epoch   3: f-est =  3.042104e+03, step =  1.0e-01, time = 1.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.029013e+03, step =  1.0e-02, time = 1.41e-01 sec\n",
      "Epoch   5: f-est =  3.026885e+03, step =  1.0e-02, time = 1.76e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.52e-04 seconds\n",
      "Initial f-est:  3.078374e+03, tensor norm:  2.789e+01\n",
      "Epoch   1: f-est =  3.068970e+03, step =  1.0e-03, time = 1.06e-01 sec\n",
      "Epoch   2: f-est =  3.069088e+03, step =  1.0e-03, time = 2.24e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.062564e+03, step =  1.0e-04, time = 3.44e-01 sec\n",
      "Epoch   4: f-est =  3.062520e+03, step =  1.0e-04, time = 4.63e-01 sec\n",
      "Epoch   5: f-est =  3.062565e+03, step =  1.0e-04, time = 5.86e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1310 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.73e-04 seconds\n",
      "Initial f-est:  3.507417e+03, tensor norm:  3.110e+01\n",
      "Epoch   1: f-est =  3.452870e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.451220e+03, step =  1.0e-01, time = 9.67e-02 sec\n",
      "Epoch   3: f-est =  3.459119e+03, step =  1.0e-01, time = 1.37e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.450071e+03, step =  1.0e-02, time = 1.75e-01 sec\n",
      "Epoch   5: f-est =  3.451313e+03, step =  1.0e-02, time = 2.13e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.47e-04 seconds\n",
      "Initial f-est:  3.403990e+03, tensor norm:  3.110e+01\n",
      "Epoch   1: f-est =  3.401174e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.401056e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  3.400019e+03, step =  1.0e-03, time = 3.39e-01 sec\n",
      "Epoch   4: f-est =  3.400452e+03, step =  1.0e-03, time = 4.58e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.392891e+03, step =  1.0e-04, time = 5.78e-01 sec\n",
      "\n",
      "Processing slice 1320 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  3.771044e+03, tensor norm:  3.248e+01\n",
      "Epoch   1: f-est =  3.716890e+03, step =  1.0e-01, time = 4.01e-02 sec\n",
      "Epoch   2: f-est =  3.704029e+03, step =  1.0e-01, time = 7.88e-02 sec\n",
      "Epoch   3: f-est =  3.700024e+03, step =  1.0e-01, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  3.681441e+03, step =  1.0e-01, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.695195e+03, step =  1.0e-01, time = 1.92e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.19e-04 seconds\n",
      "Initial f-est:  3.662441e+03, tensor norm:  3.248e+01\n",
      "Epoch   1: f-est =  3.662924e+03, step =  1.0e-03, time = 1.12e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.652418e+03, step =  1.0e-04, time = 2.31e-01 sec\n",
      "Epoch   3: f-est =  3.652280e+03, step =  1.0e-04, time = 3.51e-01 sec\n",
      "Epoch   4: f-est =  3.652313e+03, step =  1.0e-04, time = 4.69e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.651404e+03, step =  1.0e-05, time = 5.89e-01 sec\n",
      "\n",
      "Processing slice 1330 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.10e-04 seconds\n",
      "Initial f-est:  3.853193e+03, tensor norm:  3.327e+01\n",
      "Epoch   1: f-est =  3.805393e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  3.799580e+03, step =  1.0e-01, time = 7.72e-02 sec\n",
      "Epoch   3: f-est =  3.810039e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.798194e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  3.795721e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.23e-04 seconds\n",
      "Initial f-est:  3.822209e+03, tensor norm:  3.327e+01\n",
      "Epoch   1: f-est =  3.818101e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.818777e+03, step =  1.0e-03, time = 2.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.807895e+03, step =  1.0e-04, time = 3.36e-01 sec\n",
      "Epoch   4: f-est =  3.808010e+03, step =  1.0e-04, time = 4.55e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.807155e+03, step =  1.0e-05, time = 5.76e-01 sec\n",
      "\n",
      "Processing slice 1340 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.56e-04 seconds\n",
      "Initial f-est:  3.881728e+03, tensor norm:  3.311e+01\n",
      "Epoch   1: f-est =  3.809956e+03, step =  1.0e-01, time = 3.95e-02 sec\n",
      "Epoch   2: f-est =  3.801803e+03, step =  1.0e-01, time = 7.89e-02 sec\n",
      "Epoch   3: f-est =  3.807344e+03, step =  1.0e-01, time = 1.17e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.797218e+03, step =  1.0e-02, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.797965e+03, step =  1.0e-02, time = 1.93e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.23e-04 seconds\n",
      "Initial f-est:  3.735975e+03, tensor norm:  3.311e+01\n",
      "Epoch   1: f-est =  3.732762e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.731630e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  3.730916e+03, step =  1.0e-03, time = 3.59e-01 sec\n",
      "Epoch   4: f-est =  3.731348e+03, step =  1.0e-03, time = 4.78e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.721050e+03, step =  1.0e-04, time = 5.97e-01 sec\n",
      "\n",
      "Processing slice 1350 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.10e-04 seconds\n",
      "Initial f-est:  3.605868e+03, tensor norm:  3.116e+01\n",
      "Epoch   1: f-est =  3.483609e+03, step =  1.0e-01, time = 4.24e-02 sec\n",
      "Epoch   2: f-est =  3.486998e+03, step =  1.0e-01, time = 8.08e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.481807e+03, step =  1.0e-02, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  3.481310e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  3.481953e+03, step =  1.0e-02, time = 1.94e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.33e-04 seconds\n",
      "Initial f-est:  3.523407e+03, tensor norm:  3.116e+01\n",
      "Epoch   1: f-est =  3.521032e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.521287e+03, step =  1.0e-03, time = 2.46e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.515060e+03, step =  1.0e-04, time = 3.56e-01 sec\n",
      "Epoch   4: f-est =  3.515152e+03, step =  1.0e-04, time = 4.52e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.514610e+03, step =  1.0e-05, time = 5.60e-01 sec\n",
      "\n",
      "Processing slice 1360 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.58e-04 seconds\n",
      "Initial f-est:  3.380319e+03, tensor norm:  3.020e+01\n",
      "Epoch   1: f-est =  3.322975e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  3.333846e+03, step =  1.0e-01, time = 7.61e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.322442e+03, step =  1.0e-02, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.324121e+03, step =  1.0e-02, time = 1.51e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.321844e+03, step =  1.0e-03, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  3.335689e+03, tensor norm:  3.020e+01\n",
      "Epoch   1: f-est =  3.334084e+03, step =  1.0e-03, time = 9.25e-02 sec\n",
      "Epoch   2: f-est =  3.334936e+03, step =  1.0e-03, time = 2.03e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.328346e+03, step =  1.0e-04, time = 3.23e-01 sec\n",
      "Epoch   4: f-est =  3.328337e+03, step =  1.0e-04, time = 4.09e-01 sec\n",
      "Epoch   5: f-est =  3.328405e+03, step =  1.0e-04, time = 5.09e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1370 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.16e-04 seconds\n",
      "Initial f-est:  3.232792e+03, tensor norm:  2.934e+01\n",
      "Epoch   1: f-est =  3.154579e+03, step =  1.0e-01, time = 3.72e-02 sec\n",
      "Epoch   2: f-est =  3.154723e+03, step =  1.0e-01, time = 7.34e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.153196e+03, step =  1.0e-02, time = 1.09e-01 sec\n",
      "Epoch   4: f-est =  3.152886e+03, step =  1.0e-02, time = 1.45e-01 sec\n",
      "Epoch   5: f-est =  3.153700e+03, step =  1.0e-02, time = 1.82e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.15e-04 seconds\n",
      "Initial f-est:  3.160673e+03, tensor norm:  2.934e+01\n",
      "Epoch   1: f-est =  3.160343e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.160183e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  3.160357e+03, step =  1.0e-03, time = 3.35e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.153736e+03, step =  1.0e-04, time = 4.58e-01 sec\n",
      "Epoch   5: f-est =  3.153640e+03, step =  1.0e-04, time = 5.61e-01 sec\n",
      "\n",
      "Processing slice 1380 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.61e-04 seconds\n",
      "Initial f-est:  3.649087e+03, tensor norm:  3.197e+01\n",
      "Epoch   1: f-est =  3.572084e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  3.584357e+03, step =  1.0e-01, time = 7.70e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.574055e+03, step =  1.0e-02, time = 1.15e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.572198e+03, step =  1.0e-03, time = 1.53e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.572087e+03, step =  1.0e-04, time = 1.90e-01 sec, nfails = 4 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.24e-04 seconds\n",
      "Initial f-est:  3.610169e+03, tensor norm:  3.197e+01\n",
      "Epoch   1: f-est =  3.610183e+03, step =  1.0e-03, time = 1.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.599892e+03, step =  1.0e-04, time = 2.43e-01 sec\n",
      "Epoch   3: f-est =  3.599659e+03, step =  1.0e-04, time = 3.62e-01 sec\n",
      "Epoch   4: f-est =  3.599713e+03, step =  1.0e-04, time = 4.81e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.598822e+03, step =  1.0e-05, time = 6.00e-01 sec\n",
      "\n",
      "Processing slice 1390 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  3.629969e+03, tensor norm:  3.198e+01\n",
      "Epoch   1: f-est =  3.544838e+03, step =  1.0e-01, time = 3.97e-02 sec\n",
      "Epoch   2: f-est =  3.541437e+03, step =  1.0e-01, time = 7.81e-02 sec\n",
      "Epoch   3: f-est =  3.524349e+03, step =  1.0e-01, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.544818e+03, step =  1.0e-01, time = 1.52e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.523747e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  3.579257e+03, tensor norm:  3.198e+01\n",
      "Epoch   1: f-est =  3.579972e+03, step =  1.0e-03, time = 1.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.571613e+03, step =  1.0e-04, time = 2.48e-01 sec\n",
      "Epoch   3: f-est =  3.571613e+03, step =  1.0e-04, time = 3.69e-01 sec\n",
      "Epoch   4: f-est =  3.571532e+03, step =  1.0e-04, time = 4.67e-01 sec\n",
      "Epoch   5: f-est =  3.571566e+03, step =  1.0e-04, time = 5.87e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1400 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.45e-04 seconds\n",
      "Initial f-est:  3.931422e+03, tensor norm:  3.314e+01\n",
      "Epoch   1: f-est =  3.897315e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  3.890891e+03, step =  1.0e-01, time = 7.74e-02 sec\n",
      "Epoch   3: f-est =  3.889902e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.887407e+03, step =  1.0e-01, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.888655e+03, step =  1.0e-01, time = 1.92e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.39e-04 seconds\n",
      "Initial f-est:  3.897066e+03, tensor norm:  3.314e+01\n",
      "Epoch   1: f-est =  3.894121e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.893082e+03, step =  1.0e-03, time = 2.45e-01 sec\n",
      "Epoch   3: f-est =  3.892797e+03, step =  1.0e-03, time = 3.65e-01 sec\n",
      "Epoch   4: f-est =  3.892050e+03, step =  1.0e-03, time = 4.66e-01 sec\n",
      "Epoch   5: f-est =  3.892026e+03, step =  1.0e-03, time = 5.85e-01 sec\n",
      "\n",
      "Processing slice 1410 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.85e-04 seconds\n",
      "Initial f-est:  3.936131e+03, tensor norm:  3.360e+01\n",
      "Epoch   1: f-est =  3.871325e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  3.856872e+03, step =  1.0e-01, time = 7.76e-02 sec\n",
      "Epoch   3: f-est =  3.854974e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.861767e+03, step =  1.0e-01, time = 1.54e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.856477e+03, step =  1.0e-02, time = 1.92e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.89e-04 seconds\n",
      "Initial f-est:  3.883120e+03, tensor norm:  3.360e+01\n",
      "Epoch   1: f-est =  3.883132e+03, step =  1.0e-03, time = 1.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.870960e+03, step =  1.0e-04, time = 2.27e-01 sec\n",
      "Epoch   3: f-est =  3.870937e+03, step =  1.0e-04, time = 3.46e-01 sec\n",
      "Epoch   4: f-est =  3.871109e+03, step =  1.0e-04, time = 4.67e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.869926e+03, step =  1.0e-05, time = 5.86e-01 sec\n",
      "\n",
      "Processing slice 1420 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.77e-04 seconds\n",
      "Initial f-est:  3.758481e+03, tensor norm:  3.254e+01\n",
      "Epoch   1: f-est =  3.622248e+03, step =  1.0e-01, time = 4.31e-02 sec\n",
      "Epoch   2: f-est =  3.626463e+03, step =  1.0e-01, time = 8.10e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.619652e+03, step =  1.0e-02, time = 1.19e-01 sec\n",
      "Epoch   4: f-est =  3.615231e+03, step =  1.0e-02, time = 1.57e-01 sec\n",
      "Epoch   5: f-est =  3.614374e+03, step =  1.0e-02, time = 1.96e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  3.613368e+03, tensor norm:  3.254e+01\n",
      "Epoch   1: f-est =  3.612443e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.611478e+03, step =  1.0e-03, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  3.612318e+03, step =  1.0e-03, time = 3.57e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.601201e+03, step =  1.0e-04, time = 4.77e-01 sec\n",
      "Epoch   5: f-est =  3.601158e+03, step =  1.0e-04, time = 5.93e-01 sec\n",
      "\n",
      "Processing slice 1430 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.97e-04 seconds\n",
      "Initial f-est:  3.892545e+03, tensor norm:  3.332e+01\n",
      "Epoch   1: f-est =  3.873873e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  3.874330e+03, step =  1.0e-01, time = 7.72e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.860730e+03, step =  1.0e-02, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.862648e+03, step =  1.0e-02, time = 1.51e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.860695e+03, step =  1.0e-03, time = 1.89e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  3.865416e+03, tensor norm:  3.332e+01\n",
      "Epoch   1: f-est =  3.859677e+03, step =  1.0e-03, time = 1.44e-01 sec\n",
      "Epoch   2: f-est =  3.857975e+03, step =  1.0e-03, time = 2.63e-01 sec\n",
      "Epoch   3: f-est =  3.857552e+03, step =  1.0e-03, time = 3.58e-01 sec\n",
      "Epoch   4: f-est =  3.856834e+03, step =  1.0e-03, time = 4.77e-01 sec\n",
      "Epoch   5: f-est =  3.857161e+03, step =  1.0e-03, time = 6.00e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1440 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.55e-04 seconds\n",
      "Initial f-est:  3.504817e+03, tensor norm:  3.135e+01\n",
      "Epoch   1: f-est =  3.440787e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  3.448872e+03, step =  1.0e-01, time = 7.67e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.439192e+03, step =  1.0e-02, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.436752e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  3.435725e+03, step =  1.0e-02, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...4.24e-04 seconds\n",
      "Initial f-est:  3.405098e+03, tensor norm:  3.135e+01\n",
      "Epoch   1: f-est =  3.404215e+03, step =  1.0e-03, time = 9.71e-02 sec\n",
      "Epoch   2: f-est =  3.404691e+03, step =  1.0e-03, time = 2.17e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.396954e+03, step =  1.0e-04, time = 3.35e-01 sec\n",
      "Epoch   4: f-est =  3.396893e+03, step =  1.0e-04, time = 4.54e-01 sec\n",
      "Epoch   5: f-est =  3.396828e+03, step =  1.0e-04, time = 5.55e-01 sec\n",
      "\n",
      "Processing slice 1450 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.42e-04 seconds\n",
      "Initial f-est:  3.924614e+03, tensor norm:  3.326e+01\n",
      "Epoch   1: f-est =  3.906287e+03, step =  1.0e-01, time = 3.98e-02 sec\n",
      "Epoch   2: f-est =  3.898264e+03, step =  1.0e-01, time = 7.83e-02 sec\n",
      "Epoch   3: f-est =  3.905302e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.891784e+03, step =  1.0e-02, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.887965e+03, step =  1.0e-02, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.32e-04 seconds\n",
      "Initial f-est:  3.849141e+03, tensor norm:  3.326e+01\n",
      "Epoch   1: f-est =  3.848060e+03, step =  1.0e-03, time = 1.11e-01 sec\n",
      "Epoch   2: f-est =  3.847565e+03, step =  1.0e-03, time = 2.35e-01 sec\n",
      "Epoch   3: f-est =  3.846890e+03, step =  1.0e-03, time = 3.22e-01 sec\n",
      "Epoch   4: f-est =  3.846753e+03, step =  1.0e-03, time = 4.42e-01 sec\n",
      "Epoch   5: f-est =  3.847245e+03, step =  1.0e-03, time = 5.62e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1460 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.83e-04 seconds\n",
      "Initial f-est:  4.197778e+03, tensor norm:  3.451e+01\n",
      "Epoch   1: f-est =  4.090169e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  4.082855e+03, step =  1.0e-01, time = 7.65e-02 sec\n",
      "Epoch   3: f-est =  4.065329e+03, step =  1.0e-01, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  4.091307e+03, step =  1.0e-01, time = 1.52e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.069467e+03, step =  1.0e-02, time = 1.90e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.31e-04 seconds\n",
      "Initial f-est:  4.097844e+03, tensor norm:  3.451e+01\n",
      "Epoch   1: f-est =  4.097368e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  4.095408e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  4.095035e+03, step =  1.0e-03, time = 3.59e-01 sec\n",
      "Epoch   4: f-est =  4.094205e+03, step =  1.0e-03, time = 4.76e-01 sec\n",
      "Epoch   5: f-est =  4.094590e+03, step =  1.0e-03, time = 5.95e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1470 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.07e-04 seconds\n",
      "Initial f-est:  4.004410e+03, tensor norm:  3.363e+01\n",
      "Epoch   1: f-est =  3.964311e+03, step =  1.0e-01, time = 6.02e-02 sec\n",
      "Epoch   2: f-est =  3.965732e+03, step =  1.0e-01, time = 9.90e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.964035e+03, step =  1.0e-02, time = 1.37e-01 sec\n",
      "Epoch   4: f-est =  3.963934e+03, step =  1.0e-02, time = 1.75e-01 sec\n",
      "Epoch   5: f-est =  3.961976e+03, step =  1.0e-02, time = 2.12e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.73e-04 seconds\n",
      "Initial f-est:  3.967684e+03, tensor norm:  3.363e+01\n",
      "Epoch   1: f-est =  3.965787e+03, step =  1.0e-03, time = 1.10e-01 sec\n",
      "Epoch   2: f-est =  3.965972e+03, step =  1.0e-03, time = 2.02e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.955237e+03, step =  1.0e-04, time = 2.93e-01 sec\n",
      "Epoch   4: f-est =  3.955208e+03, step =  1.0e-04, time = 4.10e-01 sec\n",
      "Epoch   5: f-est =  3.955154e+03, step =  1.0e-04, time = 4.98e-01 sec\n",
      "\n",
      "Processing slice 1480 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.35e-04 seconds\n",
      "Initial f-est:  4.251871e+03, tensor norm:  3.523e+01\n",
      "Epoch   1: f-est =  4.214619e+03, step =  1.0e-01, time = 4.07e-02 sec\n",
      "Epoch   2: f-est =  4.206852e+03, step =  1.0e-01, time = 8.21e-02 sec\n",
      "Epoch   3: f-est =  4.217226e+03, step =  1.0e-01, time = 1.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.206224e+03, step =  1.0e-02, time = 1.58e-01 sec\n",
      "Epoch   5: f-est =  4.209743e+03, step =  1.0e-02, time = 1.96e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.76e-04 seconds\n",
      "Initial f-est:  4.182229e+03, tensor norm:  3.523e+01\n",
      "Epoch   1: f-est =  4.180141e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  4.179138e+03, step =  1.0e-03, time = 2.38e-01 sec\n",
      "Epoch   3: f-est =  4.178187e+03, step =  1.0e-03, time = 3.56e-01 sec\n",
      "Epoch   4: f-est =  4.178310e+03, step =  1.0e-03, time = 4.75e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.166599e+03, step =  1.0e-04, time = 5.94e-01 sec\n",
      "\n",
      "Processing slice 1490 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.18e-04 seconds\n",
      "Initial f-est:  4.087563e+03, tensor norm:  3.384e+01\n",
      "Epoch   1: f-est =  3.961646e+03, step =  1.0e-01, time = 3.95e-02 sec\n",
      "Epoch   2: f-est =  3.982634e+03, step =  1.0e-01, time = 7.79e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.958556e+03, step =  1.0e-02, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.956139e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.955892e+03, step =  1.0e-02, time = 1.95e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.44e-04 seconds\n",
      "Initial f-est:  3.827926e+03, tensor norm:  3.384e+01\n",
      "Epoch   1: f-est =  3.828668e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.817524e+03, step =  1.0e-04, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  3.817521e+03, step =  1.0e-04, time = 3.60e-01 sec\n",
      "Epoch   4: f-est =  3.817670e+03, step =  1.0e-04, time = 4.79e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.816623e+03, step =  1.0e-05, time = 5.96e-01 sec\n",
      "\n",
      "Processing slice 1500 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  3.912348e+03, tensor norm:  3.338e+01\n",
      "Epoch   1: f-est =  3.827131e+03, step =  1.0e-01, time = 3.99e-02 sec\n",
      "Epoch   2: f-est =  3.818594e+03, step =  1.0e-01, time = 7.80e-02 sec\n",
      "Epoch   3: f-est =  3.824732e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.814884e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.816836e+03, step =  1.0e-02, time = 1.93e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.17e-04 seconds\n",
      "Initial f-est:  3.786613e+03, tensor norm:  3.338e+01\n",
      "Epoch   1: f-est =  3.785058e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.784637e+03, step =  1.0e-03, time = 2.16e-01 sec\n",
      "Epoch   3: f-est =  3.784352e+03, step =  1.0e-03, time = 3.35e-01 sec\n",
      "Epoch   4: f-est =  3.783760e+03, step =  1.0e-03, time = 4.54e-01 sec\n",
      "Epoch   5: f-est =  3.783585e+03, step =  1.0e-03, time = 5.74e-01 sec\n",
      "\n",
      "Processing slice 1510 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...7.13e-04 seconds\n",
      "Initial f-est:  3.934394e+03, tensor norm:  3.385e+01\n",
      "Epoch   1: f-est =  3.874406e+03, step =  1.0e-01, time = 3.99e-02 sec\n",
      "Epoch   2: f-est =  3.857764e+03, step =  1.0e-01, time = 7.83e-02 sec\n",
      "Epoch   3: f-est =  3.876139e+03, step =  1.0e-01, time = 1.17e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.856217e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  3.858224e+03, step =  1.0e-02, time = 1.95e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.34e-04 seconds\n",
      "Initial f-est:  3.929867e+03, tensor norm:  3.385e+01\n",
      "Epoch   1: f-est =  3.934533e+03, step =  1.0e-03, time = 1.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.922043e+03, step =  1.0e-04, time = 2.43e-01 sec\n",
      "Epoch   3: f-est =  3.922061e+03, step =  1.0e-04, time = 3.62e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.921113e+03, step =  1.0e-05, time = 4.64e-01 sec\n",
      "Epoch   5: f-est =  3.921027e+03, step =  1.0e-05, time = 5.83e-01 sec\n",
      "\n",
      "Processing slice 1520 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.25e-04 seconds\n",
      "Initial f-est:  4.276946e+03, tensor norm:  3.545e+01\n",
      "Epoch   1: f-est =  4.232475e+03, step =  1.0e-01, time = 3.95e-02 sec\n",
      "Epoch   2: f-est =  4.221767e+03, step =  1.0e-01, time = 7.76e-02 sec\n",
      "Epoch   3: f-est =  4.216563e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  4.234831e+03, step =  1.0e-01, time = 1.54e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.215999e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.27e-04 seconds\n",
      "Initial f-est:  4.242449e+03, tensor norm:  3.545e+01\n",
      "Epoch   1: f-est =  4.238955e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  4.238676e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  4.237322e+03, step =  1.0e-03, time = 3.59e-01 sec\n",
      "Epoch   4: f-est =  4.236692e+03, step =  1.0e-03, time = 4.76e-01 sec\n",
      "Epoch   5: f-est =  4.237415e+03, step =  1.0e-03, time = 5.93e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1530 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  4.270309e+03, tensor norm:  3.484e+01\n",
      "Epoch   1: f-est =  4.188313e+03, step =  1.0e-01, time = 4.33e-02 sec\n",
      "Epoch   2: f-est =  4.201826e+03, step =  1.0e-01, time = 8.10e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.186741e+03, step =  1.0e-02, time = 1.19e-01 sec\n",
      "Epoch   4: f-est =  4.186053e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  4.185666e+03, step =  1.0e-02, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.92e-04 seconds\n",
      "Initial f-est:  4.132191e+03, tensor norm:  3.484e+01\n",
      "Epoch   1: f-est =  4.136174e+03, step =  1.0e-03, time = 9.73e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.122728e+03, step =  1.0e-04, time = 1.84e-01 sec\n",
      "Epoch   3: f-est =  4.122777e+03, step =  1.0e-04, time = 2.67e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.121615e+03, step =  1.0e-05, time = 3.53e-01 sec\n",
      "Epoch   5: f-est =  4.121526e+03, step =  1.0e-05, time = 4.43e-01 sec\n",
      "\n",
      "Processing slice 1540 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.29e-04 seconds\n",
      "Initial f-est:  3.966741e+03, tensor norm:  3.388e+01\n",
      "Epoch   1: f-est =  3.924332e+03, step =  1.0e-01, time = 3.90e-02 sec\n",
      "Epoch   2: f-est =  3.926187e+03, step =  1.0e-01, time = 7.65e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.924143e+03, step =  1.0e-02, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  3.922827e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  3.921649e+03, step =  1.0e-02, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  3.921766e+03, tensor norm:  3.388e+01\n",
      "Epoch   1: f-est =  3.923555e+03, step =  1.0e-03, time = 1.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.909366e+03, step =  1.0e-04, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  3.909345e+03, step =  1.0e-04, time = 3.31e-01 sec\n",
      "Epoch   4: f-est =  3.909262e+03, step =  1.0e-04, time = 4.46e-01 sec\n",
      "Epoch   5: f-est =  3.909310e+03, step =  1.0e-04, time = 5.62e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1550 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.03e-04 seconds\n",
      "Initial f-est:  4.102356e+03, tensor norm:  3.460e+01\n",
      "Epoch   1: f-est =  4.081312e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  4.072708e+03, step =  1.0e-01, time = 7.64e-02 sec\n",
      "Epoch   3: f-est =  4.080836e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.071736e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  4.069315e+03, step =  1.0e-02, time = 1.96e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.36e-04 seconds\n",
      "Initial f-est:  4.093901e+03, tensor norm:  3.460e+01\n",
      "Epoch   1: f-est =  4.093559e+03, step =  1.0e-03, time = 9.66e-02 sec\n",
      "Epoch   2: f-est =  4.094432e+03, step =  1.0e-03, time = 2.07e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.083580e+03, step =  1.0e-04, time = 3.09e-01 sec\n",
      "Epoch   4: f-est =  4.083553e+03, step =  1.0e-04, time = 4.10e-01 sec\n",
      "Epoch   5: f-est =  4.083541e+03, step =  1.0e-04, time = 5.29e-01 sec\n",
      "\n",
      "Processing slice 1560 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.551332e+03, tensor norm:  3.181e+01\n",
      "Epoch   1: f-est =  3.489885e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.492114e+03, step =  1.0e-01, time = 7.72e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.487600e+03, step =  1.0e-02, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.487295e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.486681e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.34e-04 seconds\n",
      "Initial f-est:  3.550731e+03, tensor norm:  3.181e+01\n",
      "Epoch   1: f-est =  3.543328e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.544048e+03, step =  1.0e-03, time = 2.17e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.535237e+03, step =  1.0e-04, time = 3.37e-01 sec\n",
      "Epoch   4: f-est =  3.535285e+03, step =  1.0e-04, time = 4.45e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.534504e+03, step =  1.0e-05, time = 5.65e-01 sec\n",
      "\n",
      "Processing slice 1570 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.79e-04 seconds\n",
      "Initial f-est:  3.741198e+03, tensor norm:  3.282e+01\n",
      "Epoch   1: f-est =  3.684307e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  3.679007e+03, step =  1.0e-01, time = 7.77e-02 sec\n",
      "Epoch   3: f-est =  3.674828e+03, step =  1.0e-01, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  3.678373e+03, step =  1.0e-01, time = 1.55e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.672400e+03, step =  1.0e-02, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.11e-04 seconds\n",
      "Initial f-est:  3.729294e+03, tensor norm:  3.282e+01\n",
      "Epoch   1: f-est =  3.727428e+03, step =  1.0e-03, time = 1.00e-01 sec\n",
      "Epoch   2: f-est =  3.727519e+03, step =  1.0e-03, time = 2.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.715531e+03, step =  1.0e-04, time = 3.41e-01 sec\n",
      "Epoch   4: f-est =  3.715437e+03, step =  1.0e-04, time = 4.28e-01 sec\n",
      "Epoch   5: f-est =  3.715447e+03, step =  1.0e-04, time = 5.55e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1580 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  3.813818e+03, tensor norm:  3.247e+01\n",
      "Epoch   1: f-est =  3.763417e+03, step =  1.0e-01, time = 3.97e-02 sec\n",
      "Epoch   2: f-est =  3.755706e+03, step =  1.0e-01, time = 7.78e-02 sec\n",
      "Epoch   3: f-est =  3.749805e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.756209e+03, step =  1.0e-01, time = 1.55e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.744201e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.51e-04 seconds\n",
      "Initial f-est:  3.730910e+03, tensor norm:  3.247e+01\n",
      "Epoch   1: f-est =  3.728953e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.728405e+03, step =  1.0e-03, time = 2.16e-01 sec\n",
      "Epoch   3: f-est =  3.727874e+03, step =  1.0e-03, time = 3.35e-01 sec\n",
      "Epoch   4: f-est =  3.729120e+03, step =  1.0e-03, time = 4.46e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.719254e+03, step =  1.0e-04, time = 5.40e-01 sec\n",
      "\n",
      "Processing slice 1590 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.43e-04 seconds\n",
      "Initial f-est:  4.236819e+03, tensor norm:  3.521e+01\n",
      "Epoch   1: f-est =  4.202982e+03, step =  1.0e-01, time = 4.23e-02 sec\n",
      "Epoch   2: f-est =  4.196785e+03, step =  1.0e-01, time = 8.05e-02 sec\n",
      "Epoch   3: f-est =  4.198875e+03, step =  1.0e-01, time = 1.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.191244e+03, step =  1.0e-02, time = 1.79e-01 sec\n",
      "Epoch   5: f-est =  4.184625e+03, step =  1.0e-02, time = 2.30e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...7.47e-04 seconds\n",
      "Initial f-est:  4.132307e+03, tensor norm:  3.521e+01\n",
      "Epoch   1: f-est =  4.133267e+03, step =  1.0e-03, time = 1.37e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.120694e+03, step =  1.0e-04, time = 2.79e-01 sec\n",
      "Epoch   3: f-est =  4.120688e+03, step =  1.0e-04, time = 4.06e-01 sec\n",
      "Epoch   4: f-est =  4.120679e+03, step =  1.0e-04, time = 5.34e-01 sec\n",
      "Epoch   5: f-est =  4.120732e+03, step =  1.0e-04, time = 6.58e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1600 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  4.063313e+03, tensor norm:  3.363e+01\n",
      "Epoch   1: f-est =  3.974060e+03, step =  1.0e-01, time = 3.96e-02 sec\n",
      "Epoch   2: f-est =  3.965005e+03, step =  1.0e-01, time = 7.78e-02 sec\n",
      "Epoch   3: f-est =  3.951624e+03, step =  1.0e-01, time = 1.20e-01 sec\n",
      "Epoch   4: f-est =  3.939459e+03, step =  1.0e-01, time = 1.61e-01 sec\n",
      "Epoch   5: f-est =  3.966789e+03, step =  1.0e-01, time = 1.99e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.38e-04 seconds\n",
      "Initial f-est:  3.898380e+03, tensor norm:  3.363e+01\n",
      "Epoch   1: f-est =  3.895164e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.895285e+03, step =  1.0e-03, time = 2.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.885774e+03, step =  1.0e-04, time = 3.45e-01 sec\n",
      "Epoch   4: f-est =  3.885593e+03, step =  1.0e-04, time = 4.65e-01 sec\n",
      "Epoch   5: f-est =  3.885710e+03, step =  1.0e-04, time = 5.52e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1610 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  3.804383e+03, tensor norm:  3.300e+01\n",
      "Epoch   1: f-est =  3.749433e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  3.739717e+03, step =  1.0e-01, time = 7.70e-02 sec\n",
      "Epoch   3: f-est =  3.737803e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.739231e+03, step =  1.0e-01, time = 1.56e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.737793e+03, step =  1.0e-02, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.11e-04 seconds\n",
      "Initial f-est:  3.804331e+03, tensor norm:  3.300e+01\n",
      "Epoch   1: f-est =  3.797555e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.797153e+03, step =  1.0e-03, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  3.796713e+03, step =  1.0e-03, time = 3.59e-01 sec\n",
      "Epoch   4: f-est =  3.796685e+03, step =  1.0e-03, time = 4.79e-01 sec\n",
      "Epoch   5: f-est =  3.796288e+03, step =  1.0e-03, time = 5.77e-01 sec\n",
      "\n",
      "Processing slice 1620 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.26e-04 seconds\n",
      "Initial f-est:  3.780078e+03, tensor norm:  3.305e+01\n",
      "Epoch   1: f-est =  3.736148e+03, step =  1.0e-01, time = 3.90e-02 sec\n",
      "Epoch   2: f-est =  3.730141e+03, step =  1.0e-01, time = 7.70e-02 sec\n",
      "Epoch   3: f-est =  3.732581e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.727371e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  3.729851e+03, step =  1.0e-02, time = 1.91e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.37e-04 seconds\n",
      "Initial f-est:  3.792530e+03, tensor norm:  3.305e+01\n",
      "Epoch   1: f-est =  3.790755e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.790018e+03, step =  1.0e-03, time = 2.47e-01 sec\n",
      "Epoch   3: f-est =  3.788682e+03, step =  1.0e-03, time = 3.67e-01 sec\n",
      "Epoch   4: f-est =  3.789236e+03, step =  1.0e-03, time = 4.90e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.779397e+03, step =  1.0e-04, time = 6.12e-01 sec\n",
      "\n",
      "Processing slice 1630 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.47e-04 seconds\n",
      "Initial f-est:  3.594349e+03, tensor norm:  3.150e+01\n",
      "Epoch   1: f-est =  3.525309e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  3.522763e+03, step =  1.0e-01, time = 7.72e-02 sec\n",
      "Epoch   3: f-est =  3.522478e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.530905e+03, step =  1.0e-01, time = 1.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.523373e+03, step =  1.0e-02, time = 1.91e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.49e-04 seconds\n",
      "Initial f-est:  3.526170e+03, tensor norm:  3.150e+01\n",
      "Epoch   1: f-est =  3.520963e+03, step =  1.0e-03, time = 1.10e-01 sec\n",
      "Epoch   2: f-est =  3.521417e+03, step =  1.0e-03, time = 2.30e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.513953e+03, step =  1.0e-04, time = 3.49e-01 sec\n",
      "Epoch   4: f-est =  3.514033e+03, step =  1.0e-04, time = 4.68e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.513336e+03, step =  1.0e-05, time = 5.90e-01 sec\n",
      "\n",
      "Processing slice 1640 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.96e-04 seconds\n",
      "Initial f-est:  3.232373e+03, tensor norm:  2.855e+01\n",
      "Epoch   1: f-est =  3.112014e+03, step =  1.0e-01, time = 3.62e-02 sec\n",
      "Epoch   2: f-est =  3.101783e+03, step =  1.0e-01, time = 7.17e-02 sec\n",
      "Epoch   3: f-est =  3.126170e+03, step =  1.0e-01, time = 1.07e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.104644e+03, step =  1.0e-02, time = 1.42e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.101809e+03, step =  1.0e-03, time = 1.78e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.17e-04 seconds\n",
      "Initial f-est:  3.077324e+03, tensor norm:  2.855e+01\n",
      "Epoch   1: f-est =  3.075523e+03, step =  1.0e-03, time = 1.24e-01 sec\n",
      "Epoch   2: f-est =  3.075041e+03, step =  1.0e-03, time = 2.51e-01 sec\n",
      "Epoch   3: f-est =  3.075232e+03, step =  1.0e-03, time = 3.73e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.068946e+03, step =  1.0e-04, time = 4.71e-01 sec\n",
      "Epoch   5: f-est =  3.068951e+03, step =  1.0e-04, time = 5.94e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1650 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.26e-04 seconds\n",
      "Initial f-est:  3.047721e+03, tensor norm:  2.753e+01\n",
      "Epoch   1: f-est =  3.001176e+03, step =  1.0e-01, time = 3.98e-02 sec\n",
      "Epoch   2: f-est =  3.001162e+03, step =  1.0e-01, time = 7.51e-02 sec\n",
      "Epoch   3: f-est =  3.005963e+03, step =  1.0e-01, time = 1.10e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.998048e+03, step =  1.0e-02, time = 1.45e-01 sec\n",
      "Epoch   5: f-est =  2.996279e+03, step =  1.0e-02, time = 1.80e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...4.31e-04 seconds\n",
      "Initial f-est:  3.001865e+03, tensor norm:  2.753e+01\n",
      "Epoch   1: f-est =  2.996472e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  2.996902e+03, step =  1.0e-03, time = 2.39e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.991644e+03, step =  1.0e-04, time = 3.58e-01 sec\n",
      "Epoch   4: f-est =  2.991733e+03, step =  1.0e-04, time = 4.75e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.991206e+03, step =  1.0e-05, time = 5.93e-01 sec\n",
      "\n",
      "Processing slice 1660 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.30e-04 seconds\n",
      "Initial f-est:  3.928865e+03, tensor norm:  3.370e+01\n",
      "Epoch   1: f-est =  3.888682e+03, step =  1.0e-01, time = 3.98e-02 sec\n",
      "Epoch   2: f-est =  3.864850e+03, step =  1.0e-01, time = 7.66e-02 sec\n",
      "Epoch   3: f-est =  3.884406e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.866781e+03, step =  1.0e-02, time = 1.53e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.864868e+03, step =  1.0e-03, time = 1.91e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.67e-04 seconds\n",
      "Initial f-est:  3.917786e+03, tensor norm:  3.370e+01\n",
      "Epoch   1: f-est =  3.914403e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.914949e+03, step =  1.0e-03, time = 2.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.903965e+03, step =  1.0e-04, time = 3.43e-01 sec\n",
      "Epoch   4: f-est =  3.904064e+03, step =  1.0e-04, time = 4.61e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.903241e+03, step =  1.0e-05, time = 5.55e-01 sec\n",
      "\n",
      "Processing slice 1670 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.19e-04 seconds\n",
      "Initial f-est:  3.746214e+03, tensor norm:  3.198e+01\n",
      "Epoch   1: f-est =  3.654681e+03, step =  1.0e-01, time = 3.95e-02 sec\n",
      "Epoch   2: f-est =  3.645898e+03, step =  1.0e-01, time = 7.75e-02 sec\n",
      "Epoch   3: f-est =  3.660249e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.627986e+03, step =  1.0e-02, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  3.633540e+03, step =  1.0e-02, time = 1.89e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.62e-04 seconds\n",
      "Initial f-est:  3.646452e+03, tensor norm:  3.198e+01\n",
      "Epoch   1: f-est =  3.646193e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.644866e+03, step =  1.0e-03, time = 2.15e-01 sec\n",
      "Epoch   3: f-est =  3.643902e+03, step =  1.0e-03, time = 3.34e-01 sec\n",
      "Epoch   4: f-est =  3.643802e+03, step =  1.0e-03, time = 4.53e-01 sec\n",
      "Epoch   5: f-est =  3.643264e+03, step =  1.0e-03, time = 5.72e-01 sec\n",
      "\n",
      "Processing slice 1680 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.33e-04 seconds\n",
      "Initial f-est:  3.604453e+03, tensor norm:  3.051e+01\n",
      "Epoch   1: f-est =  3.280820e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  3.259042e+03, step =  1.0e-01, time = 7.71e-02 sec\n",
      "Epoch   3: f-est =  3.266032e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.258900e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  3.260787e+03, step =  1.0e-02, time = 1.94e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...8.74e-04 seconds\n",
      "Initial f-est:  3.300591e+03, tensor norm:  3.051e+01\n",
      "Epoch   1: f-est =  3.297036e+03, step =  1.0e-03, time = 9.98e-02 sec\n",
      "Epoch   2: f-est =  3.296894e+03, step =  1.0e-03, time = 2.20e-01 sec\n",
      "Epoch   3: f-est =  3.296513e+03, step =  1.0e-03, time = 3.40e-01 sec\n",
      "Epoch   4: f-est =  3.296658e+03, step =  1.0e-03, time = 4.59e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.290237e+03, step =  1.0e-04, time = 5.78e-01 sec\n",
      "\n",
      "Processing slice 1690 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.77e-04 seconds\n",
      "Initial f-est:  3.998991e+03, tensor norm:  3.382e+01\n",
      "Epoch   1: f-est =  3.937937e+03, step =  1.0e-01, time = 3.82e-02 sec\n",
      "Epoch   2: f-est =  3.935844e+03, step =  1.0e-01, time = 7.52e-02 sec\n",
      "Epoch   3: f-est =  3.926302e+03, step =  1.0e-01, time = 1.12e-01 sec\n",
      "Epoch   4: f-est =  3.928971e+03, step =  1.0e-01, time = 1.49e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.924691e+03, step =  1.0e-02, time = 1.86e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.86e-04 seconds\n",
      "Initial f-est:  3.942539e+03, tensor norm:  3.382e+01\n",
      "Epoch   1: f-est =  3.943623e+03, step =  1.0e-03, time = 1.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.930916e+03, step =  1.0e-04, time = 2.25e-01 sec\n",
      "Epoch   3: f-est =  3.930780e+03, step =  1.0e-04, time = 3.45e-01 sec\n",
      "Epoch   4: f-est =  3.930963e+03, step =  1.0e-04, time = 4.65e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.929919e+03, step =  1.0e-05, time = 5.84e-01 sec\n",
      "\n",
      "Processing slice 1700 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.51e-04 seconds\n",
      "Initial f-est:  3.629574e+03, tensor norm:  3.038e+01\n",
      "Epoch   1: f-est =  3.489465e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  3.480898e+03, step =  1.0e-01, time = 7.66e-02 sec\n",
      "Epoch   3: f-est =  3.494379e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.480174e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.479862e+03, step =  1.0e-02, time = 1.89e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.92e-04 seconds\n",
      "Initial f-est:  3.417989e+03, tensor norm:  3.038e+01\n",
      "Epoch   1: f-est =  3.410162e+03, step =  1.0e-03, time = 9.75e-02 sec\n",
      "Epoch   2: f-est =  3.410458e+03, step =  1.0e-03, time = 1.87e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.403817e+03, step =  1.0e-04, time = 2.95e-01 sec\n",
      "Epoch   4: f-est =  3.403690e+03, step =  1.0e-04, time = 4.13e-01 sec\n",
      "Epoch   5: f-est =  3.403732e+03, step =  1.0e-04, time = 5.33e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1710 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...8.08e-04 seconds\n",
      "Initial f-est:  3.688052e+03, tensor norm:  3.222e+01\n",
      "Epoch   1: f-est =  3.598017e+03, step =  1.0e-01, time = 3.99e-02 sec\n",
      "Epoch   2: f-est =  3.582819e+03, step =  1.0e-01, time = 7.84e-02 sec\n",
      "Epoch   3: f-est =  3.583887e+03, step =  1.0e-01, time = 1.17e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.582875e+03, step =  1.0e-02, time = 1.55e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.582748e+03, step =  1.0e-03, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.18e-04 seconds\n",
      "Initial f-est:  3.526142e+03, tensor norm:  3.222e+01\n",
      "Epoch   1: f-est =  3.521957e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.521168e+03, step =  1.0e-03, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  3.521515e+03, step =  1.0e-03, time = 3.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.509512e+03, step =  1.0e-04, time = 4.72e-01 sec\n",
      "Epoch   5: f-est =  3.509525e+03, step =  1.0e-04, time = 5.74e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1720 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  3.082708e+03, tensor norm:  2.805e+01\n",
      "Epoch   1: f-est =  3.036206e+03, step =  1.0e-01, time = 3.63e-02 sec\n",
      "Epoch   2: f-est =  3.037624e+03, step =  1.0e-01, time = 7.14e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.035010e+03, step =  1.0e-02, time = 1.06e-01 sec\n",
      "Epoch   4: f-est =  3.032318e+03, step =  1.0e-02, time = 1.42e-01 sec\n",
      "Epoch   5: f-est =  3.031184e+03, step =  1.0e-02, time = 1.77e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  3.015488e+03, tensor norm:  2.805e+01\n",
      "Epoch   1: f-est =  3.014259e+03, step =  1.0e-03, time = 1.09e-01 sec\n",
      "Epoch   2: f-est =  3.013940e+03, step =  1.0e-03, time = 2.28e-01 sec\n",
      "Epoch   3: f-est =  3.014541e+03, step =  1.0e-03, time = 3.45e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.005715e+03, step =  1.0e-04, time = 4.39e-01 sec\n",
      "Epoch   5: f-est =  3.005804e+03, step =  1.0e-04, time = 5.62e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1730 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.45e-04 seconds\n",
      "Initial f-est:  3.686867e+03, tensor norm:  3.220e+01\n",
      "Epoch   1: f-est =  3.643655e+03, step =  1.0e-01, time = 3.97e-02 sec\n",
      "Epoch   2: f-est =  3.646247e+03, step =  1.0e-01, time = 7.98e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.642975e+03, step =  1.0e-02, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  3.642350e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  3.642191e+03, step =  1.0e-02, time = 1.95e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.79e-04 seconds\n",
      "Initial f-est:  3.695541e+03, tensor norm:  3.220e+01\n",
      "Epoch   1: f-est =  3.693928e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.691801e+03, step =  1.0e-03, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  3.691996e+03, step =  1.0e-03, time = 3.65e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.681792e+03, step =  1.0e-04, time = 4.67e-01 sec\n",
      "Epoch   5: f-est =  3.681808e+03, step =  1.0e-04, time = 5.62e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1740 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...7.41e-04 seconds\n",
      "Initial f-est:  3.627122e+03, tensor norm:  3.135e+01\n",
      "Epoch   1: f-est =  3.521226e+03, step =  1.0e-01, time = 4.48e-02 sec\n",
      "Epoch   2: f-est =  3.518911e+03, step =  1.0e-01, time = 8.39e-02 sec\n",
      "Epoch   3: f-est =  3.528045e+03, step =  1.0e-01, time = 1.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.517770e+03, step =  1.0e-02, time = 1.60e-01 sec\n",
      "Epoch   5: f-est =  3.517412e+03, step =  1.0e-02, time = 1.99e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  3.494822e+03, tensor norm:  3.135e+01\n",
      "Epoch   1: f-est =  3.491100e+03, step =  1.0e-03, time = 1.26e-01 sec\n",
      "Epoch   2: f-est =  3.490102e+03, step =  1.0e-03, time = 2.47e-01 sec\n",
      "Epoch   3: f-est =  3.490009e+03, step =  1.0e-03, time = 3.67e-01 sec\n",
      "Epoch   4: f-est =  3.489569e+03, step =  1.0e-03, time = 4.85e-01 sec\n",
      "Epoch   5: f-est =  3.489527e+03, step =  1.0e-03, time = 6.03e-01 sec\n",
      "\n",
      "Processing slice 1750 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.15e-04 seconds\n",
      "Initial f-est:  3.914174e+03, tensor norm:  3.348e+01\n",
      "Epoch   1: f-est =  3.888683e+03, step =  1.0e-01, time = 4.27e-02 sec\n",
      "Epoch   2: f-est =  3.867547e+03, step =  1.0e-01, time = 8.12e-02 sec\n",
      "Epoch   3: f-est =  3.876777e+03, step =  1.0e-01, time = 1.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.868585e+03, step =  1.0e-02, time = 1.58e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.867593e+03, step =  1.0e-03, time = 1.96e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.41e-04 seconds\n",
      "Initial f-est:  3.847235e+03, tensor norm:  3.348e+01\n",
      "Epoch   1: f-est =  3.847573e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.835098e+03, step =  1.0e-04, time = 2.23e-01 sec\n",
      "Epoch   3: f-est =  3.835057e+03, step =  1.0e-04, time = 3.14e-01 sec\n",
      "Epoch   4: f-est =  3.834957e+03, step =  1.0e-04, time = 4.33e-01 sec\n",
      "Epoch   5: f-est =  3.834918e+03, step =  1.0e-04, time = 5.42e-01 sec\n",
      "\n",
      "Processing slice 1760 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.49e-04 seconds\n",
      "Initial f-est:  4.042617e+03, tensor norm:  3.381e+01\n",
      "Epoch   1: f-est =  3.985117e+03, step =  1.0e-01, time = 3.99e-02 sec\n",
      "Epoch   2: f-est =  3.977879e+03, step =  1.0e-01, time = 8.18e-02 sec\n",
      "Epoch   3: f-est =  3.964658e+03, step =  1.0e-01, time = 1.20e-01 sec\n",
      "Epoch   4: f-est =  3.963151e+03, step =  1.0e-01, time = 1.59e-01 sec\n",
      "Epoch   5: f-est =  3.959839e+03, step =  1.0e-01, time = 1.97e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.40e-04 seconds\n",
      "Initial f-est:  3.959831e+03, tensor norm:  3.381e+01\n",
      "Epoch   1: f-est =  3.958451e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.958084e+03, step =  1.0e-03, time = 2.42e-01 sec\n",
      "Epoch   3: f-est =  3.955584e+03, step =  1.0e-03, time = 3.63e-01 sec\n",
      "Epoch   4: f-est =  3.957209e+03, step =  1.0e-03, time = 4.85e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.946329e+03, step =  1.0e-04, time = 6.05e-01 sec\n",
      "\n",
      "Processing slice 1770 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  3.890543e+03, tensor norm:  3.297e+01\n",
      "Epoch   1: f-est =  3.804597e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  3.820323e+03, step =  1.0e-01, time = 7.72e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.804086e+03, step =  1.0e-02, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.805022e+03, step =  1.0e-02, time = 1.56e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.804236e+03, step =  1.0e-03, time = 1.94e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  3.791900e+03, tensor norm:  3.297e+01\n",
      "Epoch   1: f-est =  3.793216e+03, step =  1.0e-03, time = 9.24e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.782007e+03, step =  1.0e-04, time = 2.07e-01 sec\n",
      "Epoch   3: f-est =  3.781829e+03, step =  1.0e-04, time = 2.92e-01 sec\n",
      "Epoch   4: f-est =  3.781725e+03, step =  1.0e-04, time = 4.10e-01 sec\n",
      "Epoch   5: f-est =  3.781779e+03, step =  1.0e-04, time = 5.28e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1780 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.97e-04 seconds\n",
      "Initial f-est:  3.791303e+03, tensor norm:  3.263e+01\n",
      "Epoch   1: f-est =  3.746818e+03, step =  1.0e-01, time = 4.04e-02 sec\n",
      "Epoch   2: f-est =  3.761618e+03, step =  1.0e-01, time = 7.90e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.745903e+03, step =  1.0e-02, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  3.748518e+03, step =  1.0e-02, time = 1.55e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.745563e+03, step =  1.0e-03, time = 1.98e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.25e-04 seconds\n",
      "Initial f-est:  3.711212e+03, tensor norm:  3.263e+01\n",
      "Epoch   1: f-est =  3.712689e+03, step =  1.0e-03, time = 1.25e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.702708e+03, step =  1.0e-04, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  3.702560e+03, step =  1.0e-04, time = 3.60e-01 sec\n",
      "Epoch   4: f-est =  3.702587e+03, step =  1.0e-04, time = 4.79e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.701654e+03, step =  1.0e-05, time = 5.87e-01 sec\n",
      "\n",
      "Processing slice 1790 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.884988e+03, tensor norm:  3.359e+01\n",
      "Epoch   1: f-est =  3.804114e+03, step =  1.0e-01, time = 3.97e-02 sec\n",
      "Epoch   2: f-est =  3.796698e+03, step =  1.0e-01, time = 7.81e-02 sec\n",
      "Epoch   3: f-est =  3.793961e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.782880e+03, step =  1.0e-01, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.787957e+03, step =  1.0e-01, time = 1.93e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.57e-04 seconds\n",
      "Initial f-est:  3.819385e+03, tensor norm:  3.359e+01\n",
      "Epoch   1: f-est =  3.819399e+03, step =  1.0e-03, time = 1.26e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.807738e+03, step =  1.0e-04, time = 2.44e-01 sec\n",
      "Epoch   3: f-est =  3.807637e+03, step =  1.0e-04, time = 3.64e-01 sec\n",
      "Epoch   4: f-est =  3.807635e+03, step =  1.0e-04, time = 4.81e-01 sec\n",
      "Epoch   5: f-est =  3.807616e+03, step =  1.0e-04, time = 6.01e-01 sec\n",
      "\n",
      "Processing slice 1800 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  4.052954e+03, tensor norm:  3.385e+01\n",
      "Epoch   1: f-est =  3.952556e+03, step =  1.0e-01, time = 3.97e-02 sec\n",
      "Epoch   2: f-est =  3.954499e+03, step =  1.0e-01, time = 7.83e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.948631e+03, step =  1.0e-02, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.946706e+03, step =  1.0e-02, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.944100e+03, step =  1.0e-02, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.48e-04 seconds\n",
      "Initial f-est:  3.940006e+03, tensor norm:  3.385e+01\n",
      "Epoch   1: f-est =  6.076676e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.945089e+03, step =  1.0e-04, time = 2.44e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.916093e+03, step =  1.0e-05, time = 3.48e-01 sec\n",
      "Epoch   4: f-est =  3.914031e+03, step =  1.0e-05, time = 4.67e-01 sec\n",
      "Epoch   5: f-est =  3.913203e+03, step =  1.0e-05, time = 5.66e-01 sec\n",
      "\n",
      "Processing slice 1810 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.70e-04 seconds\n",
      "Initial f-est:  3.908456e+03, tensor norm:  3.305e+01\n",
      "Epoch   1: f-est =  3.872584e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  3.853583e+03, step =  1.0e-01, time = 7.70e-02 sec\n",
      "Epoch   3: f-est =  3.852460e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.859668e+03, step =  1.0e-01, time = 1.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.851468e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.20e-04 seconds\n",
      "Initial f-est:  3.800880e+03, tensor norm:  3.305e+01\n",
      "Epoch   1: f-est =  3.796431e+03, step =  1.0e-03, time = 8.93e-02 sec\n",
      "Epoch   2: f-est =  3.796638e+03, step =  1.0e-03, time = 2.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.786098e+03, step =  1.0e-04, time = 3.40e-01 sec\n",
      "Epoch   4: f-est =  3.786159e+03, step =  1.0e-04, time = 4.38e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.785268e+03, step =  1.0e-05, time = 5.42e-01 sec\n",
      "\n",
      "Processing slice 1820 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.70e-04 seconds\n",
      "Initial f-est:  3.959548e+03, tensor norm:  3.423e+01\n",
      "Epoch   1: f-est =  3.918596e+03, step =  1.0e-01, time = 4.02e-02 sec\n",
      "Epoch   2: f-est =  3.919860e+03, step =  1.0e-01, time = 7.83e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.915603e+03, step =  1.0e-02, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  3.914322e+03, step =  1.0e-02, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.912967e+03, step =  1.0e-02, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.82e-04 seconds\n",
      "Initial f-est:  4.002697e+03, tensor norm:  3.423e+01\n",
      "Epoch   1: f-est =  4.005082e+03, step =  1.0e-03, time = 1.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.993362e+03, step =  1.0e-04, time = 2.10e-01 sec\n",
      "Epoch   3: f-est =  3.993364e+03, step =  1.0e-04, time = 3.20e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.992317e+03, step =  1.0e-05, time = 4.40e-01 sec\n",
      "Epoch   5: f-est =  3.992233e+03, step =  1.0e-05, time = 5.61e-01 sec\n",
      "\n",
      "Processing slice 1830 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.07e-04 seconds\n",
      "Initial f-est:  4.590143e+03, tensor norm:  3.697e+01\n",
      "Epoch   1: f-est =  4.471491e+03, step =  1.0e-01, time = 3.97e-02 sec\n",
      "Epoch   2: f-est =  4.466038e+03, step =  1.0e-01, time = 7.83e-02 sec\n",
      "Epoch   3: f-est =  4.467016e+03, step =  1.0e-01, time = 1.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.460389e+03, step =  1.0e-02, time = 1.58e-01 sec\n",
      "Epoch   5: f-est =  4.456124e+03, step =  1.0e-02, time = 1.99e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.44e-04 seconds\n",
      "Initial f-est:  4.544919e+03, tensor norm:  3.697e+01\n",
      "Epoch   1: f-est =  4.542850e+03, step =  1.0e-03, time = 1.26e-01 sec\n",
      "Epoch   2: f-est =  4.540562e+03, step =  1.0e-03, time = 2.12e-01 sec\n",
      "Epoch   3: f-est =  4.540412e+03, step =  1.0e-03, time = 3.14e-01 sec\n",
      "Epoch   4: f-est =  4.538231e+03, step =  1.0e-03, time = 4.09e-01 sec\n",
      "Epoch   5: f-est =  4.538694e+03, step =  1.0e-03, time = 5.28e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1840 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.68e-04 seconds\n",
      "Initial f-est:  4.148951e+03, tensor norm:  3.450e+01\n",
      "Epoch   1: f-est =  4.078412e+03, step =  1.0e-01, time = 4.16e-02 sec\n",
      "Epoch   2: f-est =  4.054724e+03, step =  1.0e-01, time = 8.15e-02 sec\n",
      "Epoch   3: f-est =  4.059014e+03, step =  1.0e-01, time = 1.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.054206e+03, step =  1.0e-02, time = 1.59e-01 sec\n",
      "Epoch   5: f-est =  4.055774e+03, step =  1.0e-02, time = 1.99e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.12e-04 seconds\n",
      "Initial f-est:  4.057507e+03, tensor norm:  3.450e+01\n",
      "Epoch   1: f-est =  4.058573e+03, step =  1.0e-03, time = 1.26e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.046832e+03, step =  1.0e-04, time = 2.59e-01 sec\n",
      "Epoch   3: f-est =  4.046673e+03, step =  1.0e-04, time = 3.94e-01 sec\n",
      "Epoch   4: f-est =  4.046646e+03, step =  1.0e-04, time = 5.25e-01 sec\n",
      "Epoch   5: f-est =  4.046563e+03, step =  1.0e-04, time = 6.48e-01 sec\n",
      "\n",
      "Processing slice 1850 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  4.098507e+03, tensor norm:  3.467e+01\n",
      "Epoch   1: f-est =  4.066486e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  4.066029e+03, step =  1.0e-01, time = 7.76e-02 sec\n",
      "Epoch   3: f-est =  4.059805e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  4.070031e+03, step =  1.0e-01, time = 1.55e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.055386e+03, step =  1.0e-02, time = 2.16e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.60e-04 seconds\n",
      "Initial f-est:  4.056051e+03, tensor norm:  3.467e+01\n",
      "Epoch   1: f-est =  4.055943e+03, step =  1.0e-03, time = 1.24e-01 sec\n",
      "Epoch   2: f-est =  4.054672e+03, step =  1.0e-03, time = 2.44e-01 sec\n",
      "Epoch   3: f-est =  4.054020e+03, step =  1.0e-03, time = 3.65e-01 sec\n",
      "Epoch   4: f-est =  4.054727e+03, step =  1.0e-03, time = 4.61e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.043448e+03, step =  1.0e-04, time = 5.81e-01 sec\n",
      "\n",
      "Processing slice 1860 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  4.536020e+03, tensor norm:  3.662e+01\n",
      "Epoch   1: f-est =  4.441916e+03, step =  1.0e-01, time = 4.09e-02 sec\n",
      "Epoch   2: f-est =  4.451652e+03, step =  1.0e-01, time = 7.89e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.440137e+03, step =  1.0e-02, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  4.438118e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  4.437385e+03, step =  1.0e-02, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.25e-04 seconds\n",
      "Initial f-est:  4.398621e+03, tensor norm:  3.662e+01\n",
      "Epoch   1: f-est =  4.400632e+03, step =  1.0e-03, time = 1.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.385442e+03, step =  1.0e-04, time = 2.44e-01 sec\n",
      "Epoch   3: f-est =  4.385329e+03, step =  1.0e-04, time = 3.69e-01 sec\n",
      "Epoch   4: f-est =  4.385197e+03, step =  1.0e-04, time = 4.65e-01 sec\n",
      "Epoch   5: f-est =  4.385276e+03, step =  1.0e-04, time = 5.86e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1870 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.78e-04 seconds\n",
      "Initial f-est:  3.915663e+03, tensor norm:  3.378e+01\n",
      "Epoch   1: f-est =  3.860869e+03, step =  1.0e-01, time = 7.39e-02 sec\n",
      "Epoch   2: f-est =  3.863849e+03, step =  1.0e-01, time = 1.12e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.858860e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   4: f-est =  3.858633e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Epoch   5: f-est =  3.861494e+03, step =  1.0e-02, time = 2.28e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.89e-04 seconds\n",
      "Initial f-est:  3.914137e+03, tensor norm:  3.378e+01\n",
      "Epoch   1: f-est =  3.916576e+03, step =  1.0e-03, time = 1.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.904234e+03, step =  1.0e-04, time = 2.43e-01 sec\n",
      "Epoch   3: f-est =  3.904149e+03, step =  1.0e-04, time = 3.71e-01 sec\n",
      "Epoch   4: f-est =  3.904108e+03, step =  1.0e-04, time = 4.64e-01 sec\n",
      "Epoch   5: f-est =  3.904166e+03, step =  1.0e-04, time = 5.85e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1880 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  4.176721e+03, tensor norm:  3.467e+01\n",
      "Epoch   1: f-est =  4.097508e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  4.085950e+03, step =  1.0e-01, time = 7.77e-02 sec\n",
      "Epoch   3: f-est =  4.068690e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  4.082371e+03, step =  1.0e-01, time = 1.54e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.075057e+03, step =  1.0e-02, time = 1.93e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.21e-04 seconds\n",
      "Initial f-est:  4.076597e+03, tensor norm:  3.467e+01\n",
      "Epoch   1: f-est =  4.078477e+03, step =  1.0e-03, time = 1.08e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.066567e+03, step =  1.0e-04, time = 1.97e-01 sec\n",
      "Epoch   3: f-est =  4.066477e+03, step =  1.0e-04, time = 2.93e-01 sec\n",
      "Epoch   4: f-est =  4.066447e+03, step =  1.0e-04, time = 4.13e-01 sec\n",
      "Epoch   5: f-est =  4.066307e+03, step =  1.0e-04, time = 5.18e-01 sec\n",
      "\n",
      "Processing slice 1890 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.40e-04 seconds\n",
      "Initial f-est:  3.915651e+03, tensor norm:  3.348e+01\n",
      "Epoch   1: f-est =  3.827348e+03, step =  1.0e-01, time = 6.23e-02 sec\n",
      "Epoch   2: f-est =  3.830043e+03, step =  1.0e-01, time = 1.01e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.827028e+03, step =  1.0e-02, time = 1.39e-01 sec\n",
      "Epoch   4: f-est =  3.824592e+03, step =  1.0e-02, time = 1.78e-01 sec\n",
      "Epoch   5: f-est =  3.825324e+03, step =  1.0e-02, time = 2.16e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.03e-04 seconds\n",
      "Initial f-est:  3.896905e+03, tensor norm:  3.348e+01\n",
      "Epoch   1: f-est =  3.900654e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.889022e+03, step =  1.0e-04, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  3.888903e+03, step =  1.0e-04, time = 3.59e-01 sec\n",
      "Epoch   4: f-est =  3.888817e+03, step =  1.0e-04, time = 4.79e-01 sec\n",
      "Epoch   5: f-est =  3.888825e+03, step =  1.0e-04, time = 5.98e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1900 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  4.066600e+03, tensor norm:  3.470e+01\n",
      "Epoch   1: f-est =  4.023831e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  4.025370e+03, step =  1.0e-01, time = 7.70e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.020687e+03, step =  1.0e-02, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  4.017359e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  4.016934e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  3.995442e+03, tensor norm:  3.470e+01\n",
      "Epoch   1: f-est =  3.991411e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.991996e+03, step =  1.0e-03, time = 2.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.981380e+03, step =  1.0e-04, time = 3.65e-01 sec\n",
      "Epoch   4: f-est =  3.981375e+03, step =  1.0e-04, time = 4.84e-01 sec\n",
      "Epoch   5: f-est =  3.981323e+03, step =  1.0e-04, time = 6.04e-01 sec\n",
      "\n",
      "Processing slice 1910 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.40e-04 seconds\n",
      "Initial f-est:  3.968347e+03, tensor norm:  3.314e+01\n",
      "Epoch   1: f-est =  3.820425e+03, step =  1.0e-01, time = 3.98e-02 sec\n",
      "Epoch   2: f-est =  3.821316e+03, step =  1.0e-01, time = 7.86e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.815227e+03, step =  1.0e-02, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  3.814670e+03, step =  1.0e-02, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.814886e+03, step =  1.0e-02, time = 1.94e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.73e-04 seconds\n",
      "Initial f-est:  3.863411e+03, tensor norm:  3.314e+01\n",
      "Epoch   1: f-est =  3.865563e+03, step =  1.0e-03, time = 1.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.854583e+03, step =  1.0e-04, time = 2.20e-01 sec\n",
      "Epoch   3: f-est =  3.854392e+03, step =  1.0e-04, time = 3.40e-01 sec\n",
      "Epoch   4: f-est =  3.854299e+03, step =  1.0e-04, time = 4.62e-01 sec\n",
      "Epoch   5: f-est =  3.854399e+03, step =  1.0e-04, time = 5.83e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1920 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.00e-04 seconds\n",
      "Initial f-est:  4.105621e+03, tensor norm:  3.428e+01\n",
      "Epoch   1: f-est =  4.050945e+03, step =  1.0e-01, time = 3.95e-02 sec\n",
      "Epoch   2: f-est =  4.030543e+03, step =  1.0e-01, time = 7.81e-02 sec\n",
      "Epoch   3: f-est =  4.024445e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  4.023189e+03, step =  1.0e-01, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  4.033292e+03, step =  1.0e-01, time = 1.93e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.02e-04 seconds\n",
      "Initial f-est:  3.964575e+03, tensor norm:  3.428e+01\n",
      "Epoch   1: f-est =  3.966241e+03, step =  1.0e-03, time = 1.32e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.954179e+03, step =  1.0e-04, time = 2.53e-01 sec\n",
      "Epoch   3: f-est =  3.954029e+03, step =  1.0e-04, time = 3.75e-01 sec\n",
      "Epoch   4: f-est =  3.954010e+03, step =  1.0e-04, time = 4.93e-01 sec\n",
      "Epoch   5: f-est =  3.954103e+03, step =  1.0e-04, time = 6.13e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1930 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  3.861110e+03, tensor norm:  3.329e+01\n",
      "Epoch   1: f-est =  3.808982e+03, step =  1.0e-01, time = 3.93e-02 sec\n",
      "Epoch   2: f-est =  3.806867e+03, step =  1.0e-01, time = 7.73e-02 sec\n",
      "Epoch   3: f-est =  3.798201e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.800299e+03, step =  1.0e-01, time = 1.54e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.796386e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.37e-04 seconds\n",
      "Initial f-est:  3.845182e+03, tensor norm:  3.329e+01\n",
      "Epoch   1: f-est =  3.843268e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.840366e+03, step =  1.0e-03, time = 2.43e-01 sec\n",
      "Epoch   3: f-est =  3.840459e+03, step =  1.0e-03, time = 3.68e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.830522e+03, step =  1.0e-04, time = 4.76e-01 sec\n",
      "Epoch   5: f-est =  3.830526e+03, step =  1.0e-04, time = 5.97e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 1940 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.70e-04 seconds\n",
      "Initial f-est:  4.089266e+03, tensor norm:  3.409e+01\n",
      "Epoch   1: f-est =  4.040195e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  4.036745e+03, step =  1.0e-01, time = 7.83e-02 sec\n",
      "Epoch   3: f-est =  4.045173e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.038598e+03, step =  1.0e-02, time = 1.54e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.036556e+03, step =  1.0e-03, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  4.042674e+03, tensor norm:  3.409e+01\n",
      "Epoch   1: f-est =  4.039290e+03, step =  1.0e-03, time = 1.06e-01 sec\n",
      "Epoch   2: f-est =  4.038694e+03, step =  1.0e-03, time = 2.24e-01 sec\n",
      "Epoch   3: f-est =  4.039845e+03, step =  1.0e-03, time = 3.40e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.027466e+03, step =  1.0e-04, time = 4.65e-01 sec\n",
      "Epoch   5: f-est =  4.027290e+03, step =  1.0e-04, time = 5.77e-01 sec\n",
      "\n",
      "Processing slice 1950 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.02e-04 seconds\n",
      "Initial f-est:  3.964286e+03, tensor norm:  3.397e+01\n",
      "Epoch   1: f-est =  3.913770e+03, step =  1.0e-01, time = 3.99e-02 sec\n",
      "Epoch   2: f-est =  3.904966e+03, step =  1.0e-01, time = 7.83e-02 sec\n",
      "Epoch   3: f-est =  3.914547e+03, step =  1.0e-01, time = 1.17e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.902946e+03, step =  1.0e-02, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.902431e+03, step =  1.0e-02, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  3.866503e+03, tensor norm:  3.397e+01\n",
      "Epoch   1: f-est =  3.869070e+03, step =  1.0e-03, time = 1.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.857232e+03, step =  1.0e-04, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  3.857233e+03, step =  1.0e-04, time = 3.66e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.856341e+03, step =  1.0e-05, time = 4.88e-01 sec\n",
      "Epoch   5: f-est =  3.856261e+03, step =  1.0e-05, time = 6.07e-01 sec\n",
      "\n",
      "Processing slice 1960 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.22e-04 seconds\n",
      "Initial f-est:  4.129169e+03, tensor norm:  3.455e+01\n",
      "Epoch   1: f-est =  4.093172e+03, step =  1.0e-01, time = 3.98e-02 sec\n",
      "Epoch   2: f-est =  4.073483e+03, step =  1.0e-01, time = 8.08e-02 sec\n",
      "Epoch   3: f-est =  4.079504e+03, step =  1.0e-01, time = 1.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.075637e+03, step =  1.0e-02, time = 1.59e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.073810e+03, step =  1.0e-03, time = 1.97e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.29e-04 seconds\n",
      "Initial f-est:  4.021496e+03, tensor norm:  3.455e+01\n",
      "Epoch   1: f-est =  4.023215e+03, step =  1.0e-03, time = 1.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.010832e+03, step =  1.0e-04, time = 2.42e-01 sec\n",
      "Epoch   3: f-est =  4.010836e+03, step =  1.0e-04, time = 3.67e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.009793e+03, step =  1.0e-05, time = 4.84e-01 sec\n",
      "Epoch   5: f-est =  4.009686e+03, step =  1.0e-05, time = 6.04e-01 sec\n",
      "\n",
      "Processing slice 1970 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.81e-04 seconds\n",
      "Initial f-est:  4.075303e+03, tensor norm:  3.450e+01\n",
      "Epoch   1: f-est =  3.980839e+03, step =  1.0e-01, time = 4.47e-02 sec\n",
      "Epoch   2: f-est =  3.986670e+03, step =  1.0e-01, time = 8.30e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.976951e+03, step =  1.0e-02, time = 1.22e-01 sec\n",
      "Epoch   4: f-est =  3.973787e+03, step =  1.0e-02, time = 1.63e-01 sec\n",
      "Epoch   5: f-est =  3.972899e+03, step =  1.0e-02, time = 2.03e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.21e-04 seconds\n",
      "Initial f-est:  3.914188e+03, tensor norm:  3.450e+01\n",
      "Epoch   1: f-est =  3.916763e+03, step =  1.0e-03, time = 1.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.905097e+03, step =  1.0e-04, time = 2.11e-01 sec\n",
      "Epoch   3: f-est =  3.904980e+03, step =  1.0e-04, time = 3.29e-01 sec\n",
      "Epoch   4: f-est =  3.905010e+03, step =  1.0e-04, time = 4.52e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.904012e+03, step =  1.0e-05, time = 5.73e-01 sec\n",
      "\n",
      "Processing slice 1980 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.17e-04 seconds\n",
      "Initial f-est:  3.878672e+03, tensor norm:  3.285e+01\n",
      "Epoch   1: f-est =  3.762519e+03, step =  1.0e-01, time = 3.98e-02 sec\n",
      "Epoch   2: f-est =  3.769368e+03, step =  1.0e-01, time = 7.82e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.759420e+03, step =  1.0e-02, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.758327e+03, step =  1.0e-02, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.756688e+03, step =  1.0e-02, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.72e-04 seconds\n",
      "Initial f-est:  3.785911e+03, tensor norm:  3.285e+01\n",
      "Epoch   1: f-est =  3.784625e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.785022e+03, step =  1.0e-03, time = 2.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.775097e+03, step =  1.0e-04, time = 3.60e-01 sec\n",
      "Epoch   4: f-est =  3.775228e+03, step =  1.0e-04, time = 4.55e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.774462e+03, step =  1.0e-05, time = 5.75e-01 sec\n",
      "\n",
      "Processing slice 1990 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.06e-04 seconds\n",
      "Initial f-est:  3.787773e+03, tensor norm:  3.236e+01\n",
      "Epoch   1: f-est =  3.760665e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  3.760997e+03, step =  1.0e-01, time = 7.74e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.760778e+03, step =  1.0e-02, time = 1.15e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.760359e+03, step =  1.0e-03, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.760552e+03, step =  1.0e-03, time = 1.91e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.60e-04 seconds\n",
      "Initial f-est:  3.771057e+03, tensor norm:  3.236e+01\n",
      "Epoch   1: f-est =  3.769290e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.768594e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  3.768539e+03, step =  1.0e-03, time = 3.65e-01 sec\n",
      "Epoch   4: f-est =  3.768296e+03, step =  1.0e-03, time = 4.57e-01 sec\n",
      "Epoch   5: f-est =  3.767937e+03, step =  1.0e-03, time = 5.65e-01 sec\n",
      "\n",
      "Processing slice 2000 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.01e-04 seconds\n",
      "Initial f-est:  3.639977e+03, tensor norm:  3.151e+01\n",
      "Epoch   1: f-est =  3.635473e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  3.633271e+03, step =  1.0e-01, time = 7.77e-02 sec\n",
      "Epoch   3: f-est =  3.628618e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.626982e+03, step =  1.0e-01, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.627576e+03, step =  1.0e-01, time = 1.91e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.31e-04 seconds\n",
      "Initial f-est:  3.609965e+03, tensor norm:  3.151e+01\n",
      "Epoch   1: f-est =  3.601204e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.601928e+03, step =  1.0e-03, time = 2.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.592789e+03, step =  1.0e-04, time = 3.29e-01 sec\n",
      "Epoch   4: f-est =  3.592875e+03, step =  1.0e-04, time = 4.47e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.592166e+03, step =  1.0e-05, time = 5.66e-01 sec\n",
      "\n",
      "Processing slice 2010 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.34e-04 seconds\n",
      "Initial f-est:  3.751342e+03, tensor norm:  3.254e+01\n",
      "Epoch   1: f-est =  3.714783e+03, step =  1.0e-01, time = 3.99e-02 sec\n",
      "Epoch   2: f-est =  3.718490e+03, step =  1.0e-01, time = 7.88e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.713346e+03, step =  1.0e-02, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  3.712744e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  3.713154e+03, step =  1.0e-02, time = 1.94e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.16e-04 seconds\n",
      "Initial f-est:  3.734538e+03, tensor norm:  3.254e+01\n",
      "Epoch   1: f-est =  3.736259e+03, step =  1.0e-03, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.724377e+03, step =  1.0e-04, time = 2.56e-01 sec\n",
      "Epoch   3: f-est =  3.724250e+03, step =  1.0e-04, time = 3.91e-01 sec\n",
      "Epoch   4: f-est =  3.724229e+03, step =  1.0e-04, time = 5.12e-01 sec\n",
      "Epoch   5: f-est =  3.724091e+03, step =  1.0e-04, time = 6.34e-01 sec\n",
      "\n",
      "Processing slice 2020 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.308848e+03, tensor norm:  2.946e+01\n",
      "Epoch   1: f-est =  3.254827e+03, step =  1.0e-01, time = 3.80e-02 sec\n",
      "Epoch   2: f-est =  3.261231e+03, step =  1.0e-01, time = 7.46e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.251261e+03, step =  1.0e-02, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.248827e+03, step =  1.0e-02, time = 1.49e-01 sec\n",
      "Epoch   5: f-est =  3.246214e+03, step =  1.0e-02, time = 1.87e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.34e-04 seconds\n",
      "Initial f-est:  3.204487e+03, tensor norm:  2.946e+01\n",
      "Epoch   1: f-est =  3.201148e+03, step =  1.0e-03, time = 1.32e-01 sec\n",
      "Epoch   2: f-est =  3.200423e+03, step =  1.0e-03, time = 2.59e-01 sec\n",
      "Epoch   3: f-est =  3.201252e+03, step =  1.0e-03, time = 3.71e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.193763e+03, step =  1.0e-04, time = 4.95e-01 sec\n",
      "Epoch   5: f-est =  3.193820e+03, step =  1.0e-04, time = 6.08e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2030 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.98e-04 seconds\n",
      "Initial f-est:  3.426601e+03, tensor norm:  3.084e+01\n",
      "Epoch   1: f-est =  3.403870e+03, step =  1.0e-01, time = 3.96e-02 sec\n",
      "Epoch   2: f-est =  3.392949e+03, step =  1.0e-01, time = 7.76e-02 sec\n",
      "Epoch   3: f-est =  3.383793e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.381303e+03, step =  1.0e-01, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.386773e+03, step =  1.0e-01, time = 1.91e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.00e-04 seconds\n",
      "Initial f-est:  3.409721e+03, tensor norm:  3.084e+01\n",
      "Epoch   1: f-est =  3.407713e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.406565e+03, step =  1.0e-03, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  3.406375e+03, step =  1.0e-03, time = 3.65e-01 sec\n",
      "Epoch   4: f-est =  3.407504e+03, step =  1.0e-03, time = 4.69e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.399224e+03, step =  1.0e-04, time = 5.89e-01 sec\n",
      "\n",
      "Processing slice 2040 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.48e-04 seconds\n",
      "Initial f-est:  3.480387e+03, tensor norm:  3.118e+01\n",
      "Epoch   1: f-est =  3.463172e+03, step =  1.0e-01, time = 3.95e-02 sec\n",
      "Epoch   2: f-est =  3.457154e+03, step =  1.0e-01, time = 7.77e-02 sec\n",
      "Epoch   3: f-est =  3.463276e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.456860e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.456989e+03, step =  1.0e-02, time = 1.92e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.32e-04 seconds\n",
      "Initial f-est:  3.409493e+03, tensor norm:  3.118e+01\n",
      "Epoch   1: f-est =  3.407616e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.407921e+03, step =  1.0e-03, time = 2.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.399077e+03, step =  1.0e-04, time = 3.28e-01 sec\n",
      "Epoch   4: f-est =  3.399123e+03, step =  1.0e-04, time = 4.47e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.398426e+03, step =  1.0e-05, time = 5.67e-01 sec\n",
      "\n",
      "Processing slice 2050 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.52e-04 seconds\n",
      "Initial f-est:  3.744557e+03, tensor norm:  3.217e+01\n",
      "Epoch   1: f-est =  3.667476e+03, step =  1.0e-01, time = 3.96e-02 sec\n",
      "Epoch   2: f-est =  3.669470e+03, step =  1.0e-01, time = 7.84e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.669101e+03, step =  1.0e-02, time = 1.16e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.667456e+03, step =  1.0e-03, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.667506e+03, step =  1.0e-03, time = 1.93e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  3.662741e+03, tensor norm:  3.217e+01\n",
      "Epoch   1: f-est =  3.658005e+03, step =  1.0e-03, time = 8.96e-02 sec\n",
      "Epoch   2: f-est =  3.657643e+03, step =  1.0e-03, time = 1.98e-01 sec\n",
      "Epoch   3: f-est =  3.658104e+03, step =  1.0e-03, time = 3.19e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.648601e+03, step =  1.0e-04, time = 4.43e-01 sec\n",
      "Epoch   5: f-est =  3.648472e+03, step =  1.0e-04, time = 5.51e-01 sec\n",
      "\n",
      "Processing slice 2060 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.72e-04 seconds\n",
      "Initial f-est:  3.426823e+03, tensor norm:  3.066e+01\n",
      "Epoch   1: f-est =  3.409881e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  3.406809e+03, step =  1.0e-01, time = 7.71e-02 sec\n",
      "Epoch   3: f-est =  3.406698e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.405673e+03, step =  1.0e-01, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.414779e+03, step =  1.0e-01, time = 1.92e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.14e-04 seconds\n",
      "Initial f-est:  3.458277e+03, tensor norm:  3.066e+01\n",
      "Epoch   1: f-est =  3.452482e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.452402e+03, step =  1.0e-03, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  3.453220e+03, step =  1.0e-03, time = 3.97e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.445930e+03, step =  1.0e-04, time = 5.29e-01 sec\n",
      "Epoch   5: f-est =  3.445922e+03, step =  1.0e-04, time = 6.53e-01 sec\n",
      "\n",
      "Processing slice 2070 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.51e-04 seconds\n",
      "Initial f-est:  3.128576e+03, tensor norm:  2.912e+01\n",
      "Epoch   1: f-est =  3.108848e+03, step =  1.0e-01, time = 3.79e-02 sec\n",
      "Epoch   2: f-est =  3.116757e+03, step =  1.0e-01, time = 7.43e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.104538e+03, step =  1.0e-02, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.102543e+03, step =  1.0e-02, time = 1.48e-01 sec\n",
      "Epoch   5: f-est =  3.102753e+03, step =  1.0e-02, time = 1.84e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  3.104303e+03, tensor norm:  2.912e+01\n",
      "Epoch   1: f-est =  3.103038e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.102437e+03, step =  1.0e-03, time = 2.46e-01 sec\n",
      "Epoch   3: f-est =  3.102752e+03, step =  1.0e-03, time = 3.65e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.094862e+03, step =  1.0e-04, time = 4.84e-01 sec\n",
      "Epoch   5: f-est =  3.094948e+03, step =  1.0e-04, time = 6.03e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2080 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  3.266482e+03, tensor norm:  2.936e+01\n",
      "Epoch   1: f-est =  3.241122e+03, step =  1.0e-01, time = 3.65e-02 sec\n",
      "Epoch   2: f-est =  3.222406e+03, step =  1.0e-01, time = 7.19e-02 sec\n",
      "Epoch   3: f-est =  3.235668e+03, step =  1.0e-01, time = 1.07e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.222651e+03, step =  1.0e-02, time = 1.43e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.222234e+03, step =  1.0e-03, time = 1.78e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.297903e+03, tensor norm:  2.936e+01\n",
      "Epoch   1: f-est =  3.290108e+03, step =  1.0e-03, time = 1.23e-01 sec\n",
      "Epoch   2: f-est =  3.289540e+03, step =  1.0e-03, time = 2.30e-01 sec\n",
      "Epoch   3: f-est =  3.289328e+03, step =  1.0e-03, time = 3.49e-01 sec\n",
      "Epoch   4: f-est =  3.289371e+03, step =  1.0e-03, time = 4.67e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.282353e+03, step =  1.0e-04, time = 5.74e-01 sec\n",
      "\n",
      "Processing slice 2090 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.97e-04 seconds\n",
      "Initial f-est:  3.563366e+03, tensor norm:  3.098e+01\n",
      "Epoch   1: f-est =  3.505425e+03, step =  1.0e-01, time = 4.01e-02 sec\n",
      "Epoch   2: f-est =  3.501657e+03, step =  1.0e-01, time = 7.76e-02 sec\n",
      "Epoch   3: f-est =  3.510318e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.499457e+03, step =  1.0e-02, time = 1.57e-01 sec\n",
      "Epoch   5: f-est =  3.501151e+03, step =  1.0e-02, time = 1.95e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.32e-04 seconds\n",
      "Initial f-est:  3.469803e+03, tensor norm:  3.098e+01\n",
      "Epoch   1: f-est =  3.463567e+03, step =  1.0e-03, time = 1.24e-01 sec\n",
      "Epoch   2: f-est =  3.463761e+03, step =  1.0e-03, time = 2.60e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.457222e+03, step =  1.0e-04, time = 3.58e-01 sec\n",
      "Epoch   4: f-est =  3.457286e+03, step =  1.0e-04, time = 4.63e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.456721e+03, step =  1.0e-05, time = 5.79e-01 sec\n",
      "\n",
      "Processing slice 2100 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  3.490424e+03, tensor norm:  3.084e+01\n",
      "Epoch   1: f-est =  3.445258e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  3.453820e+03, step =  1.0e-01, time = 7.58e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.446504e+03, step =  1.0e-02, time = 1.13e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.444344e+03, step =  1.0e-03, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.444041e+03, step =  1.0e-03, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.79e-04 seconds\n",
      "Initial f-est:  3.461886e+03, tensor norm:  3.084e+01\n",
      "Epoch   1: f-est =  3.459045e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.458906e+03, step =  1.0e-03, time = 2.18e-01 sec\n",
      "Epoch   3: f-est =  3.458698e+03, step =  1.0e-03, time = 3.36e-01 sec\n",
      "Epoch   4: f-est =  3.458201e+03, step =  1.0e-03, time = 4.39e-01 sec\n",
      "Epoch   5: f-est =  3.458891e+03, step =  1.0e-03, time = 5.51e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2110 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.03e-04 seconds\n",
      "Initial f-est:  3.606661e+03, tensor norm:  3.195e+01\n",
      "Epoch   1: f-est =  3.579465e+03, step =  1.0e-01, time = 3.95e-02 sec\n",
      "Epoch   2: f-est =  3.567285e+03, step =  1.0e-01, time = 7.80e-02 sec\n",
      "Epoch   3: f-est =  3.568038e+03, step =  1.0e-01, time = 1.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.565872e+03, step =  1.0e-02, time = 1.59e-01 sec\n",
      "Epoch   5: f-est =  3.563606e+03, step =  1.0e-02, time = 1.98e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.32e-04 seconds\n",
      "Initial f-est:  3.626301e+03, tensor norm:  3.195e+01\n",
      "Epoch   1: f-est =  3.617186e+03, step =  1.0e-03, time = 1.24e-01 sec\n",
      "Epoch   2: f-est =  3.615096e+03, step =  1.0e-03, time = 2.44e-01 sec\n",
      "Epoch   3: f-est =  3.615005e+03, step =  1.0e-03, time = 3.65e-01 sec\n",
      "Epoch   4: f-est =  3.614834e+03, step =  1.0e-03, time = 4.89e-01 sec\n",
      "Epoch   5: f-est =  3.614538e+03, step =  1.0e-03, time = 6.22e-01 sec\n",
      "\n",
      "Processing slice 2120 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.32e-04 seconds\n",
      "Initial f-est:  3.510194e+03, tensor norm:  3.084e+01\n",
      "Epoch   1: f-est =  3.439653e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  3.432173e+03, step =  1.0e-01, time = 8.07e-02 sec\n",
      "Epoch   3: f-est =  3.437932e+03, step =  1.0e-01, time = 1.19e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.429431e+03, step =  1.0e-02, time = 1.58e-01 sec\n",
      "Epoch   5: f-est =  3.428016e+03, step =  1.0e-02, time = 1.96e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.22e-04 seconds\n",
      "Initial f-est:  3.447247e+03, tensor norm:  3.084e+01\n",
      "Epoch   1: f-est =  3.443614e+03, step =  1.0e-03, time = 9.57e-02 sec\n",
      "Epoch   2: f-est =  3.443904e+03, step =  1.0e-03, time = 2.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.436235e+03, step =  1.0e-04, time = 3.39e-01 sec\n",
      "Epoch   4: f-est =  3.436257e+03, step =  1.0e-04, time = 4.61e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.435563e+03, step =  1.0e-05, time = 5.80e-01 sec\n",
      "\n",
      "Processing slice 2130 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.06e-04 seconds\n",
      "Initial f-est:  3.463381e+03, tensor norm:  3.050e+01\n",
      "Epoch   1: f-est =  3.360380e+03, step =  1.0e-01, time = 3.78e-02 sec\n",
      "Epoch   2: f-est =  3.388240e+03, step =  1.0e-01, time = 7.58e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.359420e+03, step =  1.0e-02, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.365456e+03, step =  1.0e-02, time = 1.52e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.359801e+03, step =  1.0e-03, time = 1.90e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  3.357965e+03, tensor norm:  3.050e+01\n",
      "Epoch   1: f-est =  3.348628e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.348871e+03, step =  1.0e-03, time = 2.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.343999e+03, step =  1.0e-04, time = 3.27e-01 sec\n",
      "Epoch   4: f-est =  3.344010e+03, step =  1.0e-04, time = 4.46e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.343598e+03, step =  1.0e-05, time = 5.38e-01 sec\n",
      "\n",
      "Processing slice 2140 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  3.603419e+03, tensor norm:  3.228e+01\n",
      "Epoch   1: f-est =  3.557105e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  3.554974e+03, step =  1.0e-01, time = 7.77e-02 sec\n",
      "Epoch   3: f-est =  3.553030e+03, step =  1.0e-01, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.546276e+03, step =  1.0e-01, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.550006e+03, step =  1.0e-01, time = 1.93e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.46e-04 seconds\n",
      "Initial f-est:  3.530954e+03, tensor norm:  3.228e+01\n",
      "Epoch   1: f-est =  3.528394e+03, step =  1.0e-03, time = 1.23e-01 sec\n",
      "Epoch   2: f-est =  3.527304e+03, step =  1.0e-03, time = 2.44e-01 sec\n",
      "Epoch   3: f-est =  3.526651e+03, step =  1.0e-03, time = 3.69e-01 sec\n",
      "Epoch   4: f-est =  3.526088e+03, step =  1.0e-03, time = 4.61e-01 sec\n",
      "Epoch   5: f-est =  3.526304e+03, step =  1.0e-03, time = 5.79e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2150 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.42e-04 seconds\n",
      "Initial f-est:  3.822516e+03, tensor norm:  3.357e+01\n",
      "Epoch   1: f-est =  3.775740e+03, step =  1.0e-01, time = 3.94e-02 sec\n",
      "Epoch   2: f-est =  3.771634e+03, step =  1.0e-01, time = 7.67e-02 sec\n",
      "Epoch   3: f-est =  3.771777e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.768492e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  3.767192e+03, step =  1.0e-02, time = 1.89e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  3.758450e+03, tensor norm:  3.357e+01\n",
      "Epoch   1: f-est =  3.753048e+03, step =  1.0e-03, time = 8.59e-02 sec\n",
      "Epoch   2: f-est =  3.751619e+03, step =  1.0e-03, time = 2.03e-01 sec\n",
      "Epoch   3: f-est =  3.752336e+03, step =  1.0e-03, time = 3.24e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.741531e+03, step =  1.0e-04, time = 4.38e-01 sec\n",
      "Epoch   5: f-est =  3.741419e+03, step =  1.0e-04, time = 5.54e-01 sec\n",
      "\n",
      "Processing slice 2160 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.25e-04 seconds\n",
      "Initial f-est:  3.744081e+03, tensor norm:  3.203e+01\n",
      "Epoch   1: f-est =  3.657047e+03, step =  1.0e-01, time = 3.83e-02 sec\n",
      "Epoch   2: f-est =  3.643712e+03, step =  1.0e-01, time = 7.54e-02 sec\n",
      "Epoch   3: f-est =  3.651117e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.638637e+03, step =  1.0e-02, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  3.638086e+03, step =  1.0e-02, time = 1.87e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.84e-04 seconds\n",
      "Initial f-est:  3.621574e+03, tensor norm:  3.203e+01\n",
      "Epoch   1: f-est =  3.623453e+03, step =  1.0e-03, time = 1.19e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.612119e+03, step =  1.0e-04, time = 2.12e-01 sec\n",
      "Epoch   3: f-est =  3.612192e+03, step =  1.0e-04, time = 3.29e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.611227e+03, step =  1.0e-05, time = 4.46e-01 sec\n",
      "Epoch   5: f-est =  3.611130e+03, step =  1.0e-05, time = 5.62e-01 sec\n",
      "\n",
      "Processing slice 2170 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.75e-04 seconds\n",
      "Initial f-est:  3.753017e+03, tensor norm:  3.303e+01\n",
      "Epoch   1: f-est =  3.715525e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  3.715151e+03, step =  1.0e-01, time = 7.62e-02 sec\n",
      "Epoch   3: f-est =  3.714465e+03, step =  1.0e-01, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.723745e+03, step =  1.0e-01, time = 1.51e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.711462e+03, step =  1.0e-02, time = 1.89e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  3.684978e+03, tensor norm:  3.303e+01\n",
      "Epoch   1: f-est =  3.681491e+03, step =  1.0e-03, time = 9.35e-02 sec\n",
      "Epoch   2: f-est =  3.680628e+03, step =  1.0e-03, time = 2.11e-01 sec\n",
      "Epoch   3: f-est =  3.679522e+03, step =  1.0e-03, time = 3.29e-01 sec\n",
      "Epoch   4: f-est =  3.679720e+03, step =  1.0e-03, time = 4.45e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.669421e+03, step =  1.0e-04, time = 5.55e-01 sec\n",
      "\n",
      "Processing slice 2180 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.35e-04 seconds\n",
      "Initial f-est:  4.157243e+03, tensor norm:  3.480e+01\n",
      "Epoch   1: f-est =  4.137275e+03, step =  1.0e-01, time = 3.77e-02 sec\n",
      "Epoch   2: f-est =  4.120764e+03, step =  1.0e-01, time = 7.34e-02 sec\n",
      "Epoch   3: f-est =  4.111589e+03, step =  1.0e-01, time = 1.10e-01 sec\n",
      "Epoch   4: f-est =  4.109664e+03, step =  1.0e-01, time = 1.46e-01 sec\n",
      "Epoch   5: f-est =  4.101363e+03, step =  1.0e-01, time = 1.87e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.03e-04 seconds\n",
      "Initial f-est:  4.050326e+03, tensor norm:  3.480e+01\n",
      "Epoch   1: f-est =  4.049776e+03, step =  1.0e-03, time = 1.43e-01 sec\n",
      "Epoch   2: f-est =  4.046964e+03, step =  1.0e-03, time = 2.60e-01 sec\n",
      "Epoch   3: f-est =  4.048141e+03, step =  1.0e-03, time = 3.75e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.038148e+03, step =  1.0e-04, time = 4.92e-01 sec\n",
      "Epoch   5: f-est =  4.037954e+03, step =  1.0e-04, time = 5.83e-01 sec\n",
      "\n",
      "Processing slice 2190 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.681975e+03, tensor norm:  3.276e+01\n",
      "Epoch   1: f-est =  3.669060e+03, step =  1.0e-01, time = 3.84e-02 sec\n",
      "Epoch   2: f-est =  3.659229e+03, step =  1.0e-01, time = 7.55e-02 sec\n",
      "Epoch   3: f-est =  3.664097e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.656797e+03, step =  1.0e-02, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.655729e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.92e-04 seconds\n",
      "Initial f-est:  3.677355e+03, tensor norm:  3.276e+01\n",
      "Epoch   1: f-est =  3.678807e+03, step =  1.0e-03, time = 9.08e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.667832e+03, step =  1.0e-04, time = 2.08e-01 sec\n",
      "Epoch   3: f-est =  3.667790e+03, step =  1.0e-04, time = 3.16e-01 sec\n",
      "Epoch   4: f-est =  3.667696e+03, step =  1.0e-04, time = 4.32e-01 sec\n",
      "Epoch   5: f-est =  3.667719e+03, step =  1.0e-04, time = 5.39e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2200 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  3.971374e+03, tensor norm:  3.370e+01\n",
      "Epoch   1: f-est =  3.959589e+03, step =  1.0e-01, time = 4.41e-02 sec\n",
      "Epoch   2: f-est =  3.963816e+03, step =  1.0e-01, time = 8.20e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.953165e+03, step =  1.0e-02, time = 1.20e-01 sec\n",
      "Epoch   4: f-est =  3.953175e+03, step =  1.0e-02, time = 1.58e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.952857e+03, step =  1.0e-03, time = 1.95e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  3.890162e+03, tensor norm:  3.370e+01\n",
      "Epoch   1: f-est =  3.891115e+03, step =  1.0e-03, time = 1.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.879382e+03, step =  1.0e-04, time = 2.02e-01 sec\n",
      "Epoch   3: f-est =  3.879521e+03, step =  1.0e-04, time = 3.18e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.878459e+03, step =  1.0e-05, time = 4.34e-01 sec\n",
      "Epoch   5: f-est =  3.878359e+03, step =  1.0e-05, time = 5.54e-01 sec\n",
      "\n",
      "Processing slice 2210 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.49e-04 seconds\n",
      "Initial f-est:  3.811037e+03, tensor norm:  3.360e+01\n",
      "Epoch   1: f-est =  3.760410e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  3.745951e+03, step =  1.0e-01, time = 7.61e-02 sec\n",
      "Epoch   3: f-est =  3.753269e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.745814e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.745122e+03, step =  1.0e-02, time = 2.15e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  3.728971e+03, tensor norm:  3.360e+01\n",
      "Epoch   1: f-est =  3.725278e+03, step =  1.0e-03, time = 8.91e-02 sec\n",
      "Epoch   2: f-est =  3.725313e+03, step =  1.0e-03, time = 2.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.713561e+03, step =  1.0e-04, time = 3.23e-01 sec\n",
      "Epoch   4: f-est =  3.713568e+03, step =  1.0e-04, time = 4.47e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.712691e+03, step =  1.0e-05, time = 5.65e-01 sec\n",
      "\n",
      "Processing slice 2220 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.75e-04 seconds\n",
      "Initial f-est:  3.735530e+03, tensor norm:  3.326e+01\n",
      "Epoch   1: f-est =  3.710477e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  3.715678e+03, step =  1.0e-01, time = 7.63e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.709277e+03, step =  1.0e-02, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.708039e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.710787e+03, step =  1.0e-02, time = 1.89e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  3.748720e+03, tensor norm:  3.326e+01\n",
      "Epoch   1: f-est =  3.750690e+03, step =  1.0e-03, time = 1.24e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.739666e+03, step =  1.0e-04, time = 2.19e-01 sec\n",
      "Epoch   3: f-est =  3.739653e+03, step =  1.0e-04, time = 3.35e-01 sec\n",
      "Epoch   4: f-est =  3.739682e+03, step =  1.0e-04, time = 4.49e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.738746e+03, step =  1.0e-05, time = 5.86e-01 sec\n",
      "\n",
      "Processing slice 2230 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.948982e+03, tensor norm:  3.353e+01\n",
      "Epoch   1: f-est =  3.887936e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  3.881189e+03, step =  1.0e-01, time = 7.60e-02 sec\n",
      "Epoch   3: f-est =  3.870898e+03, step =  1.0e-01, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.854858e+03, step =  1.0e-01, time = 1.49e-01 sec\n",
      "Epoch   5: f-est =  3.870809e+03, step =  1.0e-01, time = 1.87e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.870810e+03, tensor norm:  3.353e+01\n",
      "Epoch   1: f-est =  3.870394e+03, step =  1.0e-03, time = 9.93e-02 sec\n",
      "Epoch   2: f-est =  3.869714e+03, step =  1.0e-03, time = 2.16e-01 sec\n",
      "Epoch   3: f-est =  3.869610e+03, step =  1.0e-03, time = 3.32e-01 sec\n",
      "Epoch   4: f-est =  3.869079e+03, step =  1.0e-03, time = 4.48e-01 sec\n",
      "Epoch   5: f-est =  3.868764e+03, step =  1.0e-03, time = 5.64e-01 sec\n",
      "\n",
      "Processing slice 2240 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.02e-04 seconds\n",
      "Initial f-est:  4.049370e+03, tensor norm:  3.419e+01\n",
      "Epoch   1: f-est =  3.992843e+03, step =  1.0e-01, time = 3.85e-02 sec\n",
      "Epoch   2: f-est =  3.994621e+03, step =  1.0e-01, time = 8.07e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.992485e+03, step =  1.0e-02, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  3.988239e+03, step =  1.0e-02, time = 1.82e-01 sec\n",
      "Epoch   5: f-est =  3.988491e+03, step =  1.0e-02, time = 2.20e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  4.052578e+03, tensor norm:  3.419e+01\n",
      "Epoch   1: f-est =  4.049133e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  4.046768e+03, step =  1.0e-03, time = 2.11e-01 sec\n",
      "Epoch   3: f-est =  4.045959e+03, step =  1.0e-03, time = 3.27e-01 sec\n",
      "Epoch   4: f-est =  4.046785e+03, step =  1.0e-03, time = 4.10e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.036021e+03, step =  1.0e-04, time = 5.26e-01 sec\n",
      "\n",
      "Processing slice 2250 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.35e-04 seconds\n",
      "Initial f-est:  4.096169e+03, tensor norm:  3.501e+01\n",
      "Epoch   1: f-est =  4.052074e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  4.070472e+03, step =  1.0e-01, time = 7.60e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.052823e+03, step =  1.0e-02, time = 1.14e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.052016e+03, step =  1.0e-03, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  4.051751e+03, step =  1.0e-03, time = 1.89e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.84e-04 seconds\n",
      "Initial f-est:  4.058250e+03, tensor norm:  3.501e+01\n",
      "Epoch   1: f-est =  4.060069e+03, step =  1.0e-03, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.047180e+03, step =  1.0e-04, time = 2.10e-01 sec\n",
      "Epoch   3: f-est =  4.047126e+03, step =  1.0e-04, time = 3.07e-01 sec\n",
      "Epoch   4: f-est =  4.047126e+03, step =  1.0e-04, time = 4.23e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.045910e+03, step =  1.0e-05, time = 5.39e-01 sec\n",
      "\n",
      "Processing slice 2260 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.23e-04 seconds\n",
      "Initial f-est:  3.890638e+03, tensor norm:  3.291e+01\n",
      "Epoch   1: f-est =  3.809318e+03, step =  1.0e-01, time = 3.90e-02 sec\n",
      "Epoch   2: f-est =  3.815658e+03, step =  1.0e-01, time = 7.68e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.811176e+03, step =  1.0e-02, time = 1.15e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.809508e+03, step =  1.0e-03, time = 1.83e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.809346e+03, step =  1.0e-04, time = 2.20e-01 sec, nfails = 4 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.37e-04 seconds\n",
      "Initial f-est:  3.842516e+03, tensor norm:  3.291e+01\n",
      "Epoch   1: f-est =  3.838932e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  3.837403e+03, step =  1.0e-03, time = 2.09e-01 sec\n",
      "Epoch   3: f-est =  3.837327e+03, step =  1.0e-03, time = 3.25e-01 sec\n",
      "Epoch   4: f-est =  3.837641e+03, step =  1.0e-03, time = 4.42e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.827900e+03, step =  1.0e-04, time = 5.58e-01 sec\n",
      "\n",
      "Processing slice 2270 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.74e-04 seconds\n",
      "Initial f-est:  3.989745e+03, tensor norm:  3.382e+01\n",
      "Epoch   1: f-est =  3.954856e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  3.939648e+03, step =  1.0e-01, time = 7.58e-02 sec\n",
      "Epoch   3: f-est =  3.944248e+03, step =  1.0e-01, time = 1.38e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.941573e+03, step =  1.0e-02, time = 1.76e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.939639e+03, step =  1.0e-03, time = 2.19e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.67e-04 seconds\n",
      "Initial f-est:  3.924910e+03, tensor norm:  3.382e+01\n",
      "Epoch   1: f-est =  3.919885e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.919344e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  3.919096e+03, step =  1.0e-03, time = 3.22e-01 sec\n",
      "Epoch   4: f-est =  3.918750e+03, step =  1.0e-03, time = 4.39e-01 sec\n",
      "Epoch   5: f-est =  3.918017e+03, step =  1.0e-03, time = 5.50e-01 sec\n",
      "\n",
      "Processing slice 2280 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  3.962852e+03, tensor norm:  3.393e+01\n",
      "Epoch   1: f-est =  3.935911e+03, step =  1.0e-01, time = 3.85e-02 sec\n",
      "Epoch   2: f-est =  3.939368e+03, step =  1.0e-01, time = 7.58e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.927073e+03, step =  1.0e-02, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.931751e+03, step =  1.0e-02, time = 1.49e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.927229e+03, step =  1.0e-03, time = 1.86e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.40e-04 seconds\n",
      "Initial f-est:  3.851749e+03, tensor norm:  3.393e+01\n",
      "Epoch   1: f-est =  3.848407e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.847922e+03, step =  1.0e-03, time = 2.13e-01 sec\n",
      "Epoch   3: f-est =  3.849171e+03, step =  1.0e-03, time = 3.29e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.839047e+03, step =  1.0e-04, time = 4.45e-01 sec\n",
      "Epoch   5: f-est =  3.838906e+03, step =  1.0e-04, time = 5.59e-01 sec\n",
      "\n",
      "Processing slice 2290 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.52e-04 seconds\n",
      "Initial f-est:  3.827948e+03, tensor norm:  3.300e+01\n",
      "Epoch   1: f-est =  3.776177e+03, step =  1.0e-01, time = 4.44e-02 sec\n",
      "Epoch   2: f-est =  3.793148e+03, step =  1.0e-01, time = 8.19e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.776621e+03, step =  1.0e-02, time = 1.19e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.776113e+03, step =  1.0e-03, time = 1.57e-01 sec\n",
      "Epoch   5: f-est =  3.775926e+03, step =  1.0e-03, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.23e-04 seconds\n",
      "Initial f-est:  3.745506e+03, tensor norm:  3.300e+01\n",
      "Epoch   1: f-est =  3.740350e+03, step =  1.0e-03, time = 1.01e-01 sec\n",
      "Epoch   2: f-est =  3.739218e+03, step =  1.0e-03, time = 2.17e-01 sec\n",
      "Epoch   3: f-est =  3.737182e+03, step =  1.0e-03, time = 3.18e-01 sec\n",
      "Epoch   4: f-est =  3.737401e+03, step =  1.0e-03, time = 4.24e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.728307e+03, step =  1.0e-04, time = 5.39e-01 sec\n",
      "\n",
      "Processing slice 2300 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  3.580581e+03, tensor norm:  3.176e+01\n",
      "Epoch   1: f-est =  3.515369e+03, step =  1.0e-01, time = 3.81e-02 sec\n",
      "Epoch   2: f-est =  3.511518e+03, step =  1.0e-01, time = 7.56e-02 sec\n",
      "Epoch   3: f-est =  3.517881e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.504008e+03, step =  1.0e-02, time = 1.76e-01 sec\n",
      "Epoch   5: f-est =  3.505887e+03, step =  1.0e-02, time = 2.14e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.15e-04 seconds\n",
      "Initial f-est:  3.522035e+03, tensor norm:  3.176e+01\n",
      "Epoch   1: f-est =  3.520628e+03, step =  1.0e-03, time = 8.51e-02 sec\n",
      "Epoch   2: f-est =  3.519560e+03, step =  1.0e-03, time = 1.77e-01 sec\n",
      "Epoch   3: f-est =  3.519001e+03, step =  1.0e-03, time = 2.96e-01 sec\n",
      "Epoch   4: f-est =  3.519610e+03, step =  1.0e-03, time = 4.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.509938e+03, step =  1.0e-04, time = 5.30e-01 sec\n",
      "\n",
      "Processing slice 2310 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...4.10e-04 seconds\n",
      "Initial f-est:  4.046831e+03, tensor norm:  3.434e+01\n",
      "Epoch   1: f-est =  4.017139e+03, step =  1.0e-01, time = 3.84e-02 sec\n",
      "Epoch   2: f-est =  4.029304e+03, step =  1.0e-01, time = 7.56e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.018738e+03, step =  1.0e-02, time = 1.13e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.016890e+03, step =  1.0e-03, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  4.016349e+03, step =  1.0e-03, time = 1.87e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  3.984301e+03, tensor norm:  3.434e+01\n",
      "Epoch   1: f-est =  3.982971e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.982646e+03, step =  1.0e-03, time = 2.27e-01 sec\n",
      "Epoch   3: f-est =  3.981610e+03, step =  1.0e-03, time = 3.18e-01 sec\n",
      "Epoch   4: f-est =  3.981386e+03, step =  1.0e-03, time = 4.22e-01 sec\n",
      "Epoch   5: f-est =  3.980848e+03, step =  1.0e-03, time = 5.38e-01 sec\n",
      "\n",
      "Processing slice 2320 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.19e-04 seconds\n",
      "Initial f-est:  3.662451e+03, tensor norm:  3.208e+01\n",
      "Epoch   1: f-est =  3.625660e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.620839e+03, step =  1.0e-01, time = 7.69e-02 sec\n",
      "Epoch   3: f-est =  3.621124e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.620061e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  3.617831e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.29e-04 seconds\n",
      "Initial f-est:  3.613724e+03, tensor norm:  3.208e+01\n",
      "Epoch   1: f-est =  3.614113e+03, step =  1.0e-03, time = 9.28e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.604234e+03, step =  1.0e-04, time = 2.10e-01 sec\n",
      "Epoch   3: f-est =  3.604314e+03, step =  1.0e-04, time = 3.26e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.603407e+03, step =  1.0e-05, time = 4.37e-01 sec\n",
      "Epoch   5: f-est =  3.603335e+03, step =  1.0e-05, time = 5.53e-01 sec\n",
      "\n",
      "Processing slice 2330 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.76e-04 seconds\n",
      "Initial f-est:  3.924283e+03, tensor norm:  3.305e+01\n",
      "Epoch   1: f-est =  3.823981e+03, step =  1.0e-01, time = 3.84e-02 sec\n",
      "Epoch   2: f-est =  3.798042e+03, step =  1.0e-01, time = 9.81e-02 sec\n",
      "Epoch   3: f-est =  3.784660e+03, step =  1.0e-01, time = 1.35e-01 sec\n",
      "Epoch   4: f-est =  3.793449e+03, step =  1.0e-01, time = 1.71e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.783836e+03, step =  1.0e-02, time = 2.07e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.12e-04 seconds\n",
      "Initial f-est:  3.764365e+03, tensor norm:  3.305e+01\n",
      "Epoch   1: f-est =  3.764326e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  3.763919e+03, step =  1.0e-03, time = 2.35e-01 sec\n",
      "Epoch   3: f-est =  3.763112e+03, step =  1.0e-03, time = 3.49e-01 sec\n",
      "Epoch   4: f-est =  3.763552e+03, step =  1.0e-03, time = 4.65e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.754870e+03, step =  1.0e-04, time = 5.82e-01 sec\n",
      "\n",
      "Processing slice 2340 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.74e-04 seconds\n",
      "Initial f-est:  3.921429e+03, tensor norm:  3.306e+01\n",
      "Epoch   1: f-est =  3.854133e+03, step =  1.0e-01, time = 3.74e-02 sec\n",
      "Epoch   2: f-est =  3.858023e+03, step =  1.0e-01, time = 7.53e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.847997e+03, step =  1.0e-02, time = 1.06e-01 sec\n",
      "Epoch   4: f-est =  3.852273e+03, step =  1.0e-02, time = 1.44e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.848327e+03, step =  1.0e-03, time = 1.81e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.805795e+03, tensor norm:  3.306e+01\n",
      "Epoch   1: f-est =  3.803624e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  3.802465e+03, step =  1.0e-03, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  3.802528e+03, step =  1.0e-03, time = 3.46e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.793534e+03, step =  1.0e-04, time = 4.56e-01 sec\n",
      "Epoch   5: f-est =  3.793559e+03, step =  1.0e-04, time = 5.50e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2350 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.789990e+03, tensor norm:  3.297e+01\n",
      "Epoch   1: f-est =  3.680567e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  3.667978e+03, step =  1.0e-01, time = 7.63e-02 sec\n",
      "Epoch   3: f-est =  3.676625e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.665615e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.668779e+03, step =  1.0e-02, time = 1.89e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.17e-04 seconds\n",
      "Initial f-est:  3.758546e+03, tensor norm:  3.297e+01\n",
      "Epoch   1: f-est =  3.759406e+03, step =  1.0e-03, time = 1.19e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.750100e+03, step =  1.0e-04, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  3.750085e+03, step =  1.0e-04, time = 3.23e-01 sec\n",
      "Epoch   4: f-est =  3.750032e+03, step =  1.0e-04, time = 4.39e-01 sec\n",
      "Epoch   5: f-est =  3.749972e+03, step =  1.0e-04, time = 5.55e-01 sec\n",
      "\n",
      "Processing slice 2360 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.67e-04 seconds\n",
      "Initial f-est:  3.498509e+03, tensor norm:  3.127e+01\n",
      "Epoch   1: f-est =  3.448373e+03, step =  1.0e-01, time = 3.84e-02 sec\n",
      "Epoch   2: f-est =  3.442880e+03, step =  1.0e-01, time = 7.55e-02 sec\n",
      "Epoch   3: f-est =  3.429600e+03, step =  1.0e-01, time = 1.12e-01 sec\n",
      "Epoch   4: f-est =  3.436782e+03, step =  1.0e-01, time = 1.54e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.429474e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.11e-04 seconds\n",
      "Initial f-est:  3.457208e+03, tensor norm:  3.127e+01\n",
      "Epoch   1: f-est =  3.455869e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.455954e+03, step =  1.0e-03, time = 2.31e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.447823e+03, step =  1.0e-04, time = 3.15e-01 sec\n",
      "Epoch   4: f-est =  3.447897e+03, step =  1.0e-04, time = 4.22e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.447194e+03, step =  1.0e-05, time = 5.31e-01 sec\n",
      "\n",
      "Processing slice 2370 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.74e-04 seconds\n",
      "Initial f-est:  3.453658e+03, tensor norm:  3.036e+01\n",
      "Epoch   1: f-est =  3.358502e+03, step =  1.0e-01, time = 3.81e-02 sec\n",
      "Epoch   2: f-est =  3.347333e+03, step =  1.0e-01, time = 7.32e-02 sec\n",
      "Epoch   3: f-est =  3.360062e+03, step =  1.0e-01, time = 1.10e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.342648e+03, step =  1.0e-02, time = 1.47e-01 sec\n",
      "Epoch   5: f-est =  3.343275e+03, step =  1.0e-02, time = 1.84e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.51e-04 seconds\n",
      "Initial f-est:  3.305367e+03, tensor norm:  3.036e+01\n",
      "Epoch   1: f-est =  3.300315e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.299881e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  3.300101e+03, step =  1.0e-03, time = 3.49e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.293904e+03, step =  1.0e-04, time = 4.31e-01 sec\n",
      "Epoch   5: f-est =  3.293953e+03, step =  1.0e-04, time = 5.53e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2380 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.75e-04 seconds\n",
      "Initial f-est:  3.483145e+03, tensor norm:  3.059e+01\n",
      "Epoch   1: f-est =  3.428104e+03, step =  1.0e-01, time = 3.81e-02 sec\n",
      "Epoch   2: f-est =  3.424047e+03, step =  1.0e-01, time = 7.48e-02 sec\n",
      "Epoch   3: f-est =  3.429732e+03, step =  1.0e-01, time = 1.11e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.416208e+03, step =  1.0e-02, time = 1.71e-01 sec\n",
      "Epoch   5: f-est =  3.419932e+03, step =  1.0e-02, time = 2.08e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.81e-04 seconds\n",
      "Initial f-est:  3.431382e+03, tensor norm:  3.059e+01\n",
      "Epoch   1: f-est =  3.429884e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  3.429377e+03, step =  1.0e-03, time = 2.38e-01 sec\n",
      "Epoch   3: f-est =  3.430320e+03, step =  1.0e-03, time = 3.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.422259e+03, step =  1.0e-04, time = 4.41e-01 sec\n",
      "Epoch   5: f-est =  3.422342e+03, step =  1.0e-04, time = 5.57e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2390 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...4.14e-04 seconds\n",
      "Initial f-est:  3.621623e+03, tensor norm:  3.148e+01\n",
      "Epoch   1: f-est =  3.591918e+03, step =  1.0e-01, time = 3.85e-02 sec\n",
      "Epoch   2: f-est =  3.584140e+03, step =  1.0e-01, time = 7.55e-02 sec\n",
      "Epoch   3: f-est =  3.582770e+03, step =  1.0e-01, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.583401e+03, step =  1.0e-01, time = 1.50e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.578982e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.24e-04 seconds\n",
      "Initial f-est:  3.593127e+03, tensor norm:  3.148e+01\n",
      "Epoch   1: f-est =  3.589314e+03, step =  1.0e-03, time = 9.69e-02 sec\n",
      "Epoch   2: f-est =  3.588349e+03, step =  1.0e-03, time = 2.13e-01 sec\n",
      "Epoch   3: f-est =  3.588492e+03, step =  1.0e-03, time = 3.02e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.579647e+03, step =  1.0e-04, time = 4.10e-01 sec\n",
      "Epoch   5: f-est =  3.579671e+03, step =  1.0e-04, time = 5.27e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2400 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.65e-04 seconds\n",
      "Initial f-est:  2.964542e+03, tensor norm:  2.700e+01\n",
      "Epoch   1: f-est =  2.837731e+03, step =  1.0e-01, time = 3.48e-02 sec\n",
      "Epoch   2: f-est =  2.832332e+03, step =  1.0e-01, time = 6.90e-02 sec\n",
      "Epoch   3: f-est =  2.827384e+03, step =  1.0e-01, time = 1.07e-01 sec\n",
      "Epoch   4: f-est =  2.823071e+03, step =  1.0e-01, time = 1.41e-01 sec\n",
      "Epoch   5: f-est =  2.840111e+03, step =  1.0e-01, time = 1.75e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.64e-04 seconds\n",
      "Initial f-est:  2.805565e+03, tensor norm:  2.700e+01\n",
      "Epoch   1: f-est =  2.798496e+03, step =  1.0e-03, time = 8.60e-02 sec\n",
      "Epoch   2: f-est =  2.798204e+03, step =  1.0e-03, time = 1.92e-01 sec\n",
      "Epoch   3: f-est =  2.798054e+03, step =  1.0e-03, time = 2.77e-01 sec\n",
      "Epoch   4: f-est =  2.798737e+03, step =  1.0e-03, time = 3.92e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.792432e+03, step =  1.0e-04, time = 4.97e-01 sec\n",
      "\n",
      "Processing slice 2410 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.31e-04 seconds\n",
      "Initial f-est:  5.200978e+03, tensor norm:  3.774e+01\n",
      "Epoch   1: f-est =  4.796711e+03, step =  1.0e-01, time = 4.33e-02 sec\n",
      "Epoch   2: f-est =  4.760361e+03, step =  1.0e-01, time = 8.10e-02 sec\n",
      "Epoch   3: f-est =  4.739409e+03, step =  1.0e-01, time = 1.41e-01 sec\n",
      "Epoch   4: f-est =  4.748663e+03, step =  1.0e-01, time = 1.79e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  4.738324e+03, step =  1.0e-02, time = 2.17e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.16e-04 seconds\n",
      "Initial f-est:  4.642366e+03, tensor norm:  3.774e+01\n",
      "Epoch   1: f-est =  4.617302e+03, step =  1.0e-03, time = 9.56e-02 sec\n",
      "Epoch   2: f-est =  4.612333e+03, step =  1.0e-03, time = 1.81e-01 sec\n",
      "Epoch   3: f-est =  4.612584e+03, step =  1.0e-03, time = 2.72e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  4.594507e+03, step =  1.0e-04, time = 3.88e-01 sec\n",
      "Epoch   5: f-est =  4.594492e+03, step =  1.0e-04, time = 5.08e-01 sec\n",
      "\n",
      "Processing slice 2420 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  2.954458e+03, tensor norm:  2.764e+01\n",
      "Epoch   1: f-est =  2.909827e+03, step =  1.0e-01, time = 3.52e-02 sec\n",
      "Epoch   2: f-est =  2.909688e+03, step =  1.0e-01, time = 6.97e-02 sec\n",
      "Epoch   3: f-est =  2.902281e+03, step =  1.0e-01, time = 1.04e-01 sec\n",
      "Epoch   4: f-est =  2.905991e+03, step =  1.0e-01, time = 1.39e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.903555e+03, step =  1.0e-02, time = 1.73e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.79e-04 seconds\n",
      "Initial f-est:  2.972744e+03, tensor norm:  2.764e+01\n",
      "Epoch   1: f-est =  2.968465e+03, step =  1.0e-03, time = 9.99e-02 sec\n",
      "Epoch   2: f-est =  2.968542e+03, step =  1.0e-03, time = 2.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.960672e+03, step =  1.0e-04, time = 3.03e-01 sec\n",
      "Epoch   4: f-est =  2.960656e+03, step =  1.0e-04, time = 4.19e-01 sec\n",
      "Epoch   5: f-est =  2.960723e+03, step =  1.0e-04, time = 5.29e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2430 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.43e-04 seconds\n",
      "Initial f-est:  3.492435e+03, tensor norm:  3.069e+01\n",
      "Epoch   1: f-est =  3.449987e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  3.435375e+03, step =  1.0e-01, time = 7.59e-02 sec\n",
      "Epoch   3: f-est =  3.430427e+03, step =  1.0e-01, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.432129e+03, step =  1.0e-01, time = 1.50e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.412894e+03, step =  1.0e-02, time = 1.86e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  3.398013e+03, tensor norm:  3.069e+01\n",
      "Epoch   1: f-est =  3.394173e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  3.393759e+03, step =  1.0e-03, time = 2.37e-01 sec\n",
      "Epoch   3: f-est =  3.394130e+03, step =  1.0e-03, time = 3.52e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.387609e+03, step =  1.0e-04, time = 4.70e-01 sec\n",
      "Epoch   5: f-est =  3.387664e+03, step =  1.0e-04, time = 5.86e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2440 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.39e-04 seconds\n",
      "Initial f-est:  3.280750e+03, tensor norm:  2.944e+01\n",
      "Epoch   1: f-est =  3.221380e+03, step =  1.0e-01, time = 3.68e-02 sec\n",
      "Epoch   2: f-est =  3.188378e+03, step =  1.0e-01, time = 7.21e-02 sec\n",
      "Epoch   3: f-est =  3.206342e+03, step =  1.0e-01, time = 1.08e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.188006e+03, step =  1.0e-02, time = 1.43e-01 sec\n",
      "Epoch   5: f-est =  3.187605e+03, step =  1.0e-02, time = 1.79e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.86e-04 seconds\n",
      "Initial f-est:  3.229293e+03, tensor norm:  2.944e+01\n",
      "Epoch   1: f-est =  3.224355e+03, step =  1.0e-03, time = 1.11e-01 sec\n",
      "Epoch   2: f-est =  3.224994e+03, step =  1.0e-03, time = 2.26e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.218010e+03, step =  1.0e-04, time = 3.28e-01 sec\n",
      "Epoch   4: f-est =  3.217927e+03, step =  1.0e-04, time = 4.21e-01 sec\n",
      "Epoch   5: f-est =  3.217949e+03, step =  1.0e-04, time = 5.37e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2450 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.56e-04 seconds\n",
      "Initial f-est:  3.641520e+03, tensor norm:  3.162e+01\n",
      "Epoch   1: f-est =  3.577103e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  3.578394e+03, step =  1.0e-01, time = 7.57e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.576683e+03, step =  1.0e-02, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.576909e+03, step =  1.0e-02, time = 1.50e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.576405e+03, step =  1.0e-03, time = 1.88e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.57e-04 seconds\n",
      "Initial f-est:  3.607111e+03, tensor norm:  3.162e+01\n",
      "Epoch   1: f-est =  3.599907e+03, step =  1.0e-03, time = 1.43e-01 sec\n",
      "Epoch   2: f-est =  3.599887e+03, step =  1.0e-03, time = 2.44e-01 sec\n",
      "Epoch   3: f-est =  3.600484e+03, step =  1.0e-03, time = 3.57e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.591204e+03, step =  1.0e-04, time = 4.66e-01 sec\n",
      "Epoch   5: f-est =  3.591090e+03, step =  1.0e-04, time = 5.64e-01 sec\n",
      "\n",
      "Processing slice 2460 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  3.618597e+03, tensor norm:  3.161e+01\n",
      "Epoch   1: f-est =  3.585062e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  3.578982e+03, step =  1.0e-01, time = 7.59e-02 sec\n",
      "Epoch   3: f-est =  3.577947e+03, step =  1.0e-01, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.566885e+03, step =  1.0e-01, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  3.571673e+03, step =  1.0e-01, time = 1.87e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.12e-04 seconds\n",
      "Initial f-est:  3.565896e+03, tensor norm:  3.161e+01\n",
      "Epoch   1: f-est =  3.559510e+03, step =  1.0e-03, time = 9.29e-02 sec\n",
      "Epoch   2: f-est =  3.559467e+03, step =  1.0e-03, time = 1.94e-01 sec\n",
      "Epoch   3: f-est =  3.560045e+03, step =  1.0e-03, time = 3.09e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.551477e+03, step =  1.0e-04, time = 4.24e-01 sec\n",
      "Epoch   5: f-est =  3.551456e+03, step =  1.0e-04, time = 5.31e-01 sec\n",
      "\n",
      "Processing slice 2470 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.43e-04 seconds\n",
      "Initial f-est:  3.094483e+03, tensor norm:  2.757e+01\n",
      "Epoch   1: f-est =  2.953807e+03, step =  1.0e-01, time = 3.56e-02 sec\n",
      "Epoch   2: f-est =  2.940951e+03, step =  1.0e-01, time = 7.00e-02 sec\n",
      "Epoch   3: f-est =  2.941781e+03, step =  1.0e-01, time = 1.04e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.939768e+03, step =  1.0e-02, time = 1.44e-01 sec\n",
      "Epoch   5: f-est =  2.936645e+03, step =  1.0e-02, time = 1.78e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.18e-04 seconds\n",
      "Initial f-est:  2.828391e+03, tensor norm:  2.757e+01\n",
      "Epoch   1: f-est =  2.825400e+03, step =  1.0e-03, time = 8.51e-02 sec\n",
      "Epoch   2: f-est =  2.823823e+03, step =  1.0e-03, time = 1.72e-01 sec\n",
      "Epoch   3: f-est =  2.823505e+03, step =  1.0e-03, time = 2.88e-01 sec\n",
      "Epoch   4: f-est =  2.823923e+03, step =  1.0e-03, time = 4.04e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.816656e+03, step =  1.0e-04, time = 5.20e-01 sec\n",
      "\n",
      "Processing slice 2480 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.69e-04 seconds\n",
      "Initial f-est:  3.710831e+03, tensor norm:  3.214e+01\n",
      "Epoch   1: f-est =  3.689793e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  3.666351e+03, step =  1.0e-01, time = 8.11e-02 sec\n",
      "Epoch   3: f-est =  3.655720e+03, step =  1.0e-01, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  3.660574e+03, step =  1.0e-01, time = 1.81e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.661713e+03, step =  1.0e-02, time = 2.19e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.580295e+03, tensor norm:  3.214e+01\n",
      "Epoch   1: f-est =  3.576473e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.575471e+03, step =  1.0e-03, time = 2.24e-01 sec\n",
      "Epoch   3: f-est =  3.575138e+03, step =  1.0e-03, time = 3.40e-01 sec\n",
      "Epoch   4: f-est =  3.573611e+03, step =  1.0e-03, time = 4.56e-01 sec\n",
      "Epoch   5: f-est =  3.574341e+03, step =  1.0e-03, time = 5.49e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2490 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  3.500787e+03, tensor norm:  3.050e+01\n",
      "Epoch   1: f-est =  3.441145e+03, step =  1.0e-01, time = 3.83e-02 sec\n",
      "Epoch   2: f-est =  3.431097e+03, step =  1.0e-01, time = 7.53e-02 sec\n",
      "Epoch   3: f-est =  3.434697e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.429671e+03, step =  1.0e-02, time = 1.49e-01 sec\n",
      "Epoch   5: f-est =  3.430738e+03, step =  1.0e-02, time = 1.86e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.15e-04 seconds\n",
      "Initial f-est:  3.475705e+03, tensor norm:  3.050e+01\n",
      "Epoch   1: f-est =  3.470577e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.470283e+03, step =  1.0e-03, time = 2.23e-01 sec\n",
      "Epoch   3: f-est =  3.469564e+03, step =  1.0e-03, time = 3.37e-01 sec\n",
      "Epoch   4: f-est =  3.469899e+03, step =  1.0e-03, time = 4.44e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.463465e+03, step =  1.0e-04, time = 5.39e-01 sec\n",
      "\n",
      "Processing slice 2500 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  3.906532e+03, tensor norm:  3.348e+01\n",
      "Epoch   1: f-est =  3.811392e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  3.792612e+03, step =  1.0e-01, time = 7.62e-02 sec\n",
      "Epoch   3: f-est =  3.781954e+03, step =  1.0e-01, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.797635e+03, step =  1.0e-01, time = 1.51e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.781457e+03, step =  1.0e-02, time = 1.89e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.32e-04 seconds\n",
      "Initial f-est:  3.802214e+03, tensor norm:  3.348e+01\n",
      "Epoch   1: f-est =  3.798990e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  3.797913e+03, step =  1.0e-03, time = 2.38e-01 sec\n",
      "Epoch   3: f-est =  3.797674e+03, step =  1.0e-03, time = 3.53e-01 sec\n",
      "Epoch   4: f-est =  3.796161e+03, step =  1.0e-03, time = 4.49e-01 sec\n",
      "Epoch   5: f-est =  3.795921e+03, step =  1.0e-03, time = 5.65e-01 sec\n",
      "\n",
      "Processing slice 2510 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.14e-04 seconds\n",
      "Initial f-est:  3.504503e+03, tensor norm:  3.132e+01\n",
      "Epoch   1: f-est =  3.439000e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.433349e+03, step =  1.0e-01, time = 7.69e-02 sec\n",
      "Epoch   3: f-est =  3.432460e+03, step =  1.0e-01, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.423251e+03, step =  1.0e-01, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.433690e+03, step =  1.0e-01, time = 1.93e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  3.454025e+03, tensor norm:  3.132e+01\n",
      "Epoch   1: f-est =  3.450659e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  3.450120e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  3.450186e+03, step =  1.0e-03, time = 3.50e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.442788e+03, step =  1.0e-04, time = 4.66e-01 sec\n",
      "Epoch   5: f-est =  3.442641e+03, step =  1.0e-04, time = 5.82e-01 sec\n",
      "\n",
      "Processing slice 2520 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.50e-04 seconds\n",
      "Initial f-est:  3.448907e+03, tensor norm:  3.074e+01\n",
      "Epoch   1: f-est =  3.376626e+03, step =  1.0e-01, time = 3.84e-02 sec\n",
      "Epoch   2: f-est =  3.334734e+03, step =  1.0e-01, time = 7.43e-02 sec\n",
      "Epoch   3: f-est =  3.351344e+03, step =  1.0e-01, time = 1.11e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.329983e+03, step =  1.0e-02, time = 1.70e-01 sec\n",
      "Epoch   5: f-est =  3.334923e+03, step =  1.0e-02, time = 2.06e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.313987e+03, tensor norm:  3.074e+01\n",
      "Epoch   1: f-est =  3.309676e+03, step =  1.0e-03, time = 1.08e-01 sec\n",
      "Epoch   2: f-est =  3.309963e+03, step =  1.0e-03, time = 2.12e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.304105e+03, step =  1.0e-04, time = 2.98e-01 sec\n",
      "Epoch   4: f-est =  3.304130e+03, step =  1.0e-04, time = 4.15e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.303614e+03, step =  1.0e-05, time = 5.03e-01 sec\n",
      "\n",
      "Processing slice 2530 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.74e-04 seconds\n",
      "Initial f-est:  4.105155e+03, tensor norm:  3.480e+01\n",
      "Epoch   1: f-est =  4.050262e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  4.052834e+03, step =  1.0e-01, time = 7.59e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  4.048558e+03, step =  1.0e-02, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  4.045527e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  4.045194e+03, step =  1.0e-02, time = 1.88e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.02e-04 seconds\n",
      "Initial f-est:  4.092241e+03, tensor norm:  3.480e+01\n",
      "Epoch   1: f-est =  4.094521e+03, step =  1.0e-03, time = 1.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  4.079674e+03, step =  1.0e-04, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  4.079347e+03, step =  1.0e-04, time = 3.28e-01 sec\n",
      "Epoch   4: f-est =  4.079179e+03, step =  1.0e-04, time = 4.19e-01 sec\n",
      "Epoch   5: f-est =  4.079131e+03, step =  1.0e-04, time = 5.03e-01 sec\n",
      "\n",
      "Processing slice 2540 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.07e-04 seconds\n",
      "Initial f-est:  3.769353e+03, tensor norm:  3.268e+01\n",
      "Epoch   1: f-est =  3.647936e+03, step =  1.0e-01, time = 3.83e-02 sec\n",
      "Epoch   2: f-est =  3.648897e+03, step =  1.0e-01, time = 8.07e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.643345e+03, step =  1.0e-02, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  3.643294e+03, step =  1.0e-02, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.643764e+03, step =  1.0e-02, time = 1.92e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.39e-04 seconds\n",
      "Initial f-est:  3.657099e+03, tensor norm:  3.268e+01\n",
      "Epoch   1: f-est =  3.658426e+03, step =  1.0e-03, time = 1.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.646480e+03, step =  1.0e-04, time = 2.17e-01 sec\n",
      "Epoch   3: f-est =  3.646340e+03, step =  1.0e-04, time = 3.08e-01 sec\n",
      "Epoch   4: f-est =  3.646573e+03, step =  1.0e-04, time = 4.23e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.645457e+03, step =  1.0e-05, time = 5.18e-01 sec\n",
      "\n",
      "Processing slice 2550 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  3.816124e+03, tensor norm:  3.265e+01\n",
      "Epoch   1: f-est =  3.776520e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  3.775382e+03, step =  1.0e-01, time = 7.59e-02 sec\n",
      "Epoch   3: f-est =  3.780218e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.760696e+03, step =  1.0e-02, time = 1.71e-01 sec\n",
      "Epoch   5: f-est =  3.760070e+03, step =  1.0e-02, time = 2.08e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.92e-04 seconds\n",
      "Initial f-est:  3.757628e+03, tensor norm:  3.265e+01\n",
      "Epoch   1: f-est =  3.754687e+03, step =  1.0e-03, time = 1.25e-01 sec\n",
      "Epoch   2: f-est =  3.753099e+03, step =  1.0e-03, time = 2.17e-01 sec\n",
      "Epoch   3: f-est =  3.754406e+03, step =  1.0e-03, time = 3.32e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.743500e+03, step =  1.0e-04, time = 4.29e-01 sec\n",
      "Epoch   5: f-est =  3.743601e+03, step =  1.0e-04, time = 5.45e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2560 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.23e-04 seconds\n",
      "Initial f-est:  3.528302e+03, tensor norm:  3.069e+01\n",
      "Epoch   1: f-est =  3.482709e+03, step =  1.0e-01, time = 3.81e-02 sec\n",
      "Epoch   2: f-est =  3.474003e+03, step =  1.0e-01, time = 7.53e-02 sec\n",
      "Epoch   3: f-est =  3.467318e+03, step =  1.0e-01, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  3.464984e+03, step =  1.0e-01, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.464822e+03, step =  1.0e-01, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.30e-04 seconds\n",
      "Initial f-est:  3.415561e+03, tensor norm:  3.069e+01\n",
      "Epoch   1: f-est =  3.415231e+03, step =  1.0e-03, time = 1.09e-01 sec\n",
      "Epoch   2: f-est =  3.408951e+03, step =  1.0e-03, time = 2.24e-01 sec\n",
      "Epoch   3: f-est =  3.406341e+03, step =  1.0e-03, time = 3.40e-01 sec\n",
      "Epoch   4: f-est =  3.403884e+03, step =  1.0e-03, time = 4.28e-01 sec\n",
      "Epoch   5: f-est =  3.401283e+03, step =  1.0e-03, time = 5.43e-01 sec\n",
      "\n",
      "Processing slice 2570 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.69e-04 seconds\n",
      "Initial f-est:  3.825581e+03, tensor norm:  3.277e+01\n",
      "Epoch   1: f-est =  3.754730e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  3.749975e+03, step =  1.0e-01, time = 7.61e-02 sec\n",
      "Epoch   3: f-est =  3.764026e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.748658e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.749577e+03, step =  1.0e-02, time = 1.89e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.73e-04 seconds\n",
      "Initial f-est:  3.754361e+03, tensor norm:  3.277e+01\n",
      "Epoch   1: f-est =  3.754560e+03, step =  1.0e-03, time = 1.19e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.740749e+03, step =  1.0e-04, time = 2.09e-01 sec\n",
      "Epoch   3: f-est =  3.740566e+03, step =  1.0e-04, time = 3.34e-01 sec\n",
      "Epoch   4: f-est =  3.740574e+03, step =  1.0e-04, time = 4.31e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.739489e+03, step =  1.0e-05, time = 5.41e-01 sec\n",
      "\n",
      "Processing slice 2580 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.12e-04 seconds\n",
      "Initial f-est:  3.735587e+03, tensor norm:  3.254e+01\n",
      "Epoch   1: f-est =  3.683461e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  3.684153e+03, step =  1.0e-01, time = 7.65e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.681169e+03, step =  1.0e-02, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.673312e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  3.662824e+03, step =  1.0e-02, time = 2.19e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.84e-04 seconds\n",
      "Initial f-est:  3.651301e+03, tensor norm:  3.254e+01\n",
      "Epoch   1: f-est =  3.648857e+03, step =  1.0e-03, time = 1.16e-01 sec\n",
      "Epoch   2: f-est =  3.646785e+03, step =  1.0e-03, time = 2.15e-01 sec\n",
      "Epoch   3: f-est =  3.646689e+03, step =  1.0e-03, time = 3.32e-01 sec\n",
      "Epoch   4: f-est =  3.645802e+03, step =  1.0e-03, time = 4.36e-01 sec\n",
      "Epoch   5: f-est =  3.645411e+03, step =  1.0e-03, time = 5.53e-01 sec\n",
      "\n",
      "Processing slice 2590 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.24e-04 seconds\n",
      "Initial f-est:  3.824606e+03, tensor norm:  3.305e+01\n",
      "Epoch   1: f-est =  3.778104e+03, step =  1.0e-01, time = 3.55e-02 sec\n",
      "Epoch   2: f-est =  3.780067e+03, step =  1.0e-01, time = 7.33e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.775864e+03, step =  1.0e-02, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.777178e+03, step =  1.0e-02, time = 1.48e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.775838e+03, step =  1.0e-03, time = 1.86e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...4.53e-04 seconds\n",
      "Initial f-est:  3.746748e+03, tensor norm:  3.305e+01\n",
      "Epoch   1: f-est =  3.747241e+03, step =  1.0e-03, time = 1.19e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.738776e+03, step =  1.0e-04, time = 2.60e-01 sec\n",
      "Epoch   3: f-est =  3.738761e+03, step =  1.0e-04, time = 3.83e-01 sec\n",
      "Epoch   4: f-est =  3.738668e+03, step =  1.0e-04, time = 4.99e-01 sec\n",
      "Epoch   5: f-est =  3.738665e+03, step =  1.0e-04, time = 5.95e-01 sec\n",
      "\n",
      "Processing slice 2600 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.02e-04 seconds\n",
      "Initial f-est:  3.862766e+03, tensor norm:  3.330e+01\n",
      "Epoch   1: f-est =  3.815789e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  3.820451e+03, step =  1.0e-01, time = 7.68e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.812898e+03, step =  1.0e-02, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.811221e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  3.802954e+03, step =  1.0e-02, time = 1.88e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.26e-04 seconds\n",
      "Initial f-est:  3.813085e+03, tensor norm:  3.330e+01\n",
      "Epoch   1: f-est =  3.811403e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  3.811559e+03, step =  1.0e-03, time = 2.34e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.800476e+03, step =  1.0e-04, time = 3.50e-01 sec\n",
      "Epoch   4: f-est =  3.800565e+03, step =  1.0e-04, time = 4.32e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.799521e+03, step =  1.0e-05, time = 5.30e-01 sec\n",
      "\n",
      "Processing slice 2610 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.58e-04 seconds\n",
      "Initial f-est:  3.843397e+03, tensor norm:  3.223e+01\n",
      "Epoch   1: f-est =  3.739781e+03, step =  1.0e-01, time = 3.84e-02 sec\n",
      "Epoch   2: f-est =  3.747352e+03, step =  1.0e-01, time = 8.09e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.740909e+03, step =  1.0e-02, time = 1.18e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.740077e+03, step =  1.0e-03, time = 1.55e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.739812e+03, step =  1.0e-04, time = 1.93e-01 sec, nfails = 4 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  3.764918e+03, tensor norm:  3.223e+01\n",
      "Epoch   1: f-est =  3.758237e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  3.757668e+03, step =  1.0e-03, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  3.758693e+03, step =  1.0e-03, time = 3.46e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.747188e+03, step =  1.0e-04, time = 4.61e-01 sec\n",
      "Epoch   5: f-est =  3.747131e+03, step =  1.0e-04, time = 5.54e-01 sec\n",
      "\n",
      "Processing slice 2620 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  3.658777e+03, tensor norm:  3.233e+01\n",
      "Epoch   1: f-est =  3.624256e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  3.616781e+03, step =  1.0e-01, time = 7.61e-02 sec\n",
      "Epoch   3: f-est =  3.621691e+03, step =  1.0e-01, time = 1.39e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.616564e+03, step =  1.0e-02, time = 1.76e-01 sec\n",
      "Epoch   5: f-est =  3.615149e+03, step =  1.0e-02, time = 2.14e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.56e-04 seconds\n",
      "Initial f-est:  3.630912e+03, tensor norm:  3.233e+01\n",
      "Epoch   1: f-est =  3.632601e+03, step =  1.0e-03, time = 9.44e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.621868e+03, step =  1.0e-04, time = 2.06e-01 sec\n",
      "Epoch   3: f-est =  3.621833e+03, step =  1.0e-04, time = 3.22e-01 sec\n",
      "Epoch   4: f-est =  3.621780e+03, step =  1.0e-04, time = 4.25e-01 sec\n",
      "Epoch   5: f-est =  3.621758e+03, step =  1.0e-04, time = 5.26e-01 sec\n",
      "\n",
      "Processing slice 2630 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.30e-04 seconds\n",
      "Initial f-est:  3.780500e+03, tensor norm:  3.268e+01\n",
      "Epoch   1: f-est =  3.739815e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  3.729139e+03, step =  1.0e-01, time = 7.61e-02 sec\n",
      "Epoch   3: f-est =  3.733009e+03, step =  1.0e-01, time = 1.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.728865e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  3.729754e+03, step =  1.0e-02, time = 1.93e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.20e-04 seconds\n",
      "Initial f-est:  3.736388e+03, tensor norm:  3.268e+01\n",
      "Epoch   1: f-est =  3.736649e+03, step =  1.0e-03, time = 9.37e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.724917e+03, step =  1.0e-04, time = 2.06e-01 sec\n",
      "Epoch   3: f-est =  3.724812e+03, step =  1.0e-04, time = 3.22e-01 sec\n",
      "Epoch   4: f-est =  3.724693e+03, step =  1.0e-04, time = 4.12e-01 sec\n",
      "Epoch   5: f-est =  3.724792e+03, step =  1.0e-04, time = 5.28e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2640 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  3.873244e+03, tensor norm:  3.291e+01\n",
      "Epoch   1: f-est =  3.828303e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  3.814333e+03, step =  1.0e-01, time = 7.64e-02 sec\n",
      "Epoch   3: f-est =  3.811614e+03, step =  1.0e-01, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.802056e+03, step =  1.0e-01, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.822093e+03, step =  1.0e-01, time = 1.88e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.12e-04 seconds\n",
      "Initial f-est:  3.776267e+03, tensor norm:  3.291e+01\n",
      "Epoch   1: f-est =  3.799184e+03, step =  1.0e-03, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.760161e+03, step =  1.0e-04, time = 2.35e-01 sec\n",
      "Epoch   3: f-est =  3.759895e+03, step =  1.0e-04, time = 3.53e-01 sec\n",
      "Epoch   4: f-est =  3.759782e+03, step =  1.0e-04, time = 4.68e-01 sec\n",
      "Epoch   5: f-est =  3.759874e+03, step =  1.0e-04, time = 5.84e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2650 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.63e-04 seconds\n",
      "Initial f-est:  3.721363e+03, tensor norm:  3.197e+01\n",
      "Epoch   1: f-est =  3.658920e+03, step =  1.0e-01, time = 6.30e-02 sec\n",
      "Epoch   2: f-est =  3.668619e+03, step =  1.0e-01, time = 1.01e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.660751e+03, step =  1.0e-02, time = 1.38e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.657977e+03, step =  1.0e-03, time = 1.75e-01 sec\n",
      "Epoch   5: f-est =  3.658084e+03, step =  1.0e-03, time = 2.12e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  3.651562e+03, tensor norm:  3.197e+01\n",
      "Epoch   1: f-est =  3.650109e+03, step =  1.0e-03, time = 1.49e-01 sec\n",
      "Epoch   2: f-est =  3.648659e+03, step =  1.0e-03, time = 2.65e-01 sec\n",
      "Epoch   3: f-est =  3.648233e+03, step =  1.0e-03, time = 3.80e-01 sec\n",
      "Epoch   4: f-est =  3.648062e+03, step =  1.0e-03, time = 4.96e-01 sec\n",
      "Epoch   5: f-est =  3.647128e+03, step =  1.0e-03, time = 6.12e-01 sec\n",
      "\n",
      "Processing slice 2660 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.75e-04 seconds\n",
      "Initial f-est:  3.770861e+03, tensor norm:  3.167e+01\n",
      "Epoch   1: f-est =  3.625038e+03, step =  1.0e-01, time = 3.58e-02 sec\n",
      "Epoch   2: f-est =  3.630892e+03, step =  1.0e-01, time = 7.33e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.624331e+03, step =  1.0e-02, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.624516e+03, step =  1.0e-02, time = 1.48e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.624361e+03, step =  1.0e-03, time = 1.85e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.29e-04 seconds\n",
      "Initial f-est:  3.616406e+03, tensor norm:  3.167e+01\n",
      "Epoch   1: f-est =  3.615176e+03, step =  1.0e-03, time = 9.22e-02 sec\n",
      "Epoch   2: f-est =  3.615150e+03, step =  1.0e-03, time = 2.09e-01 sec\n",
      "Epoch   3: f-est =  3.614856e+03, step =  1.0e-03, time = 3.23e-01 sec\n",
      "Epoch   4: f-est =  3.614838e+03, step =  1.0e-03, time = 4.14e-01 sec\n",
      "Epoch   5: f-est =  3.613567e+03, step =  1.0e-03, time = 5.30e-01 sec\n",
      "\n",
      "Processing slice 2670 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  3.825358e+03, tensor norm:  3.320e+01\n",
      "Epoch   1: f-est =  3.789851e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  3.781775e+03, step =  1.0e-01, time = 7.61e-02 sec\n",
      "Epoch   3: f-est =  3.795323e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.781244e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.781062e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.56e-04 seconds\n",
      "Initial f-est:  3.760295e+03, tensor norm:  3.320e+01\n",
      "Epoch   1: f-est =  3.757074e+03, step =  1.0e-03, time = 9.90e-02 sec\n",
      "Epoch   2: f-est =  3.756571e+03, step =  1.0e-03, time = 2.11e-01 sec\n",
      "Epoch   3: f-est =  3.756113e+03, step =  1.0e-03, time = 3.29e-01 sec\n",
      "Epoch   4: f-est =  3.756576e+03, step =  1.0e-03, time = 4.46e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.746800e+03, step =  1.0e-04, time = 5.33e-01 sec\n",
      "\n",
      "Processing slice 2680 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  3.651787e+03, tensor norm:  3.143e+01\n",
      "Epoch   1: f-est =  3.559496e+03, step =  1.0e-01, time = 4.14e-02 sec\n",
      "Epoch   2: f-est =  3.553447e+03, step =  1.0e-01, time = 7.85e-02 sec\n",
      "Epoch   3: f-est =  3.562107e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.555069e+03, step =  1.0e-02, time = 1.53e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.553370e+03, step =  1.0e-03, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.20e-04 seconds\n",
      "Initial f-est:  3.588279e+03, tensor norm:  3.143e+01\n",
      "Epoch   1: f-est =  3.579761e+03, step =  1.0e-03, time = 9.77e-02 sec\n",
      "Epoch   2: f-est =  3.579595e+03, step =  1.0e-03, time = 2.13e-01 sec\n",
      "Epoch   3: f-est =  3.579348e+03, step =  1.0e-03, time = 3.08e-01 sec\n",
      "Epoch   4: f-est =  3.579498e+03, step =  1.0e-03, time = 4.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.572654e+03, step =  1.0e-04, time = 5.13e-01 sec\n",
      "\n",
      "Processing slice 2690 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.57e-04 seconds\n",
      "Initial f-est:  3.527571e+03, tensor norm:  3.103e+01\n",
      "Epoch   1: f-est =  3.511591e+03, step =  1.0e-01, time = 3.90e-02 sec\n",
      "Epoch   2: f-est =  3.517008e+03, step =  1.0e-01, time = 7.62e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.510319e+03, step =  1.0e-02, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.508063e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.499470e+03, step =  1.0e-02, time = 1.87e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.61e-04 seconds\n",
      "Initial f-est:  3.487023e+03, tensor norm:  3.103e+01\n",
      "Epoch   1: f-est =  3.478784e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  3.478648e+03, step =  1.0e-03, time = 2.07e-01 sec\n",
      "Epoch   3: f-est =  3.478422e+03, step =  1.0e-03, time = 3.06e-01 sec\n",
      "Epoch   4: f-est =  3.478144e+03, step =  1.0e-03, time = 4.25e-01 sec\n",
      "Epoch   5: f-est =  3.478342e+03, step =  1.0e-03, time = 5.39e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2700 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.18e-04 seconds\n",
      "Initial f-est:  3.295081e+03, tensor norm:  2.997e+01\n",
      "Epoch   1: f-est =  3.258856e+03, step =  1.0e-01, time = 3.58e-02 sec\n",
      "Epoch   2: f-est =  3.266649e+03, step =  1.0e-01, time = 6.08e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.256648e+03, step =  1.0e-02, time = 9.74e-02 sec\n",
      "Epoch   4: f-est =  3.256234e+03, step =  1.0e-02, time = 1.58e-01 sec\n",
      "Epoch   5: f-est =  3.258203e+03, step =  1.0e-02, time = 1.95e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.30e-04 seconds\n",
      "Initial f-est:  3.281734e+03, tensor norm:  2.997e+01\n",
      "Epoch   1: f-est =  3.278648e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  3.279344e+03, step =  1.0e-03, time = 2.32e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.271900e+03, step =  1.0e-04, time = 3.16e-01 sec\n",
      "Epoch   4: f-est =  3.271921e+03, step =  1.0e-04, time = 4.37e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.271401e+03, step =  1.0e-05, time = 5.53e-01 sec\n",
      "\n",
      "Processing slice 2710 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.43e-04 seconds\n",
      "Initial f-est:  3.597847e+03, tensor norm:  3.111e+01\n",
      "Epoch   1: f-est =  3.529586e+03, step =  1.0e-01, time = 3.81e-02 sec\n",
      "Epoch   2: f-est =  3.530883e+03, step =  1.0e-01, time = 7.50e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.526839e+03, step =  1.0e-02, time = 1.12e-01 sec\n",
      "Epoch   4: f-est =  3.525299e+03, step =  1.0e-02, time = 1.49e-01 sec\n",
      "Epoch   5: f-est =  3.517755e+03, step =  1.0e-02, time = 1.85e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.512584e+03, tensor norm:  3.111e+01\n",
      "Epoch   1: f-est =  3.505329e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  3.504342e+03, step =  1.0e-03, time = 2.35e-01 sec\n",
      "Epoch   3: f-est =  3.503935e+03, step =  1.0e-03, time = 3.36e-01 sec\n",
      "Epoch   4: f-est =  3.503778e+03, step =  1.0e-03, time = 4.51e-01 sec\n",
      "Epoch   5: f-est =  3.504038e+03, step =  1.0e-03, time = 5.40e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2720 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.67e-04 seconds\n",
      "Initial f-est:  3.663302e+03, tensor norm:  3.116e+01\n",
      "Epoch   1: f-est =  3.562800e+03, step =  1.0e-01, time = 3.85e-02 sec\n",
      "Epoch   2: f-est =  3.540779e+03, step =  1.0e-01, time = 8.04e-02 sec\n",
      "Epoch   3: f-est =  3.548959e+03, step =  1.0e-01, time = 1.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.539216e+03, step =  1.0e-02, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.540007e+03, step =  1.0e-02, time = 1.92e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.11e-04 seconds\n",
      "Initial f-est:  3.521063e+03, tensor norm:  3.116e+01\n",
      "Epoch   1: f-est =  3.517224e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.517209e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  3.516453e+03, step =  1.0e-03, time = 3.36e-01 sec\n",
      "Epoch   4: f-est =  3.515804e+03, step =  1.0e-03, time = 4.34e-01 sec\n",
      "Epoch   5: f-est =  3.515633e+03, step =  1.0e-03, time = 5.49e-01 sec\n",
      "\n",
      "Processing slice 2730 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.68e-04 seconds\n",
      "Initial f-est:  3.453036e+03, tensor norm:  3.051e+01\n",
      "Epoch   1: f-est =  3.443672e+03, step =  1.0e-01, time = 3.79e-02 sec\n",
      "Epoch   2: f-est =  3.427831e+03, step =  1.0e-01, time = 7.46e-02 sec\n",
      "Epoch   3: f-est =  3.424176e+03, step =  1.0e-01, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.425783e+03, step =  1.0e-01, time = 1.48e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.414765e+03, step =  1.0e-02, time = 2.11e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  3.362413e+03, tensor norm:  3.051e+01\n",
      "Epoch   1: f-est =  3.356735e+03, step =  1.0e-03, time = 9.49e-02 sec\n",
      "Epoch   2: f-est =  3.356339e+03, step =  1.0e-03, time = 1.94e-01 sec\n",
      "Epoch   3: f-est =  3.356879e+03, step =  1.0e-03, time = 3.07e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.348997e+03, step =  1.0e-04, time = 3.95e-01 sec\n",
      "Epoch   5: f-est =  3.348996e+03, step =  1.0e-04, time = 5.12e-01 sec\n",
      "\n",
      "Processing slice 2740 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.62e-04 seconds\n",
      "Initial f-est:  3.184411e+03, tensor norm:  2.903e+01\n",
      "Epoch   1: f-est =  3.100359e+03, step =  1.0e-01, time = 4.16e-02 sec\n",
      "Epoch   2: f-est =  3.111790e+03, step =  1.0e-01, time = 7.69e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.098911e+03, step =  1.0e-02, time = 1.12e-01 sec\n",
      "Epoch   4: f-est =  3.098519e+03, step =  1.0e-02, time = 1.48e-01 sec\n",
      "Epoch   5: f-est =  3.100216e+03, step =  1.0e-02, time = 1.83e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.54e-04 seconds\n",
      "Initial f-est:  3.090393e+03, tensor norm:  2.903e+01\n",
      "Epoch   1: f-est =  3.084465e+03, step =  1.0e-03, time = 9.54e-02 sec\n",
      "Epoch   2: f-est =  3.084016e+03, step =  1.0e-03, time = 2.12e-01 sec\n",
      "Epoch   3: f-est =  3.084495e+03, step =  1.0e-03, time = 3.28e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.077898e+03, step =  1.0e-04, time = 4.42e-01 sec\n",
      "Epoch   5: f-est =  3.077880e+03, step =  1.0e-04, time = 5.57e-01 sec\n",
      "\n",
      "Processing slice 2750 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.11e-04 seconds\n",
      "Initial f-est:  3.310653e+03, tensor norm:  2.903e+01\n",
      "Epoch   1: f-est =  3.217671e+03, step =  1.0e-01, time = 3.65e-02 sec\n",
      "Epoch   2: f-est =  3.219021e+03, step =  1.0e-01, time = 7.14e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.214018e+03, step =  1.0e-02, time = 1.06e-01 sec\n",
      "Epoch   4: f-est =  3.213546e+03, step =  1.0e-02, time = 1.41e-01 sec\n",
      "Epoch   5: f-est =  3.210303e+03, step =  1.0e-02, time = 1.81e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.12e-04 seconds\n",
      "Initial f-est:  3.213815e+03, tensor norm:  2.903e+01\n",
      "Epoch   1: f-est =  3.204482e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  3.204129e+03, step =  1.0e-03, time = 2.33e-01 sec\n",
      "Epoch   3: f-est =  3.204027e+03, step =  1.0e-03, time = 3.28e-01 sec\n",
      "Epoch   4: f-est =  3.203821e+03, step =  1.0e-03, time = 4.43e-01 sec\n",
      "Epoch   5: f-est =  3.203617e+03, step =  1.0e-03, time = 5.27e-01 sec\n",
      "\n",
      "Processing slice 2760 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  3.405198e+03, tensor norm:  3.048e+01\n",
      "Epoch   1: f-est =  3.367037e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  3.364716e+03, step =  1.0e-01, time = 7.58e-02 sec\n",
      "Epoch   3: f-est =  3.330351e+03, step =  1.0e-01, time = 1.12e-01 sec\n",
      "Epoch   4: f-est =  3.344052e+03, step =  1.0e-01, time = 1.49e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.327910e+03, step =  1.0e-02, time = 1.86e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  3.303225e+03, tensor norm:  3.048e+01\n",
      "Epoch   1: f-est =  3.300925e+03, step =  1.0e-03, time = 9.14e-02 sec\n",
      "Epoch   2: f-est =  3.300224e+03, step =  1.0e-03, time = 2.32e-01 sec\n",
      "Epoch   3: f-est =  3.299494e+03, step =  1.0e-03, time = 3.47e-01 sec\n",
      "Epoch   4: f-est =  3.300018e+03, step =  1.0e-03, time = 4.34e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.293582e+03, step =  1.0e-04, time = 5.25e-01 sec\n",
      "\n",
      "Processing slice 2770 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.77e-04 seconds\n",
      "Initial f-est:  2.798444e+03, tensor norm:  2.646e+01\n",
      "Epoch   1: f-est =  2.742328e+03, step =  1.0e-01, time = 3.48e-02 sec\n",
      "Epoch   2: f-est =  2.740728e+03, step =  1.0e-01, time = 6.82e-02 sec\n",
      "Epoch   3: f-est =  2.746973e+03, step =  1.0e-01, time = 1.02e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.739142e+03, step =  1.0e-02, time = 1.35e-01 sec\n",
      "Epoch   5: f-est =  2.738561e+03, step =  1.0e-02, time = 1.69e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.96e-04 seconds\n",
      "Initial f-est:  2.762031e+03, tensor norm:  2.646e+01\n",
      "Epoch   1: f-est =  2.757040e+03, step =  1.0e-03, time = 1.06e-01 sec\n",
      "Epoch   2: f-est =  2.757236e+03, step =  1.0e-03, time = 1.97e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.751514e+03, step =  1.0e-04, time = 3.11e-01 sec\n",
      "Epoch   4: f-est =  2.751596e+03, step =  1.0e-04, time = 4.27e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.751130e+03, step =  1.0e-05, time = 5.43e-01 sec\n",
      "\n",
      "Processing slice 2780 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.00e-04 seconds\n",
      "Initial f-est:  3.151994e+03, tensor norm:  2.841e+01\n",
      "Epoch   1: f-est =  3.124415e+03, step =  1.0e-01, time = 3.62e-02 sec\n",
      "Epoch   2: f-est =  3.153191e+03, step =  1.0e-01, time = 7.12e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.121334e+03, step =  1.0e-02, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.121590e+03, step =  1.0e-02, time = 1.46e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.121825e+03, step =  1.0e-03, time = 1.81e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.21e-04 seconds\n",
      "Initial f-est:  3.119210e+03, tensor norm:  2.841e+01\n",
      "Epoch   1: f-est =  3.110047e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.109599e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  3.108966e+03, step =  1.0e-03, time = 3.36e-01 sec\n",
      "Epoch   4: f-est =  3.109106e+03, step =  1.0e-03, time = 4.52e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.101584e+03, step =  1.0e-04, time = 5.45e-01 sec\n",
      "\n",
      "Processing slice 2790 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.29e-04 seconds\n",
      "Initial f-est:  3.452069e+03, tensor norm:  2.936e+01\n",
      "Epoch   1: f-est =  3.366229e+03, step =  1.0e-01, time = 3.71e-02 sec\n",
      "Epoch   2: f-est =  3.367826e+03, step =  1.0e-01, time = 7.30e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.355512e+03, step =  1.0e-02, time = 1.09e-01 sec\n",
      "Epoch   4: f-est =  3.340140e+03, step =  1.0e-02, time = 1.68e-01 sec\n",
      "Epoch   5: f-est =  3.344198e+03, step =  1.0e-02, time = 2.04e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.96e-04 seconds\n",
      "Initial f-est:  3.243733e+03, tensor norm:  2.936e+01\n",
      "Epoch   1: f-est =  3.235992e+03, step =  1.0e-03, time = 9.26e-02 sec\n",
      "Epoch   2: f-est =  3.235638e+03, step =  1.0e-03, time = 2.09e-01 sec\n",
      "Epoch   3: f-est =  3.235056e+03, step =  1.0e-03, time = 3.26e-01 sec\n",
      "Epoch   4: f-est =  3.235667e+03, step =  1.0e-03, time = 4.43e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.228214e+03, step =  1.0e-04, time = 5.49e-01 sec\n",
      "\n",
      "Processing slice 2800 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  3.331019e+03, tensor norm:  2.980e+01\n",
      "Epoch   1: f-est =  3.319555e+03, step =  1.0e-01, time = 3.79e-02 sec\n",
      "Epoch   2: f-est =  3.299751e+03, step =  1.0e-01, time = 7.80e-02 sec\n",
      "Epoch   3: f-est =  3.307547e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.299777e+03, step =  1.0e-02, time = 1.52e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.299926e+03, step =  1.0e-03, time = 1.89e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  3.303135e+03, tensor norm:  2.980e+01\n",
      "Epoch   1: f-est =  3.301146e+03, step =  1.0e-03, time = 1.04e-01 sec\n",
      "Epoch   2: f-est =  3.301210e+03, step =  1.0e-03, time = 1.95e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.293367e+03, step =  1.0e-04, time = 3.11e-01 sec\n",
      "Epoch   4: f-est =  3.293422e+03, step =  1.0e-04, time = 4.20e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.292752e+03, step =  1.0e-05, time = 5.42e-01 sec\n",
      "\n",
      "Processing slice 2810 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.13e-04 seconds\n",
      "Initial f-est:  3.293361e+03, tensor norm:  2.970e+01\n",
      "Epoch   1: f-est =  3.246344e+03, step =  1.0e-01, time = 3.76e-02 sec\n",
      "Epoch   2: f-est =  3.241138e+03, step =  1.0e-01, time = 7.39e-02 sec\n",
      "Epoch   3: f-est =  3.239763e+03, step =  1.0e-01, time = 1.10e-01 sec\n",
      "Epoch   4: f-est =  3.244852e+03, step =  1.0e-01, time = 1.46e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.236577e+03, step =  1.0e-02, time = 1.83e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  3.263614e+03, tensor norm:  2.970e+01\n",
      "Epoch   1: f-est =  3.252127e+03, step =  1.0e-03, time = 8.89e-02 sec\n",
      "Epoch   2: f-est =  3.251982e+03, step =  1.0e-03, time = 1.80e-01 sec\n",
      "Epoch   3: f-est =  3.251269e+03, step =  1.0e-03, time = 2.96e-01 sec\n",
      "Epoch   4: f-est =  3.251286e+03, step =  1.0e-03, time = 4.11e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.244346e+03, step =  1.0e-04, time = 5.27e-01 sec\n",
      "\n",
      "Processing slice 2820 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.81e-04 seconds\n",
      "Initial f-est:  2.974871e+03, tensor norm:  2.751e+01\n",
      "Epoch   1: f-est =  2.904333e+03, step =  1.0e-01, time = 3.53e-02 sec\n",
      "Epoch   2: f-est =  2.900311e+03, step =  1.0e-01, time = 6.92e-02 sec\n",
      "Epoch   3: f-est =  2.866228e+03, step =  1.0e-01, time = 1.03e-01 sec\n",
      "Epoch   4: f-est =  2.886172e+03, step =  1.0e-01, time = 1.38e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.866491e+03, step =  1.0e-02, time = 1.95e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.11e-04 seconds\n",
      "Initial f-est:  2.828982e+03, tensor norm:  2.751e+01\n",
      "Epoch   1: f-est =  2.818461e+03, step =  1.0e-03, time = 9.68e-02 sec\n",
      "Epoch   2: f-est =  2.818093e+03, step =  1.0e-03, time = 1.99e-01 sec\n",
      "Epoch   3: f-est =  2.817904e+03, step =  1.0e-03, time = 3.13e-01 sec\n",
      "Epoch   4: f-est =  2.817492e+03, step =  1.0e-03, time = 4.29e-01 sec\n",
      "Epoch   5: f-est =  2.817726e+03, step =  1.0e-03, time = 5.39e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2830 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.61e-04 seconds\n",
      "Initial f-est:  3.084246e+03, tensor norm:  2.841e+01\n",
      "Epoch   1: f-est =  3.070582e+03, step =  1.0e-01, time = 3.55e-02 sec\n",
      "Epoch   2: f-est =  3.071113e+03, step =  1.0e-01, time = 6.99e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.066018e+03, step =  1.0e-02, time = 1.04e-01 sec\n",
      "Epoch   4: f-est =  3.060959e+03, step =  1.0e-02, time = 1.38e-01 sec\n",
      "Epoch   5: f-est =  3.060498e+03, step =  1.0e-02, time = 1.73e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  3.046150e+03, tensor norm:  2.841e+01\n",
      "Epoch   1: f-est =  3.044391e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.043944e+03, step =  1.0e-03, time = 2.52e-01 sec\n",
      "Epoch   3: f-est =  3.043102e+03, step =  1.0e-03, time = 3.68e-01 sec\n",
      "Epoch   4: f-est =  3.043783e+03, step =  1.0e-03, time = 4.49e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.035237e+03, step =  1.0e-04, time = 5.46e-01 sec\n",
      "\n",
      "Processing slice 2840 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  3.010096e+03, tensor norm:  2.804e+01\n",
      "Epoch   1: f-est =  2.969184e+03, step =  1.0e-01, time = 3.59e-02 sec\n",
      "Epoch   2: f-est =  2.966922e+03, step =  1.0e-01, time = 7.07e-02 sec\n",
      "Epoch   3: f-est =  2.965861e+03, step =  1.0e-01, time = 1.05e-01 sec\n",
      "Epoch   4: f-est =  2.968569e+03, step =  1.0e-01, time = 1.45e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.962530e+03, step =  1.0e-02, time = 1.80e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  2.979510e+03, tensor norm:  2.804e+01\n",
      "Epoch   1: f-est =  2.972460e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.970499e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  2.970979e+03, step =  1.0e-03, time = 3.50e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.963527e+03, step =  1.0e-04, time = 4.53e-01 sec\n",
      "Epoch   5: f-est =  2.963461e+03, step =  1.0e-04, time = 5.68e-01 sec\n",
      "\n",
      "Processing slice 2850 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.35e-04 seconds\n",
      "Initial f-est:  3.514403e+03, tensor norm:  3.113e+01\n",
      "Epoch   1: f-est =  3.493769e+03, step =  1.0e-01, time = 9.27e-02 sec\n",
      "Epoch   2: f-est =  3.491479e+03, step =  1.0e-01, time = 1.29e-01 sec\n",
      "Epoch   3: f-est =  3.500300e+03, step =  1.0e-01, time = 1.67e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.491571e+03, step =  1.0e-02, time = 2.04e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.491318e+03, step =  1.0e-03, time = 2.41e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  3.516927e+03, tensor norm:  3.113e+01\n",
      "Epoch   1: f-est =  3.511107e+03, step =  1.0e-03, time = 9.56e-02 sec\n",
      "Epoch   2: f-est =  3.510976e+03, step =  1.0e-03, time = 2.10e-01 sec\n",
      "Epoch   3: f-est =  3.511385e+03, step =  1.0e-03, time = 3.02e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.502818e+03, step =  1.0e-04, time = 3.96e-01 sec\n",
      "Epoch   5: f-est =  3.502873e+03, step =  1.0e-04, time = 4.87e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2860 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.27e-04 seconds\n",
      "Initial f-est:  3.608827e+03, tensor norm:  3.130e+01\n",
      "Epoch   1: f-est =  3.545554e+03, step =  1.0e-01, time = 3.90e-02 sec\n",
      "Epoch   2: f-est =  3.537118e+03, step =  1.0e-01, time = 7.65e-02 sec\n",
      "Epoch   3: f-est =  3.534439e+03, step =  1.0e-01, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.546782e+03, step =  1.0e-01, time = 1.51e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.532601e+03, step =  1.0e-02, time = 1.89e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.42e-04 seconds\n",
      "Initial f-est:  3.444024e+03, tensor norm:  3.130e+01\n",
      "Epoch   1: f-est =  3.438962e+03, step =  1.0e-03, time = 1.24e-01 sec\n",
      "Epoch   2: f-est =  3.438860e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  3.437959e+03, step =  1.0e-03, time = 3.50e-01 sec\n",
      "Epoch   4: f-est =  3.438513e+03, step =  1.0e-03, time = 4.66e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.430013e+03, step =  1.0e-04, time = 5.63e-01 sec\n",
      "\n",
      "Processing slice 2870 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.57e-04 seconds\n",
      "Initial f-est:  3.521182e+03, tensor norm:  3.108e+01\n",
      "Epoch   1: f-est =  3.485574e+03, step =  1.0e-01, time = 4.50e-02 sec\n",
      "Epoch   2: f-est =  3.481165e+03, step =  1.0e-01, time = 8.51e-02 sec\n",
      "Epoch   3: f-est =  3.467483e+03, step =  1.0e-01, time = 1.28e-01 sec\n",
      "Epoch   4: f-est =  3.471428e+03, step =  1.0e-01, time = 1.65e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.465778e+03, step =  1.0e-02, time = 2.02e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.73e-04 seconds\n",
      "Initial f-est:  3.461623e+03, tensor norm:  3.108e+01\n",
      "Epoch   1: f-est =  3.458007e+03, step =  1.0e-03, time = 8.49e-02 sec\n",
      "Epoch   2: f-est =  3.457852e+03, step =  1.0e-03, time = 2.01e-01 sec\n",
      "Epoch   3: f-est =  3.456933e+03, step =  1.0e-03, time = 3.17e-01 sec\n",
      "Epoch   4: f-est =  3.457064e+03, step =  1.0e-03, time = 4.33e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.448715e+03, step =  1.0e-04, time = 5.51e-01 sec\n",
      "\n",
      "Processing slice 2880 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.59e-04 seconds\n",
      "Initial f-est:  3.699375e+03, tensor norm:  3.219e+01\n",
      "Epoch   1: f-est =  3.652382e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.630977e+03, step =  1.0e-01, time = 1.03e-01 sec\n",
      "Epoch   3: f-est =  3.639142e+03, step =  1.0e-01, time = 1.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.632967e+03, step =  1.0e-02, time = 1.78e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.631104e+03, step =  1.0e-03, time = 2.16e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  3.712469e+03, tensor norm:  3.219e+01\n",
      "Epoch   1: f-est =  3.709713e+03, step =  1.0e-03, time = 8.95e-02 sec\n",
      "Epoch   2: f-est =  3.708594e+03, step =  1.0e-03, time = 1.73e-01 sec\n",
      "Epoch   3: f-est =  3.708447e+03, step =  1.0e-03, time = 2.88e-01 sec\n",
      "Epoch   4: f-est =  3.708008e+03, step =  1.0e-03, time = 4.05e-01 sec\n",
      "Epoch   5: f-est =  3.707436e+03, step =  1.0e-03, time = 5.19e-01 sec\n",
      "\n",
      "Processing slice 2890 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.11e-04 seconds\n",
      "Initial f-est:  3.623383e+03, tensor norm:  3.118e+01\n",
      "Epoch   1: f-est =  3.527453e+03, step =  1.0e-01, time = 3.79e-02 sec\n",
      "Epoch   2: f-est =  3.497194e+03, step =  1.0e-01, time = 9.56e-02 sec\n",
      "Epoch   3: f-est =  3.508718e+03, step =  1.0e-01, time = 1.37e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.498686e+03, step =  1.0e-02, time = 1.74e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.497058e+03, step =  1.0e-03, time = 2.11e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.24e-04 seconds\n",
      "Initial f-est:  3.496517e+03, tensor norm:  3.118e+01\n",
      "Epoch   1: f-est =  3.489141e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.488948e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  3.489039e+03, step =  1.0e-03, time = 3.50e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.482114e+03, step =  1.0e-04, time = 4.66e-01 sec\n",
      "Epoch   5: f-est =  3.482016e+03, step =  1.0e-04, time = 5.82e-01 sec\n",
      "\n",
      "Processing slice 2900 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  3.585090e+03, tensor norm:  3.189e+01\n",
      "Epoch   1: f-est =  3.544076e+03, step =  1.0e-01, time = 3.84e-02 sec\n",
      "Epoch   2: f-est =  3.543957e+03, step =  1.0e-01, time = 7.56e-02 sec\n",
      "Epoch   3: f-est =  3.555443e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.545548e+03, step =  1.0e-02, time = 1.50e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.544060e+03, step =  1.0e-03, time = 1.88e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.15e-04 seconds\n",
      "Initial f-est:  3.523985e+03, tensor norm:  3.189e+01\n",
      "Epoch   1: f-est =  3.523753e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  3.522226e+03, step =  1.0e-03, time = 2.13e-01 sec\n",
      "Epoch   3: f-est =  3.521677e+03, step =  1.0e-03, time = 3.20e-01 sec\n",
      "Epoch   4: f-est =  3.521791e+03, step =  1.0e-03, time = 4.58e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.511490e+03, step =  1.0e-04, time = 5.75e-01 sec\n",
      "\n",
      "Processing slice 2910 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.307998e+03, tensor norm:  2.965e+01\n",
      "Epoch   1: f-est =  3.225437e+03, step =  1.0e-01, time = 3.79e-02 sec\n",
      "Epoch   2: f-est =  3.230028e+03, step =  1.0e-01, time = 7.48e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.213971e+03, step =  1.0e-02, time = 1.10e-01 sec\n",
      "Epoch   4: f-est =  3.216018e+03, step =  1.0e-02, time = 1.47e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.213994e+03, step =  1.0e-03, time = 1.83e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  3.201036e+03, tensor norm:  2.965e+01\n",
      "Epoch   1: f-est =  3.196625e+03, step =  1.0e-03, time = 1.00e-01 sec\n",
      "Epoch   2: f-est =  3.195429e+03, step =  1.0e-03, time = 1.91e-01 sec\n",
      "Epoch   3: f-est =  3.195890e+03, step =  1.0e-03, time = 2.84e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.189550e+03, step =  1.0e-04, time = 3.83e-01 sec\n",
      "Epoch   5: f-est =  3.189621e+03, step =  1.0e-04, time = 4.74e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2920 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.19e-04 seconds\n",
      "Initial f-est:  3.846930e+03, tensor norm:  3.282e+01\n",
      "Epoch   1: f-est =  3.805826e+03, step =  1.0e-01, time = 3.83e-02 sec\n",
      "Epoch   2: f-est =  3.806897e+03, step =  1.0e-01, time = 7.54e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.800745e+03, step =  1.0e-02, time = 1.12e-01 sec\n",
      "Epoch   4: f-est =  3.801439e+03, step =  1.0e-02, time = 1.50e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.800722e+03, step =  1.0e-03, time = 1.87e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  3.777885e+03, tensor norm:  3.282e+01\n",
      "Epoch   1: f-est =  3.772755e+03, step =  1.0e-03, time = 1.24e-01 sec\n",
      "Epoch   2: f-est =  3.772656e+03, step =  1.0e-03, time = 2.30e-01 sec\n",
      "Epoch   3: f-est =  3.771991e+03, step =  1.0e-03, time = 3.46e-01 sec\n",
      "Epoch   4: f-est =  3.771262e+03, step =  1.0e-03, time = 4.61e-01 sec\n",
      "Epoch   5: f-est =  3.770752e+03, step =  1.0e-03, time = 5.74e-01 sec\n",
      "\n",
      "Processing slice 2930 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.55e-04 seconds\n",
      "Initial f-est:  3.478737e+03, tensor norm:  3.094e+01\n",
      "Epoch   1: f-est =  3.399959e+03, step =  1.0e-01, time = 3.85e-02 sec\n",
      "Epoch   2: f-est =  3.398843e+03, step =  1.0e-01, time = 7.57e-02 sec\n",
      "Epoch   3: f-est =  3.397590e+03, step =  1.0e-01, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  3.393119e+03, step =  1.0e-01, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  3.401317e+03, step =  1.0e-01, time = 1.92e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  3.416921e+03, tensor norm:  3.094e+01\n",
      "Epoch   1: f-est =  3.415179e+03, step =  1.0e-03, time = 8.97e-02 sec\n",
      "Epoch   2: f-est =  3.414977e+03, step =  1.0e-03, time = 1.85e-01 sec\n",
      "Epoch   3: f-est =  3.414422e+03, step =  1.0e-03, time = 3.02e-01 sec\n",
      "Epoch   4: f-est =  3.414253e+03, step =  1.0e-03, time = 4.17e-01 sec\n",
      "Epoch   5: f-est =  3.414285e+03, step =  1.0e-03, time = 5.11e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2940 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  3.471887e+03, tensor norm:  3.132e+01\n",
      "Epoch   1: f-est =  3.446234e+03, step =  1.0e-01, time = 3.85e-02 sec\n",
      "Epoch   2: f-est =  3.450244e+03, step =  1.0e-01, time = 7.57e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.446405e+03, step =  1.0e-02, time = 1.13e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.446017e+03, step =  1.0e-03, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  3.445806e+03, step =  1.0e-03, time = 1.87e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.38e-04 seconds\n",
      "Initial f-est:  3.497064e+03, tensor norm:  3.132e+01\n",
      "Epoch   1: f-est =  3.489251e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  3.489192e+03, step =  1.0e-03, time = 2.01e-01 sec\n",
      "Epoch   3: f-est =  3.488448e+03, step =  1.0e-03, time = 3.02e-01 sec\n",
      "Epoch   4: f-est =  3.489388e+03, step =  1.0e-03, time = 4.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.481470e+03, step =  1.0e-04, time = 5.33e-01 sec\n",
      "\n",
      "Processing slice 2950 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  3.788931e+03, tensor norm:  3.223e+01\n",
      "Epoch   1: f-est =  3.770718e+03, step =  1.0e-01, time = 6.60e-02 sec\n",
      "Epoch   2: f-est =  3.755853e+03, step =  1.0e-01, time = 1.08e-01 sec\n",
      "Epoch   3: f-est =  3.764663e+03, step =  1.0e-01, time = 1.46e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.753963e+03, step =  1.0e-02, time = 1.84e-01 sec\n",
      "Epoch   5: f-est =  3.750152e+03, step =  1.0e-02, time = 2.21e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.633464e+03, tensor norm:  3.223e+01\n",
      "Epoch   1: f-est =  3.633262e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.632890e+03, step =  1.0e-03, time = 2.35e-01 sec\n",
      "Epoch   3: f-est =  3.631292e+03, step =  1.0e-03, time = 3.52e-01 sec\n",
      "Epoch   4: f-est =  3.631811e+03, step =  1.0e-03, time = 4.67e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.620891e+03, step =  1.0e-04, time = 5.60e-01 sec\n",
      "\n",
      "Processing slice 2960 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  3.596014e+03, tensor norm:  3.151e+01\n",
      "Epoch   1: f-est =  3.497194e+03, step =  1.0e-01, time = 3.84e-02 sec\n",
      "Epoch   2: f-est =  3.502452e+03, step =  1.0e-01, time = 7.59e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.496731e+03, step =  1.0e-02, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.496586e+03, step =  1.0e-02, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  3.492644e+03, step =  1.0e-02, time = 2.14e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  3.428228e+03, tensor norm:  3.151e+01\n",
      "Epoch   1: f-est =  3.418947e+03, step =  1.0e-03, time = 1.11e-01 sec\n",
      "Epoch   2: f-est =  3.418719e+03, step =  1.0e-03, time = 2.27e-01 sec\n",
      "Epoch   3: f-est =  3.417742e+03, step =  1.0e-03, time = 3.33e-01 sec\n",
      "Epoch   4: f-est =  3.418792e+03, step =  1.0e-03, time = 4.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.410205e+03, step =  1.0e-04, time = 5.38e-01 sec\n",
      "\n",
      "Processing slice 2970 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.18e-04 seconds\n",
      "Initial f-est:  3.687316e+03, tensor norm:  3.181e+01\n",
      "Epoch   1: f-est =  3.631797e+03, step =  1.0e-01, time = 3.62e-02 sec\n",
      "Epoch   2: f-est =  3.631545e+03, step =  1.0e-01, time = 7.34e-02 sec\n",
      "Epoch   3: f-est =  3.635881e+03, step =  1.0e-01, time = 1.11e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.631813e+03, step =  1.0e-02, time = 1.48e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.630713e+03, step =  1.0e-03, time = 2.10e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.606323e+03, tensor norm:  3.181e+01\n",
      "Epoch   1: f-est =  3.602644e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.597716e+03, step =  1.0e-03, time = 2.19e-01 sec\n",
      "Epoch   3: f-est =  3.597626e+03, step =  1.0e-03, time = 3.23e-01 sec\n",
      "Epoch   4: f-est =  3.596404e+03, step =  1.0e-03, time = 4.08e-01 sec\n",
      "Epoch   5: f-est =  3.598179e+03, step =  1.0e-03, time = 5.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 2980 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.81e-04 seconds\n",
      "Initial f-est:  3.474484e+03, tensor norm:  3.122e+01\n",
      "Epoch   1: f-est =  3.402637e+03, step =  1.0e-01, time = 3.80e-02 sec\n",
      "Epoch   2: f-est =  3.400191e+03, step =  1.0e-01, time = 7.53e-02 sec\n",
      "Epoch   3: f-est =  3.403965e+03, step =  1.0e-01, time = 1.12e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.396058e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.394614e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.77e-04 seconds\n",
      "Initial f-est:  3.397224e+03, tensor norm:  3.122e+01\n",
      "Epoch   1: f-est =  3.393603e+03, step =  1.0e-03, time = 1.15e-01 sec\n",
      "Epoch   2: f-est =  3.393776e+03, step =  1.0e-03, time = 2.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.384147e+03, step =  1.0e-04, time = 3.20e-01 sec\n",
      "Epoch   4: f-est =  3.384337e+03, step =  1.0e-04, time = 4.35e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.383409e+03, step =  1.0e-05, time = 5.27e-01 sec\n",
      "\n",
      "Processing slice 2990 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.10e-04 seconds\n",
      "Initial f-est:  3.465195e+03, tensor norm:  3.085e+01\n",
      "Epoch   1: f-est =  3.440803e+03, step =  1.0e-01, time = 3.83e-02 sec\n",
      "Epoch   2: f-est =  3.432653e+03, step =  1.0e-01, time = 7.51e-02 sec\n",
      "Epoch   3: f-est =  3.440989e+03, step =  1.0e-01, time = 1.12e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.429678e+03, step =  1.0e-02, time = 1.49e-01 sec\n",
      "Epoch   5: f-est =  3.431660e+03, step =  1.0e-02, time = 1.86e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.29e-04 seconds\n",
      "Initial f-est:  3.411358e+03, tensor norm:  3.085e+01\n",
      "Epoch   1: f-est =  3.409250e+03, step =  1.0e-03, time = 1.14e-01 sec\n",
      "Epoch   2: f-est =  3.408075e+03, step =  1.0e-03, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  3.407681e+03, step =  1.0e-03, time = 3.33e-01 sec\n",
      "Epoch   4: f-est =  3.407455e+03, step =  1.0e-03, time = 4.29e-01 sec\n",
      "Epoch   5: f-est =  3.407401e+03, step =  1.0e-03, time = 5.45e-01 sec\n",
      "\n",
      "Processing slice 3000 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.51e-04 seconds\n",
      "Initial f-est:  3.702431e+03, tensor norm:  3.158e+01\n",
      "Epoch   1: f-est =  3.594964e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  3.573949e+03, step =  1.0e-01, time = 7.46e-02 sec\n",
      "Epoch   3: f-est =  3.586572e+03, step =  1.0e-01, time = 1.12e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.571078e+03, step =  1.0e-02, time = 1.49e-01 sec\n",
      "Epoch   5: f-est =  3.571010e+03, step =  1.0e-02, time = 1.87e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.79e-04 seconds\n",
      "Initial f-est:  3.575161e+03, tensor norm:  3.158e+01\n",
      "Epoch   1: f-est =  3.574593e+03, step =  1.0e-03, time = 1.43e-01 sec\n",
      "Epoch   2: f-est =  3.573594e+03, step =  1.0e-03, time = 2.55e-01 sec\n",
      "Epoch   3: f-est =  3.573310e+03, step =  1.0e-03, time = 3.75e-01 sec\n",
      "Epoch   4: f-est =  3.573067e+03, step =  1.0e-03, time = 4.90e-01 sec\n",
      "Epoch   5: f-est =  3.572878e+03, step =  1.0e-03, time = 6.07e-01 sec\n",
      "\n",
      "Processing slice 3010 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.17e-04 seconds\n",
      "Initial f-est:  3.645346e+03, tensor norm:  3.187e+01\n",
      "Epoch   1: f-est =  3.608027e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  3.606839e+03, step =  1.0e-01, time = 7.63e-02 sec\n",
      "Epoch   3: f-est =  3.603870e+03, step =  1.0e-01, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.598107e+03, step =  1.0e-01, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.608743e+03, step =  1.0e-01, time = 1.92e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.34e-04 seconds\n",
      "Initial f-est:  3.593005e+03, tensor norm:  3.187e+01\n",
      "Epoch   1: f-est =  3.593976e+03, step =  1.0e-03, time = 8.77e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.583741e+03, step =  1.0e-04, time = 2.01e-01 sec\n",
      "Epoch   3: f-est =  3.583686e+03, step =  1.0e-04, time = 3.13e-01 sec\n",
      "Epoch   4: f-est =  3.583781e+03, step =  1.0e-04, time = 4.01e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.582889e+03, step =  1.0e-05, time = 5.19e-01 sec\n",
      "\n",
      "Processing slice 3020 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.12e-04 seconds\n",
      "Initial f-est:  3.534327e+03, tensor norm:  3.164e+01\n",
      "Epoch   1: f-est =  3.516263e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  3.512877e+03, step =  1.0e-01, time = 7.61e-02 sec\n",
      "Epoch   3: f-est =  3.515423e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.510015e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.506451e+03, step =  1.0e-02, time = 1.88e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.18e-04 seconds\n",
      "Initial f-est:  3.528858e+03, tensor norm:  3.164e+01\n",
      "Epoch   1: f-est =  3.526505e+03, step =  1.0e-03, time = 1.23e-01 sec\n",
      "Epoch   2: f-est =  3.526405e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  3.525755e+03, step =  1.0e-03, time = 3.50e-01 sec\n",
      "Epoch   4: f-est =  3.524842e+03, step =  1.0e-03, time = 4.90e-01 sec\n",
      "Epoch   5: f-est =  3.525230e+03, step =  1.0e-03, time = 6.07e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3030 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.63e-04 seconds\n",
      "Initial f-est:  3.406561e+03, tensor norm:  3.005e+01\n",
      "Epoch   1: f-est =  3.332943e+03, step =  1.0e-01, time = 3.77e-02 sec\n",
      "Epoch   2: f-est =  3.324779e+03, step =  1.0e-01, time = 7.85e-02 sec\n",
      "Epoch   3: f-est =  3.334067e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.319909e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.321767e+03, step =  1.0e-02, time = 1.88e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.74e-04 seconds\n",
      "Initial f-est:  3.266293e+03, tensor norm:  3.005e+01\n",
      "Epoch   1: f-est =  3.261548e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.261371e+03, step =  1.0e-03, time = 2.09e-01 sec\n",
      "Epoch   3: f-est =  3.261827e+03, step =  1.0e-03, time = 3.52e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.253800e+03, step =  1.0e-04, time = 4.49e-01 sec\n",
      "Epoch   5: f-est =  3.253886e+03, step =  1.0e-04, time = 5.57e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3040 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  3.502823e+03, tensor norm:  3.130e+01\n",
      "Epoch   1: f-est =  3.473179e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  3.470488e+03, step =  1.0e-01, time = 7.58e-02 sec\n",
      "Epoch   3: f-est =  3.476404e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.462687e+03, step =  1.0e-02, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  3.464215e+03, step =  1.0e-02, time = 1.87e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.20e-04 seconds\n",
      "Initial f-est:  3.474436e+03, tensor norm:  3.130e+01\n",
      "Epoch   1: f-est =  3.469067e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  3.469191e+03, step =  1.0e-03, time = 2.35e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.461109e+03, step =  1.0e-04, time = 3.34e-01 sec\n",
      "Epoch   4: f-est =  3.461055e+03, step =  1.0e-04, time = 4.54e-01 sec\n",
      "Epoch   5: f-est =  3.461052e+03, step =  1.0e-04, time = 5.52e-01 sec\n",
      "\n",
      "Processing slice 3050 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.20e-04 seconds\n",
      "Initial f-est:  3.114260e+03, tensor norm:  2.860e+01\n",
      "Epoch   1: f-est =  3.080407e+03, step =  1.0e-01, time = 5.83e-02 sec\n",
      "Epoch   2: f-est =  3.084995e+03, step =  1.0e-01, time = 9.34e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.080466e+03, step =  1.0e-02, time = 1.28e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.080786e+03, step =  1.0e-03, time = 1.63e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.080444e+03, step =  1.0e-04, time = 1.97e-01 sec, nfails = 4 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.026737e+03, tensor norm:  2.860e+01\n",
      "Epoch   1: f-est =  3.023804e+03, step =  1.0e-03, time = 1.11e-01 sec\n",
      "Epoch   2: f-est =  3.022979e+03, step =  1.0e-03, time = 2.27e-01 sec\n",
      "Epoch   3: f-est =  3.023003e+03, step =  1.0e-03, time = 3.36e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.016741e+03, step =  1.0e-04, time = 4.26e-01 sec\n",
      "Epoch   5: f-est =  3.016854e+03, step =  1.0e-04, time = 5.42e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3060 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.02e-04 seconds\n",
      "Initial f-est:  3.425118e+03, tensor norm:  3.077e+01\n",
      "Epoch   1: f-est =  3.395172e+03, step =  1.0e-01, time = 4.05e-02 sec\n",
      "Epoch   2: f-est =  3.401003e+03, step =  1.0e-01, time = 7.76e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.392889e+03, step =  1.0e-02, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.393454e+03, step =  1.0e-02, time = 1.51e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.392913e+03, step =  1.0e-03, time = 1.88e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.07e-04 seconds\n",
      "Initial f-est:  3.398670e+03, tensor norm:  3.077e+01\n",
      "Epoch   1: f-est =  3.392763e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.392624e+03, step =  1.0e-03, time = 2.38e-01 sec\n",
      "Epoch   3: f-est =  3.392539e+03, step =  1.0e-03, time = 3.52e-01 sec\n",
      "Epoch   4: f-est =  3.393568e+03, step =  1.0e-03, time = 4.63e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.384891e+03, step =  1.0e-04, time = 5.79e-01 sec\n",
      "\n",
      "Processing slice 3070 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.12e-04 seconds\n",
      "Initial f-est:  3.461004e+03, tensor norm:  3.028e+01\n",
      "Epoch   1: f-est =  3.435661e+03, step =  1.0e-01, time = 3.79e-02 sec\n",
      "Epoch   2: f-est =  3.441326e+03, step =  1.0e-01, time = 7.45e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.433417e+03, step =  1.0e-02, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.433736e+03, step =  1.0e-02, time = 1.53e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.433476e+03, step =  1.0e-03, time = 1.89e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.85e-04 seconds\n",
      "Initial f-est:  3.393987e+03, tensor norm:  3.028e+01\n",
      "Epoch   1: f-est =  3.386144e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.385968e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  3.385743e+03, step =  1.0e-03, time = 3.48e-01 sec\n",
      "Epoch   4: f-est =  3.384889e+03, step =  1.0e-03, time = 4.63e-01 sec\n",
      "Epoch   5: f-est =  3.385359e+03, step =  1.0e-03, time = 5.84e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3080 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  3.438818e+03, tensor norm:  3.090e+01\n",
      "Epoch   1: f-est =  3.368944e+03, step =  1.0e-01, time = 6.42e-02 sec\n",
      "Epoch   2: f-est =  3.369306e+03, step =  1.0e-01, time = 1.01e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.368712e+03, step =  1.0e-02, time = 1.38e-01 sec\n",
      "Epoch   4: f-est =  3.369250e+03, step =  1.0e-02, time = 1.75e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.368225e+03, step =  1.0e-03, time = 2.17e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  3.337372e+03, tensor norm:  3.090e+01\n",
      "Epoch   1: f-est =  3.332546e+03, step =  1.0e-03, time = 8.91e-02 sec\n",
      "Epoch   2: f-est =  3.330542e+03, step =  1.0e-03, time = 1.85e-01 sec\n",
      "Epoch   3: f-est =  3.330339e+03, step =  1.0e-03, time = 3.01e-01 sec\n",
      "Epoch   4: f-est =  3.330254e+03, step =  1.0e-03, time = 4.08e-01 sec\n",
      "Epoch   5: f-est =  3.331061e+03, step =  1.0e-03, time = 4.96e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3090 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  3.456540e+03, tensor norm:  3.105e+01\n",
      "Epoch   1: f-est =  3.420546e+03, step =  1.0e-01, time = 3.85e-02 sec\n",
      "Epoch   2: f-est =  3.421113e+03, step =  1.0e-01, time = 7.56e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.417168e+03, step =  1.0e-02, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.416050e+03, step =  1.0e-02, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  3.416423e+03, step =  1.0e-02, time = 1.88e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.81e-04 seconds\n",
      "Initial f-est:  3.448555e+03, tensor norm:  3.105e+01\n",
      "Epoch   1: f-est =  3.440441e+03, step =  1.0e-03, time = 9.23e-02 sec\n",
      "Epoch   2: f-est =  3.440978e+03, step =  1.0e-03, time = 2.08e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.431520e+03, step =  1.0e-04, time = 3.19e-01 sec\n",
      "Epoch   4: f-est =  3.431744e+03, step =  1.0e-04, time = 4.33e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.430775e+03, step =  1.0e-05, time = 5.49e-01 sec\n",
      "\n",
      "Processing slice 3100 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  3.336733e+03, tensor norm:  2.903e+01\n",
      "Epoch   1: f-est =  3.217604e+03, step =  1.0e-01, time = 3.64e-02 sec\n",
      "Epoch   2: f-est =  3.171364e+03, step =  1.0e-01, time = 7.09e-02 sec\n",
      "Epoch   3: f-est =  3.188619e+03, step =  1.0e-01, time = 1.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.171818e+03, step =  1.0e-02, time = 1.42e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.169500e+03, step =  1.0e-03, time = 1.77e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.76e-04 seconds\n",
      "Initial f-est:  3.185492e+03, tensor norm:  2.903e+01\n",
      "Epoch   1: f-est =  3.179033e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  3.177747e+03, step =  1.0e-03, time = 2.28e-01 sec\n",
      "Epoch   3: f-est =  3.179053e+03, step =  1.0e-03, time = 3.47e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.172866e+03, step =  1.0e-04, time = 4.50e-01 sec\n",
      "Epoch   5: f-est =  3.172815e+03, step =  1.0e-04, time = 5.65e-01 sec\n",
      "\n",
      "Processing slice 3110 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.60e-04 seconds\n",
      "Initial f-est:  3.324635e+03, tensor norm:  2.992e+01\n",
      "Epoch   1: f-est =  3.256374e+03, step =  1.0e-01, time = 3.76e-02 sec\n",
      "Epoch   2: f-est =  3.253071e+03, step =  1.0e-01, time = 7.37e-02 sec\n",
      "Epoch   3: f-est =  3.232346e+03, step =  1.0e-01, time = 1.09e-01 sec\n",
      "Epoch   4: f-est =  3.248965e+03, step =  1.0e-01, time = 1.46e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.230423e+03, step =  1.0e-02, time = 1.82e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.00e-04 seconds\n",
      "Initial f-est:  3.297286e+03, tensor norm:  2.992e+01\n",
      "Epoch   1: f-est =  3.285054e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  3.285575e+03, step =  1.0e-03, time = 2.12e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.279018e+03, step =  1.0e-04, time = 3.28e-01 sec\n",
      "Epoch   4: f-est =  3.279086e+03, step =  1.0e-04, time = 4.38e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.278519e+03, step =  1.0e-05, time = 5.45e-01 sec\n",
      "\n",
      "Processing slice 3120 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  2.455858e+03, tensor norm:  2.486e+01\n",
      "Epoch   1: f-est =  2.397611e+03, step =  1.0e-01, time = 3.39e-02 sec\n",
      "Epoch   2: f-est =  2.392623e+03, step =  1.0e-01, time = 6.62e-02 sec\n",
      "Epoch   3: f-est =  2.389535e+03, step =  1.0e-01, time = 9.83e-02 sec\n",
      "Epoch   4: f-est =  2.391084e+03, step =  1.0e-01, time = 1.31e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.386084e+03, step =  1.0e-02, time = 1.68e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.06e-04 seconds\n",
      "Initial f-est:  2.378574e+03, tensor norm:  2.486e+01\n",
      "Epoch   1: f-est =  2.375617e+03, step =  1.0e-03, time = 1.66e-01 sec\n",
      "Epoch   2: f-est =  2.376569e+03, step =  1.0e-03, time = 2.82e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.371478e+03, step =  1.0e-04, time = 3.98e-01 sec\n",
      "Epoch   4: f-est =  2.371526e+03, step =  1.0e-04, time = 5.12e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.371057e+03, step =  1.0e-05, time = 6.28e-01 sec\n",
      "\n",
      "Processing slice 3130 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.70e-04 seconds\n",
      "Initial f-est:  2.970430e+03, tensor norm:  2.835e+01\n",
      "Epoch   1: f-est =  2.960358e+03, step =  1.0e-01, time = 4.07e-02 sec\n",
      "Epoch   2: f-est =  2.947315e+03, step =  1.0e-01, time = 7.55e-02 sec\n",
      "Epoch   3: f-est =  2.952020e+03, step =  1.0e-01, time = 1.10e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.945458e+03, step =  1.0e-02, time = 1.45e-01 sec\n",
      "Epoch   5: f-est =  2.942992e+03, step =  1.0e-02, time = 1.79e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  2.959731e+03, tensor norm:  2.835e+01\n",
      "Epoch   1: f-est =  2.954045e+03, step =  1.0e-03, time = 1.07e-01 sec\n",
      "Epoch   2: f-est =  2.953928e+03, step =  1.0e-03, time = 2.01e-01 sec\n",
      "Epoch   3: f-est =  2.952898e+03, step =  1.0e-03, time = 3.10e-01 sec\n",
      "Epoch   4: f-est =  2.953300e+03, step =  1.0e-03, time = 4.25e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.945360e+03, step =  1.0e-04, time = 5.16e-01 sec\n",
      "\n",
      "Processing slice 3140 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.16e-04 seconds\n",
      "Initial f-est:  4.756523e+03, tensor norm:  3.537e+01\n",
      "Epoch   1: f-est =  4.448267e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  4.427272e+03, step =  1.0e-01, time = 7.57e-02 sec\n",
      "Epoch   3: f-est =  4.411348e+03, step =  1.0e-01, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  4.401420e+03, step =  1.0e-01, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  4.404874e+03, step =  1.0e-01, time = 1.92e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.76e-04 seconds\n",
      "Initial f-est:  4.367041e+03, tensor norm:  3.537e+01\n",
      "Epoch   1: f-est =  4.333383e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  4.327355e+03, step =  1.0e-03, time = 2.22e-01 sec\n",
      "Epoch   3: f-est =  4.326079e+03, step =  1.0e-03, time = 3.38e-01 sec\n",
      "Epoch   4: f-est =  4.323284e+03, step =  1.0e-03, time = 4.31e-01 sec\n",
      "Epoch   5: f-est =  4.323254e+03, step =  1.0e-03, time = 5.46e-01 sec\n",
      "\n",
      "Processing slice 3150 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.17e-04 seconds\n",
      "Initial f-est:  3.056406e+03, tensor norm:  2.796e+01\n",
      "Epoch   1: f-est =  3.028471e+03, step =  1.0e-01, time = 3.54e-02 sec\n",
      "Epoch   2: f-est =  3.023580e+03, step =  1.0e-01, time = 6.96e-02 sec\n",
      "Epoch   3: f-est =  3.033058e+03, step =  1.0e-01, time = 1.04e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.025164e+03, step =  1.0e-02, time = 1.38e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.023349e+03, step =  1.0e-03, time = 1.77e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.73e-04 seconds\n",
      "Initial f-est:  3.045474e+03, tensor norm:  2.796e+01\n",
      "Epoch   1: f-est =  3.039273e+03, step =  1.0e-03, time = 1.13e-01 sec\n",
      "Epoch   2: f-est =  3.040153e+03, step =  1.0e-03, time = 2.29e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.032011e+03, step =  1.0e-04, time = 3.24e-01 sec\n",
      "Epoch   4: f-est =  3.032084e+03, step =  1.0e-04, time = 4.38e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.031359e+03, step =  1.0e-05, time = 5.54e-01 sec\n",
      "\n",
      "Processing slice 3160 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.72e-04 seconds\n",
      "Initial f-est:  2.976111e+03, tensor norm:  2.789e+01\n",
      "Epoch   1: f-est =  2.944578e+03, step =  1.0e-01, time = 4.03e-02 sec\n",
      "Epoch   2: f-est =  2.956119e+03, step =  1.0e-01, time = 7.48e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.941385e+03, step =  1.0e-02, time = 1.09e-01 sec\n",
      "Epoch   4: f-est =  2.939065e+03, step =  1.0e-02, time = 1.44e-01 sec\n",
      "Epoch   5: f-est =  2.938676e+03, step =  1.0e-02, time = 1.78e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.57e-04 seconds\n",
      "Initial f-est:  2.940358e+03, tensor norm:  2.789e+01\n",
      "Epoch   1: f-est =  2.934596e+03, step =  1.0e-03, time = 1.05e-01 sec\n",
      "Epoch   2: f-est =  2.935087e+03, step =  1.0e-03, time = 2.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.927606e+03, step =  1.0e-04, time = 3.23e-01 sec\n",
      "Epoch   4: f-est =  2.927526e+03, step =  1.0e-04, time = 4.39e-01 sec\n",
      "Epoch   5: f-est =  2.927466e+03, step =  1.0e-04, time = 5.56e-01 sec\n",
      "\n",
      "Processing slice 3170 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.63e-04 seconds\n",
      "Initial f-est:  2.970098e+03, tensor norm:  2.718e+01\n",
      "Epoch   1: f-est =  2.878789e+03, step =  1.0e-01, time = 3.56e-02 sec\n",
      "Epoch   2: f-est =  2.872733e+03, step =  1.0e-01, time = 6.99e-02 sec\n",
      "Epoch   3: f-est =  2.864125e+03, step =  1.0e-01, time = 1.09e-01 sec\n",
      "Epoch   4: f-est =  2.871744e+03, step =  1.0e-01, time = 1.43e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.866402e+03, step =  1.0e-02, time = 1.77e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  2.837215e+03, tensor norm:  2.718e+01\n",
      "Epoch   1: f-est =  2.827509e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.828102e+03, step =  1.0e-03, time = 2.34e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.822085e+03, step =  1.0e-04, time = 3.51e-01 sec\n",
      "Epoch   4: f-est =  2.822159e+03, step =  1.0e-04, time = 4.66e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.821647e+03, step =  1.0e-05, time = 5.60e-01 sec\n",
      "\n",
      "Processing slice 3180 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.85e-04 seconds\n",
      "Initial f-est:  2.906874e+03, tensor norm:  2.678e+01\n",
      "Epoch   1: f-est =  2.847287e+03, step =  1.0e-01, time = 3.46e-02 sec\n",
      "Epoch   2: f-est =  2.851071e+03, step =  1.0e-01, time = 6.78e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.845189e+03, step =  1.0e-02, time = 1.01e-01 sec\n",
      "Epoch   4: f-est =  2.845480e+03, step =  1.0e-02, time = 1.35e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.843489e+03, step =  1.0e-03, time = 1.69e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.49e-04 seconds\n",
      "Initial f-est:  2.833478e+03, tensor norm:  2.678e+01\n",
      "Epoch   1: f-est =  2.821078e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  2.821430e+03, step =  1.0e-03, time = 2.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.815776e+03, step =  1.0e-04, time = 3.10e-01 sec\n",
      "Epoch   4: f-est =  2.815694e+03, step =  1.0e-04, time = 3.95e-01 sec\n",
      "Epoch   5: f-est =  2.815736e+03, step =  1.0e-04, time = 4.82e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3190 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  2.824982e+03, tensor norm:  2.653e+01\n",
      "Epoch   1: f-est =  2.745449e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  2.745143e+03, step =  1.0e-01, time = 7.26e-02 sec\n",
      "Epoch   3: f-est =  2.742027e+03, step =  1.0e-01, time = 1.06e-01 sec\n",
      "Epoch   4: f-est =  2.733992e+03, step =  1.0e-01, time = 1.39e-01 sec\n",
      "Epoch   5: f-est =  2.738584e+03, step =  1.0e-01, time = 1.72e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.43e-04 seconds\n",
      "Initial f-est:  2.699115e+03, tensor norm:  2.653e+01\n",
      "Epoch   1: f-est =  2.696057e+03, step =  1.0e-03, time = 9.57e-02 sec\n",
      "Epoch   2: f-est =  2.696577e+03, step =  1.0e-03, time = 2.07e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.690566e+03, step =  1.0e-04, time = 3.23e-01 sec\n",
      "Epoch   4: f-est =  2.690668e+03, step =  1.0e-04, time = 4.38e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.690179e+03, step =  1.0e-05, time = 5.53e-01 sec\n",
      "\n",
      "Processing slice 3200 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.46e-04 seconds\n",
      "Initial f-est:  3.006156e+03, tensor norm:  2.742e+01\n",
      "Epoch   1: f-est =  2.913938e+03, step =  1.0e-01, time = 3.50e-02 sec\n",
      "Epoch   2: f-est =  2.906232e+03, step =  1.0e-01, time = 7.40e-02 sec\n",
      "Epoch   3: f-est =  2.903404e+03, step =  1.0e-01, time = 1.08e-01 sec\n",
      "Epoch   4: f-est =  2.914084e+03, step =  1.0e-01, time = 1.43e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.904133e+03, step =  1.0e-02, time = 1.77e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.27e-04 seconds\n",
      "Initial f-est:  2.893610e+03, tensor norm:  2.742e+01\n",
      "Epoch   1: f-est =  2.883284e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.883032e+03, step =  1.0e-03, time = 2.14e-01 sec\n",
      "Epoch   3: f-est =  2.883805e+03, step =  1.0e-03, time = 3.34e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.876722e+03, step =  1.0e-04, time = 4.24e-01 sec\n",
      "Epoch   5: f-est =  2.876789e+03, step =  1.0e-04, time = 5.39e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3210 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.55e-04 seconds\n",
      "Initial f-est:  3.287748e+03, tensor norm:  2.941e+01\n",
      "Epoch   1: f-est =  3.234437e+03, step =  1.0e-01, time = 3.66e-02 sec\n",
      "Epoch   2: f-est =  3.227706e+03, step =  1.0e-01, time = 7.21e-02 sec\n",
      "Epoch   3: f-est =  3.211993e+03, step =  1.0e-01, time = 1.30e-01 sec\n",
      "Epoch   4: f-est =  3.200250e+03, step =  1.0e-01, time = 1.64e-01 sec\n",
      "Epoch   5: f-est =  3.206140e+03, step =  1.0e-01, time = 2.00e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.50e-04 seconds\n",
      "Initial f-est:  3.186087e+03, tensor norm:  2.941e+01\n",
      "Epoch   1: f-est =  3.178608e+03, step =  1.0e-03, time = 9.94e-02 sec\n",
      "Epoch   2: f-est =  3.178119e+03, step =  1.0e-03, time = 2.16e-01 sec\n",
      "Epoch   3: f-est =  3.177847e+03, step =  1.0e-03, time = 3.30e-01 sec\n",
      "Epoch   4: f-est =  3.177747e+03, step =  1.0e-03, time = 4.30e-01 sec\n",
      "Epoch   5: f-est =  3.178574e+03, step =  1.0e-03, time = 5.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3220 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.02e-04 seconds\n",
      "Initial f-est:  3.222700e+03, tensor norm:  2.926e+01\n",
      "Epoch   1: f-est =  3.121649e+03, step =  1.0e-01, time = 3.52e-02 sec\n",
      "Epoch   2: f-est =  3.161476e+03, step =  1.0e-01, time = 7.07e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.122265e+03, step =  1.0e-02, time = 1.29e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.122570e+03, step =  1.0e-03, time = 1.65e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.121720e+03, step =  1.0e-04, time = 2.01e-01 sec, nfails = 4 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.028782e+03, tensor norm:  2.926e+01\n",
      "Epoch   1: f-est =  3.025663e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  3.025095e+03, step =  1.0e-03, time = 2.05e-01 sec\n",
      "Epoch   3: f-est =  3.024869e+03, step =  1.0e-03, time = 3.22e-01 sec\n",
      "Epoch   4: f-est =  3.024886e+03, step =  1.0e-03, time = 4.25e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.019957e+03, step =  1.0e-04, time = 5.41e-01 sec\n",
      "\n",
      "Processing slice 3230 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.683287e+03, tensor norm:  3.124e+01\n",
      "Epoch   1: f-est =  3.576173e+03, step =  1.0e-01, time = 6.00e-02 sec\n",
      "Epoch   2: f-est =  3.557629e+03, step =  1.0e-01, time = 9.74e-02 sec\n",
      "Epoch   3: f-est =  3.558159e+03, step =  1.0e-01, time = 1.39e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.557502e+03, step =  1.0e-02, time = 1.76e-01 sec\n",
      "Epoch   5: f-est =  3.556149e+03, step =  1.0e-02, time = 2.14e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.07e-04 seconds\n",
      "Initial f-est:  3.538752e+03, tensor norm:  3.124e+01\n",
      "Epoch   1: f-est =  3.521171e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  3.521881e+03, step =  1.0e-03, time = 2.08e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.513147e+03, step =  1.0e-04, time = 3.25e-01 sec\n",
      "Epoch   4: f-est =  3.513154e+03, step =  1.0e-04, time = 4.38e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.512409e+03, step =  1.0e-05, time = 5.50e-01 sec\n",
      "\n",
      "Processing slice 3240 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.64e-04 seconds\n",
      "Initial f-est:  3.553073e+03, tensor norm:  3.035e+01\n",
      "Epoch   1: f-est =  3.406229e+03, step =  1.0e-01, time = 6.17e-02 sec\n",
      "Epoch   2: f-est =  3.401829e+03, step =  1.0e-01, time = 9.89e-02 sec\n",
      "Epoch   3: f-est =  3.399536e+03, step =  1.0e-01, time = 1.36e-01 sec\n",
      "Epoch   4: f-est =  3.405493e+03, step =  1.0e-01, time = 1.73e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.399389e+03, step =  1.0e-02, time = 2.45e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.392936e+03, tensor norm:  3.035e+01\n",
      "Epoch   1: f-est =  3.388328e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.388177e+03, step =  1.0e-03, time = 2.02e-01 sec\n",
      "Epoch   3: f-est =  3.389094e+03, step =  1.0e-03, time = 2.91e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.381272e+03, step =  1.0e-04, time = 3.79e-01 sec\n",
      "Epoch   5: f-est =  3.381320e+03, step =  1.0e-04, time = 4.76e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3250 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.00e-04 seconds\n",
      "Initial f-est:  3.118047e+03, tensor norm:  2.876e+01\n",
      "Epoch   1: f-est =  3.066357e+03, step =  1.0e-01, time = 3.45e-02 sec\n",
      "Epoch   2: f-est =  3.091984e+03, step =  1.0e-01, time = 6.96e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.066462e+03, step =  1.0e-02, time = 1.05e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.064722e+03, step =  1.0e-03, time = 1.40e-01 sec\n",
      "Epoch   5: f-est =  3.064271e+03, step =  1.0e-03, time = 1.75e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  2.986567e+03, tensor norm:  2.876e+01\n",
      "Epoch   1: f-est =  2.983088e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  2.983065e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  2.982314e+03, step =  1.0e-03, time = 3.52e-01 sec\n",
      "Epoch   4: f-est =  2.981976e+03, step =  1.0e-03, time = 4.69e-01 sec\n",
      "Epoch   5: f-est =  2.982133e+03, step =  1.0e-03, time = 5.84e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3260 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.746526e+03, tensor norm:  3.209e+01\n",
      "Epoch   1: f-est =  3.679453e+03, step =  1.0e-01, time = 3.84e-02 sec\n",
      "Epoch   2: f-est =  3.659848e+03, step =  1.0e-01, time = 7.51e-02 sec\n",
      "Epoch   3: f-est =  3.665818e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.658276e+03, step =  1.0e-02, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  3.659965e+03, step =  1.0e-02, time = 1.87e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.52e-04 seconds\n",
      "Initial f-est:  3.643836e+03, tensor norm:  3.209e+01\n",
      "Epoch   1: f-est =  3.636882e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.634695e+03, step =  1.0e-03, time = 2.35e-01 sec\n",
      "Epoch   3: f-est =  3.633908e+03, step =  1.0e-03, time = 3.54e-01 sec\n",
      "Epoch   4: f-est =  3.634492e+03, step =  1.0e-03, time = 4.46e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.623465e+03, step =  1.0e-04, time = 5.50e-01 sec\n",
      "\n",
      "Processing slice 3270 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.57e-04 seconds\n",
      "Initial f-est:  3.763039e+03, tensor norm:  3.189e+01\n",
      "Epoch   1: f-est =  3.705874e+03, step =  1.0e-01, time = 3.89e-02 sec\n",
      "Epoch   2: f-est =  3.693366e+03, step =  1.0e-01, time = 7.64e-02 sec\n",
      "Epoch   3: f-est =  3.697676e+03, step =  1.0e-01, time = 1.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.689695e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.681808e+03, step =  1.0e-02, time = 1.87e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.68e-04 seconds\n",
      "Initial f-est:  3.638858e+03, tensor norm:  3.189e+01\n",
      "Epoch   1: f-est =  3.639965e+03, step =  1.0e-03, time = 1.19e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.627962e+03, step =  1.0e-04, time = 2.35e-01 sec\n",
      "Epoch   3: f-est =  3.627832e+03, step =  1.0e-04, time = 3.52e-01 sec\n",
      "Epoch   4: f-est =  3.627878e+03, step =  1.0e-04, time = 4.67e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.626830e+03, step =  1.0e-05, time = 5.72e-01 sec\n",
      "\n",
      "Processing slice 3280 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.68e-04 seconds\n",
      "Initial f-est:  3.271158e+03, tensor norm:  2.973e+01\n",
      "Epoch   1: f-est =  3.209056e+03, step =  1.0e-01, time = 4.21e-02 sec\n",
      "Epoch   2: f-est =  3.204198e+03, step =  1.0e-01, time = 7.84e-02 sec\n",
      "Epoch   3: f-est =  3.201339e+03, step =  1.0e-01, time = 1.15e-01 sec\n",
      "Epoch   4: f-est =  3.202175e+03, step =  1.0e-01, time = 1.51e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.202497e+03, step =  1.0e-02, time = 1.87e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  3.180339e+03, tensor norm:  2.973e+01\n",
      "Epoch   1: f-est =  5.235429e+03, step =  1.0e-03, time = 1.42e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.209262e+03, step =  1.0e-04, time = 2.63e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.153462e+03, step =  1.0e-05, time = 3.65e-01 sec\n",
      "Epoch   4: f-est =  3.151768e+03, step =  1.0e-05, time = 4.78e-01 sec\n",
      "Epoch   5: f-est =  3.151149e+03, step =  1.0e-05, time = 5.91e-01 sec\n",
      "\n",
      "Processing slice 3290 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.31e-04 seconds\n",
      "Initial f-est:  3.644467e+03, tensor norm:  3.140e+01\n",
      "Epoch   1: f-est =  3.574213e+03, step =  1.0e-01, time = 3.83e-02 sec\n",
      "Epoch   2: f-est =  3.560890e+03, step =  1.0e-01, time = 7.54e-02 sec\n",
      "Epoch   3: f-est =  3.563477e+03, step =  1.0e-01, time = 1.17e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.560025e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.560542e+03, step =  1.0e-02, time = 1.91e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.10e-04 seconds\n",
      "Initial f-est:  3.587456e+03, tensor norm:  3.140e+01\n",
      "Epoch   1: f-est =  3.581400e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.581568e+03, step =  1.0e-03, time = 2.25e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.571310e+03, step =  1.0e-04, time = 3.40e-01 sec\n",
      "Epoch   4: f-est =  3.571238e+03, step =  1.0e-04, time = 4.49e-01 sec\n",
      "Epoch   5: f-est =  3.571303e+03, step =  1.0e-04, time = 5.64e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3300 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.55e-04 seconds\n",
      "Initial f-est:  3.603893e+03, tensor norm:  3.198e+01\n",
      "Epoch   1: f-est =  3.564422e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  3.555483e+03, step =  1.0e-01, time = 7.59e-02 sec\n",
      "Epoch   3: f-est =  3.560341e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.556013e+03, step =  1.0e-02, time = 1.51e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.555268e+03, step =  1.0e-03, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  3.560743e+03, tensor norm:  3.198e+01\n",
      "Epoch   1: f-est =  3.559091e+03, step =  1.0e-03, time = 1.27e-01 sec\n",
      "Epoch   2: f-est =  3.559247e+03, step =  1.0e-03, time = 2.48e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.546622e+03, step =  1.0e-04, time = 3.64e-01 sec\n",
      "Epoch   4: f-est =  3.546568e+03, step =  1.0e-04, time = 4.81e-01 sec\n",
      "Epoch   5: f-est =  3.546659e+03, step =  1.0e-04, time = 5.97e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3310 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.15e-04 seconds\n",
      "Initial f-est:  3.675994e+03, tensor norm:  3.202e+01\n",
      "Epoch   1: f-est =  3.552853e+03, step =  1.0e-01, time = 6.77e-02 sec\n",
      "Epoch   2: f-est =  3.553083e+03, step =  1.0e-01, time = 1.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.551266e+03, step =  1.0e-02, time = 1.44e-01 sec\n",
      "Epoch   4: f-est =  3.550912e+03, step =  1.0e-02, time = 1.81e-01 sec\n",
      "Epoch   5: f-est =  3.549054e+03, step =  1.0e-02, time = 2.19e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.02e-04 seconds\n",
      "Initial f-est:  3.583092e+03, tensor norm:  3.202e+01\n",
      "Epoch   1: f-est =  3.584727e+03, step =  1.0e-03, time = 1.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.573051e+03, step =  1.0e-04, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  3.573032e+03, step =  1.0e-04, time = 3.39e-01 sec\n",
      "Epoch   4: f-est =  3.572864e+03, step =  1.0e-04, time = 4.34e-01 sec\n",
      "Epoch   5: f-est =  3.572904e+03, step =  1.0e-04, time = 5.32e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3320 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.72e-04 seconds\n",
      "Initial f-est:  3.430447e+03, tensor norm:  3.071e+01\n",
      "Epoch   1: f-est =  3.396026e+03, step =  1.0e-01, time = 3.84e-02 sec\n",
      "Epoch   2: f-est =  3.368468e+03, step =  1.0e-01, time = 9.94e-02 sec\n",
      "Epoch   3: f-est =  3.377564e+03, step =  1.0e-01, time = 1.36e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.368095e+03, step =  1.0e-02, time = 1.73e-01 sec\n",
      "Epoch   5: f-est =  3.369953e+03, step =  1.0e-02, time = 2.10e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.96e-04 seconds\n",
      "Initial f-est:  3.423088e+03, tensor norm:  3.071e+01\n",
      "Epoch   1: f-est =  3.417714e+03, step =  1.0e-03, time = 9.82e-02 sec\n",
      "Epoch   2: f-est =  3.417219e+03, step =  1.0e-03, time = 2.15e-01 sec\n",
      "Epoch   3: f-est =  3.416871e+03, step =  1.0e-03, time = 3.01e-01 sec\n",
      "Epoch   4: f-est =  3.417343e+03, step =  1.0e-03, time = 4.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.410590e+03, step =  1.0e-04, time = 5.04e-01 sec\n",
      "\n",
      "Processing slice 3330 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.11e-04 seconds\n",
      "Initial f-est:  3.681887e+03, tensor norm:  3.145e+01\n",
      "Epoch   1: f-est =  3.637455e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  3.618543e+03, step =  1.0e-01, time = 7.59e-02 sec\n",
      "Epoch   3: f-est =  3.623940e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.616600e+03, step =  1.0e-02, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  3.616434e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.24e-04 seconds\n",
      "Initial f-est:  3.584621e+03, tensor norm:  3.145e+01\n",
      "Epoch   1: f-est =  3.572536e+03, step =  1.0e-03, time = 1.08e-01 sec\n",
      "Epoch   2: f-est =  3.572441e+03, step =  1.0e-03, time = 2.25e-01 sec\n",
      "Epoch   3: f-est =  3.572116e+03, step =  1.0e-03, time = 3.41e-01 sec\n",
      "Epoch   4: f-est =  3.571139e+03, step =  1.0e-03, time = 4.57e-01 sec\n",
      "Epoch   5: f-est =  3.571034e+03, step =  1.0e-03, time = 5.73e-01 sec\n",
      "\n",
      "Processing slice 3340 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.06e-04 seconds\n",
      "Initial f-est:  3.459677e+03, tensor norm:  3.048e+01\n",
      "Epoch   1: f-est =  3.399705e+03, step =  1.0e-01, time = 3.83e-02 sec\n",
      "Epoch   2: f-est =  3.383495e+03, step =  1.0e-01, time = 1.04e-01 sec\n",
      "Epoch   3: f-est =  3.390019e+03, step =  1.0e-01, time = 1.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.381244e+03, step =  1.0e-02, time = 1.78e-01 sec\n",
      "Epoch   5: f-est =  3.380891e+03, step =  1.0e-02, time = 2.16e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.92e-04 seconds\n",
      "Initial f-est:  3.377994e+03, tensor norm:  3.048e+01\n",
      "Epoch   1: f-est =  3.365616e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.364698e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  3.364560e+03, step =  1.0e-03, time = 3.32e-01 sec\n",
      "Epoch   4: f-est =  3.365407e+03, step =  1.0e-03, time = 4.34e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.357769e+03, step =  1.0e-04, time = 5.47e-01 sec\n",
      "\n",
      "Processing slice 3350 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.20e-04 seconds\n",
      "Initial f-est:  3.499716e+03, tensor norm:  3.102e+01\n",
      "Epoch   1: f-est =  3.422009e+03, step =  1.0e-01, time = 6.30e-02 sec\n",
      "Epoch   2: f-est =  3.433107e+03, step =  1.0e-01, time = 1.00e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.421483e+03, step =  1.0e-02, time = 1.41e-01 sec\n",
      "Epoch   4: f-est =  3.422083e+03, step =  1.0e-02, time = 1.79e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.421384e+03, step =  1.0e-03, time = 2.16e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  3.416911e+03, tensor norm:  3.102e+01\n",
      "Epoch   1: f-est =  3.415798e+03, step =  1.0e-03, time = 1.15e-01 sec\n",
      "Epoch   2: f-est =  3.415666e+03, step =  1.0e-03, time = 2.31e-01 sec\n",
      "Epoch   3: f-est =  3.415286e+03, step =  1.0e-03, time = 3.45e-01 sec\n",
      "Epoch   4: f-est =  3.415599e+03, step =  1.0e-03, time = 4.54e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.407229e+03, step =  1.0e-04, time = 5.43e-01 sec\n",
      "\n",
      "Processing slice 3360 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.46e-04 seconds\n",
      "Initial f-est:  3.394136e+03, tensor norm:  3.018e+01\n",
      "Epoch   1: f-est =  3.314160e+03, step =  1.0e-01, time = 3.79e-02 sec\n",
      "Epoch   2: f-est =  3.309052e+03, step =  1.0e-01, time = 7.50e-02 sec\n",
      "Epoch   3: f-est =  3.307206e+03, step =  1.0e-01, time = 1.12e-01 sec\n",
      "Epoch   4: f-est =  3.303744e+03, step =  1.0e-01, time = 1.48e-01 sec\n",
      "Epoch   5: f-est =  3.299780e+03, step =  1.0e-01, time = 1.85e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  3.305159e+03, tensor norm:  3.018e+01\n",
      "Epoch   1: f-est =  3.305363e+03, step =  1.0e-03, time = 9.26e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.296660e+03, step =  1.0e-04, time = 2.09e-01 sec\n",
      "Epoch   3: f-est =  3.296654e+03, step =  1.0e-04, time = 3.20e-01 sec\n",
      "Epoch   4: f-est =  3.296684e+03, step =  1.0e-04, time = 4.09e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.295931e+03, step =  1.0e-05, time = 5.25e-01 sec\n",
      "\n",
      "Processing slice 3370 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.74e-04 seconds\n",
      "Initial f-est:  3.658224e+03, tensor norm:  3.231e+01\n",
      "Epoch   1: f-est =  3.618676e+03, step =  1.0e-01, time = 4.15e-02 sec\n",
      "Epoch   2: f-est =  3.628275e+03, step =  1.0e-01, time = 7.99e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.617791e+03, step =  1.0e-02, time = 1.18e-01 sec\n",
      "Epoch   4: f-est =  3.617549e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  3.619805e+03, step =  1.0e-02, time = 1.95e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.20e-04 seconds\n",
      "Initial f-est:  3.671671e+03, tensor norm:  3.231e+01\n",
      "Epoch   1: f-est =  3.672484e+03, step =  1.0e-03, time = 1.49e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.659010e+03, step =  1.0e-04, time = 2.69e-01 sec\n",
      "Epoch   3: f-est =  3.659085e+03, step =  1.0e-04, time = 3.89e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.657874e+03, step =  1.0e-05, time = 4.96e-01 sec\n",
      "Epoch   5: f-est =  3.657771e+03, step =  1.0e-05, time = 6.06e-01 sec\n",
      "\n",
      "Processing slice 3380 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.61e-04 seconds\n",
      "Initial f-est:  3.557356e+03, tensor norm:  3.071e+01\n",
      "Epoch   1: f-est =  3.441210e+03, step =  1.0e-01, time = 3.83e-02 sec\n",
      "Epoch   2: f-est =  3.416988e+03, step =  1.0e-01, time = 7.51e-02 sec\n",
      "Epoch   3: f-est =  3.384100e+03, step =  1.0e-01, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.399705e+03, step =  1.0e-01, time = 1.48e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.388437e+03, step =  1.0e-02, time = 1.85e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.68e-04 seconds\n",
      "Initial f-est:  3.377687e+03, tensor norm:  3.071e+01\n",
      "Epoch   1: f-est =  3.372764e+03, step =  1.0e-03, time = 1.37e-01 sec\n",
      "Epoch   2: f-est =  3.373859e+03, step =  1.0e-03, time = 2.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.366952e+03, step =  1.0e-04, time = 3.17e-01 sec\n",
      "Epoch   4: f-est =  3.366996e+03, step =  1.0e-04, time = 4.08e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.366398e+03, step =  1.0e-05, time = 5.20e-01 sec\n",
      "\n",
      "Processing slice 3390 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.35e-04 seconds\n",
      "Initial f-est:  3.223196e+03, tensor norm:  2.915e+01\n",
      "Epoch   1: f-est =  3.219739e+03, step =  1.0e-01, time = 3.62e-02 sec\n",
      "Epoch   2: f-est =  3.213234e+03, step =  1.0e-01, time = 7.14e-02 sec\n",
      "Epoch   3: f-est =  3.217116e+03, step =  1.0e-01, time = 1.07e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.201699e+03, step =  1.0e-02, time = 1.42e-01 sec\n",
      "Epoch   5: f-est =  3.205078e+03, step =  1.0e-02, time = 1.77e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.84e-04 seconds\n",
      "Initial f-est:  3.172791e+03, tensor norm:  2.915e+01\n",
      "Epoch   1: f-est =  3.162562e+03, step =  1.0e-03, time = 1.16e-01 sec\n",
      "Epoch   2: f-est =  3.163367e+03, step =  1.0e-03, time = 2.00e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.154166e+03, step =  1.0e-04, time = 3.16e-01 sec\n",
      "Epoch   4: f-est =  3.154152e+03, step =  1.0e-04, time = 4.22e-01 sec\n",
      "Epoch   5: f-est =  3.154296e+03, step =  1.0e-04, time = 5.43e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3400 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  3.284279e+03, tensor norm:  2.905e+01\n",
      "Epoch   1: f-est =  3.189896e+03, step =  1.0e-01, time = 3.67e-02 sec\n",
      "Epoch   2: f-est =  3.185532e+03, step =  1.0e-01, time = 7.26e-02 sec\n",
      "Epoch   3: f-est =  3.176545e+03, step =  1.0e-01, time = 1.09e-01 sec\n",
      "Epoch   4: f-est =  3.174324e+03, step =  1.0e-01, time = 1.44e-01 sec\n",
      "Epoch   5: f-est =  3.156601e+03, step =  1.0e-01, time = 1.79e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.146183e+03, tensor norm:  2.905e+01\n",
      "Epoch   1: f-est =  3.139321e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.139491e+03, step =  1.0e-03, time = 2.31e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.133150e+03, step =  1.0e-04, time = 3.45e-01 sec\n",
      "Epoch   4: f-est =  3.133249e+03, step =  1.0e-04, time = 4.34e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.132680e+03, step =  1.0e-05, time = 5.51e-01 sec\n",
      "\n",
      "Processing slice 3410 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  3.250265e+03, tensor norm:  2.944e+01\n",
      "Epoch   1: f-est =  3.187769e+03, step =  1.0e-01, time = 3.99e-02 sec\n",
      "Epoch   2: f-est =  3.190288e+03, step =  1.0e-01, time = 7.53e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.181479e+03, step =  1.0e-02, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.181830e+03, step =  1.0e-02, time = 1.46e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.181301e+03, step =  1.0e-03, time = 1.82e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.175609e+03, tensor norm:  2.944e+01\n",
      "Epoch   1: f-est =  3.168215e+03, step =  1.0e-03, time = 9.53e-02 sec\n",
      "Epoch   2: f-est =  3.167819e+03, step =  1.0e-03, time = 1.88e-01 sec\n",
      "Epoch   3: f-est =  3.167524e+03, step =  1.0e-03, time = 2.81e-01 sec\n",
      "Epoch   4: f-est =  3.167275e+03, step =  1.0e-03, time = 3.98e-01 sec\n",
      "Epoch   5: f-est =  3.167013e+03, step =  1.0e-03, time = 5.14e-01 sec\n",
      "\n",
      "Processing slice 3420 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.61e-04 seconds\n",
      "Initial f-est:  3.456894e+03, tensor norm:  3.040e+01\n",
      "Epoch   1: f-est =  3.380454e+03, step =  1.0e-01, time = 3.84e-02 sec\n",
      "Epoch   2: f-est =  3.382682e+03, step =  1.0e-01, time = 7.58e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.373150e+03, step =  1.0e-02, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.371427e+03, step =  1.0e-02, time = 1.49e-01 sec\n",
      "Epoch   5: f-est =  3.371229e+03, step =  1.0e-02, time = 1.86e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.36e-04 seconds\n",
      "Initial f-est:  3.383425e+03, tensor norm:  3.040e+01\n",
      "Epoch   1: f-est =  3.374559e+03, step =  1.0e-03, time = 1.24e-01 sec\n",
      "Epoch   2: f-est =  3.374122e+03, step =  1.0e-03, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  3.373883e+03, step =  1.0e-03, time = 3.50e-01 sec\n",
      "Epoch   4: f-est =  3.373619e+03, step =  1.0e-03, time = 4.42e-01 sec\n",
      "Epoch   5: f-est =  3.374029e+03, step =  1.0e-03, time = 5.42e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3430 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  3.237953e+03, tensor norm:  2.938e+01\n",
      "Epoch   1: f-est =  3.214279e+03, step =  1.0e-01, time = 3.66e-02 sec\n",
      "Epoch   2: f-est =  3.207919e+03, step =  1.0e-01, time = 7.21e-02 sec\n",
      "Epoch   3: f-est =  3.217930e+03, step =  1.0e-01, time = 1.08e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.206005e+03, step =  1.0e-02, time = 1.43e-01 sec\n",
      "Epoch   5: f-est =  3.202758e+03, step =  1.0e-02, time = 1.82e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.70e-04 seconds\n",
      "Initial f-est:  3.227625e+03, tensor norm:  2.938e+01\n",
      "Epoch   1: f-est =  3.222332e+03, step =  1.0e-03, time = 1.14e-01 sec\n",
      "Epoch   2: f-est =  3.221880e+03, step =  1.0e-03, time = 2.18e-01 sec\n",
      "Epoch   3: f-est =  3.221791e+03, step =  1.0e-03, time = 3.02e-01 sec\n",
      "Epoch   4: f-est =  3.221946e+03, step =  1.0e-03, time = 4.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.211858e+03, step =  1.0e-04, time = 5.35e-01 sec\n",
      "\n",
      "Processing slice 3440 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.17e-04 seconds\n",
      "Initial f-est:  3.539084e+03, tensor norm:  3.095e+01\n",
      "Epoch   1: f-est =  3.494242e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  3.488298e+03, step =  1.0e-01, time = 7.60e-02 sec\n",
      "Epoch   3: f-est =  3.481355e+03, step =  1.0e-01, time = 1.14e-01 sec\n",
      "Epoch   4: f-est =  3.496448e+03, step =  1.0e-01, time = 1.51e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.480615e+03, step =  1.0e-02, time = 1.90e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.499244e+03, tensor norm:  3.095e+01\n",
      "Epoch   1: f-est =  3.491339e+03, step =  1.0e-03, time = 1.30e-01 sec\n",
      "Epoch   2: f-est =  3.489118e+03, step =  1.0e-03, time = 2.49e-01 sec\n",
      "Epoch   3: f-est =  3.490192e+03, step =  1.0e-03, time = 3.45e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.480190e+03, step =  1.0e-04, time = 4.61e-01 sec\n",
      "Epoch   5: f-est =  3.480338e+03, step =  1.0e-04, time = 5.81e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3450 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.66e-04 seconds\n",
      "Initial f-est:  3.139791e+03, tensor norm:  2.818e+01\n",
      "Epoch   1: f-est =  3.049038e+03, step =  1.0e-01, time = 3.56e-02 sec\n",
      "Epoch   2: f-est =  2.976254e+03, step =  1.0e-01, time = 6.93e-02 sec\n",
      "Epoch   3: f-est =  3.000890e+03, step =  1.0e-01, time = 1.04e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.983997e+03, step =  1.0e-02, time = 1.38e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.975725e+03, step =  1.0e-03, time = 1.73e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.83e-04 seconds\n",
      "Initial f-est:  2.995309e+03, tensor norm:  2.818e+01\n",
      "Epoch   1: f-est =  2.987782e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  2.988223e+03, step =  1.0e-03, time = 2.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.982589e+03, step =  1.0e-04, time = 3.23e-01 sec\n",
      "Epoch   4: f-est =  2.982550e+03, step =  1.0e-04, time = 4.13e-01 sec\n",
      "Epoch   5: f-est =  2.982589e+03, step =  1.0e-04, time = 5.24e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3460 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.38e-04 seconds\n",
      "Initial f-est:  3.094999e+03, tensor norm:  2.879e+01\n",
      "Epoch   1: f-est =  3.033376e+03, step =  1.0e-01, time = 3.63e-02 sec\n",
      "Epoch   2: f-est =  3.036292e+03, step =  1.0e-01, time = 7.15e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.032003e+03, step =  1.0e-02, time = 1.07e-01 sec\n",
      "Epoch   4: f-est =  3.027455e+03, step =  1.0e-02, time = 1.46e-01 sec\n",
      "Epoch   5: f-est =  3.030587e+03, step =  1.0e-02, time = 1.81e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  3.100029e+03, tensor norm:  2.879e+01\n",
      "Epoch   1: f-est =  3.096159e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  3.094711e+03, step =  1.0e-03, time = 2.08e-01 sec\n",
      "Epoch   3: f-est =  3.094498e+03, step =  1.0e-03, time = 3.24e-01 sec\n",
      "Epoch   4: f-est =  3.093883e+03, step =  1.0e-03, time = 4.31e-01 sec\n",
      "Epoch   5: f-est =  3.094805e+03, step =  1.0e-03, time = 5.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3470 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.64e-04 seconds\n",
      "Initial f-est:  2.928444e+03, tensor norm:  2.742e+01\n",
      "Epoch   1: f-est =  2.885291e+03, step =  1.0e-01, time = 3.55e-02 sec\n",
      "Epoch   2: f-est =  2.873193e+03, step =  1.0e-01, time = 6.97e-02 sec\n",
      "Epoch   3: f-est =  2.870146e+03, step =  1.0e-01, time = 1.04e-01 sec\n",
      "Epoch   4: f-est =  2.867945e+03, step =  1.0e-01, time = 1.38e-01 sec\n",
      "Epoch   5: f-est =  2.872713e+03, step =  1.0e-01, time = 1.72e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.66e-04 seconds\n",
      "Initial f-est:  2.868253e+03, tensor norm:  2.742e+01\n",
      "Epoch   1: f-est =  3.811988e+03, step =  1.0e-03, time = 9.23e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  2.879577e+03, step =  1.0e-04, time = 2.10e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.847002e+03, step =  1.0e-05, time = 3.26e-01 sec\n",
      "Epoch   4: f-est =  2.845170e+03, step =  1.0e-05, time = 4.17e-01 sec\n",
      "Epoch   5: f-est =  2.844458e+03, step =  1.0e-05, time = 5.34e-01 sec\n",
      "\n",
      "Processing slice 3480 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.10e-04 seconds\n",
      "Initial f-est:  3.057186e+03, tensor norm:  2.780e+01\n",
      "Epoch   1: f-est =  3.020753e+03, step =  1.0e-01, time = 3.57e-02 sec\n",
      "Epoch   2: f-est =  3.001875e+03, step =  1.0e-01, time = 7.42e-02 sec\n",
      "Epoch   3: f-est =  3.009934e+03, step =  1.0e-01, time = 1.08e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.002437e+03, step =  1.0e-02, time = 1.43e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.001791e+03, step =  1.0e-03, time = 1.77e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.13e-04 seconds\n",
      "Initial f-est:  2.978970e+03, tensor norm:  2.780e+01\n",
      "Epoch   1: f-est =  2.965157e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  2.964547e+03, step =  1.0e-03, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  2.964847e+03, step =  1.0e-03, time = 3.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.957708e+03, step =  1.0e-04, time = 4.39e-01 sec\n",
      "Epoch   5: f-est =  2.957606e+03, step =  1.0e-04, time = 5.52e-01 sec\n",
      "\n",
      "Processing slice 3490 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.61e-04 seconds\n",
      "Initial f-est:  2.967407e+03, tensor norm:  2.751e+01\n",
      "Epoch   1: f-est =  2.898669e+03, step =  1.0e-01, time = 3.54e-02 sec\n",
      "Epoch   2: f-est =  2.893107e+03, step =  1.0e-01, time = 6.92e-02 sec\n",
      "Epoch   3: f-est =  2.870274e+03, step =  1.0e-01, time = 1.03e-01 sec\n",
      "Epoch   4: f-est =  2.864902e+03, step =  1.0e-01, time = 1.42e-01 sec\n",
      "Epoch   5: f-est =  2.866815e+03, step =  1.0e-01, time = 1.76e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  2.840850e+03, tensor norm:  2.751e+01\n",
      "Epoch   1: f-est =  2.837929e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  2.837437e+03, step =  1.0e-03, time = 2.33e-01 sec\n",
      "Epoch   3: f-est =  2.837341e+03, step =  1.0e-03, time = 3.48e-01 sec\n",
      "Epoch   4: f-est =  2.837239e+03, step =  1.0e-03, time = 4.57e-01 sec\n",
      "Epoch   5: f-est =  2.836851e+03, step =  1.0e-03, time = 5.77e-01 sec\n",
      "\n",
      "Processing slice 3500 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.63e-04 seconds\n",
      "Initial f-est:  2.923870e+03, tensor norm:  2.696e+01\n",
      "Epoch   1: f-est =  2.879956e+03, step =  1.0e-01, time = 3.51e-02 sec\n",
      "Epoch   2: f-est =  2.874205e+03, step =  1.0e-01, time = 6.90e-02 sec\n",
      "Epoch   3: f-est =  2.874426e+03, step =  1.0e-01, time = 1.03e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.873901e+03, step =  1.0e-02, time = 1.36e-01 sec\n",
      "Epoch   5: f-est =  2.861186e+03, step =  1.0e-02, time = 1.71e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.76e-04 seconds\n",
      "Initial f-est:  2.839139e+03, tensor norm:  2.696e+01\n",
      "Epoch   1: f-est =  2.832495e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  2.832361e+03, step =  1.0e-03, time = 2.17e-01 sec\n",
      "Epoch   3: f-est =  2.832428e+03, step =  1.0e-03, time = 3.33e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.826863e+03, step =  1.0e-04, time = 4.48e-01 sec\n",
      "Epoch   5: f-est =  2.826876e+03, step =  1.0e-04, time = 5.86e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3510 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.15e-04 seconds\n",
      "Initial f-est:  3.243399e+03, tensor norm:  2.921e+01\n",
      "Epoch   1: f-est =  3.210038e+03, step =  1.0e-01, time = 4.13e-02 sec\n",
      "Epoch   2: f-est =  3.212514e+03, step =  1.0e-01, time = 7.67e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.209722e+03, step =  1.0e-02, time = 1.12e-01 sec\n",
      "Epoch   4: f-est =  3.207668e+03, step =  1.0e-02, time = 1.47e-01 sec\n",
      "Epoch   5: f-est =  3.209172e+03, step =  1.0e-02, time = 1.83e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.21e-04 seconds\n",
      "Initial f-est:  3.190670e+03, tensor norm:  2.921e+01\n",
      "Epoch   1: f-est =  3.179463e+03, step =  1.0e-03, time = 9.54e-02 sec\n",
      "Epoch   2: f-est =  3.179414e+03, step =  1.0e-03, time = 2.10e-01 sec\n",
      "Epoch   3: f-est =  3.178951e+03, step =  1.0e-03, time = 3.27e-01 sec\n",
      "Epoch   4: f-est =  3.177784e+03, step =  1.0e-03, time = 4.14e-01 sec\n",
      "Epoch   5: f-est =  3.178275e+03, step =  1.0e-03, time = 5.30e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3520 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.46e-04 seconds\n",
      "Initial f-est:  2.905701e+03, tensor norm:  2.748e+01\n",
      "Epoch   1: f-est =  2.830854e+03, step =  1.0e-01, time = 3.56e-02 sec\n",
      "Epoch   2: f-est =  2.805364e+03, step =  1.0e-01, time = 7.05e-02 sec\n",
      "Epoch   3: f-est =  2.827062e+03, step =  1.0e-01, time = 1.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.807992e+03, step =  1.0e-02, time = 1.39e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.805577e+03, step =  1.0e-03, time = 1.74e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.12e-04 seconds\n",
      "Initial f-est:  2.780318e+03, tensor norm:  2.748e+01\n",
      "Epoch   1: f-est =  2.778100e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.777090e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  2.777751e+03, step =  1.0e-03, time = 3.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.771257e+03, step =  1.0e-04, time = 4.37e-01 sec\n",
      "Epoch   5: f-est =  2.771382e+03, step =  1.0e-04, time = 5.53e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3530 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.83e-04 seconds\n",
      "Initial f-est:  3.188970e+03, tensor norm:  2.900e+01\n",
      "Epoch   1: f-est =  3.160749e+03, step =  1.0e-01, time = 3.65e-02 sec\n",
      "Epoch   2: f-est =  3.155465e+03, step =  1.0e-01, time = 7.65e-02 sec\n",
      "Epoch   3: f-est =  3.146815e+03, step =  1.0e-01, time = 1.12e-01 sec\n",
      "Epoch   4: f-est =  3.149267e+03, step =  1.0e-01, time = 1.48e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.147198e+03, step =  1.0e-02, time = 1.83e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  3.142001e+03, tensor norm:  2.900e+01\n",
      "Epoch   1: f-est =  3.131116e+03, step =  1.0e-03, time = 1.24e-01 sec\n",
      "Epoch   2: f-est =  3.130119e+03, step =  1.0e-03, time = 2.14e-01 sec\n",
      "Epoch   3: f-est =  3.130777e+03, step =  1.0e-03, time = 3.24e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.123597e+03, step =  1.0e-04, time = 4.27e-01 sec\n",
      "Epoch   5: f-est =  3.123657e+03, step =  1.0e-04, time = 5.30e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3540 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...7.70e-04 seconds\n",
      "Initial f-est:  2.863045e+03, tensor norm:  2.638e+01\n",
      "Epoch   1: f-est =  2.797800e+03, step =  1.0e-01, time = 4.56e-02 sec\n",
      "Epoch   2: f-est =  2.791228e+03, step =  1.0e-01, time = 9.56e-02 sec\n",
      "Epoch   3: f-est =  2.780179e+03, step =  1.0e-01, time = 1.41e-01 sec\n",
      "Epoch   4: f-est =  2.784452e+03, step =  1.0e-01, time = 1.84e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.780545e+03, step =  1.0e-02, time = 2.26e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...7.84e-04 seconds\n",
      "Initial f-est:  2.804020e+03, tensor norm:  2.638e+01\n",
      "Epoch   1: f-est =  2.798861e+03, step =  1.0e-03, time = 1.52e-01 sec\n",
      "Epoch   2: f-est =  2.798940e+03, step =  1.0e-03, time = 3.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.795257e+03, step =  1.0e-04, time = 4.47e-01 sec\n",
      "Epoch   4: f-est =  2.795240e+03, step =  1.0e-04, time = 5.63e-01 sec\n",
      "Epoch   5: f-est =  2.795243e+03, step =  1.0e-04, time = 7.01e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3550 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.222143e+03, tensor norm:  2.914e+01\n",
      "Epoch   1: f-est =  3.139988e+03, step =  1.0e-01, time = 3.70e-02 sec\n",
      "Epoch   2: f-est =  3.135488e+03, step =  1.0e-01, time = 7.72e-02 sec\n",
      "Epoch   3: f-est =  3.141754e+03, step =  1.0e-01, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.136341e+03, step =  1.0e-02, time = 1.49e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.135444e+03, step =  1.0e-03, time = 1.84e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  3.218459e+03, tensor norm:  2.914e+01\n",
      "Epoch   1: f-est =  3.213127e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  3.213543e+03, step =  1.0e-03, time = 2.49e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.205435e+03, step =  1.0e-04, time = 3.67e-01 sec\n",
      "Epoch   4: f-est =  3.205411e+03, step =  1.0e-04, time = 4.79e-01 sec\n",
      "Epoch   5: f-est =  3.205443e+03, step =  1.0e-04, time = 5.97e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3560 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.64e-04 seconds\n",
      "Initial f-est:  2.839015e+03, tensor norm:  2.706e+01\n",
      "Epoch   1: f-est =  2.798928e+03, step =  1.0e-01, time = 4.18e-02 sec\n",
      "Epoch   2: f-est =  2.800156e+03, step =  1.0e-01, time = 7.60e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.797795e+03, step =  1.0e-02, time = 1.10e-01 sec\n",
      "Epoch   4: f-est =  2.796774e+03, step =  1.0e-02, time = 1.44e-01 sec\n",
      "Epoch   5: f-est =  2.796348e+03, step =  1.0e-02, time = 1.78e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.73e-04 seconds\n",
      "Initial f-est:  2.854476e+03, tensor norm:  2.706e+01\n",
      "Epoch   1: f-est =  2.850159e+03, step =  1.0e-03, time = 9.11e-02 sec\n",
      "Epoch   2: f-est =  2.850172e+03, step =  1.0e-03, time = 1.75e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.844977e+03, step =  1.0e-04, time = 2.87e-01 sec\n",
      "Epoch   4: f-est =  2.845021e+03, step =  1.0e-04, time = 4.06e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.844546e+03, step =  1.0e-05, time = 5.35e-01 sec\n",
      "\n",
      "Processing slice 3570 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  3.176998e+03, tensor norm:  2.919e+01\n",
      "Epoch   1: f-est =  3.143988e+03, step =  1.0e-01, time = 3.66e-02 sec\n",
      "Epoch   2: f-est =  3.136976e+03, step =  1.0e-01, time = 7.15e-02 sec\n",
      "Epoch   3: f-est =  3.140071e+03, step =  1.0e-01, time = 1.07e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.135135e+03, step =  1.0e-02, time = 1.42e-01 sec\n",
      "Epoch   5: f-est =  3.131777e+03, step =  1.0e-02, time = 1.83e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.57e-04 seconds\n",
      "Initial f-est:  3.122897e+03, tensor norm:  2.919e+01\n",
      "Epoch   1: f-est =  4.568029e+03, step =  1.0e-03, time = 1.19e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.160918e+03, step =  1.0e-04, time = 2.11e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.103030e+03, step =  1.0e-05, time = 3.27e-01 sec\n",
      "Epoch   4: f-est =  3.101999e+03, step =  1.0e-05, time = 4.11e-01 sec\n",
      "Epoch   5: f-est =  3.101626e+03, step =  1.0e-05, time = 5.28e-01 sec\n",
      "\n",
      "Processing slice 3580 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  3.227987e+03, tensor norm:  2.960e+01\n",
      "Epoch   1: f-est =  3.185931e+03, step =  1.0e-01, time = 3.76e-02 sec\n",
      "Epoch   2: f-est =  3.166916e+03, step =  1.0e-01, time = 1.01e-01 sec\n",
      "Epoch   3: f-est =  3.173649e+03, step =  1.0e-01, time = 1.37e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.165346e+03, step =  1.0e-02, time = 1.74e-01 sec\n",
      "Epoch   5: f-est =  3.158145e+03, step =  1.0e-02, time = 2.10e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.53e-04 seconds\n",
      "Initial f-est:  3.238449e+03, tensor norm:  2.960e+01\n",
      "Epoch   1: f-est =  3.236989e+03, step =  1.0e-03, time = 1.02e-01 sec\n",
      "Epoch   2: f-est =  3.236386e+03, step =  1.0e-03, time = 1.83e-01 sec\n",
      "Epoch   3: f-est =  3.236382e+03, step =  1.0e-03, time = 2.66e-01 sec\n",
      "Epoch   4: f-est =  3.235709e+03, step =  1.0e-03, time = 3.81e-01 sec\n",
      "Epoch   5: f-est =  3.236698e+03, step =  1.0e-03, time = 4.82e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3590 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.81e-04 seconds\n",
      "Initial f-est:  3.081183e+03, tensor norm:  2.773e+01\n",
      "Epoch   1: f-est =  2.958461e+03, step =  1.0e-01, time = 3.54e-02 sec\n",
      "Epoch   2: f-est =  2.953894e+03, step =  1.0e-01, time = 6.94e-02 sec\n",
      "Epoch   3: f-est =  2.956778e+03, step =  1.0e-01, time = 1.03e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.951034e+03, step =  1.0e-02, time = 1.38e-01 sec\n",
      "Epoch   5: f-est =  2.935962e+03, step =  1.0e-02, time = 1.71e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.06e-04 seconds\n",
      "Initial f-est:  2.927627e+03, tensor norm:  2.773e+01\n",
      "Epoch   1: f-est =  2.922179e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.921536e+03, step =  1.0e-03, time = 2.27e-01 sec\n",
      "Epoch   3: f-est =  2.921630e+03, step =  1.0e-03, time = 3.28e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.914110e+03, step =  1.0e-04, time = 4.69e-01 sec\n",
      "Epoch   5: f-est =  2.914217e+03, step =  1.0e-04, time = 5.61e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3600 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.17e-04 seconds\n",
      "Initial f-est:  3.152340e+03, tensor norm:  2.837e+01\n",
      "Epoch   1: f-est =  3.091474e+03, step =  1.0e-01, time = 3.57e-02 sec\n",
      "Epoch   2: f-est =  3.088530e+03, step =  1.0e-01, time = 7.03e-02 sec\n",
      "Epoch   3: f-est =  3.084883e+03, step =  1.0e-01, time = 1.05e-01 sec\n",
      "Epoch   4: f-est =  3.083391e+03, step =  1.0e-01, time = 1.40e-01 sec\n",
      "Epoch   5: f-est =  3.065021e+03, step =  1.0e-01, time = 1.75e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  2.986499e+03, tensor norm:  2.837e+01\n",
      "Epoch   1: f-est =  2.978996e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  2.978480e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  2.978736e+03, step =  1.0e-03, time = 3.31e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.971120e+03, step =  1.0e-04, time = 4.35e-01 sec\n",
      "Epoch   5: f-est =  2.971141e+03, step =  1.0e-04, time = 5.51e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3610 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.86e-04 seconds\n",
      "Initial f-est:  3.281966e+03, tensor norm:  2.988e+01\n",
      "Epoch   1: f-est =  3.242219e+03, step =  1.0e-01, time = 3.74e-02 sec\n",
      "Epoch   2: f-est =  3.229108e+03, step =  1.0e-01, time = 7.37e-02 sec\n",
      "Epoch   3: f-est =  3.220448e+03, step =  1.0e-01, time = 1.10e-01 sec\n",
      "Epoch   4: f-est =  3.218113e+03, step =  1.0e-01, time = 1.46e-01 sec\n",
      "Epoch   5: f-est =  3.213988e+03, step =  1.0e-01, time = 1.88e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  3.236609e+03, tensor norm:  2.988e+01\n",
      "Epoch   1: f-est =  3.230294e+03, step =  1.0e-03, time = 8.59e-02 sec\n",
      "Epoch   2: f-est =  3.229625e+03, step =  1.0e-03, time = 2.00e-01 sec\n",
      "Epoch   3: f-est =  3.230180e+03, step =  1.0e-03, time = 3.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.222543e+03, step =  1.0e-04, time = 4.10e-01 sec\n",
      "Epoch   5: f-est =  3.222557e+03, step =  1.0e-04, time = 5.31e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3620 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.17e-04 seconds\n",
      "Initial f-est:  3.211272e+03, tensor norm:  2.951e+01\n",
      "Epoch   1: f-est =  3.179821e+03, step =  1.0e-01, time = 6.01e-02 sec\n",
      "Epoch   2: f-est =  3.188246e+03, step =  1.0e-01, time = 9.58e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.178880e+03, step =  1.0e-02, time = 1.31e-01 sec\n",
      "Epoch   4: f-est =  3.177288e+03, step =  1.0e-02, time = 1.67e-01 sec\n",
      "Epoch   5: f-est =  3.177971e+03, step =  1.0e-02, time = 2.07e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.35e-04 seconds\n",
      "Initial f-est:  3.197576e+03, tensor norm:  2.951e+01\n",
      "Epoch   1: f-est =  3.194346e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  3.192699e+03, step =  1.0e-03, time = 2.16e-01 sec\n",
      "Epoch   3: f-est =  3.193060e+03, step =  1.0e-03, time = 3.32e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.185897e+03, step =  1.0e-04, time = 4.48e-01 sec\n",
      "Epoch   5: f-est =  3.185854e+03, step =  1.0e-04, time = 5.41e-01 sec\n",
      "\n",
      "Processing slice 3630 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.60e-04 seconds\n",
      "Initial f-est:  3.277744e+03, tensor norm:  2.948e+01\n",
      "Epoch   1: f-est =  3.221526e+03, step =  1.0e-01, time = 3.76e-02 sec\n",
      "Epoch   2: f-est =  3.220220e+03, step =  1.0e-01, time = 7.39e-02 sec\n",
      "Epoch   3: f-est =  3.216440e+03, step =  1.0e-01, time = 1.10e-01 sec\n",
      "Epoch   4: f-est =  3.205905e+03, step =  1.0e-01, time = 1.46e-01 sec\n",
      "Epoch   5: f-est =  3.191372e+03, step =  1.0e-01, time = 1.82e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.31e-04 seconds\n",
      "Initial f-est:  3.159627e+03, tensor norm:  2.948e+01\n",
      "Epoch   1: f-est =  4.986565e+03, step =  1.0e-03, time = 1.48e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.176012e+03, step =  1.0e-04, time = 2.63e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.134348e+03, step =  1.0e-05, time = 3.76e-01 sec\n",
      "Epoch   4: f-est =  3.133108e+03, step =  1.0e-05, time = 4.92e-01 sec\n",
      "Epoch   5: f-est =  3.132650e+03, step =  1.0e-05, time = 5.84e-01 sec\n",
      "\n",
      "Processing slice 3640 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.76e-04 seconds\n",
      "Initial f-est:  3.469894e+03, tensor norm:  3.074e+01\n",
      "Epoch   1: f-est =  3.446158e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  3.446950e+03, step =  1.0e-01, time = 7.54e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.445899e+03, step =  1.0e-02, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.444961e+03, step =  1.0e-02, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  3.444549e+03, step =  1.0e-02, time = 1.86e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.92e-04 seconds\n",
      "Initial f-est:  3.392963e+03, tensor norm:  3.074e+01\n",
      "Epoch   1: f-est =  3.386691e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.386279e+03, step =  1.0e-03, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  3.385661e+03, step =  1.0e-03, time = 3.42e-01 sec\n",
      "Epoch   4: f-est =  3.386562e+03, step =  1.0e-03, time = 4.44e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.377419e+03, step =  1.0e-04, time = 5.60e-01 sec\n",
      "\n",
      "Processing slice 3650 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.68e-04 seconds\n",
      "Initial f-est:  3.569961e+03, tensor norm:  3.111e+01\n",
      "Epoch   1: f-est =  3.524623e+03, step =  1.0e-01, time = 3.83e-02 sec\n",
      "Epoch   2: f-est =  3.491176e+03, step =  1.0e-01, time = 7.42e-02 sec\n",
      "Epoch   3: f-est =  3.504826e+03, step =  1.0e-01, time = 1.11e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.490313e+03, step =  1.0e-02, time = 1.48e-01 sec\n",
      "Epoch   5: f-est =  3.489130e+03, step =  1.0e-02, time = 1.85e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  3.456737e+03, tensor norm:  3.111e+01\n",
      "Epoch   1: f-est =  3.451933e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  3.451853e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  3.452137e+03, step =  1.0e-03, time = 3.50e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.445116e+03, step =  1.0e-04, time = 4.48e-01 sec\n",
      "Epoch   5: f-est =  3.445097e+03, step =  1.0e-04, time = 5.70e-01 sec\n",
      "\n",
      "Processing slice 3660 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.26e-04 seconds\n",
      "Initial f-est:  3.347344e+03, tensor norm:  3.002e+01\n",
      "Epoch   1: f-est =  3.289089e+03, step =  1.0e-01, time = 3.81e-02 sec\n",
      "Epoch   2: f-est =  3.300445e+03, step =  1.0e-01, time = 7.50e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.288305e+03, step =  1.0e-02, time = 1.12e-01 sec\n",
      "Epoch   4: f-est =  3.289037e+03, step =  1.0e-02, time = 1.48e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.287994e+03, step =  1.0e-03, time = 1.86e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  3.263239e+03, tensor norm:  3.002e+01\n",
      "Epoch   1: f-est =  3.262352e+03, step =  1.0e-03, time = 1.13e-01 sec\n",
      "Epoch   2: f-est =  3.262297e+03, step =  1.0e-03, time = 2.19e-01 sec\n",
      "Epoch   3: f-est =  3.261962e+03, step =  1.0e-03, time = 3.36e-01 sec\n",
      "Epoch   4: f-est =  3.262141e+03, step =  1.0e-03, time = 4.51e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.252980e+03, step =  1.0e-04, time = 5.58e-01 sec\n",
      "\n",
      "Processing slice 3670 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.50e-04 seconds\n",
      "Initial f-est:  3.409811e+03, tensor norm:  2.978e+01\n",
      "Epoch   1: f-est =  3.366088e+03, step =  1.0e-01, time = 6.14e-02 sec\n",
      "Epoch   2: f-est =  3.365069e+03, step =  1.0e-01, time = 9.77e-02 sec\n",
      "Epoch   3: f-est =  3.365466e+03, step =  1.0e-01, time = 1.34e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.360799e+03, step =  1.0e-02, time = 1.74e-01 sec\n",
      "Epoch   5: f-est =  3.359724e+03, step =  1.0e-02, time = 2.11e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.85e-04 seconds\n",
      "Initial f-est:  3.365301e+03, tensor norm:  2.978e+01\n",
      "Epoch   1: f-est =  3.359409e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.359326e+03, step =  1.0e-03, time = 2.02e-01 sec\n",
      "Epoch   3: f-est =  3.358375e+03, step =  1.0e-03, time = 3.18e-01 sec\n",
      "Epoch   4: f-est =  3.357651e+03, step =  1.0e-03, time = 4.22e-01 sec\n",
      "Epoch   5: f-est =  3.359048e+03, step =  1.0e-03, time = 5.37e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3680 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.34e-04 seconds\n",
      "Initial f-est:  3.480382e+03, tensor norm:  3.103e+01\n",
      "Epoch   1: f-est =  3.443071e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  3.426056e+03, step =  1.0e-01, time = 1.01e-01 sec\n",
      "Epoch   3: f-est =  3.439105e+03, step =  1.0e-01, time = 1.38e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.428284e+03, step =  1.0e-02, time = 1.75e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.426297e+03, step =  1.0e-03, time = 2.13e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.65e-04 seconds\n",
      "Initial f-est:  3.404120e+03, tensor norm:  3.103e+01\n",
      "Epoch   1: f-est =  3.395273e+03, step =  1.0e-03, time = 9.30e-02 sec\n",
      "Epoch   2: f-est =  3.394478e+03, step =  1.0e-03, time = 2.11e-01 sec\n",
      "Epoch   3: f-est =  3.395198e+03, step =  1.0e-03, time = 3.24e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.388119e+03, step =  1.0e-04, time = 4.27e-01 sec\n",
      "Epoch   5: f-est =  3.388058e+03, step =  1.0e-04, time = 5.15e-01 sec\n",
      "\n",
      "Processing slice 3690 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.07e-04 seconds\n",
      "Initial f-est:  3.425912e+03, tensor norm:  3.050e+01\n",
      "Epoch   1: f-est =  3.375506e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  3.347467e+03, step =  1.0e-01, time = 7.42e-02 sec\n",
      "Epoch   3: f-est =  3.366282e+03, step =  1.0e-01, time = 1.12e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.348711e+03, step =  1.0e-02, time = 1.49e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.347166e+03, step =  1.0e-03, time = 2.09e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.63e-04 seconds\n",
      "Initial f-est:  3.331706e+03, tensor norm:  3.050e+01\n",
      "Epoch   1: f-est =  3.322803e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.322657e+03, step =  1.0e-03, time = 2.13e-01 sec\n",
      "Epoch   3: f-est =  3.322331e+03, step =  1.0e-03, time = 3.21e-01 sec\n",
      "Epoch   4: f-est =  3.323244e+03, step =  1.0e-03, time = 4.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.316584e+03, step =  1.0e-04, time = 5.32e-01 sec\n",
      "\n",
      "Processing slice 3700 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.97e-04 seconds\n",
      "Initial f-est:  3.584829e+03, tensor norm:  3.100e+01\n",
      "Epoch   1: f-est =  3.523269e+03, step =  1.0e-01, time = 6.27e-02 sec\n",
      "Epoch   2: f-est =  3.537657e+03, step =  1.0e-01, time = 1.00e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.523176e+03, step =  1.0e-02, time = 1.37e-01 sec\n",
      "Epoch   4: f-est =  3.523570e+03, step =  1.0e-02, time = 1.75e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.523349e+03, step =  1.0e-03, time = 2.11e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.98e-04 seconds\n",
      "Initial f-est:  3.551304e+03, tensor norm:  3.100e+01\n",
      "Epoch   1: f-est =  3.542247e+03, step =  1.0e-03, time = 9.41e-02 sec\n",
      "Epoch   2: f-est =  3.540660e+03, step =  1.0e-03, time = 1.93e-01 sec\n",
      "Epoch   3: f-est =  3.541119e+03, step =  1.0e-03, time = 3.10e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.532920e+03, step =  1.0e-04, time = 3.99e-01 sec\n",
      "Epoch   5: f-est =  3.532989e+03, step =  1.0e-04, time = 5.19e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3710 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  3.293275e+03, tensor norm:  2.985e+01\n",
      "Epoch   1: f-est =  3.244898e+03, step =  1.0e-01, time = 4.28e-02 sec\n",
      "Epoch   2: f-est =  3.228543e+03, step =  1.0e-01, time = 7.94e-02 sec\n",
      "Epoch   3: f-est =  3.235175e+03, step =  1.0e-01, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.224422e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  3.224849e+03, step =  1.0e-02, time = 1.89e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.34e-04 seconds\n",
      "Initial f-est:  3.249375e+03, tensor norm:  2.985e+01\n",
      "Epoch   1: f-est =  3.239765e+03, step =  1.0e-03, time = 8.69e-02 sec\n",
      "Epoch   2: f-est =  3.239101e+03, step =  1.0e-03, time = 2.09e-01 sec\n",
      "Epoch   3: f-est =  3.239899e+03, step =  1.0e-03, time = 3.29e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.231313e+03, step =  1.0e-04, time = 4.48e-01 sec\n",
      "Epoch   5: f-est =  3.231352e+03, step =  1.0e-04, time = 5.64e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3720 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.61e-04 seconds\n",
      "Initial f-est:  3.500039e+03, tensor norm:  3.102e+01\n",
      "Epoch   1: f-est =  3.451702e+03, step =  1.0e-01, time = 4.42e-02 sec\n",
      "Epoch   2: f-est =  3.453809e+03, step =  1.0e-01, time = 8.20e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.447839e+03, step =  1.0e-02, time = 1.19e-01 sec\n",
      "Epoch   4: f-est =  3.447091e+03, step =  1.0e-02, time = 1.58e-01 sec\n",
      "Epoch   5: f-est =  3.445311e+03, step =  1.0e-02, time = 1.95e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.68e-04 seconds\n",
      "Initial f-est:  3.386240e+03, tensor norm:  3.102e+01\n",
      "Epoch   1: f-est =  3.380554e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.380180e+03, step =  1.0e-03, time = 2.10e-01 sec\n",
      "Epoch   3: f-est =  3.379716e+03, step =  1.0e-03, time = 3.33e-01 sec\n",
      "Epoch   4: f-est =  3.380034e+03, step =  1.0e-03, time = 4.50e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.370964e+03, step =  1.0e-04, time = 5.67e-01 sec\n",
      "\n",
      "Processing slice 3730 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.77e-04 seconds\n",
      "Initial f-est:  3.052438e+03, tensor norm:  2.834e+01\n",
      "Epoch   1: f-est =  2.964522e+03, step =  1.0e-01, time = 3.60e-02 sec\n",
      "Epoch   2: f-est =  2.959533e+03, step =  1.0e-01, time = 7.09e-02 sec\n",
      "Epoch   3: f-est =  2.950808e+03, step =  1.0e-01, time = 1.10e-01 sec\n",
      "Epoch   4: f-est =  2.962357e+03, step =  1.0e-01, time = 1.45e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.951481e+03, step =  1.0e-02, time = 1.79e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.37e-04 seconds\n",
      "Initial f-est:  3.042949e+03, tensor norm:  2.834e+01\n",
      "Epoch   1: f-est =  3.036578e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  3.036273e+03, step =  1.0e-03, time = 2.36e-01 sec\n",
      "Epoch   3: f-est =  3.036136e+03, step =  1.0e-03, time = 3.30e-01 sec\n",
      "Epoch   4: f-est =  3.035580e+03, step =  1.0e-03, time = 4.27e-01 sec\n",
      "Epoch   5: f-est =  3.035187e+03, step =  1.0e-03, time = 5.44e-01 sec\n",
      "\n",
      "Processing slice 3740 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.73e-04 seconds\n",
      "Initial f-est:  3.467757e+03, tensor norm:  3.053e+01\n",
      "Epoch   1: f-est =  3.407743e+03, step =  1.0e-01, time = 3.85e-02 sec\n",
      "Epoch   2: f-est =  3.406451e+03, step =  1.0e-01, time = 7.73e-02 sec\n",
      "Epoch   3: f-est =  3.407875e+03, step =  1.0e-01, time = 1.15e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.395929e+03, step =  1.0e-02, time = 1.51e-01 sec\n",
      "Epoch   5: f-est =  3.395446e+03, step =  1.0e-02, time = 1.89e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.13e-04 seconds\n",
      "Initial f-est:  3.421338e+03, tensor norm:  3.053e+01\n",
      "Epoch   1: f-est =  3.414126e+03, step =  1.0e-03, time = 1.41e-01 sec\n",
      "Epoch   2: f-est =  3.412886e+03, step =  1.0e-03, time = 2.28e-01 sec\n",
      "Epoch   3: f-est =  3.412959e+03, step =  1.0e-03, time = 3.44e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.404879e+03, step =  1.0e-04, time = 4.57e-01 sec\n",
      "Epoch   5: f-est =  3.404689e+03, step =  1.0e-04, time = 5.76e-01 sec\n",
      "\n",
      "Processing slice 3750 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  3.079779e+03, tensor norm:  2.858e+01\n",
      "Epoch   1: f-est =  2.982372e+03, step =  1.0e-01, time = 3.60e-02 sec\n",
      "Epoch   2: f-est =  2.982049e+03, step =  1.0e-01, time = 7.07e-02 sec\n",
      "Epoch   3: f-est =  2.993176e+03, step =  1.0e-01, time = 1.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.979753e+03, step =  1.0e-02, time = 1.45e-01 sec\n",
      "Epoch   5: f-est =  2.979152e+03, step =  1.0e-02, time = 1.79e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  2.992302e+03, tensor norm:  2.858e+01\n",
      "Epoch   1: f-est =  2.987275e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.986439e+03, step =  1.0e-03, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  2.987165e+03, step =  1.0e-03, time = 3.45e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.977842e+03, step =  1.0e-04, time = 4.41e-01 sec\n",
      "Epoch   5: f-est =  2.978078e+03, step =  1.0e-04, time = 5.50e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3760 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.11e-04 seconds\n",
      "Initial f-est:  3.338417e+03, tensor norm:  2.939e+01\n",
      "Epoch   1: f-est =  3.258777e+03, step =  1.0e-01, time = 3.69e-02 sec\n",
      "Epoch   2: f-est =  3.260503e+03, step =  1.0e-01, time = 7.29e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.259380e+03, step =  1.0e-02, time = 1.09e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.258563e+03, step =  1.0e-03, time = 1.50e-01 sec\n",
      "Epoch   5: f-est =  3.258414e+03, step =  1.0e-03, time = 1.86e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.58e-04 seconds\n",
      "Initial f-est:  3.240247e+03, tensor norm:  2.939e+01\n",
      "Epoch   1: f-est =  3.234724e+03, step =  1.0e-03, time = 9.22e-02 sec\n",
      "Epoch   2: f-est =  3.233488e+03, step =  1.0e-03, time = 2.23e-01 sec\n",
      "Epoch   3: f-est =  3.234342e+03, step =  1.0e-03, time = 3.40e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.225693e+03, step =  1.0e-04, time = 4.37e-01 sec\n",
      "Epoch   5: f-est =  3.225542e+03, step =  1.0e-04, time = 5.52e-01 sec\n",
      "\n",
      "Processing slice 3770 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.79e-04 seconds\n",
      "Initial f-est:  3.124318e+03, tensor norm:  2.843e+01\n",
      "Epoch   1: f-est =  3.090097e+03, step =  1.0e-01, time = 3.58e-02 sec\n",
      "Epoch   2: f-est =  3.075388e+03, step =  1.0e-01, time = 7.05e-02 sec\n",
      "Epoch   3: f-est =  3.078832e+03, step =  1.0e-01, time = 1.10e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.067764e+03, step =  1.0e-02, time = 1.68e-01 sec\n",
      "Epoch   5: f-est =  3.069503e+03, step =  1.0e-02, time = 2.03e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  3.068695e+03, tensor norm:  2.843e+01\n",
      "Epoch   1: f-est =  3.063158e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  3.063107e+03, step =  1.0e-03, time = 2.22e-01 sec\n",
      "Epoch   3: f-est =  3.062920e+03, step =  1.0e-03, time = 3.44e-01 sec\n",
      "Epoch   4: f-est =  3.062127e+03, step =  1.0e-03, time = 4.59e-01 sec\n",
      "Epoch   5: f-est =  3.061445e+03, step =  1.0e-03, time = 5.69e-01 sec\n",
      "\n",
      "Processing slice 3780 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  3.330526e+03, tensor norm:  2.924e+01\n",
      "Epoch   1: f-est =  3.245298e+03, step =  1.0e-01, time = 3.65e-02 sec\n",
      "Epoch   2: f-est =  3.243369e+03, step =  1.0e-01, time = 7.21e-02 sec\n",
      "Epoch   3: f-est =  3.198909e+03, step =  1.0e-01, time = 1.07e-01 sec\n",
      "Epoch   4: f-est =  3.220031e+03, step =  1.0e-01, time = 1.43e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.205921e+03, step =  1.0e-02, time = 1.78e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.27e-04 seconds\n",
      "Initial f-est:  3.221766e+03, tensor norm:  2.924e+01\n",
      "Epoch   1: f-est =  3.211252e+03, step =  1.0e-03, time = 9.12e-02 sec\n",
      "Epoch   2: f-est =  3.210705e+03, step =  1.0e-03, time = 2.07e-01 sec\n",
      "Epoch   3: f-est =  3.211029e+03, step =  1.0e-03, time = 2.96e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.204745e+03, step =  1.0e-04, time = 4.10e-01 sec\n",
      "Epoch   5: f-est =  3.204791e+03, step =  1.0e-04, time = 5.25e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3790 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.86e-04 seconds\n",
      "Initial f-est:  3.210470e+03, tensor norm:  2.963e+01\n",
      "Epoch   1: f-est =  3.161165e+03, step =  1.0e-01, time = 3.76e-02 sec\n",
      "Epoch   2: f-est =  3.164815e+03, step =  1.0e-01, time = 7.42e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.158079e+03, step =  1.0e-02, time = 1.16e-01 sec\n",
      "Epoch   4: f-est =  3.157754e+03, step =  1.0e-02, time = 1.52e-01 sec\n",
      "Epoch   5: f-est =  3.158522e+03, step =  1.0e-02, time = 1.89e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.66e-04 seconds\n",
      "Initial f-est:  3.196896e+03, tensor norm:  2.963e+01\n",
      "Epoch   1: f-est =  3.196975e+03, step =  1.0e-03, time = 1.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.186200e+03, step =  1.0e-04, time = 2.22e-01 sec\n",
      "Epoch   3: f-est =  3.186043e+03, step =  1.0e-04, time = 3.13e-01 sec\n",
      "Epoch   4: f-est =  3.186106e+03, step =  1.0e-04, time = 4.31e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.185175e+03, step =  1.0e-05, time = 5.46e-01 sec\n",
      "\n",
      "Processing slice 3800 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.72e-04 seconds\n",
      "Initial f-est:  2.988720e+03, tensor norm:  2.782e+01\n",
      "Epoch   1: f-est =  2.884998e+03, step =  1.0e-01, time = 3.57e-02 sec\n",
      "Epoch   2: f-est =  2.868834e+03, step =  1.0e-01, time = 7.04e-02 sec\n",
      "Epoch   3: f-est =  2.854237e+03, step =  1.0e-01, time = 1.10e-01 sec\n",
      "Epoch   4: f-est =  2.854755e+03, step =  1.0e-01, time = 1.45e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.853284e+03, step =  1.0e-02, time = 1.79e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.89e-04 seconds\n",
      "Initial f-est:  2.885979e+03, tensor norm:  2.782e+01\n",
      "Epoch   1: f-est =  2.882296e+03, step =  1.0e-03, time = 9.11e-02 sec\n",
      "Epoch   2: f-est =  2.883151e+03, step =  1.0e-03, time = 2.34e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.875318e+03, step =  1.0e-04, time = 3.55e-01 sec\n",
      "Epoch   4: f-est =  2.875396e+03, step =  1.0e-04, time = 4.71e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.874734e+03, step =  1.0e-05, time = 5.56e-01 sec\n",
      "\n",
      "Processing slice 3810 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  3.609537e+03, tensor norm:  3.116e+01\n",
      "Epoch   1: f-est =  3.557004e+03, step =  1.0e-01, time = 3.82e-02 sec\n",
      "Epoch   2: f-est =  3.545365e+03, step =  1.0e-01, time = 8.01e-02 sec\n",
      "Epoch   3: f-est =  3.542084e+03, step =  1.0e-01, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  3.541800e+03, step =  1.0e-01, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.549979e+03, step =  1.0e-01, time = 1.92e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.15e-04 seconds\n",
      "Initial f-est:  3.621071e+03, tensor norm:  3.116e+01\n",
      "Epoch   1: f-est =  6.600655e+03, step =  1.0e-03, time = 1.17e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.680566e+03, step =  1.0e-04, time = 2.19e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.590507e+03, step =  1.0e-05, time = 3.35e-01 sec\n",
      "Epoch   4: f-est =  3.588207e+03, step =  1.0e-05, time = 4.50e-01 sec\n",
      "Epoch   5: f-est =  3.587369e+03, step =  1.0e-05, time = 5.63e-01 sec\n",
      "\n",
      "Processing slice 3820 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  3.226812e+03, tensor norm:  2.874e+01\n",
      "Epoch   1: f-est =  3.152000e+03, step =  1.0e-01, time = 3.62e-02 sec\n",
      "Epoch   2: f-est =  3.152572e+03, step =  1.0e-01, time = 7.60e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.150363e+03, step =  1.0e-02, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.148694e+03, step =  1.0e-02, time = 1.46e-01 sec\n",
      "Epoch   5: f-est =  3.148941e+03, step =  1.0e-02, time = 1.82e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.85e-04 seconds\n",
      "Initial f-est:  3.174212e+03, tensor norm:  2.874e+01\n",
      "Epoch   1: f-est =  3.171621e+03, step =  1.0e-03, time = 1.31e-01 sec\n",
      "Epoch   2: f-est =  3.172492e+03, step =  1.0e-03, time = 2.50e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.163536e+03, step =  1.0e-04, time = 3.50e-01 sec\n",
      "Epoch   4: f-est =  3.163663e+03, step =  1.0e-04, time = 4.43e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.162827e+03, step =  1.0e-05, time = 5.58e-01 sec\n",
      "\n",
      "Processing slice 3830 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.46e-04 seconds\n",
      "Initial f-est:  3.153643e+03, tensor norm:  2.876e+01\n",
      "Epoch   1: f-est =  3.090120e+03, step =  1.0e-01, time = 3.68e-02 sec\n",
      "Epoch   2: f-est =  3.082028e+03, step =  1.0e-01, time = 7.73e-02 sec\n",
      "Epoch   3: f-est =  3.082713e+03, step =  1.0e-01, time = 1.12e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.081567e+03, step =  1.0e-02, time = 1.48e-01 sec\n",
      "Epoch   5: f-est =  3.082282e+03, step =  1.0e-02, time = 1.83e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  3.107910e+03, tensor norm:  2.876e+01\n",
      "Epoch   1: f-est =  3.104624e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  3.103736e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  3.103247e+03, step =  1.0e-03, time = 3.26e-01 sec\n",
      "Epoch   4: f-est =  3.102765e+03, step =  1.0e-03, time = 4.42e-01 sec\n",
      "Epoch   5: f-est =  3.102754e+03, step =  1.0e-03, time = 5.48e-01 sec\n",
      "\n",
      "Processing slice 3840 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.68e-04 seconds\n",
      "Initial f-est:  3.584232e+03, tensor norm:  3.081e+01\n",
      "Epoch   1: f-est =  3.495265e+03, step =  1.0e-01, time = 3.83e-02 sec\n",
      "Epoch   2: f-est =  3.488592e+03, step =  1.0e-01, time = 8.02e-02 sec\n",
      "Epoch   3: f-est =  3.490505e+03, step =  1.0e-01, time = 1.17e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.486272e+03, step =  1.0e-02, time = 1.54e-01 sec\n",
      "Epoch   5: f-est =  3.484868e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.10e-04 seconds\n",
      "Initial f-est:  3.487836e+03, tensor norm:  3.081e+01\n",
      "Epoch   1: f-est =  3.478674e+03, step =  1.0e-03, time = 8.77e-02 sec\n",
      "Epoch   2: f-est =  3.477570e+03, step =  1.0e-03, time = 1.90e-01 sec\n",
      "Epoch   3: f-est =  3.477544e+03, step =  1.0e-03, time = 3.05e-01 sec\n",
      "Epoch   4: f-est =  3.477242e+03, step =  1.0e-03, time = 4.22e-01 sec\n",
      "Epoch   5: f-est =  3.477440e+03, step =  1.0e-03, time = 5.37e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3850 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.62e-04 seconds\n",
      "Initial f-est:  2.871766e+03, tensor norm:  2.755e+01\n",
      "Epoch   1: f-est =  2.824867e+03, step =  1.0e-01, time = 4.06e-02 sec\n",
      "Epoch   2: f-est =  2.831175e+03, step =  1.0e-01, time = 7.51e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.823261e+03, step =  1.0e-02, time = 1.10e-01 sec\n",
      "Epoch   4: f-est =  2.825132e+03, step =  1.0e-02, time = 1.44e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.823365e+03, step =  1.0e-03, time = 1.78e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  2.842807e+03, tensor norm:  2.755e+01\n",
      "Epoch   1: f-est =  2.835553e+03, step =  1.0e-03, time = 1.47e-01 sec\n",
      "Epoch   2: f-est =  2.835862e+03, step =  1.0e-03, time = 2.36e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.828075e+03, step =  1.0e-04, time = 3.52e-01 sec\n",
      "Epoch   4: f-est =  2.828126e+03, step =  1.0e-04, time = 4.54e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.827372e+03, step =  1.0e-05, time = 5.50e-01 sec\n",
      "\n",
      "Processing slice 3860 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.26e-04 seconds\n",
      "Initial f-est:  2.919782e+03, tensor norm:  2.698e+01\n",
      "Epoch   1: f-est =  2.848042e+03, step =  1.0e-01, time = 3.81e-02 sec\n",
      "Epoch   2: f-est =  2.839409e+03, step =  1.0e-01, time = 7.24e-02 sec\n",
      "Epoch   3: f-est =  2.837089e+03, step =  1.0e-01, time = 1.07e-01 sec\n",
      "Epoch   4: f-est =  2.831586e+03, step =  1.0e-01, time = 1.41e-01 sec\n",
      "Epoch   5: f-est =  2.839529e+03, step =  1.0e-01, time = 1.75e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.45e-04 seconds\n",
      "Initial f-est:  2.786892e+03, tensor norm:  2.698e+01\n",
      "Epoch   1: f-est =  2.776167e+03, step =  1.0e-03, time = 1.50e-01 sec\n",
      "Epoch   2: f-est =  2.775896e+03, step =  1.0e-03, time = 2.36e-01 sec\n",
      "Epoch   3: f-est =  2.775933e+03, step =  1.0e-03, time = 3.52e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.769748e+03, step =  1.0e-04, time = 4.67e-01 sec\n",
      "Epoch   5: f-est =  2.769778e+03, step =  1.0e-04, time = 5.83e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3870 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.81e-04 seconds\n",
      "Initial f-est:  2.826634e+03, tensor norm:  2.631e+01\n",
      "Epoch   1: f-est =  2.745787e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  2.745448e+03, step =  1.0e-01, time = 7.30e-02 sec\n",
      "Epoch   3: f-est =  2.748720e+03, step =  1.0e-01, time = 1.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.744696e+03, step =  1.0e-02, time = 1.40e-01 sec\n",
      "Epoch   5: f-est =  2.743714e+03, step =  1.0e-02, time = 1.73e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.58e-04 seconds\n",
      "Initial f-est:  2.723576e+03, tensor norm:  2.631e+01\n",
      "Epoch   1: f-est =  2.717494e+03, step =  1.0e-03, time = 9.29e-02 sec\n",
      "Epoch   2: f-est =  2.717170e+03, step =  1.0e-03, time = 2.09e-01 sec\n",
      "Epoch   3: f-est =  2.717087e+03, step =  1.0e-03, time = 3.11e-01 sec\n",
      "Epoch   4: f-est =  2.716303e+03, step =  1.0e-03, time = 4.26e-01 sec\n",
      "Epoch   5: f-est =  2.716369e+03, step =  1.0e-03, time = 5.42e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3880 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.76e-04 seconds\n",
      "Initial f-est:  3.186119e+03, tensor norm:  2.812e+01\n",
      "Epoch   1: f-est =  3.142338e+03, step =  1.0e-01, time = 4.10e-02 sec\n",
      "Epoch   2: f-est =  3.138293e+03, step =  1.0e-01, time = 7.57e-02 sec\n",
      "Epoch   3: f-est =  3.143701e+03, step =  1.0e-01, time = 1.11e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.134727e+03, step =  1.0e-02, time = 1.46e-01 sec\n",
      "Epoch   5: f-est =  3.129833e+03, step =  1.0e-02, time = 1.80e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  3.100750e+03, tensor norm:  2.812e+01\n",
      "Epoch   1: f-est =  3.089555e+03, step =  1.0e-03, time = 1.23e-01 sec\n",
      "Epoch   2: f-est =  3.088875e+03, step =  1.0e-03, time = 2.09e-01 sec\n",
      "Epoch   3: f-est =  3.089499e+03, step =  1.0e-03, time = 3.07e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.079519e+03, step =  1.0e-04, time = 3.97e-01 sec\n",
      "Epoch   5: f-est =  3.079354e+03, step =  1.0e-04, time = 5.13e-01 sec\n",
      "\n",
      "Processing slice 3890 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.58e-04 seconds\n",
      "Initial f-est:  2.672636e+03, tensor norm:  2.516e+01\n",
      "Epoch   1: f-est =  2.575587e+03, step =  1.0e-01, time = 5.75e-02 sec\n",
      "Epoch   2: f-est =  2.579048e+03, step =  1.0e-01, time = 9.05e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.575131e+03, step =  1.0e-02, time = 1.23e-01 sec\n",
      "Epoch   4: f-est =  2.576379e+03, step =  1.0e-02, time = 1.56e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.574735e+03, step =  1.0e-03, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.41e-04 seconds\n",
      "Initial f-est:  2.514583e+03, tensor norm:  2.516e+01\n",
      "Epoch   1: f-est =  2.508845e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.508343e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  2.508490e+03, step =  1.0e-03, time = 3.50e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.503206e+03, step =  1.0e-04, time = 4.65e-01 sec\n",
      "Epoch   5: f-est =  2.503222e+03, step =  1.0e-04, time = 5.80e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3900 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.98e-04 seconds\n",
      "Initial f-est:  3.009142e+03, tensor norm:  2.807e+01\n",
      "Epoch   1: f-est =  2.983323e+03, step =  1.0e-01, time = 3.58e-02 sec\n",
      "Epoch   2: f-est =  2.970237e+03, step =  1.0e-01, time = 7.07e-02 sec\n",
      "Epoch   3: f-est =  2.979366e+03, step =  1.0e-01, time = 1.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.968003e+03, step =  1.0e-02, time = 1.40e-01 sec\n",
      "Epoch   5: f-est =  2.964449e+03, step =  1.0e-02, time = 1.80e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.66e-04 seconds\n",
      "Initial f-est:  3.057358e+03, tensor norm:  2.807e+01\n",
      "Epoch   1: f-est =  3.047859e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  3.045345e+03, step =  1.0e-03, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  3.044991e+03, step =  1.0e-03, time = 3.34e-01 sec\n",
      "Epoch   4: f-est =  3.045072e+03, step =  1.0e-03, time = 4.42e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.036112e+03, step =  1.0e-04, time = 5.58e-01 sec\n",
      "\n",
      "Processing slice 3910 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.72e-04 seconds\n",
      "Initial f-est:  3.010045e+03, tensor norm:  2.711e+01\n",
      "Epoch   1: f-est =  2.928323e+03, step =  1.0e-01, time = 3.49e-02 sec\n",
      "Epoch   2: f-est =  2.924537e+03, step =  1.0e-01, time = 6.87e-02 sec\n",
      "Epoch   3: f-est =  2.921680e+03, step =  1.0e-01, time = 1.02e-01 sec\n",
      "Epoch   4: f-est =  2.924206e+03, step =  1.0e-01, time = 1.36e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.919232e+03, step =  1.0e-02, time = 1.74e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.41e-04 seconds\n",
      "Initial f-est:  2.909710e+03, tensor norm:  2.711e+01\n",
      "Epoch   1: f-est =  5.576031e+03, step =  1.0e-03, time = 1.03e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  2.972234e+03, step =  1.0e-04, time = 2.20e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.884767e+03, step =  1.0e-05, time = 3.35e-01 sec\n",
      "Epoch   4: f-est =  2.883579e+03, step =  1.0e-05, time = 4.46e-01 sec\n",
      "Epoch   5: f-est =  2.883176e+03, step =  1.0e-05, time = 5.68e-01 sec\n",
      "\n",
      "Processing slice 3920 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.79e-04 seconds\n",
      "Initial f-est:  2.829738e+03, tensor norm:  2.636e+01\n",
      "Epoch   1: f-est =  2.767953e+03, step =  1.0e-01, time = 3.44e-02 sec\n",
      "Epoch   2: f-est =  2.756448e+03, step =  1.0e-01, time = 6.76e-02 sec\n",
      "Epoch   3: f-est =  2.751272e+03, step =  1.0e-01, time = 1.01e-01 sec\n",
      "Epoch   4: f-est =  2.748370e+03, step =  1.0e-01, time = 1.39e-01 sec\n",
      "Epoch   5: f-est =  2.750010e+03, step =  1.0e-01, time = 1.72e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.72e-04 seconds\n",
      "Initial f-est:  2.730344e+03, tensor norm:  2.636e+01\n",
      "Epoch   1: f-est =  2.726709e+03, step =  1.0e-03, time = 1.13e-01 sec\n",
      "Epoch   2: f-est =  2.726945e+03, step =  1.0e-03, time = 2.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.720400e+03, step =  1.0e-04, time = 2.86e-01 sec\n",
      "Epoch   4: f-est =  2.720439e+03, step =  1.0e-04, time = 3.75e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.719845e+03, step =  1.0e-05, time = 4.96e-01 sec\n",
      "\n",
      "Processing slice 3930 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.61e-04 seconds\n",
      "Initial f-est:  3.414633e+03, tensor norm:  2.995e+01\n",
      "Epoch   1: f-est =  3.336370e+03, step =  1.0e-01, time = 3.82e-02 sec\n",
      "Epoch   2: f-est =  3.337543e+03, step =  1.0e-01, time = 7.48e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.334679e+03, step =  1.0e-02, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.333321e+03, step =  1.0e-02, time = 1.53e-01 sec\n",
      "Epoch   5: f-est =  3.332672e+03, step =  1.0e-02, time = 1.89e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.77e-04 seconds\n",
      "Initial f-est:  3.353584e+03, tensor norm:  2.995e+01\n",
      "Epoch   1: f-est =  3.333587e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  3.333365e+03, step =  1.0e-03, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  3.333390e+03, step =  1.0e-03, time = 3.11e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.325653e+03, step =  1.0e-04, time = 4.28e-01 sec\n",
      "Epoch   5: f-est =  3.325600e+03, step =  1.0e-04, time = 5.49e-01 sec\n",
      "\n",
      "Processing slice 3940 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.89e-04 seconds\n",
      "Initial f-est:  3.000711e+03, tensor norm:  2.746e+01\n",
      "Epoch   1: f-est =  2.899768e+03, step =  1.0e-01, time = 5.97e-02 sec\n",
      "Epoch   2: f-est =  2.911774e+03, step =  1.0e-01, time = 9.38e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.899156e+03, step =  1.0e-02, time = 1.28e-01 sec\n",
      "Epoch   4: f-est =  2.898843e+03, step =  1.0e-02, time = 1.67e-01 sec\n",
      "Epoch   5: f-est =  2.900224e+03, step =  1.0e-02, time = 2.06e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.36e-04 seconds\n",
      "Initial f-est:  2.850207e+03, tensor norm:  2.746e+01\n",
      "Epoch   1: f-est =  2.847757e+03, step =  1.0e-03, time = 1.25e-01 sec\n",
      "Epoch   2: f-est =  2.847890e+03, step =  1.0e-03, time = 2.30e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.843120e+03, step =  1.0e-04, time = 3.11e-01 sec\n",
      "Epoch   4: f-est =  2.843105e+03, step =  1.0e-04, time = 4.07e-01 sec\n",
      "Epoch   5: f-est =  2.843148e+03, step =  1.0e-04, time = 5.07e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3950 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.53e-04 seconds\n",
      "Initial f-est:  2.805456e+03, tensor norm:  2.642e+01\n",
      "Epoch   1: f-est =  2.742629e+03, step =  1.0e-01, time = 3.92e-02 sec\n",
      "Epoch   2: f-est =  2.728539e+03, step =  1.0e-01, time = 7.24e-02 sec\n",
      "Epoch   3: f-est =  2.728803e+03, step =  1.0e-01, time = 1.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.726594e+03, step =  1.0e-02, time = 1.39e-01 sec\n",
      "Epoch   5: f-est =  2.725590e+03, step =  1.0e-02, time = 1.72e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.59e-04 seconds\n",
      "Initial f-est:  2.723678e+03, tensor norm:  2.642e+01\n",
      "Epoch   1: f-est =  2.718057e+03, step =  1.0e-03, time = 1.03e-01 sec\n",
      "Epoch   2: f-est =  2.717934e+03, step =  1.0e-03, time = 1.91e-01 sec\n",
      "Epoch   3: f-est =  2.717489e+03, step =  1.0e-03, time = 2.76e-01 sec\n",
      "Epoch   4: f-est =  2.717215e+03, step =  1.0e-03, time = 3.71e-01 sec\n",
      "Epoch   5: f-est =  2.717031e+03, step =  1.0e-03, time = 4.87e-01 sec\n",
      "\n",
      "Processing slice 3960 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  2.797306e+03, tensor norm:  2.674e+01\n",
      "Epoch   1: f-est =  2.747846e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  2.744983e+03, step =  1.0e-01, time = 7.30e-02 sec\n",
      "Epoch   3: f-est =  2.750907e+03, step =  1.0e-01, time = 1.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.737423e+03, step =  1.0e-02, time = 1.61e-01 sec\n",
      "Epoch   5: f-est =  2.740626e+03, step =  1.0e-02, time = 1.95e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  2.706082e+03, tensor norm:  2.674e+01\n",
      "Epoch   1: f-est =  2.701681e+03, step =  1.0e-03, time = 9.36e-02 sec\n",
      "Epoch   2: f-est =  2.702520e+03, step =  1.0e-03, time = 1.88e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.695907e+03, step =  1.0e-04, time = 2.94e-01 sec\n",
      "Epoch   4: f-est =  2.695946e+03, step =  1.0e-04, time = 4.10e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.695389e+03, step =  1.0e-05, time = 5.26e-01 sec\n",
      "\n",
      "Processing slice 3970 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.00e-04 seconds\n",
      "Initial f-est:  3.064448e+03, tensor norm:  2.807e+01\n",
      "Epoch   1: f-est =  2.999793e+03, step =  1.0e-01, time = 3.43e-02 sec\n",
      "Epoch   2: f-est =  3.030475e+03, step =  1.0e-01, time = 6.87e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.004007e+03, step =  1.0e-02, time = 1.03e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.999721e+03, step =  1.0e-03, time = 1.61e-01 sec\n",
      "Epoch   5: f-est =  3.000300e+03, step =  1.0e-03, time = 1.96e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.97e-04 seconds\n",
      "Initial f-est:  2.931537e+03, tensor norm:  2.807e+01\n",
      "Epoch   1: f-est =  2.925332e+03, step =  1.0e-03, time = 9.26e-02 sec\n",
      "Epoch   2: f-est =  2.924873e+03, step =  1.0e-03, time = 2.08e-01 sec\n",
      "Epoch   3: f-est =  2.924103e+03, step =  1.0e-03, time = 3.24e-01 sec\n",
      "Epoch   4: f-est =  2.923770e+03, step =  1.0e-03, time = 4.39e-01 sec\n",
      "Epoch   5: f-est =  2.923966e+03, step =  1.0e-03, time = 5.25e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 3980 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.26e-04 seconds\n",
      "Initial f-est:  2.955690e+03, tensor norm:  2.739e+01\n",
      "Epoch   1: f-est =  2.882341e+03, step =  1.0e-01, time = 4.04e-02 sec\n",
      "Epoch   2: f-est =  2.882378e+03, step =  1.0e-01, time = 7.52e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.882570e+03, step =  1.0e-02, time = 1.10e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.882020e+03, step =  1.0e-03, time = 1.44e-01 sec\n",
      "Epoch   5: f-est =  2.881507e+03, step =  1.0e-03, time = 1.78e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.66e-04 seconds\n",
      "Initial f-est:  2.887351e+03, tensor norm:  2.739e+01\n",
      "Epoch   1: f-est =  2.883041e+03, step =  1.0e-03, time = 9.35e-02 sec\n",
      "Epoch   2: f-est =  2.881683e+03, step =  1.0e-03, time = 2.01e-01 sec\n",
      "Epoch   3: f-est =  2.881800e+03, step =  1.0e-03, time = 3.35e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.874346e+03, step =  1.0e-04, time = 4.51e-01 sec\n",
      "Epoch   5: f-est =  2.874245e+03, step =  1.0e-04, time = 5.44e-01 sec\n",
      "\n",
      "Processing slice 3990 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.21e-04 seconds\n",
      "Initial f-est:  2.945989e+03, tensor norm:  2.802e+01\n",
      "Epoch   1: f-est =  2.904707e+03, step =  1.0e-01, time = 3.50e-02 sec\n",
      "Epoch   2: f-est =  2.914056e+03, step =  1.0e-01, time = 6.94e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.901779e+03, step =  1.0e-02, time = 1.03e-01 sec\n",
      "Epoch   4: f-est =  2.899136e+03, step =  1.0e-02, time = 1.38e-01 sec\n",
      "Epoch   5: f-est =  2.898686e+03, step =  1.0e-02, time = 1.96e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  2.954981e+03, tensor norm:  2.802e+01\n",
      "Epoch   1: f-est =  2.947910e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  2.948417e+03, step =  1.0e-03, time = 2.36e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.942823e+03, step =  1.0e-04, time = 3.43e-01 sec\n",
      "Epoch   4: f-est =  2.942916e+03, step =  1.0e-04, time = 4.24e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.942419e+03, step =  1.0e-05, time = 5.14e-01 sec\n",
      "\n",
      "Processing slice 4000 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.74e-04 seconds\n",
      "Initial f-est:  3.204394e+03, tensor norm:  2.893e+01\n",
      "Epoch   1: f-est =  3.135582e+03, step =  1.0e-01, time = 6.23e-02 sec\n",
      "Epoch   2: f-est =  3.138228e+03, step =  1.0e-01, time = 9.77e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.136403e+03, step =  1.0e-02, time = 1.33e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.135153e+03, step =  1.0e-03, time = 1.68e-01 sec\n",
      "Epoch   5: f-est =  3.134548e+03, step =  1.0e-03, time = 2.03e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  3.119045e+03, tensor norm:  2.893e+01\n",
      "Epoch   1: f-est =  3.117234e+03, step =  1.0e-03, time = 1.00e-01 sec\n",
      "Epoch   2: f-est =  3.115866e+03, step =  1.0e-03, time = 2.17e-01 sec\n",
      "Epoch   3: f-est =  3.116178e+03, step =  1.0e-03, time = 3.04e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.109549e+03, step =  1.0e-04, time = 4.19e-01 sec\n",
      "Epoch   5: f-est =  3.109555e+03, step =  1.0e-04, time = 5.17e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4010 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.07e-04 seconds\n",
      "Initial f-est:  3.375222e+03, tensor norm:  2.970e+01\n",
      "Epoch   1: f-est =  3.307611e+03, step =  1.0e-01, time = 4.13e-02 sec\n",
      "Epoch   2: f-est =  3.307778e+03, step =  1.0e-01, time = 7.74e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.294029e+03, step =  1.0e-02, time = 1.13e-01 sec\n",
      "Epoch   4: f-est =  3.293055e+03, step =  1.0e-02, time = 1.49e-01 sec\n",
      "Epoch   5: f-est =  3.292047e+03, step =  1.0e-02, time = 1.86e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.22e-04 seconds\n",
      "Initial f-est:  3.334414e+03, tensor norm:  2.970e+01\n",
      "Epoch   1: f-est =  3.330358e+03, step =  1.0e-03, time = 1.33e-01 sec\n",
      "Epoch   2: f-est =  3.330484e+03, step =  1.0e-03, time = 2.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.320796e+03, step =  1.0e-04, time = 3.57e-01 sec\n",
      "Epoch   4: f-est =  3.320778e+03, step =  1.0e-04, time = 4.46e-01 sec\n",
      "Epoch   5: f-est =  3.320826e+03, step =  1.0e-04, time = 5.61e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4020 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  3.351891e+03, tensor norm:  2.956e+01\n",
      "Epoch   1: f-est =  3.278726e+03, step =  1.0e-01, time = 3.42e-02 sec\n",
      "Epoch   2: f-est =  3.292978e+03, step =  1.0e-01, time = 7.07e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.280496e+03, step =  1.0e-02, time = 1.07e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.278668e+03, step =  1.0e-03, time = 1.44e-01 sec\n",
      "Epoch   5: f-est =  3.278708e+03, step =  1.0e-03, time = 1.80e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.06e-04 seconds\n",
      "Initial f-est:  3.228212e+03, tensor norm:  2.956e+01\n",
      "Epoch   1: f-est =  3.222386e+03, step =  1.0e-03, time = 1.15e-01 sec\n",
      "Epoch   2: f-est =  3.222531e+03, step =  1.0e-03, time = 2.31e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.215638e+03, step =  1.0e-04, time = 3.47e-01 sec\n",
      "Epoch   4: f-est =  3.215601e+03, step =  1.0e-04, time = 4.51e-01 sec\n",
      "Epoch   5: f-est =  3.215743e+03, step =  1.0e-04, time = 5.60e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4030 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  2.905525e+03, tensor norm:  2.768e+01\n",
      "Epoch   1: f-est =  2.849340e+03, step =  1.0e-01, time = 3.80e-02 sec\n",
      "Epoch   2: f-est =  2.845425e+03, step =  1.0e-01, time = 7.22e-02 sec\n",
      "Epoch   3: f-est =  2.844124e+03, step =  1.0e-01, time = 1.07e-01 sec\n",
      "Epoch   4: f-est =  2.848715e+03, step =  1.0e-01, time = 1.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.842601e+03, step =  1.0e-02, time = 1.75e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.66e-04 seconds\n",
      "Initial f-est:  2.801343e+03, tensor norm:  2.768e+01\n",
      "Epoch   1: f-est =  2.799335e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  2.798764e+03, step =  1.0e-03, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  2.797991e+03, step =  1.0e-03, time = 3.19e-01 sec\n",
      "Epoch   4: f-est =  2.798761e+03, step =  1.0e-03, time = 4.43e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.791087e+03, step =  1.0e-04, time = 5.44e-01 sec\n",
      "\n",
      "Processing slice 4040 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.67e-04 seconds\n",
      "Initial f-est:  3.092408e+03, tensor norm:  2.862e+01\n",
      "Epoch   1: f-est =  3.065184e+03, step =  1.0e-01, time = 3.56e-02 sec\n",
      "Epoch   2: f-est =  3.058037e+03, step =  1.0e-01, time = 7.00e-02 sec\n",
      "Epoch   3: f-est =  3.057107e+03, step =  1.0e-01, time = 1.05e-01 sec\n",
      "Epoch   4: f-est =  3.053392e+03, step =  1.0e-01, time = 1.39e-01 sec\n",
      "Epoch   5: f-est =  3.054866e+03, step =  1.0e-01, time = 1.78e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  3.039037e+03, tensor norm:  2.862e+01\n",
      "Epoch   1: f-est =  3.032172e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.031819e+03, step =  1.0e-03, time = 2.26e-01 sec\n",
      "Epoch   3: f-est =  3.031920e+03, step =  1.0e-03, time = 3.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.023648e+03, step =  1.0e-04, time = 4.01e-01 sec\n",
      "Epoch   5: f-est =  3.023706e+03, step =  1.0e-04, time = 5.16e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4050 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.98e-04 seconds\n",
      "Initial f-est:  3.107783e+03, tensor norm:  2.888e+01\n",
      "Epoch   1: f-est =  3.073706e+03, step =  1.0e-01, time = 3.66e-02 sec\n",
      "Epoch   2: f-est =  3.066282e+03, step =  1.0e-01, time = 7.20e-02 sec\n",
      "Epoch   3: f-est =  3.061875e+03, step =  1.0e-01, time = 1.07e-01 sec\n",
      "Epoch   4: f-est =  3.065005e+03, step =  1.0e-01, time = 1.43e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.053952e+03, step =  1.0e-02, time = 1.77e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.84e-04 seconds\n",
      "Initial f-est:  3.058510e+03, tensor norm:  2.888e+01\n",
      "Epoch   1: f-est =  3.052551e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  3.051787e+03, step =  1.0e-03, time = 2.11e-01 sec\n",
      "Epoch   3: f-est =  3.051236e+03, step =  1.0e-03, time = 3.27e-01 sec\n",
      "Epoch   4: f-est =  3.052006e+03, step =  1.0e-03, time = 4.69e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.044598e+03, step =  1.0e-04, time = 5.61e-01 sec\n",
      "\n",
      "Processing slice 4060 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.63e-04 seconds\n",
      "Initial f-est:  3.112320e+03, tensor norm:  2.858e+01\n",
      "Epoch   1: f-est =  3.079825e+03, step =  1.0e-01, time = 3.57e-02 sec\n",
      "Epoch   2: f-est =  3.052639e+03, step =  1.0e-01, time = 9.51e-02 sec\n",
      "Epoch   3: f-est =  3.066457e+03, step =  1.0e-01, time = 1.30e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.053556e+03, step =  1.0e-02, time = 1.70e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.052952e+03, step =  1.0e-03, time = 2.04e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.14e-04 seconds\n",
      "Initial f-est:  2.948825e+03, tensor norm:  2.858e+01\n",
      "Epoch   1: f-est =  2.941836e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  2.941801e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  2.941967e+03, step =  1.0e-03, time = 3.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.934667e+03, step =  1.0e-04, time = 4.11e-01 sec\n",
      "Epoch   5: f-est =  2.934855e+03, step =  1.0e-04, time = 5.04e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4070 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  3.200541e+03, tensor norm:  2.893e+01\n",
      "Epoch   1: f-est =  3.159993e+03, step =  1.0e-01, time = 3.70e-02 sec\n",
      "Epoch   2: f-est =  3.162360e+03, step =  1.0e-01, time = 7.26e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.152714e+03, step =  1.0e-02, time = 1.12e-01 sec\n",
      "Epoch   4: f-est =  3.154349e+03, step =  1.0e-02, time = 1.48e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.151847e+03, step =  1.0e-03, time = 2.07e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.13e-04 seconds\n",
      "Initial f-est:  3.162653e+03, tensor norm:  2.893e+01\n",
      "Epoch   1: f-est =  3.155032e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  3.155287e+03, step =  1.0e-03, time = 2.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.145747e+03, step =  1.0e-04, time = 3.41e-01 sec\n",
      "Epoch   4: f-est =  3.145721e+03, step =  1.0e-04, time = 4.33e-01 sec\n",
      "Epoch   5: f-est =  3.145670e+03, step =  1.0e-04, time = 5.49e-01 sec\n",
      "\n",
      "Processing slice 4080 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  3.226716e+03, tensor norm:  2.886e+01\n",
      "Epoch   1: f-est =  3.147833e+03, step =  1.0e-01, time = 3.65e-02 sec\n",
      "Epoch   2: f-est =  3.146068e+03, step =  1.0e-01, time = 7.17e-02 sec\n",
      "Epoch   3: f-est =  3.146033e+03, step =  1.0e-01, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.143761e+03, step =  1.0e-01, time = 1.46e-01 sec\n",
      "Epoch   5: f-est =  3.142564e+03, step =  1.0e-01, time = 1.82e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  3.113864e+03, tensor norm:  2.886e+01\n",
      "Epoch   1: f-est =  3.106772e+03, step =  1.0e-03, time = 9.80e-02 sec\n",
      "Epoch   2: f-est =  3.106064e+03, step =  1.0e-03, time = 2.37e-01 sec\n",
      "Epoch   3: f-est =  3.105654e+03, step =  1.0e-03, time = 3.44e-01 sec\n",
      "Epoch   4: f-est =  3.105606e+03, step =  1.0e-03, time = 4.30e-01 sec\n",
      "Epoch   5: f-est =  3.105356e+03, step =  1.0e-03, time = 5.46e-01 sec\n",
      "\n",
      "Processing slice 4090 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.16e-04 seconds\n",
      "Initial f-est:  3.161402e+03, tensor norm:  2.877e+01\n",
      "Epoch   1: f-est =  3.132287e+03, step =  1.0e-01, time = 3.61e-02 sec\n",
      "Epoch   2: f-est =  3.124647e+03, step =  1.0e-01, time = 7.10e-02 sec\n",
      "Epoch   3: f-est =  3.108405e+03, step =  1.0e-01, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.121652e+03, step =  1.0e-01, time = 1.46e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.106811e+03, step =  1.0e-02, time = 1.81e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.76e-04 seconds\n",
      "Initial f-est:  3.132551e+03, tensor norm:  2.877e+01\n",
      "Epoch   1: f-est =  3.122145e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  3.122036e+03, step =  1.0e-03, time = 2.27e-01 sec\n",
      "Epoch   3: f-est =  3.122039e+03, step =  1.0e-03, time = 3.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.113574e+03, step =  1.0e-04, time = 4.31e-01 sec\n",
      "Epoch   5: f-est =  3.113658e+03, step =  1.0e-04, time = 5.28e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4100 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.15e-04 seconds\n",
      "Initial f-est:  3.118938e+03, tensor norm:  2.867e+01\n",
      "Epoch   1: f-est =  3.060500e+03, step =  1.0e-01, time = 3.58e-02 sec\n",
      "Epoch   2: f-est =  3.050162e+03, step =  1.0e-01, time = 7.05e-02 sec\n",
      "Epoch   3: f-est =  3.050966e+03, step =  1.0e-01, time = 1.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.047370e+03, step =  1.0e-02, time = 1.44e-01 sec\n",
      "Epoch   5: f-est =  3.045407e+03, step =  1.0e-02, time = 1.79e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.60e-04 seconds\n",
      "Initial f-est:  3.054186e+03, tensor norm:  2.867e+01\n",
      "Epoch   1: f-est =  3.042111e+03, step =  1.0e-03, time = 8.58e-02 sec\n",
      "Epoch   2: f-est =  3.042707e+03, step =  1.0e-03, time = 1.81e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.035369e+03, step =  1.0e-04, time = 2.97e-01 sec\n",
      "Epoch   4: f-est =  3.035413e+03, step =  1.0e-04, time = 3.87e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.034589e+03, step =  1.0e-05, time = 4.88e-01 sec\n",
      "\n",
      "Processing slice 4110 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.74e-04 seconds\n",
      "Initial f-est:  3.053561e+03, tensor norm:  2.860e+01\n",
      "Epoch   1: f-est =  3.013553e+03, step =  1.0e-01, time = 3.66e-02 sec\n",
      "Epoch   2: f-est =  3.017205e+03, step =  1.0e-01, time = 7.17e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.009580e+03, step =  1.0e-02, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.009335e+03, step =  1.0e-02, time = 1.46e-01 sec\n",
      "Epoch   5: f-est =  3.008886e+03, step =  1.0e-02, time = 1.81e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  3.045462e+03, tensor norm:  2.860e+01\n",
      "Epoch   1: f-est =  3.038130e+03, step =  1.0e-03, time = 1.06e-01 sec\n",
      "Epoch   2: f-est =  3.038227e+03, step =  1.0e-03, time = 1.90e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.029360e+03, step =  1.0e-04, time = 2.82e-01 sec\n",
      "Epoch   4: f-est =  3.029245e+03, step =  1.0e-04, time = 3.69e-01 sec\n",
      "Epoch   5: f-est =  3.029390e+03, step =  1.0e-04, time = 4.78e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4120 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  3.127860e+03, tensor norm:  2.907e+01\n",
      "Epoch   1: f-est =  3.065641e+03, step =  1.0e-01, time = 3.65e-02 sec\n",
      "Epoch   2: f-est =  3.059589e+03, step =  1.0e-01, time = 7.19e-02 sec\n",
      "Epoch   3: f-est =  3.051561e+03, step =  1.0e-01, time = 1.12e-01 sec\n",
      "Epoch   4: f-est =  3.052144e+03, step =  1.0e-01, time = 1.47e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.049111e+03, step =  1.0e-02, time = 1.83e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.31e-04 seconds\n",
      "Initial f-est:  3.003225e+03, tensor norm:  2.907e+01\n",
      "Epoch   1: f-est =  3.000711e+03, step =  1.0e-03, time = 1.10e-01 sec\n",
      "Epoch   2: f-est =  3.000137e+03, step =  1.0e-03, time = 2.25e-01 sec\n",
      "Epoch   3: f-est =  3.000687e+03, step =  1.0e-03, time = 3.30e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.991619e+03, step =  1.0e-04, time = 4.47e-01 sec\n",
      "Epoch   5: f-est =  2.991512e+03, step =  1.0e-04, time = 5.37e-01 sec\n",
      "\n",
      "Processing slice 4130 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.34e-04 seconds\n",
      "Initial f-est:  2.918712e+03, tensor norm:  2.777e+01\n",
      "Epoch   1: f-est =  2.889328e+03, step =  1.0e-01, time = 3.51e-02 sec\n",
      "Epoch   2: f-est =  2.897261e+03, step =  1.0e-01, time = 6.93e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.887175e+03, step =  1.0e-02, time = 1.08e-01 sec\n",
      "Epoch   4: f-est =  2.888765e+03, step =  1.0e-02, time = 1.42e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.886731e+03, step =  1.0e-03, time = 2.01e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.44e-04 seconds\n",
      "Initial f-est:  2.908654e+03, tensor norm:  2.777e+01\n",
      "Epoch   1: f-est =  2.905723e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.905483e+03, step =  1.0e-03, time = 2.35e-01 sec\n",
      "Epoch   3: f-est =  2.905992e+03, step =  1.0e-03, time = 3.27e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.898200e+03, step =  1.0e-04, time = 4.42e-01 sec\n",
      "Epoch   5: f-est =  2.898083e+03, step =  1.0e-04, time = 5.85e-01 sec\n",
      "\n",
      "Processing slice 4140 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.01e-04 seconds\n",
      "Initial f-est:  3.287950e+03, tensor norm:  2.975e+01\n",
      "Epoch   1: f-est =  3.226069e+03, step =  1.0e-01, time = 3.75e-02 sec\n",
      "Epoch   2: f-est =  3.203782e+03, step =  1.0e-01, time = 9.70e-02 sec\n",
      "Epoch   3: f-est =  3.223455e+03, step =  1.0e-01, time = 1.38e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.205938e+03, step =  1.0e-02, time = 1.74e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.204265e+03, step =  1.0e-03, time = 2.11e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.47e-04 seconds\n",
      "Initial f-est:  3.135917e+03, tensor norm:  2.975e+01\n",
      "Epoch   1: f-est =  3.131585e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  3.131390e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  3.130821e+03, step =  1.0e-03, time = 3.55e-01 sec\n",
      "Epoch   4: f-est =  3.129984e+03, step =  1.0e-03, time = 4.39e-01 sec\n",
      "Epoch   5: f-est =  3.130435e+03, step =  1.0e-03, time = 5.50e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4150 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  2.787828e+03, tensor norm:  2.668e+01\n",
      "Epoch   1: f-est =  2.682979e+03, step =  1.0e-01, time = 3.45e-02 sec\n",
      "Epoch   2: f-est =  2.676552e+03, step =  1.0e-01, time = 7.27e-02 sec\n",
      "Epoch   3: f-est =  2.673779e+03, step =  1.0e-01, time = 1.06e-01 sec\n",
      "Epoch   4: f-est =  2.673799e+03, step =  1.0e-01, time = 1.40e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.670663e+03, step =  1.0e-02, time = 1.73e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  2.689235e+03, tensor norm:  2.668e+01\n",
      "Epoch   1: f-est =  2.686108e+03, step =  1.0e-03, time = 1.30e-01 sec\n",
      "Epoch   2: f-est =  2.686299e+03, step =  1.0e-03, time = 2.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.679834e+03, step =  1.0e-04, time = 3.38e-01 sec\n",
      "Epoch   4: f-est =  2.679917e+03, step =  1.0e-04, time = 4.44e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.679326e+03, step =  1.0e-05, time = 5.59e-01 sec\n",
      "\n",
      "Processing slice 4160 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.60e-04 seconds\n",
      "Initial f-est:  2.758284e+03, tensor norm:  2.685e+01\n",
      "Epoch   1: f-est =  2.724135e+03, step =  1.0e-01, time = 3.46e-02 sec\n",
      "Epoch   2: f-est =  2.715982e+03, step =  1.0e-01, time = 7.28e-02 sec\n",
      "Epoch   3: f-est =  2.722758e+03, step =  1.0e-01, time = 1.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.707125e+03, step =  1.0e-02, time = 1.62e-01 sec\n",
      "Epoch   5: f-est =  2.708915e+03, step =  1.0e-02, time = 1.96e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.83e-04 seconds\n",
      "Initial f-est:  2.692173e+03, tensor norm:  2.685e+01\n",
      "Epoch   1: f-est =  2.690157e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  2.690315e+03, step =  1.0e-03, time = 2.40e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.683242e+03, step =  1.0e-04, time = 3.54e-01 sec\n",
      "Epoch   4: f-est =  2.683321e+03, step =  1.0e-04, time = 4.67e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.682730e+03, step =  1.0e-05, time = 5.83e-01 sec\n",
      "\n",
      "Processing slice 4170 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.56e-04 seconds\n",
      "Initial f-est:  2.737814e+03, tensor norm:  2.623e+01\n",
      "Epoch   1: f-est =  2.686599e+03, step =  1.0e-01, time = 3.41e-02 sec\n",
      "Epoch   2: f-est =  2.665952e+03, step =  1.0e-01, time = 9.30e-02 sec\n",
      "Epoch   3: f-est =  2.670302e+03, step =  1.0e-01, time = 1.26e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.664325e+03, step =  1.0e-02, time = 1.59e-01 sec\n",
      "Epoch   5: f-est =  2.666185e+03, step =  1.0e-02, time = 1.92e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.59e-04 seconds\n",
      "Initial f-est:  2.640529e+03, tensor norm:  2.623e+01\n",
      "Epoch   1: f-est =  2.634483e+03, step =  1.0e-03, time = 1.10e-01 sec\n",
      "Epoch   2: f-est =  2.634551e+03, step =  1.0e-03, time = 2.02e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.628708e+03, step =  1.0e-04, time = 2.90e-01 sec\n",
      "Epoch   4: f-est =  2.628688e+03, step =  1.0e-04, time = 4.05e-01 sec\n",
      "Epoch   5: f-est =  2.628679e+03, step =  1.0e-04, time = 5.21e-01 sec\n",
      "\n",
      "Processing slice 4180 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.41e-04 seconds\n",
      "Initial f-est:  2.823599e+03, tensor norm:  2.707e+01\n",
      "Epoch   1: f-est =  2.741006e+03, step =  1.0e-01, time = 5.86e-02 sec\n",
      "Epoch   2: f-est =  2.722289e+03, step =  1.0e-01, time = 9.33e-02 sec\n",
      "Epoch   3: f-est =  2.728076e+03, step =  1.0e-01, time = 1.27e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.721632e+03, step =  1.0e-02, time = 1.61e-01 sec\n",
      "Epoch   5: f-est =  2.723302e+03, step =  1.0e-02, time = 1.95e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.96e-04 seconds\n",
      "Initial f-est:  2.684414e+03, tensor norm:  2.707e+01\n",
      "Epoch   1: f-est =  2.680799e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.681082e+03, step =  1.0e-03, time = 2.38e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.676226e+03, step =  1.0e-04, time = 3.55e-01 sec\n",
      "Epoch   4: f-est =  2.676162e+03, step =  1.0e-04, time = 4.61e-01 sec\n",
      "Epoch   5: f-est =  2.676214e+03, step =  1.0e-04, time = 5.77e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4190 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.22e-04 seconds\n",
      "Initial f-est:  2.787860e+03, tensor norm:  2.657e+01\n",
      "Epoch   1: f-est =  2.736968e+03, step =  1.0e-01, time = 3.47e-02 sec\n",
      "Epoch   2: f-est =  2.732799e+03, step =  1.0e-01, time = 7.29e-02 sec\n",
      "Epoch   3: f-est =  2.735705e+03, step =  1.0e-01, time = 1.33e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.732476e+03, step =  1.0e-02, time = 1.68e-01 sec\n",
      "Epoch   5: f-est =  2.731601e+03, step =  1.0e-02, time = 2.01e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.77e-04 seconds\n",
      "Initial f-est:  2.694176e+03, tensor norm:  2.657e+01\n",
      "Epoch   1: f-est =  2.685159e+03, step =  1.0e-03, time = 9.10e-02 sec\n",
      "Epoch   2: f-est =  2.684961e+03, step =  1.0e-03, time = 2.03e-01 sec\n",
      "Epoch   3: f-est =  2.684665e+03, step =  1.0e-03, time = 2.90e-01 sec\n",
      "Epoch   4: f-est =  2.684268e+03, step =  1.0e-03, time = 4.05e-01 sec\n",
      "Epoch   5: f-est =  2.684201e+03, step =  1.0e-03, time = 4.93e-01 sec\n",
      "\n",
      "Processing slice 4200 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.07e-04 seconds\n",
      "Initial f-est:  2.780338e+03, tensor norm:  2.731e+01\n",
      "Epoch   1: f-est =  2.746055e+03, step =  1.0e-01, time = 3.48e-02 sec\n",
      "Epoch   2: f-est =  2.726781e+03, step =  1.0e-01, time = 6.85e-02 sec\n",
      "Epoch   3: f-est =  2.739832e+03, step =  1.0e-01, time = 1.02e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.726838e+03, step =  1.0e-02, time = 1.58e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.727405e+03, step =  1.0e-03, time = 1.92e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  2.758169e+03, tensor norm:  2.731e+01\n",
      "Epoch   1: f-est =  2.755009e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.755085e+03, step =  1.0e-03, time = 2.09e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.749044e+03, step =  1.0e-04, time = 3.01e-01 sec\n",
      "Epoch   4: f-est =  2.749070e+03, step =  1.0e-04, time = 3.86e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.748579e+03, step =  1.0e-05, time = 4.70e-01 sec\n",
      "\n",
      "Processing slice 4210 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.97e-04 seconds\n",
      "Initial f-est:  2.719979e+03, tensor norm:  2.608e+01\n",
      "Epoch   1: f-est =  2.694490e+03, step =  1.0e-01, time = 3.46e-02 sec\n",
      "Epoch   2: f-est =  2.683756e+03, step =  1.0e-01, time = 6.83e-02 sec\n",
      "Epoch   3: f-est =  2.684905e+03, step =  1.0e-01, time = 1.02e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.683264e+03, step =  1.0e-02, time = 1.35e-01 sec\n",
      "Epoch   5: f-est =  2.682039e+03, step =  1.0e-02, time = 1.68e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.70e-04 seconds\n",
      "Initial f-est:  2.681486e+03, tensor norm:  2.608e+01\n",
      "Epoch   1: f-est =  2.667629e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.667442e+03, step =  1.0e-03, time = 2.59e-01 sec\n",
      "Epoch   3: f-est =  2.667635e+03, step =  1.0e-03, time = 3.75e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.661582e+03, step =  1.0e-04, time = 5.16e-01 sec\n",
      "Epoch   5: f-est =  2.661640e+03, step =  1.0e-04, time = 6.32e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4220 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.18e-04 seconds\n",
      "Initial f-est:  2.689003e+03, tensor norm:  2.557e+01\n",
      "Epoch   1: f-est =  2.603540e+03, step =  1.0e-01, time = 3.45e-02 sec\n",
      "Epoch   2: f-est =  2.589667e+03, step =  1.0e-01, time = 6.70e-02 sec\n",
      "Epoch   3: f-est =  2.594336e+03, step =  1.0e-01, time = 1.25e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.587503e+03, step =  1.0e-02, time = 1.58e-01 sec\n",
      "Epoch   5: f-est =  2.587703e+03, step =  1.0e-02, time = 1.91e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.29e-04 seconds\n",
      "Initial f-est:  2.600479e+03, tensor norm:  2.557e+01\n",
      "Epoch   1: f-est =  2.585477e+03, step =  1.0e-03, time = 9.48e-02 sec\n",
      "Epoch   2: f-est =  2.584506e+03, step =  1.0e-03, time = 2.11e-01 sec\n",
      "Epoch   3: f-est =  2.584365e+03, step =  1.0e-03, time = 3.08e-01 sec\n",
      "Epoch   4: f-est =  2.584616e+03, step =  1.0e-03, time = 4.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.579894e+03, step =  1.0e-04, time = 5.19e-01 sec\n",
      "\n",
      "Processing slice 4230 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.81e-04 seconds\n",
      "Initial f-est:  2.441523e+03, tensor norm:  2.373e+01\n",
      "Epoch   1: f-est =  2.261076e+03, step =  1.0e-01, time = 3.27e-02 sec\n",
      "Epoch   2: f-est =  2.269432e+03, step =  1.0e-01, time = 6.45e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.260331e+03, step =  1.0e-02, time = 9.64e-02 sec\n",
      "Epoch   4: f-est =  2.260250e+03, step =  1.0e-02, time = 1.28e-01 sec\n",
      "Epoch   5: f-est =  2.260131e+03, step =  1.0e-02, time = 1.59e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.56e-04 seconds\n",
      "Initial f-est:  2.268283e+03, tensor norm:  2.373e+01\n",
      "Epoch   1: f-est =  2.261984e+03, step =  1.0e-03, time = 1.14e-01 sec\n",
      "Epoch   2: f-est =  2.261822e+03, step =  1.0e-03, time = 2.30e-01 sec\n",
      "Epoch   3: f-est =  2.262432e+03, step =  1.0e-03, time = 3.34e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.257554e+03, step =  1.0e-04, time = 4.49e-01 sec\n",
      "Epoch   5: f-est =  2.257552e+03, step =  1.0e-04, time = 5.64e-01 sec\n",
      "\n",
      "Processing slice 4240 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.58e-04 seconds\n",
      "Initial f-est:  1.812709e+03, tensor norm:  1.975e+01\n",
      "Epoch   1: f-est =  1.726789e+03, step =  1.0e-01, time = 3.46e-02 sec\n",
      "Epoch   2: f-est =  1.722830e+03, step =  1.0e-01, time = 8.73e-02 sec\n",
      "Epoch   3: f-est =  1.709550e+03, step =  1.0e-01, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  1.710962e+03, step =  1.0e-01, time = 1.46e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  1.708836e+03, step =  1.0e-02, time = 1.75e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.68e-04 seconds\n",
      "Initial f-est:  1.717675e+03, tensor norm:  1.975e+01\n",
      "Epoch   1: f-est =  1.712779e+03, step =  1.0e-03, time = 8.71e-02 sec\n",
      "Epoch   2: f-est =  1.712866e+03, step =  1.0e-03, time = 2.01e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  1.709304e+03, step =  1.0e-04, time = 2.91e-01 sec\n",
      "Epoch   4: f-est =  1.709255e+03, step =  1.0e-04, time = 3.93e-01 sec\n",
      "Epoch   5: f-est =  1.709300e+03, step =  1.0e-04, time = 5.06e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4250 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.58e-04 seconds\n",
      "Initial f-est:  2.750204e+03, tensor norm:  2.610e+01\n",
      "Epoch   1: f-est =  2.682715e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  2.688901e+03, step =  1.0e-01, time = 7.22e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.682157e+03, step =  1.0e-02, time = 1.05e-01 sec\n",
      "Epoch   4: f-est =  2.684634e+03, step =  1.0e-02, time = 1.39e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.682272e+03, step =  1.0e-03, time = 1.72e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.51e-04 seconds\n",
      "Initial f-est:  2.688003e+03, tensor norm:  2.610e+01\n",
      "Epoch   1: f-est =  2.673260e+03, step =  1.0e-03, time = 1.15e-01 sec\n",
      "Epoch   2: f-est =  2.673483e+03, step =  1.0e-03, time = 2.30e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.668229e+03, step =  1.0e-04, time = 3.38e-01 sec\n",
      "Epoch   4: f-est =  2.668304e+03, step =  1.0e-04, time = 4.26e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.667835e+03, step =  1.0e-05, time = 5.16e-01 sec\n",
      "\n",
      "Processing slice 4260 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  2.576741e+03, tensor norm:  2.510e+01\n",
      "Epoch   1: f-est =  2.493397e+03, step =  1.0e-01, time = 3.78e-02 sec\n",
      "Epoch   2: f-est =  2.482561e+03, step =  1.0e-01, time = 9.42e-02 sec\n",
      "Epoch   3: f-est =  2.489155e+03, step =  1.0e-01, time = 1.27e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.483093e+03, step =  1.0e-02, time = 1.59e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.482419e+03, step =  1.0e-03, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.00e-04 seconds\n",
      "Initial f-est:  2.546153e+03, tensor norm:  2.510e+01\n",
      "Epoch   1: f-est =  2.541201e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  2.539937e+03, step =  1.0e-03, time = 2.07e-01 sec\n",
      "Epoch   3: f-est =  2.540373e+03, step =  1.0e-03, time = 3.08e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.535740e+03, step =  1.0e-04, time = 4.24e-01 sec\n",
      "Epoch   5: f-est =  2.535695e+03, step =  1.0e-04, time = 5.19e-01 sec\n",
      "\n",
      "Processing slice 4270 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.73e-04 seconds\n",
      "Initial f-est:  2.559580e+03, tensor norm:  2.464e+01\n",
      "Epoch   1: f-est =  2.504091e+03, step =  1.0e-01, time = 3.33e-02 sec\n",
      "Epoch   2: f-est =  2.509807e+03, step =  1.0e-01, time = 6.57e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.506122e+03, step =  1.0e-02, time = 9.78e-02 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.504297e+03, step =  1.0e-03, time = 1.30e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.504007e+03, step =  1.0e-04, time = 1.72e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...8.39e-04 seconds\n",
      "Initial f-est:  2.431273e+03, tensor norm:  2.464e+01\n",
      "Epoch   1: f-est =  2.415285e+03, step =  1.0e-03, time = 1.61e-01 sec\n",
      "Epoch   2: f-est =  2.414878e+03, step =  1.0e-03, time = 2.73e-01 sec\n",
      "Epoch   3: f-est =  2.414495e+03, step =  1.0e-03, time = 3.89e-01 sec\n",
      "Epoch   4: f-est =  2.414517e+03, step =  1.0e-03, time = 4.98e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.409630e+03, step =  1.0e-04, time = 5.90e-01 sec\n",
      "\n",
      "Processing slice 4280 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  2.674142e+03, tensor norm:  2.555e+01\n",
      "Epoch   1: f-est =  2.642330e+03, step =  1.0e-01, time = 3.36e-02 sec\n",
      "Epoch   2: f-est =  2.642302e+03, step =  1.0e-01, time = 6.63e-02 sec\n",
      "Epoch   3: f-est =  2.642642e+03, step =  1.0e-01, time = 9.89e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.637371e+03, step =  1.0e-02, time = 1.32e-01 sec\n",
      "Epoch   5: f-est =  2.631013e+03, step =  1.0e-02, time = 1.65e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.09e-04 seconds\n",
      "Initial f-est:  2.583454e+03, tensor norm:  2.555e+01\n",
      "Epoch   1: f-est =  2.578582e+03, step =  1.0e-03, time = 1.03e-01 sec\n",
      "Epoch   2: f-est =  2.578463e+03, step =  1.0e-03, time = 2.17e-01 sec\n",
      "Epoch   3: f-est =  2.577932e+03, step =  1.0e-03, time = 3.10e-01 sec\n",
      "Epoch   4: f-est =  2.577877e+03, step =  1.0e-03, time = 4.25e-01 sec\n",
      "Epoch   5: f-est =  2.577271e+03, step =  1.0e-03, time = 5.40e-01 sec\n",
      "\n",
      "Processing slice 4290 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.14e-04 seconds\n",
      "Initial f-est:  2.490758e+03, tensor norm:  2.431e+01\n",
      "Epoch   1: f-est =  2.408302e+03, step =  1.0e-01, time = 3.34e-02 sec\n",
      "Epoch   2: f-est =  2.409038e+03, step =  1.0e-01, time = 6.48e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.405958e+03, step =  1.0e-02, time = 9.68e-02 sec\n",
      "Epoch   4: f-est =  2.404842e+03, step =  1.0e-02, time = 1.29e-01 sec\n",
      "Epoch   5: f-est =  2.401747e+03, step =  1.0e-02, time = 1.65e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.46e-04 seconds\n",
      "Initial f-est:  2.433913e+03, tensor norm:  2.431e+01\n",
      "Epoch   1: f-est =  7.085400e+03, step =  1.0e-03, time = 1.12e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  2.572468e+03, step =  1.0e-04, time = 2.26e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.399100e+03, step =  1.0e-05, time = 3.67e-01 sec\n",
      "Epoch   4: f-est =  2.397613e+03, step =  1.0e-05, time = 4.82e-01 sec\n",
      "Epoch   5: f-est =  2.397033e+03, step =  1.0e-05, time = 5.98e-01 sec\n",
      "\n",
      "Processing slice 4300 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.39e-04 seconds\n",
      "Initial f-est:  2.452838e+03, tensor norm:  2.462e+01\n",
      "Epoch   1: f-est =  2.393582e+03, step =  1.0e-01, time = 3.30e-02 sec\n",
      "Epoch   2: f-est =  2.382137e+03, step =  1.0e-01, time = 6.54e-02 sec\n",
      "Epoch   3: f-est =  2.385687e+03, step =  1.0e-01, time = 9.77e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.381419e+03, step =  1.0e-02, time = 1.30e-01 sec\n",
      "Epoch   5: f-est =  2.380396e+03, step =  1.0e-02, time = 1.67e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.42e-04 seconds\n",
      "Initial f-est:  2.366235e+03, tensor norm:  2.462e+01\n",
      "Epoch   1: f-est =  2.359611e+03, step =  1.0e-03, time = 1.26e-01 sec\n",
      "Epoch   2: f-est =  2.359814e+03, step =  1.0e-03, time = 2.19e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.352932e+03, step =  1.0e-04, time = 3.34e-01 sec\n",
      "Epoch   4: f-est =  2.352970e+03, step =  1.0e-04, time = 4.45e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.352326e+03, step =  1.0e-05, time = 5.36e-01 sec\n",
      "\n",
      "Processing slice 4310 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.85e-04 seconds\n",
      "Initial f-est:  2.390950e+03, tensor norm:  2.439e+01\n",
      "Epoch   1: f-est =  2.330114e+03, step =  1.0e-01, time = 3.30e-02 sec\n",
      "Epoch   2: f-est =  2.329908e+03, step =  1.0e-01, time = 6.52e-02 sec\n",
      "Epoch   3: f-est =  2.330903e+03, step =  1.0e-01, time = 9.72e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.326941e+03, step =  1.0e-02, time = 1.29e-01 sec\n",
      "Epoch   5: f-est =  2.324191e+03, step =  1.0e-02, time = 1.62e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.10e-04 seconds\n",
      "Initial f-est:  2.353146e+03, tensor norm:  2.439e+01\n",
      "Epoch   1: f-est =  2.350510e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  2.350456e+03, step =  1.0e-03, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  2.350462e+03, step =  1.0e-03, time = 3.44e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.345102e+03, step =  1.0e-04, time = 4.59e-01 sec\n",
      "Epoch   5: f-est =  2.345070e+03, step =  1.0e-04, time = 5.75e-01 sec\n",
      "\n",
      "Processing slice 4320 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.52e-04 seconds\n",
      "Initial f-est:  2.667843e+03, tensor norm:  2.617e+01\n",
      "Epoch   1: f-est =  2.635706e+03, step =  1.0e-01, time = 3.41e-02 sec\n",
      "Epoch   2: f-est =  2.625161e+03, step =  1.0e-01, time = 8.81e-02 sec\n",
      "Epoch   3: f-est =  2.638364e+03, step =  1.0e-01, time = 1.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.624085e+03, step =  1.0e-02, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  2.621508e+03, step =  1.0e-02, time = 1.88e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  2.615378e+03, tensor norm:  2.617e+01\n",
      "Epoch   1: f-est =  2.611430e+03, step =  1.0e-03, time = 8.51e-02 sec\n",
      "Epoch   2: f-est =  2.610620e+03, step =  1.0e-03, time = 2.01e-01 sec\n",
      "Epoch   3: f-est =  2.610460e+03, step =  1.0e-03, time = 2.99e-01 sec\n",
      "Epoch   4: f-est =  2.610513e+03, step =  1.0e-03, time = 3.88e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.605406e+03, step =  1.0e-04, time = 4.91e-01 sec\n",
      "\n",
      "Processing slice 4330 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.84e-04 seconds\n",
      "Initial f-est:  2.788071e+03, tensor norm:  2.657e+01\n",
      "Epoch   1: f-est =  2.711093e+03, step =  1.0e-01, time = 3.43e-02 sec\n",
      "Epoch   2: f-est =  2.695657e+03, step =  1.0e-01, time = 8.96e-02 sec\n",
      "Epoch   3: f-est =  2.702927e+03, step =  1.0e-01, time = 1.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.694425e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  2.695276e+03, step =  1.0e-02, time = 1.94e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.39e-04 seconds\n",
      "Initial f-est:  2.710910e+03, tensor norm:  2.657e+01\n",
      "Epoch   1: f-est =  2.706195e+03, step =  1.0e-03, time = 9.62e-02 sec\n",
      "Epoch   2: f-est =  2.705426e+03, step =  1.0e-03, time = 1.85e-01 sec\n",
      "Epoch   3: f-est =  2.706024e+03, step =  1.0e-03, time = 2.75e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.701299e+03, step =  1.0e-04, time = 3.90e-01 sec\n",
      "Epoch   5: f-est =  2.701337e+03, step =  1.0e-04, time = 5.06e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4340 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  2.750339e+03, tensor norm:  2.623e+01\n",
      "Epoch   1: f-est =  2.691809e+03, step =  1.0e-01, time = 3.42e-02 sec\n",
      "Epoch   2: f-est =  2.691185e+03, step =  1.0e-01, time = 6.75e-02 sec\n",
      "Epoch   3: f-est =  2.687005e+03, step =  1.0e-01, time = 1.00e-01 sec\n",
      "Epoch   4: f-est =  2.694484e+03, step =  1.0e-01, time = 1.33e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.686601e+03, step =  1.0e-02, time = 1.71e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  2.710868e+03, tensor norm:  2.623e+01\n",
      "Epoch   1: f-est =  2.705139e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  2.705042e+03, step =  1.0e-03, time = 1.96e-01 sec\n",
      "Epoch   3: f-est =  2.704666e+03, step =  1.0e-03, time = 2.95e-01 sec\n",
      "Epoch   4: f-est =  2.704921e+03, step =  1.0e-03, time = 4.10e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.700039e+03, step =  1.0e-04, time = 5.03e-01 sec\n",
      "\n",
      "Processing slice 4350 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.85e-04 seconds\n",
      "Initial f-est:  2.942208e+03, tensor norm:  2.791e+01\n",
      "Epoch   1: f-est =  2.893886e+03, step =  1.0e-01, time = 3.59e-02 sec\n",
      "Epoch   2: f-est =  2.895463e+03, step =  1.0e-01, time = 7.05e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.892504e+03, step =  1.0e-02, time = 1.05e-01 sec\n",
      "Epoch   4: f-est =  2.892106e+03, step =  1.0e-02, time = 1.40e-01 sec\n",
      "Epoch   5: f-est =  2.886987e+03, step =  1.0e-02, time = 2.01e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.83e-04 seconds\n",
      "Initial f-est:  2.900718e+03, tensor norm:  2.791e+01\n",
      "Epoch   1: f-est =  2.899715e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.899623e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  2.898924e+03, step =  1.0e-03, time = 3.50e-01 sec\n",
      "Epoch   4: f-est =  2.899195e+03, step =  1.0e-03, time = 4.65e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.892075e+03, step =  1.0e-04, time = 5.80e-01 sec\n",
      "\n",
      "Processing slice 4360 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  3.055337e+03, tensor norm:  2.805e+01\n",
      "Epoch   1: f-est =  2.911423e+03, step =  1.0e-01, time = 4.03e-02 sec\n",
      "Epoch   2: f-est =  2.907881e+03, step =  1.0e-01, time = 7.47e-02 sec\n",
      "Epoch   3: f-est =  2.886662e+03, step =  1.0e-01, time = 1.32e-01 sec\n",
      "Epoch   4: f-est =  2.902249e+03, step =  1.0e-01, time = 1.67e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.887536e+03, step =  1.0e-02, time = 2.01e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.75e-04 seconds\n",
      "Initial f-est:  2.925659e+03, tensor norm:  2.805e+01\n",
      "Epoch   1: f-est =  2.919065e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  2.920022e+03, step =  1.0e-03, time = 2.38e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.911835e+03, step =  1.0e-04, time = 3.24e-01 sec\n",
      "Epoch   4: f-est =  2.911816e+03, step =  1.0e-04, time = 4.32e-01 sec\n",
      "Epoch   5: f-est =  2.911795e+03, step =  1.0e-04, time = 5.41e-01 sec\n",
      "\n",
      "Processing slice 4370 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.53e-04 seconds\n",
      "Initial f-est:  2.793204e+03, tensor norm:  2.665e+01\n",
      "Epoch   1: f-est =  2.764480e+03, step =  1.0e-01, time = 3.50e-02 sec\n",
      "Epoch   2: f-est =  2.752403e+03, step =  1.0e-01, time = 6.87e-02 sec\n",
      "Epoch   3: f-est =  2.735091e+03, step =  1.0e-01, time = 1.02e-01 sec\n",
      "Epoch   4: f-est =  2.742320e+03, step =  1.0e-01, time = 1.36e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.731832e+03, step =  1.0e-02, time = 1.95e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.92e-04 seconds\n",
      "Initial f-est:  2.738552e+03, tensor norm:  2.665e+01\n",
      "Epoch   1: f-est =  2.730880e+03, step =  1.0e-03, time = 9.33e-02 sec\n",
      "Epoch   2: f-est =  2.730670e+03, step =  1.0e-03, time = 2.09e-01 sec\n",
      "Epoch   3: f-est =  2.730523e+03, step =  1.0e-03, time = 3.05e-01 sec\n",
      "Epoch   4: f-est =  2.730515e+03, step =  1.0e-03, time = 3.93e-01 sec\n",
      "Epoch   5: f-est =  2.730296e+03, step =  1.0e-03, time = 5.01e-01 sec\n",
      "\n",
      "Processing slice 4380 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.38e-04 seconds\n",
      "Initial f-est:  3.027774e+03, tensor norm:  2.775e+01\n",
      "Epoch   1: f-est =  2.998877e+03, step =  1.0e-01, time = 3.56e-02 sec\n",
      "Epoch   2: f-est =  2.991733e+03, step =  1.0e-01, time = 6.97e-02 sec\n",
      "Epoch   3: f-est =  2.998170e+03, step =  1.0e-01, time = 1.04e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.989296e+03, step =  1.0e-02, time = 1.43e-01 sec\n",
      "Epoch   5: f-est =  2.988986e+03, step =  1.0e-02, time = 2.00e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.27e-04 seconds\n",
      "Initial f-est:  2.966444e+03, tensor norm:  2.775e+01\n",
      "Epoch   1: f-est =  5.694718e+03, step =  1.0e-03, time = 1.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  3.026873e+03, step =  1.0e-04, time = 2.35e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.943561e+03, step =  1.0e-05, time = 3.33e-01 sec\n",
      "Epoch   4: f-est =  2.942131e+03, step =  1.0e-05, time = 4.32e-01 sec\n",
      "Epoch   5: f-est =  2.941624e+03, step =  1.0e-05, time = 5.48e-01 sec\n",
      "\n",
      "Processing slice 4390 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.33e-04 seconds\n",
      "Initial f-est:  2.777995e+03, tensor norm:  2.665e+01\n",
      "Epoch   1: f-est =  2.710101e+03, step =  1.0e-01, time = 3.50e-02 sec\n",
      "Epoch   2: f-est =  2.705072e+03, step =  1.0e-01, time = 6.88e-02 sec\n",
      "Epoch   3: f-est =  2.706610e+03, step =  1.0e-01, time = 1.07e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.699476e+03, step =  1.0e-02, time = 1.63e-01 sec\n",
      "Epoch   5: f-est =  2.701871e+03, step =  1.0e-02, time = 1.97e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.72e-04 seconds\n",
      "Initial f-est:  2.747370e+03, tensor norm:  2.665e+01\n",
      "Epoch   1: f-est =  2.741131e+03, step =  1.0e-03, time = 8.46e-02 sec\n",
      "Epoch   2: f-est =  2.741496e+03, step =  1.0e-03, time = 2.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.736023e+03, step =  1.0e-04, time = 3.21e-01 sec\n",
      "Epoch   4: f-est =  2.735968e+03, step =  1.0e-04, time = 4.33e-01 sec\n",
      "Epoch   5: f-est =  2.736006e+03, step =  1.0e-04, time = 5.34e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4400 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.03e-04 seconds\n",
      "Initial f-est:  3.014466e+03, tensor norm:  2.787e+01\n",
      "Epoch   1: f-est =  2.960655e+03, step =  1.0e-01, time = 3.56e-02 sec\n",
      "Epoch   2: f-est =  2.943430e+03, step =  1.0e-01, time = 6.95e-02 sec\n",
      "Epoch   3: f-est =  2.947802e+03, step =  1.0e-01, time = 1.04e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.943512e+03, step =  1.0e-02, time = 1.39e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.942512e+03, step =  1.0e-03, time = 1.73e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.76e-04 seconds\n",
      "Initial f-est:  2.951480e+03, tensor norm:  2.787e+01\n",
      "Epoch   1: f-est =  2.946514e+03, step =  1.0e-03, time = 1.46e-01 sec\n",
      "Epoch   2: f-est =  2.946819e+03, step =  1.0e-03, time = 2.62e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.940179e+03, step =  1.0e-04, time = 3.48e-01 sec\n",
      "Epoch   4: f-est =  2.940125e+03, step =  1.0e-04, time = 4.64e-01 sec\n",
      "Epoch   5: f-est =  2.940064e+03, step =  1.0e-04, time = 5.79e-01 sec\n",
      "\n",
      "Processing slice 4410 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.38e-04 seconds\n",
      "Initial f-est:  3.025694e+03, tensor norm:  2.804e+01\n",
      "Epoch   1: f-est =  3.003075e+03, step =  1.0e-01, time = 6.15e-02 sec\n",
      "Epoch   2: f-est =  3.025397e+03, step =  1.0e-01, time = 9.67e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.002928e+03, step =  1.0e-02, time = 1.31e-01 sec\n",
      "Epoch   4: f-est =  3.006277e+03, step =  1.0e-02, time = 1.66e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.003197e+03, step =  1.0e-03, time = 2.06e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.92e-04 seconds\n",
      "Initial f-est:  2.972528e+03, tensor norm:  2.804e+01\n",
      "Epoch   1: f-est =  2.965649e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  2.965422e+03, step =  1.0e-03, time = 2.24e-01 sec\n",
      "Epoch   3: f-est =  2.964290e+03, step =  1.0e-03, time = 3.40e-01 sec\n",
      "Epoch   4: f-est =  2.965056e+03, step =  1.0e-03, time = 4.56e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.956550e+03, step =  1.0e-04, time = 5.61e-01 sec\n",
      "\n",
      "Processing slice 4420 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.64e-04 seconds\n",
      "Initial f-est:  3.011655e+03, tensor norm:  2.777e+01\n",
      "Epoch   1: f-est =  2.915947e+03, step =  1.0e-01, time = 3.49e-02 sec\n",
      "Epoch   2: f-est =  2.894261e+03, step =  1.0e-01, time = 7.36e-02 sec\n",
      "Epoch   3: f-est =  2.905897e+03, step =  1.0e-01, time = 1.08e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.891305e+03, step =  1.0e-02, time = 1.42e-01 sec\n",
      "Epoch   5: f-est =  2.888450e+03, step =  1.0e-02, time = 2.00e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.30e-04 seconds\n",
      "Initial f-est:  2.869403e+03, tensor norm:  2.777e+01\n",
      "Epoch   1: f-est =  2.864603e+03, step =  1.0e-03, time = 1.24e-01 sec\n",
      "Epoch   2: f-est =  2.863913e+03, step =  1.0e-03, time = 2.22e-01 sec\n",
      "Epoch   3: f-est =  2.863404e+03, step =  1.0e-03, time = 3.38e-01 sec\n",
      "Epoch   4: f-est =  2.863588e+03, step =  1.0e-03, time = 4.54e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.856363e+03, step =  1.0e-04, time = 5.52e-01 sec\n",
      "\n",
      "Processing slice 4430 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.03e-04 seconds\n",
      "Initial f-est:  2.894029e+03, tensor norm:  2.735e+01\n",
      "Epoch   1: f-est =  2.826291e+03, step =  1.0e-01, time = 3.53e-02 sec\n",
      "Epoch   2: f-est =  2.809306e+03, step =  1.0e-01, time = 6.94e-02 sec\n",
      "Epoch   3: f-est =  2.808455e+03, step =  1.0e-01, time = 1.04e-01 sec\n",
      "Epoch   4: f-est =  2.799179e+03, step =  1.0e-01, time = 1.43e-01 sec\n",
      "Epoch   5: f-est =  2.800681e+03, step =  1.0e-01, time = 1.77e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.34e-04 seconds\n",
      "Initial f-est:  2.829402e+03, tensor norm:  2.735e+01\n",
      "Epoch   1: f-est =  2.818149e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.818346e+03, step =  1.0e-03, time = 2.30e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.811980e+03, step =  1.0e-04, time = 3.70e-01 sec\n",
      "Epoch   4: f-est =  2.811942e+03, step =  1.0e-04, time = 4.86e-01 sec\n",
      "Epoch   5: f-est =  2.812026e+03, step =  1.0e-04, time = 5.89e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4440 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.56e-04 seconds\n",
      "Initial f-est:  3.020805e+03, tensor norm:  2.811e+01\n",
      "Epoch   1: f-est =  2.989254e+03, step =  1.0e-01, time = 3.57e-02 sec\n",
      "Epoch   2: f-est =  2.943447e+03, step =  1.0e-01, time = 7.06e-02 sec\n",
      "Epoch   3: f-est =  2.966673e+03, step =  1.0e-01, time = 1.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.944386e+03, step =  1.0e-02, time = 1.40e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.941375e+03, step =  1.0e-03, time = 1.75e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.43e-04 seconds\n",
      "Initial f-est:  2.935724e+03, tensor norm:  2.811e+01\n",
      "Epoch   1: f-est =  2.928491e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  2.928748e+03, step =  1.0e-03, time = 2.38e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.921348e+03, step =  1.0e-04, time = 3.53e-01 sec\n",
      "Epoch   4: f-est =  2.921394e+03, step =  1.0e-04, time = 4.69e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.920711e+03, step =  1.0e-05, time = 5.67e-01 sec\n",
      "\n",
      "Processing slice 4450 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.73e-04 seconds\n",
      "Initial f-est:  2.996820e+03, tensor norm:  2.771e+01\n",
      "Epoch   1: f-est =  2.941340e+03, step =  1.0e-01, time = 3.52e-02 sec\n",
      "Epoch   2: f-est =  2.938066e+03, step =  1.0e-01, time = 6.92e-02 sec\n",
      "Epoch   3: f-est =  2.936438e+03, step =  1.0e-01, time = 1.04e-01 sec\n",
      "Epoch   4: f-est =  2.921320e+03, step =  1.0e-01, time = 1.44e-01 sec\n",
      "Epoch   5: f-est =  2.921878e+03, step =  1.0e-01, time = 1.78e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.23e-04 seconds\n",
      "Initial f-est:  2.857472e+03, tensor norm:  2.771e+01\n",
      "Epoch   1: f-est =  2.850856e+03, step =  1.0e-03, time = 1.16e-01 sec\n",
      "Epoch   2: f-est =  2.850868e+03, step =  1.0e-03, time = 2.26e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.841585e+03, step =  1.0e-04, time = 3.43e-01 sec\n",
      "Epoch   4: f-est =  2.841517e+03, step =  1.0e-04, time = 4.60e-01 sec\n",
      "Epoch   5: f-est =  2.841391e+03, step =  1.0e-04, time = 5.64e-01 sec\n",
      "\n",
      "Processing slice 4460 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.27e-04 seconds\n",
      "Initial f-est:  3.077598e+03, tensor norm:  2.804e+01\n",
      "Epoch   1: f-est =  3.054143e+03, step =  1.0e-01, time = 3.58e-02 sec\n",
      "Epoch   2: f-est =  3.036272e+03, step =  1.0e-01, time = 6.99e-02 sec\n",
      "Epoch   3: f-est =  3.047670e+03, step =  1.0e-01, time = 1.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.035118e+03, step =  1.0e-02, time = 1.39e-01 sec\n",
      "Epoch   5: f-est =  3.037385e+03, step =  1.0e-02, time = 1.74e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.27e-04 seconds\n",
      "Initial f-est:  3.057207e+03, tensor norm:  2.804e+01\n",
      "Epoch   1: f-est =  3.049764e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  3.049429e+03, step =  1.0e-03, time = 2.03e-01 sec\n",
      "Epoch   3: f-est =  3.048350e+03, step =  1.0e-03, time = 3.07e-01 sec\n",
      "Epoch   4: f-est =  3.048595e+03, step =  1.0e-03, time = 4.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.042186e+03, step =  1.0e-04, time = 5.20e-01 sec\n",
      "\n",
      "Processing slice 4470 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  2.997537e+03, tensor norm:  2.733e+01\n",
      "Epoch   1: f-est =  2.956175e+03, step =  1.0e-01, time = 5.95e-02 sec\n",
      "Epoch   2: f-est =  2.954745e+03, step =  1.0e-01, time = 9.43e-02 sec\n",
      "Epoch   3: f-est =  2.952197e+03, step =  1.0e-01, time = 1.29e-01 sec\n",
      "Epoch   4: f-est =  2.953109e+03, step =  1.0e-01, time = 1.68e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.951611e+03, step =  1.0e-02, time = 2.02e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.47e-04 seconds\n",
      "Initial f-est:  2.903216e+03, tensor norm:  2.733e+01\n",
      "Epoch   1: f-est =  2.900995e+03, step =  1.0e-03, time = 1.13e-01 sec\n",
      "Epoch   2: f-est =  2.900834e+03, step =  1.0e-03, time = 2.30e-01 sec\n",
      "Epoch   3: f-est =  2.901034e+03, step =  1.0e-03, time = 3.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.893618e+03, step =  1.0e-04, time = 4.21e-01 sec\n",
      "Epoch   5: f-est =  2.893628e+03, step =  1.0e-04, time = 5.37e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4480 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.89e-04 seconds\n",
      "Initial f-est:  2.954613e+03, tensor norm:  2.720e+01\n",
      "Epoch   1: f-est =  2.873191e+03, step =  1.0e-01, time = 3.52e-02 sec\n",
      "Epoch   2: f-est =  2.866604e+03, step =  1.0e-01, time = 7.39e-02 sec\n",
      "Epoch   3: f-est =  2.879556e+03, step =  1.0e-01, time = 1.08e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.867196e+03, step =  1.0e-02, time = 1.42e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.865841e+03, step =  1.0e-03, time = 2.00e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  2.876041e+03, tensor norm:  2.720e+01\n",
      "Epoch   1: f-est =  2.870231e+03, step =  1.0e-03, time = 1.25e-01 sec\n",
      "Epoch   2: f-est =  2.869778e+03, step =  1.0e-03, time = 2.41e-01 sec\n",
      "Epoch   3: f-est =  2.869619e+03, step =  1.0e-03, time = 3.37e-01 sec\n",
      "Epoch   4: f-est =  2.869635e+03, step =  1.0e-03, time = 4.29e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.862675e+03, step =  1.0e-04, time = 5.45e-01 sec\n",
      "\n",
      "Processing slice 4490 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.13e-04 seconds\n",
      "Initial f-est:  2.689677e+03, tensor norm:  2.563e+01\n",
      "Epoch   1: f-est =  2.630178e+03, step =  1.0e-01, time = 3.43e-02 sec\n",
      "Epoch   2: f-est =  2.627465e+03, step =  1.0e-01, time = 6.72e-02 sec\n",
      "Epoch   3: f-est =  2.624275e+03, step =  1.0e-01, time = 1.00e-01 sec\n",
      "Epoch   4: f-est =  2.617417e+03, step =  1.0e-01, time = 1.33e-01 sec\n",
      "Epoch   5: f-est =  2.619354e+03, step =  1.0e-01, time = 1.66e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.07e-04 seconds\n",
      "Initial f-est:  2.597514e+03, tensor norm:  2.563e+01\n",
      "Epoch   1: f-est =  2.591838e+03, step =  1.0e-03, time = 1.11e-01 sec\n",
      "Epoch   2: f-est =  2.591535e+03, step =  1.0e-03, time = 2.23e-01 sec\n",
      "Epoch   3: f-est =  2.590702e+03, step =  1.0e-03, time = 3.19e-01 sec\n",
      "Epoch   4: f-est =  2.592063e+03, step =  1.0e-03, time = 4.02e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.586131e+03, step =  1.0e-04, time = 5.16e-01 sec\n",
      "\n",
      "Processing slice 4500 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.73e-04 seconds\n",
      "Initial f-est:  2.936863e+03, tensor norm:  2.694e+01\n",
      "Epoch   1: f-est =  2.815349e+03, step =  1.0e-01, time = 5.68e-02 sec\n",
      "Epoch   2: f-est =  2.792232e+03, step =  1.0e-01, time = 9.47e-02 sec\n",
      "Epoch   3: f-est =  2.788782e+03, step =  1.0e-01, time = 1.29e-01 sec\n",
      "Epoch   4: f-est =  2.794056e+03, step =  1.0e-01, time = 1.63e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.786892e+03, step =  1.0e-02, time = 1.98e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.06e-04 seconds\n",
      "Initial f-est:  2.854884e+03, tensor norm:  2.694e+01\n",
      "Epoch   1: f-est =  2.846405e+03, step =  1.0e-03, time = 9.13e-02 sec\n",
      "Epoch   2: f-est =  2.846097e+03, step =  1.0e-03, time = 2.07e-01 sec\n",
      "Epoch   3: f-est =  2.845743e+03, step =  1.0e-03, time = 3.23e-01 sec\n",
      "Epoch   4: f-est =  2.845445e+03, step =  1.0e-03, time = 4.28e-01 sec\n",
      "Epoch   5: f-est =  2.845722e+03, step =  1.0e-03, time = 5.50e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4510 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.14e-04 seconds\n",
      "Initial f-est:  2.915890e+03, tensor norm:  2.717e+01\n",
      "Epoch   1: f-est =  2.855020e+03, step =  1.0e-01, time = 3.49e-02 sec\n",
      "Epoch   2: f-est =  2.854688e+03, step =  1.0e-01, time = 6.84e-02 sec\n",
      "Epoch   3: f-est =  2.845881e+03, step =  1.0e-01, time = 1.06e-01 sec\n",
      "Epoch   4: f-est =  2.853089e+03, step =  1.0e-01, time = 1.40e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.845709e+03, step =  1.0e-02, time = 1.74e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.58e-04 seconds\n",
      "Initial f-est:  2.882825e+03, tensor norm:  2.717e+01\n",
      "Epoch   1: f-est =  2.878756e+03, step =  1.0e-03, time = 9.72e-02 sec\n",
      "Epoch   2: f-est =  2.878751e+03, step =  1.0e-03, time = 1.88e-01 sec\n",
      "Epoch   3: f-est =  2.878307e+03, step =  1.0e-03, time = 3.05e-01 sec\n",
      "Epoch   4: f-est =  2.878334e+03, step =  1.0e-03, time = 4.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.871624e+03, step =  1.0e-04, time = 5.27e-01 sec\n",
      "\n",
      "Processing slice 4520 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  2.526695e+03, tensor norm:  2.546e+01\n",
      "Epoch   1: f-est =  2.474080e+03, step =  1.0e-01, time = 3.85e-02 sec\n",
      "Epoch   2: f-est =  2.471564e+03, step =  1.0e-01, time = 7.13e-02 sec\n",
      "Epoch   3: f-est =  2.474400e+03, step =  1.0e-01, time = 1.04e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.470679e+03, step =  1.0e-02, time = 1.36e-01 sec\n",
      "Epoch   5: f-est =  2.470368e+03, step =  1.0e-02, time = 1.73e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.64e-04 seconds\n",
      "Initial f-est:  2.486259e+03, tensor norm:  2.546e+01\n",
      "Epoch   1: f-est =  2.481873e+03, step =  1.0e-03, time = 9.74e-02 sec\n",
      "Epoch   2: f-est =  2.481705e+03, step =  1.0e-03, time = 2.14e-01 sec\n",
      "Epoch   3: f-est =  2.481932e+03, step =  1.0e-03, time = 3.31e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.476594e+03, step =  1.0e-04, time = 4.46e-01 sec\n",
      "Epoch   5: f-est =  2.476716e+03, step =  1.0e-04, time = 5.50e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4530 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.73e-04 seconds\n",
      "Initial f-est:  2.619948e+03, tensor norm:  2.590e+01\n",
      "Epoch   1: f-est =  2.605488e+03, step =  1.0e-01, time = 3.40e-02 sec\n",
      "Epoch   2: f-est =  2.599428e+03, step =  1.0e-01, time = 8.87e-02 sec\n",
      "Epoch   3: f-est =  2.600332e+03, step =  1.0e-01, time = 1.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.597089e+03, step =  1.0e-02, time = 1.59e-01 sec\n",
      "Epoch   5: f-est =  2.596231e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.72e-04 seconds\n",
      "Initial f-est:  2.582976e+03, tensor norm:  2.590e+01\n",
      "Epoch   1: f-est =  2.578540e+03, step =  1.0e-03, time = 8.67e-02 sec\n",
      "Epoch   2: f-est =  2.578837e+03, step =  1.0e-03, time = 1.92e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.573709e+03, step =  1.0e-04, time = 3.13e-01 sec\n",
      "Epoch   4: f-est =  2.573652e+03, step =  1.0e-04, time = 4.28e-01 sec\n",
      "Epoch   5: f-est =  2.573687e+03, step =  1.0e-04, time = 5.45e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4540 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.86e-04 seconds\n",
      "Initial f-est:  3.103506e+03, tensor norm:  2.839e+01\n",
      "Epoch   1: f-est =  3.082482e+03, step =  1.0e-01, time = 3.62e-02 sec\n",
      "Epoch   2: f-est =  3.063453e+03, step =  1.0e-01, time = 7.52e-02 sec\n",
      "Epoch   3: f-est =  3.062788e+03, step =  1.0e-01, time = 1.11e-01 sec\n",
      "Epoch   4: f-est =  3.067027e+03, step =  1.0e-01, time = 1.45e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.063128e+03, step =  1.0e-02, time = 1.80e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.86e-04 seconds\n",
      "Initial f-est:  3.105704e+03, tensor norm:  2.839e+01\n",
      "Epoch   1: f-est =  3.100022e+03, step =  1.0e-03, time = 1.38e-01 sec\n",
      "Epoch   2: f-est =  3.098166e+03, step =  1.0e-03, time = 2.54e-01 sec\n",
      "Epoch   3: f-est =  3.098779e+03, step =  1.0e-03, time = 3.45e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  3.089247e+03, step =  1.0e-04, time = 4.58e-01 sec\n",
      "Epoch   5: f-est =  3.089336e+03, step =  1.0e-04, time = 5.74e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4550 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.58e-04 seconds\n",
      "Initial f-est:  2.583327e+03, tensor norm:  2.508e+01\n",
      "Epoch   1: f-est =  2.521431e+03, step =  1.0e-01, time = 5.52e-02 sec\n",
      "Epoch   2: f-est =  2.525252e+03, step =  1.0e-01, time = 8.80e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.523398e+03, step =  1.0e-02, time = 1.20e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.521400e+03, step =  1.0e-03, time = 1.57e-01 sec\n",
      "Epoch   5: f-est =  2.521571e+03, step =  1.0e-03, time = 1.90e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.23e-04 seconds\n",
      "Initial f-est:  2.504990e+03, tensor norm:  2.508e+01\n",
      "Epoch   1: f-est =  2.499741e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.499706e+03, step =  1.0e-03, time = 2.16e-01 sec\n",
      "Epoch   3: f-est =  2.499593e+03, step =  1.0e-03, time = 3.08e-01 sec\n",
      "Epoch   4: f-est =  2.499466e+03, step =  1.0e-03, time = 4.23e-01 sec\n",
      "Epoch   5: f-est =  2.499327e+03, step =  1.0e-03, time = 5.39e-01 sec\n",
      "\n",
      "Processing slice 4560 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.73e-04 seconds\n",
      "Initial f-est:  2.645155e+03, tensor norm:  2.596e+01\n",
      "Epoch   1: f-est =  2.589410e+03, step =  1.0e-01, time = 3.49e-02 sec\n",
      "Epoch   2: f-est =  2.580620e+03, step =  1.0e-01, time = 7.26e-02 sec\n",
      "Epoch   3: f-est =  2.579974e+03, step =  1.0e-01, time = 1.06e-01 sec\n",
      "Epoch   4: f-est =  2.577340e+03, step =  1.0e-01, time = 1.39e-01 sec\n",
      "Epoch   5: f-est =  2.576085e+03, step =  1.0e-01, time = 1.98e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.92e-04 seconds\n",
      "Initial f-est:  2.619063e+03, tensor norm:  2.596e+01\n",
      "Epoch   1: f-est =  2.614075e+03, step =  1.0e-03, time = 9.13e-02 sec\n",
      "Epoch   2: f-est =  2.613888e+03, step =  1.0e-03, time = 1.88e-01 sec\n",
      "Epoch   3: f-est =  2.613457e+03, step =  1.0e-03, time = 2.92e-01 sec\n",
      "Epoch   4: f-est =  2.613226e+03, step =  1.0e-03, time = 4.04e-01 sec\n",
      "Epoch   5: f-est =  2.613326e+03, step =  1.0e-03, time = 5.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4570 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.23e-04 seconds\n",
      "Initial f-est:  3.088700e+03, tensor norm:  2.711e+01\n",
      "Epoch   1: f-est =  2.893231e+03, step =  1.0e-01, time = 3.49e-02 sec\n",
      "Epoch   2: f-est =  2.885484e+03, step =  1.0e-01, time = 9.25e-02 sec\n",
      "Epoch   3: f-est =  2.888243e+03, step =  1.0e-01, time = 1.27e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.885357e+03, step =  1.0e-02, time = 1.65e-01 sec\n",
      "Epoch   5: f-est =  2.886088e+03, step =  1.0e-02, time = 1.99e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  2.835431e+03, tensor norm:  2.711e+01\n",
      "Epoch   1: f-est =  2.826428e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.826497e+03, step =  1.0e-03, time = 2.19e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.819405e+03, step =  1.0e-04, time = 3.41e-01 sec\n",
      "Epoch   4: f-est =  2.819424e+03, step =  1.0e-04, time = 4.29e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.818791e+03, step =  1.0e-05, time = 5.46e-01 sec\n",
      "\n",
      "Processing slice 4580 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  2.490718e+03, tensor norm:  2.427e+01\n",
      "Epoch   1: f-est =  2.480993e+03, step =  1.0e-01, time = 3.32e-02 sec\n",
      "Epoch   2: f-est =  2.454717e+03, step =  1.0e-01, time = 6.66e-02 sec\n",
      "Epoch   3: f-est =  2.459292e+03, step =  1.0e-01, time = 9.89e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.457031e+03, step =  1.0e-02, time = 1.31e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.454525e+03, step =  1.0e-03, time = 1.63e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  2.396580e+03, tensor norm:  2.427e+01\n",
      "Epoch   1: f-est =  2.385180e+03, step =  1.0e-03, time = 1.42e-01 sec\n",
      "Epoch   2: f-est =  2.384441e+03, step =  1.0e-03, time = 2.23e-01 sec\n",
      "Epoch   3: f-est =  2.384108e+03, step =  1.0e-03, time = 3.26e-01 sec\n",
      "Epoch   4: f-est =  2.384980e+03, step =  1.0e-03, time = 4.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.379682e+03, step =  1.0e-04, time = 5.56e-01 sec\n",
      "\n",
      "Processing slice 4590 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  2.513479e+03, tensor norm:  2.464e+01\n",
      "Epoch   1: f-est =  2.455596e+03, step =  1.0e-01, time = 3.38e-02 sec\n",
      "Epoch   2: f-est =  2.451640e+03, step =  1.0e-01, time = 6.63e-02 sec\n",
      "Epoch   3: f-est =  2.453962e+03, step =  1.0e-01, time = 9.82e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.449331e+03, step =  1.0e-02, time = 1.35e-01 sec\n",
      "Epoch   5: f-est =  2.447838e+03, step =  1.0e-02, time = 1.67e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.62e-04 seconds\n",
      "Initial f-est:  2.419068e+03, tensor norm:  2.464e+01\n",
      "Epoch   1: f-est =  2.411100e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  2.409936e+03, step =  1.0e-03, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  2.409810e+03, step =  1.0e-03, time = 3.39e-01 sec\n",
      "Epoch   4: f-est =  2.409549e+03, step =  1.0e-03, time = 4.55e-01 sec\n",
      "Epoch   5: f-est =  2.410051e+03, step =  1.0e-03, time = 5.72e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4600 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.26e-04 seconds\n",
      "Initial f-est:  2.286187e+03, tensor norm:  2.335e+01\n",
      "Epoch   1: f-est =  2.245367e+03, step =  1.0e-01, time = 3.27e-02 sec\n",
      "Epoch   2: f-est =  2.230866e+03, step =  1.0e-01, time = 6.55e-02 sec\n",
      "Epoch   3: f-est =  2.237345e+03, step =  1.0e-01, time = 9.75e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.230199e+03, step =  1.0e-02, time = 1.29e-01 sec\n",
      "Epoch   5: f-est =  2.231340e+03, step =  1.0e-02, time = 1.61e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.60e-04 seconds\n",
      "Initial f-est:  2.234814e+03, tensor norm:  2.335e+01\n",
      "Epoch   1: f-est =  4.238476e+03, step =  1.0e-03, time = 1.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  2.275990e+03, step =  1.0e-04, time = 2.05e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.212759e+03, step =  1.0e-05, time = 3.20e-01 sec\n",
      "Epoch   4: f-est =  2.211661e+03, step =  1.0e-05, time = 4.35e-01 sec\n",
      "Epoch   5: f-est =  2.211271e+03, step =  1.0e-05, time = 5.47e-01 sec\n",
      "\n",
      "Processing slice 4610 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.85e-04 seconds\n",
      "Initial f-est:  2.458738e+03, tensor norm:  2.445e+01\n",
      "Epoch   1: f-est =  2.397589e+03, step =  1.0e-01, time = 3.36e-02 sec\n",
      "Epoch   2: f-est =  2.391860e+03, step =  1.0e-01, time = 6.59e-02 sec\n",
      "Epoch   3: f-est =  2.388666e+03, step =  1.0e-01, time = 9.76e-02 sec\n",
      "Epoch   4: f-est =  2.377169e+03, step =  1.0e-01, time = 1.30e-01 sec\n",
      "Epoch   5: f-est =  2.393031e+03, step =  1.0e-01, time = 1.63e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  2.402833e+03, tensor norm:  2.445e+01\n",
      "Epoch   1: f-est =  2.392717e+03, step =  1.0e-03, time = 1.49e-01 sec\n",
      "Epoch   2: f-est =  2.392820e+03, step =  1.0e-03, time = 2.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.388011e+03, step =  1.0e-04, time = 3.55e-01 sec\n",
      "Epoch   4: f-est =  2.388008e+03, step =  1.0e-04, time = 4.52e-01 sec\n",
      "Epoch   5: f-est =  2.388024e+03, step =  1.0e-04, time = 5.64e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4620 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.58e-04 seconds\n",
      "Initial f-est:  2.949146e+03, tensor norm:  2.726e+01\n",
      "Epoch   1: f-est =  2.867426e+03, step =  1.0e-01, time = 3.49e-02 sec\n",
      "Epoch   2: f-est =  2.860841e+03, step =  1.0e-01, time = 6.89e-02 sec\n",
      "Epoch   3: f-est =  2.859368e+03, step =  1.0e-01, time = 1.08e-01 sec\n",
      "Epoch   4: f-est =  2.859700e+03, step =  1.0e-01, time = 1.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.853932e+03, step =  1.0e-02, time = 1.75e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.89e-04 seconds\n",
      "Initial f-est:  2.790603e+03, tensor norm:  2.726e+01\n",
      "Epoch   1: f-est =  2.782546e+03, step =  1.0e-03, time = 9.19e-02 sec\n",
      "Epoch   2: f-est =  2.781804e+03, step =  1.0e-03, time = 2.11e-01 sec\n",
      "Epoch   3: f-est =  2.781573e+03, step =  1.0e-03, time = 3.04e-01 sec\n",
      "Epoch   4: f-est =  2.781858e+03, step =  1.0e-03, time = 3.91e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.775521e+03, step =  1.0e-04, time = 5.07e-01 sec\n",
      "\n",
      "Processing slice 4630 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.77e-04 seconds\n",
      "Initial f-est:  2.726575e+03, tensor norm:  2.602e+01\n",
      "Epoch   1: f-est =  2.704339e+03, step =  1.0e-01, time = 3.90e-02 sec\n",
      "Epoch   2: f-est =  2.699120e+03, step =  1.0e-01, time = 7.30e-02 sec\n",
      "Epoch   3: f-est =  2.700090e+03, step =  1.0e-01, time = 1.07e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.694894e+03, step =  1.0e-02, time = 1.41e-01 sec\n",
      "Epoch   5: f-est =  2.694210e+03, step =  1.0e-02, time = 1.79e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.16e-04 seconds\n",
      "Initial f-est:  2.731050e+03, tensor norm:  2.602e+01\n",
      "Epoch   1: f-est =  2.720398e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  2.720822e+03, step =  1.0e-03, time = 2.18e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.714623e+03, step =  1.0e-04, time = 3.31e-01 sec\n",
      "Epoch   4: f-est =  2.714519e+03, step =  1.0e-04, time = 4.31e-01 sec\n",
      "Epoch   5: f-est =  2.714486e+03, step =  1.0e-04, time = 5.50e-01 sec\n",
      "\n",
      "Processing slice 4640 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.60e-04 seconds\n",
      "Initial f-est:  2.462465e+03, tensor norm:  2.392e+01\n",
      "Epoch   1: f-est =  2.338174e+03, step =  1.0e-01, time = 5.52e-02 sec\n",
      "Epoch   2: f-est =  2.354089e+03, step =  1.0e-01, time = 9.23e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.342338e+03, step =  1.0e-02, time = 1.24e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.338551e+03, step =  1.0e-03, time = 1.57e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.338169e+03, step =  1.0e-04, time = 1.89e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.84e-04 seconds\n",
      "Initial f-est:  2.300834e+03, tensor norm:  2.392e+01\n",
      "Epoch   1: f-est =  2.383240e+03, step =  1.0e-03, time = 9.39e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  2.292560e+03, step =  1.0e-04, time = 1.86e-01 sec\n",
      "Epoch   3: f-est =  2.288092e+03, step =  1.0e-04, time = 3.01e-01 sec\n",
      "Epoch   4: f-est =  2.286064e+03, step =  1.0e-04, time = 4.16e-01 sec\n",
      "Epoch   5: f-est =  2.284988e+03, step =  1.0e-04, time = 5.37e-01 sec\n",
      "\n",
      "Processing slice 4650 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.12e-04 seconds\n",
      "Initial f-est:  1.924064e+03, tensor norm:  2.102e+01\n",
      "Epoch   1: f-est =  1.881421e+03, step =  1.0e-01, time = 5.40e-02 sec\n",
      "Epoch   2: f-est =  1.896304e+03, step =  1.0e-01, time = 8.40e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  1.882717e+03, step =  1.0e-02, time = 1.14e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  1.881217e+03, step =  1.0e-03, time = 1.48e-01 sec\n",
      "Epoch   5: f-est =  1.881321e+03, step =  1.0e-03, time = 1.78e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.26e-04 seconds\n",
      "Initial f-est:  1.909934e+03, tensor norm:  2.102e+01\n",
      "Epoch   1: f-est =  1.907090e+03, step =  1.0e-03, time = 1.14e-01 sec\n",
      "Epoch   2: f-est =  1.907244e+03, step =  1.0e-03, time = 2.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  1.904197e+03, step =  1.0e-04, time = 3.00e-01 sec\n",
      "Epoch   4: f-est =  1.904170e+03, step =  1.0e-04, time = 4.13e-01 sec\n",
      "Epoch   5: f-est =  1.904185e+03, step =  1.0e-04, time = 5.27e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4660 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.72e-04 seconds\n",
      "Initial f-est:  2.899659e+03, tensor norm:  2.648e+01\n",
      "Epoch   1: f-est =  2.780658e+03, step =  1.0e-01, time = 5.70e-02 sec\n",
      "Epoch   2: f-est =  2.774706e+03, step =  1.0e-01, time = 9.10e-02 sec\n",
      "Epoch   3: f-est =  2.787350e+03, step =  1.0e-01, time = 1.25e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.774538e+03, step =  1.0e-02, time = 1.59e-01 sec\n",
      "Epoch   5: f-est =  2.775267e+03, step =  1.0e-02, time = 1.94e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  2.753998e+03, tensor norm:  2.648e+01\n",
      "Epoch   1: f-est =  2.745195e+03, step =  1.0e-03, time = 1.26e-01 sec\n",
      "Epoch   2: f-est =  2.744765e+03, step =  1.0e-03, time = 2.29e-01 sec\n",
      "Epoch   3: f-est =  2.744500e+03, step =  1.0e-03, time = 3.20e-01 sec\n",
      "Epoch   4: f-est =  2.743895e+03, step =  1.0e-03, time = 4.17e-01 sec\n",
      "Epoch   5: f-est =  2.744094e+03, step =  1.0e-03, time = 5.42e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4670 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.38e-04 seconds\n",
      "Initial f-est:  2.671876e+03, tensor norm:  2.596e+01\n",
      "Epoch   1: f-est =  2.649525e+03, step =  1.0e-01, time = 3.41e-02 sec\n",
      "Epoch   2: f-est =  2.636643e+03, step =  1.0e-01, time = 6.76e-02 sec\n",
      "Epoch   3: f-est =  2.635305e+03, step =  1.0e-01, time = 1.05e-01 sec\n",
      "Epoch   4: f-est =  2.626244e+03, step =  1.0e-01, time = 1.62e-01 sec\n",
      "Epoch   5: f-est =  2.632385e+03, step =  1.0e-01, time = 1.95e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.76e-04 seconds\n",
      "Initial f-est:  2.701411e+03, tensor norm:  2.596e+01\n",
      "Epoch   1: f-est =  2.697500e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  2.697366e+03, step =  1.0e-03, time = 2.43e-01 sec\n",
      "Epoch   3: f-est =  2.697388e+03, step =  1.0e-03, time = 3.49e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.692708e+03, step =  1.0e-04, time = 4.63e-01 sec\n",
      "Epoch   5: f-est =  2.692732e+03, step =  1.0e-04, time = 5.66e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4680 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.54e-04 seconds\n",
      "Initial f-est:  2.584243e+03, tensor norm:  2.550e+01\n",
      "Epoch   1: f-est =  2.557484e+03, step =  1.0e-01, time = 6.05e-02 sec\n",
      "Epoch   2: f-est =  2.557732e+03, step =  1.0e-01, time = 9.38e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.555218e+03, step =  1.0e-02, time = 1.26e-01 sec\n",
      "Epoch   4: f-est =  2.553561e+03, step =  1.0e-02, time = 1.59e-01 sec\n",
      "Epoch   5: f-est =  2.553088e+03, step =  1.0e-02, time = 1.97e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  2.584057e+03, tensor norm:  2.550e+01\n",
      "Epoch   1: f-est =  2.580044e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  2.579400e+03, step =  1.0e-03, time = 2.35e-01 sec\n",
      "Epoch   3: f-est =  2.579283e+03, step =  1.0e-03, time = 3.50e-01 sec\n",
      "Epoch   4: f-est =  2.578568e+03, step =  1.0e-03, time = 4.71e-01 sec\n",
      "Epoch   5: f-est =  2.578491e+03, step =  1.0e-03, time = 5.71e-01 sec\n",
      "\n",
      "Processing slice 4690 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  2.636064e+03, tensor norm:  2.544e+01\n",
      "Epoch   1: f-est =  2.609094e+03, step =  1.0e-01, time = 3.47e-02 sec\n",
      "Epoch   2: f-est =  2.609434e+03, step =  1.0e-01, time = 7.25e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.606870e+03, step =  1.0e-02, time = 1.06e-01 sec\n",
      "Epoch   4: f-est =  2.606150e+03, step =  1.0e-02, time = 1.39e-01 sec\n",
      "Epoch   5: f-est =  2.606154e+03, step =  1.0e-02, time = 1.71e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  2.583270e+03, tensor norm:  2.544e+01\n",
      "Epoch   1: f-est =  2.576054e+03, step =  1.0e-03, time = 1.06e-01 sec\n",
      "Epoch   2: f-est =  2.575732e+03, step =  1.0e-03, time = 2.21e-01 sec\n",
      "Epoch   3: f-est =  2.575134e+03, step =  1.0e-03, time = 3.37e-01 sec\n",
      "Epoch   4: f-est =  2.575268e+03, step =  1.0e-03, time = 4.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.569744e+03, step =  1.0e-04, time = 5.74e-01 sec\n",
      "\n",
      "Processing slice 4700 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.83e-04 seconds\n",
      "Initial f-est:  2.623340e+03, tensor norm:  2.579e+01\n",
      "Epoch   1: f-est =  2.557955e+03, step =  1.0e-01, time = 5.85e-02 sec\n",
      "Epoch   2: f-est =  2.566972e+03, step =  1.0e-01, time = 9.14e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.555206e+03, step =  1.0e-02, time = 1.25e-01 sec\n",
      "Epoch   4: f-est =  2.556961e+03, step =  1.0e-02, time = 1.58e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.555210e+03, step =  1.0e-03, time = 1.91e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.79e-04 seconds\n",
      "Initial f-est:  2.578948e+03, tensor norm:  2.579e+01\n",
      "Epoch   1: f-est =  2.571559e+03, step =  1.0e-03, time = 9.34e-02 sec\n",
      "Epoch   2: f-est =  2.571290e+03, step =  1.0e-03, time = 1.91e-01 sec\n",
      "Epoch   3: f-est =  2.571638e+03, step =  1.0e-03, time = 3.07e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.566524e+03, step =  1.0e-04, time = 4.18e-01 sec\n",
      "Epoch   5: f-est =  2.566519e+03, step =  1.0e-04, time = 5.10e-01 sec\n",
      "\n",
      "Processing slice 4710 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  2.802569e+03, tensor norm:  2.657e+01\n",
      "Epoch   1: f-est =  2.691609e+03, step =  1.0e-01, time = 6.19e-02 sec\n",
      "Epoch   2: f-est =  2.692256e+03, step =  1.0e-01, time = 9.54e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.689378e+03, step =  1.0e-02, time = 1.29e-01 sec\n",
      "Epoch   4: f-est =  2.689178e+03, step =  1.0e-02, time = 1.62e-01 sec\n",
      "Epoch   5: f-est =  2.687439e+03, step =  1.0e-02, time = 2.00e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.14e-04 seconds\n",
      "Initial f-est:  2.698273e+03, tensor norm:  2.657e+01\n",
      "Epoch   1: f-est =  2.691081e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.691578e+03, step =  1.0e-03, time = 2.36e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.685876e+03, step =  1.0e-04, time = 3.19e-01 sec\n",
      "Epoch   4: f-est =  2.685836e+03, step =  1.0e-04, time = 4.16e-01 sec\n",
      "Epoch   5: f-est =  2.685919e+03, step =  1.0e-04, time = 5.13e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4720 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...7.01e-04 seconds\n",
      "Initial f-est:  2.619572e+03, tensor norm:  2.504e+01\n",
      "Epoch   1: f-est =  2.582870e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  2.585025e+03, step =  1.0e-01, time = 7.55e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.579113e+03, step =  1.0e-02, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  2.580124e+03, step =  1.0e-02, time = 1.50e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.578918e+03, step =  1.0e-03, time = 1.84e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  2.556235e+03, tensor norm:  2.504e+01\n",
      "Epoch   1: f-est =  2.550027e+03, step =  1.0e-03, time = 1.32e-01 sec\n",
      "Epoch   2: f-est =  2.549736e+03, step =  1.0e-03, time = 2.63e-01 sec\n",
      "Epoch   3: f-est =  2.550186e+03, step =  1.0e-03, time = 3.90e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.545287e+03, step =  1.0e-04, time = 5.21e-01 sec\n",
      "Epoch   5: f-est =  2.545236e+03, step =  1.0e-04, time = 6.43e-01 sec\n",
      "\n",
      "Processing slice 4730 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.01e-04 seconds\n",
      "Initial f-est:  2.721149e+03, tensor norm:  2.612e+01\n",
      "Epoch   1: f-est =  2.681196e+03, step =  1.0e-01, time = 6.30e-02 sec\n",
      "Epoch   2: f-est =  2.682316e+03, step =  1.0e-01, time = 9.71e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.678109e+03, step =  1.0e-02, time = 1.31e-01 sec\n",
      "Epoch   4: f-est =  2.677060e+03, step =  1.0e-02, time = 1.64e-01 sec\n",
      "Epoch   5: f-est =  2.677679e+03, step =  1.0e-02, time = 2.02e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.52e-04 seconds\n",
      "Initial f-est:  2.655907e+03, tensor norm:  2.612e+01\n",
      "Epoch   1: f-est =  2.650706e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  2.651081e+03, step =  1.0e-03, time = 2.41e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.644685e+03, step =  1.0e-04, time = 3.60e-01 sec\n",
      "Epoch   4: f-est =  2.644635e+03, step =  1.0e-04, time = 4.54e-01 sec\n",
      "Epoch   5: f-est =  2.644616e+03, step =  1.0e-04, time = 5.72e-01 sec\n",
      "\n",
      "Processing slice 4740 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.10e-04 seconds\n",
      "Initial f-est:  2.780358e+03, tensor norm:  2.619e+01\n",
      "Epoch   1: f-est =  2.746606e+03, step =  1.0e-01, time = 3.40e-02 sec\n",
      "Epoch   2: f-est =  2.730558e+03, step =  1.0e-01, time = 6.78e-02 sec\n",
      "Epoch   3: f-est =  2.749737e+03, step =  1.0e-01, time = 1.01e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.729722e+03, step =  1.0e-02, time = 1.34e-01 sec\n",
      "Epoch   5: f-est =  2.731943e+03, step =  1.0e-02, time = 1.67e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.94e-04 seconds\n",
      "Initial f-est:  2.692063e+03, tensor norm:  2.619e+01\n",
      "Epoch   1: f-est =  2.681818e+03, step =  1.0e-03, time = 1.15e-01 sec\n",
      "Epoch   2: f-est =  2.681356e+03, step =  1.0e-03, time = 2.59e-01 sec\n",
      "Epoch   3: f-est =  2.681503e+03, step =  1.0e-03, time = 3.79e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.676453e+03, step =  1.0e-04, time = 4.87e-01 sec\n",
      "Epoch   5: f-est =  2.676375e+03, step =  1.0e-04, time = 5.81e-01 sec\n",
      "\n",
      "Processing slice 4750 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.33e-04 seconds\n",
      "Initial f-est:  2.760190e+03, tensor norm:  2.594e+01\n",
      "Epoch   1: f-est =  2.675314e+03, step =  1.0e-01, time = 6.18e-02 sec\n",
      "Epoch   2: f-est =  2.672556e+03, step =  1.0e-01, time = 9.59e-02 sec\n",
      "Epoch   3: f-est =  2.671463e+03, step =  1.0e-01, time = 1.30e-01 sec\n",
      "Epoch   4: f-est =  2.669815e+03, step =  1.0e-01, time = 1.64e-01 sec\n",
      "Epoch   5: f-est =  2.668719e+03, step =  1.0e-01, time = 2.02e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.84e-04 seconds\n",
      "Initial f-est:  2.662312e+03, tensor norm:  2.594e+01\n",
      "Epoch   1: f-est =  2.655761e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  2.655295e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  2.654696e+03, step =  1.0e-03, time = 3.32e-01 sec\n",
      "Epoch   4: f-est =  2.654387e+03, step =  1.0e-03, time = 4.53e-01 sec\n",
      "Epoch   5: f-est =  2.654579e+03, step =  1.0e-03, time = 5.47e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4760 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.26e-04 seconds\n",
      "Initial f-est:  2.713268e+03, tensor norm:  2.604e+01\n",
      "Epoch   1: f-est =  2.680275e+03, step =  1.0e-01, time = 3.54e-02 sec\n",
      "Epoch   2: f-est =  2.684307e+03, step =  1.0e-01, time = 6.99e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.677378e+03, step =  1.0e-02, time = 1.09e-01 sec\n",
      "Epoch   4: f-est =  2.677425e+03, step =  1.0e-02, time = 1.44e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.677143e+03, step =  1.0e-03, time = 1.77e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.46e-04 seconds\n",
      "Initial f-est:  2.655886e+03, tensor norm:  2.604e+01\n",
      "Epoch   1: f-est =  2.649145e+03, step =  1.0e-03, time = 1.05e-01 sec\n",
      "Epoch   2: f-est =  2.648917e+03, step =  1.0e-03, time = 1.98e-01 sec\n",
      "Epoch   3: f-est =  2.648013e+03, step =  1.0e-03, time = 3.18e-01 sec\n",
      "Epoch   4: f-est =  2.648303e+03, step =  1.0e-03, time = 4.24e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.641781e+03, step =  1.0e-04, time = 5.43e-01 sec\n",
      "\n",
      "Processing slice 4770 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  2.808300e+03, tensor norm:  2.681e+01\n",
      "Epoch   1: f-est =  2.751820e+03, step =  1.0e-01, time = 5.81e-02 sec\n",
      "Epoch   2: f-est =  2.750146e+03, step =  1.0e-01, time = 9.23e-02 sec\n",
      "Epoch   3: f-est =  2.749662e+03, step =  1.0e-01, time = 1.26e-01 sec\n",
      "Epoch   4: f-est =  2.753690e+03, step =  1.0e-01, time = 1.65e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.747792e+03, step =  1.0e-02, time = 1.99e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.06e-04 seconds\n",
      "Initial f-est:  2.767035e+03, tensor norm:  2.681e+01\n",
      "Epoch   1: f-est =  2.758836e+03, step =  1.0e-03, time = 9.31e-02 sec\n",
      "Epoch   2: f-est =  2.759147e+03, step =  1.0e-03, time = 2.10e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.751722e+03, step =  1.0e-04, time = 3.27e-01 sec\n",
      "Epoch   4: f-est =  2.751768e+03, step =  1.0e-04, time = 4.19e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.751103e+03, step =  1.0e-05, time = 5.27e-01 sec\n",
      "\n",
      "Processing slice 4780 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.56e-04 seconds\n",
      "Initial f-est:  2.898350e+03, tensor norm:  2.665e+01\n",
      "Epoch   1: f-est =  2.804059e+03, step =  1.0e-01, time = 3.43e-02 sec\n",
      "Epoch   2: f-est =  2.794569e+03, step =  1.0e-01, time = 7.26e-02 sec\n",
      "Epoch   3: f-est =  2.797837e+03, step =  1.0e-01, time = 1.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.790391e+03, step =  1.0e-02, time = 1.40e-01 sec\n",
      "Epoch   5: f-est =  2.789679e+03, step =  1.0e-02, time = 1.73e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  2.792908e+03, tensor norm:  2.665e+01\n",
      "Epoch   1: f-est =  2.787382e+03, step =  1.0e-03, time = 9.33e-02 sec\n",
      "Epoch   2: f-est =  2.786766e+03, step =  1.0e-03, time = 2.11e-01 sec\n",
      "Epoch   3: f-est =  2.786693e+03, step =  1.0e-03, time = 3.07e-01 sec\n",
      "Epoch   4: f-est =  2.787111e+03, step =  1.0e-03, time = 4.25e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.780532e+03, step =  1.0e-04, time = 5.46e-01 sec\n",
      "\n",
      "Processing slice 4790 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  2.479596e+03, tensor norm:  2.492e+01\n",
      "Epoch   1: f-est =  2.453283e+03, step =  1.0e-01, time = 5.88e-02 sec\n",
      "Epoch   2: f-est =  2.456737e+03, step =  1.0e-01, time = 9.09e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.452517e+03, step =  1.0e-02, time = 1.23e-01 sec\n",
      "Epoch   4: f-est =  2.452101e+03, step =  1.0e-02, time = 1.60e-01 sec\n",
      "Epoch   5: f-est =  2.452183e+03, step =  1.0e-02, time = 1.93e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.84e-04 seconds\n",
      "Initial f-est:  2.471306e+03, tensor norm:  2.492e+01\n",
      "Epoch   1: f-est =  2.468144e+03, step =  1.0e-03, time = 9.13e-02 sec\n",
      "Epoch   2: f-est =  2.467787e+03, step =  1.0e-03, time = 2.05e-01 sec\n",
      "Epoch   3: f-est =  2.468325e+03, step =  1.0e-03, time = 3.26e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.462484e+03, step =  1.0e-04, time = 4.14e-01 sec\n",
      "Epoch   5: f-est =  2.462495e+03, step =  1.0e-04, time = 5.29e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4800 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  2.777400e+03, tensor norm:  2.676e+01\n",
      "Epoch   1: f-est =  2.749389e+03, step =  1.0e-01, time = 3.56e-02 sec\n",
      "Epoch   2: f-est =  2.744385e+03, step =  1.0e-01, time = 7.46e-02 sec\n",
      "Epoch   3: f-est =  2.741732e+03, step =  1.0e-01, time = 1.34e-01 sec\n",
      "Epoch   4: f-est =  2.749698e+03, step =  1.0e-01, time = 1.68e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.740220e+03, step =  1.0e-02, time = 2.02e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.64e-04 seconds\n",
      "Initial f-est:  2.725966e+03, tensor norm:  2.676e+01\n",
      "Epoch   1: f-est =  2.722636e+03, step =  1.0e-03, time = 1.05e-01 sec\n",
      "Epoch   2: f-est =  2.721097e+03, step =  1.0e-03, time = 2.22e-01 sec\n",
      "Epoch   3: f-est =  2.720467e+03, step =  1.0e-03, time = 3.37e-01 sec\n",
      "Epoch   4: f-est =  2.720901e+03, step =  1.0e-03, time = 4.54e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.713954e+03, step =  1.0e-04, time = 5.46e-01 sec\n",
      "\n",
      "Processing slice 4810 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.97e-04 seconds\n",
      "Initial f-est:  2.853997e+03, tensor norm:  2.680e+01\n",
      "Epoch   1: f-est =  2.827314e+03, step =  1.0e-01, time = 5.91e-02 sec\n",
      "Epoch   2: f-est =  2.834719e+03, step =  1.0e-01, time = 9.80e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.822008e+03, step =  1.0e-02, time = 1.66e-01 sec\n",
      "Epoch   4: f-est =  2.821554e+03, step =  1.0e-02, time = 2.01e-01 sec\n",
      "Epoch   5: f-est =  2.820929e+03, step =  1.0e-02, time = 2.36e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.33e-04 seconds\n",
      "Initial f-est:  2.725352e+03, tensor norm:  2.680e+01\n",
      "Epoch   1: f-est =  2.722830e+03, step =  1.0e-03, time = 1.27e-01 sec\n",
      "Epoch   2: f-est =  2.722228e+03, step =  1.0e-03, time = 2.48e-01 sec\n",
      "Epoch   3: f-est =  2.722401e+03, step =  1.0e-03, time = 3.46e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.716141e+03, step =  1.0e-04, time = 4.69e-01 sec\n",
      "Epoch   5: f-est =  2.716158e+03, step =  1.0e-04, time = 5.71e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4820 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.19e-04 seconds\n",
      "Initial f-est:  2.979541e+03, tensor norm:  2.805e+01\n",
      "Epoch   1: f-est =  2.932771e+03, step =  1.0e-01, time = 3.61e-02 sec\n",
      "Epoch   2: f-est =  2.941551e+03, step =  1.0e-01, time = 7.55e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.932087e+03, step =  1.0e-02, time = 1.10e-01 sec\n",
      "Epoch   4: f-est =  2.932386e+03, step =  1.0e-02, time = 1.44e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.931692e+03, step =  1.0e-03, time = 1.78e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.75e-04 seconds\n",
      "Initial f-est:  2.945039e+03, tensor norm:  2.805e+01\n",
      "Epoch   1: f-est =  2.942490e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  2.942378e+03, step =  1.0e-03, time = 2.38e-01 sec\n",
      "Epoch   3: f-est =  2.942199e+03, step =  1.0e-03, time = 3.23e-01 sec\n",
      "Epoch   4: f-est =  2.942437e+03, step =  1.0e-03, time = 4.38e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.933581e+03, step =  1.0e-04, time = 5.53e-01 sec\n",
      "\n",
      "Processing slice 4830 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.82e-04 seconds\n",
      "Initial f-est:  2.813535e+03, tensor norm:  2.655e+01\n",
      "Epoch   1: f-est =  2.764282e+03, step =  1.0e-01, time = 5.82e-02 sec\n",
      "Epoch   2: f-est =  2.764725e+03, step =  1.0e-01, time = 9.25e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.762347e+03, step =  1.0e-02, time = 1.26e-01 sec\n",
      "Epoch   4: f-est =  2.762407e+03, step =  1.0e-02, time = 1.64e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.762261e+03, step =  1.0e-03, time = 1.97e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.11e-04 seconds\n",
      "Initial f-est:  2.766426e+03, tensor norm:  2.655e+01\n",
      "Epoch   1: f-est =  2.761575e+03, step =  1.0e-03, time = 1.13e-01 sec\n",
      "Epoch   2: f-est =  2.761306e+03, step =  1.0e-03, time = 2.30e-01 sec\n",
      "Epoch   3: f-est =  2.761259e+03, step =  1.0e-03, time = 3.36e-01 sec\n",
      "Epoch   4: f-est =  2.761205e+03, step =  1.0e-03, time = 4.29e-01 sec\n",
      "Epoch   5: f-est =  2.760615e+03, step =  1.0e-03, time = 5.44e-01 sec\n",
      "\n",
      "Processing slice 4840 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.59e-04 seconds\n",
      "Initial f-est:  2.871750e+03, tensor norm:  2.737e+01\n",
      "Epoch   1: f-est =  2.832682e+03, step =  1.0e-01, time = 3.55e-02 sec\n",
      "Epoch   2: f-est =  2.833166e+03, step =  1.0e-01, time = 6.97e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.830836e+03, step =  1.0e-02, time = 1.09e-01 sec\n",
      "Epoch   4: f-est =  2.832075e+03, step =  1.0e-02, time = 1.44e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.830892e+03, step =  1.0e-03, time = 1.78e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  2.863087e+03, tensor norm:  2.737e+01\n",
      "Epoch   1: f-est =  2.856110e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  2.855581e+03, step =  1.0e-03, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  2.855663e+03, step =  1.0e-03, time = 3.54e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.848352e+03, step =  1.0e-04, time = 4.56e-01 sec\n",
      "Epoch   5: f-est =  2.848239e+03, step =  1.0e-04, time = 5.72e-01 sec\n",
      "\n",
      "Processing slice 4850 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.44e-04 seconds\n",
      "Initial f-est:  2.890629e+03, tensor norm:  2.728e+01\n",
      "Epoch   1: f-est =  2.848916e+03, step =  1.0e-01, time = 6.06e-02 sec\n",
      "Epoch   2: f-est =  2.854185e+03, step =  1.0e-01, time = 9.48e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.846794e+03, step =  1.0e-02, time = 1.29e-01 sec\n",
      "Epoch   4: f-est =  2.846571e+03, step =  1.0e-02, time = 1.63e-01 sec\n",
      "Epoch   5: f-est =  2.844209e+03, step =  1.0e-02, time = 2.00e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.92e-04 seconds\n",
      "Initial f-est:  2.864978e+03, tensor norm:  2.728e+01\n",
      "Epoch   1: f-est =  2.860050e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  2.860550e+03, step =  1.0e-03, time = 2.02e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.854578e+03, step =  1.0e-04, time = 2.95e-01 sec\n",
      "Epoch   4: f-est =  2.854445e+03, step =  1.0e-04, time = 3.96e-01 sec\n",
      "Epoch   5: f-est =  2.854413e+03, step =  1.0e-04, time = 5.05e-01 sec\n",
      "\n",
      "Processing slice 4860 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.61e-04 seconds\n",
      "Initial f-est:  2.688575e+03, tensor norm:  2.581e+01\n",
      "Epoch   1: f-est =  2.652250e+03, step =  1.0e-01, time = 3.39e-02 sec\n",
      "Epoch   2: f-est =  2.646599e+03, step =  1.0e-01, time = 6.69e-02 sec\n",
      "Epoch   3: f-est =  2.645192e+03, step =  1.0e-01, time = 1.05e-01 sec\n",
      "Epoch   4: f-est =  2.643803e+03, step =  1.0e-01, time = 1.38e-01 sec\n",
      "Epoch   5: f-est =  2.649056e+03, step =  1.0e-01, time = 1.71e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.03e-04 seconds\n",
      "Initial f-est:  2.656810e+03, tensor norm:  2.581e+01\n",
      "Epoch   1: f-est =  2.652893e+03, step =  1.0e-03, time = 1.15e-01 sec\n",
      "Epoch   2: f-est =  2.652384e+03, step =  1.0e-03, time = 2.06e-01 sec\n",
      "Epoch   3: f-est =  2.651811e+03, step =  1.0e-03, time = 3.21e-01 sec\n",
      "Epoch   4: f-est =  2.652025e+03, step =  1.0e-03, time = 4.26e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.646115e+03, step =  1.0e-04, time = 5.31e-01 sec\n",
      "\n",
      "Processing slice 4870 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.74e-04 seconds\n",
      "Initial f-est:  2.955666e+03, tensor norm:  2.739e+01\n",
      "Epoch   1: f-est =  2.901391e+03, step =  1.0e-01, time = 3.55e-02 sec\n",
      "Epoch   2: f-est =  2.898203e+03, step =  1.0e-01, time = 6.96e-02 sec\n",
      "Epoch   3: f-est =  2.900054e+03, step =  1.0e-01, time = 1.04e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.897623e+03, step =  1.0e-02, time = 1.38e-01 sec\n",
      "Epoch   5: f-est =  2.897090e+03, step =  1.0e-02, time = 1.77e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  2.932888e+03, tensor norm:  2.739e+01\n",
      "Epoch   1: f-est =  5.419178e+03, step =  1.0e-03, time = 1.16e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  2.978960e+03, step =  1.0e-04, time = 2.27e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.911267e+03, step =  1.0e-05, time = 3.40e-01 sec\n",
      "Epoch   4: f-est =  2.910239e+03, step =  1.0e-05, time = 4.33e-01 sec\n",
      "Epoch   5: f-est =  2.909967e+03, step =  1.0e-05, time = 5.49e-01 sec\n",
      "\n",
      "Processing slice 4880 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...4.07e-04 seconds\n",
      "Initial f-est:  2.696793e+03, tensor norm:  2.588e+01\n",
      "Epoch   1: f-est =  2.654814e+03, step =  1.0e-01, time = 5.90e-02 sec\n",
      "Epoch   2: f-est =  2.654426e+03, step =  1.0e-01, time = 9.27e-02 sec\n",
      "Epoch   3: f-est =  2.648272e+03, step =  1.0e-01, time = 1.31e-01 sec\n",
      "Epoch   4: f-est =  2.651919e+03, step =  1.0e-01, time = 1.64e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.648097e+03, step =  1.0e-02, time = 1.97e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.50e-04 seconds\n",
      "Initial f-est:  2.675937e+03, tensor norm:  2.588e+01\n",
      "Epoch   1: f-est =  2.671940e+03, step =  1.0e-03, time = 1.09e-01 sec\n",
      "Epoch   2: f-est =  2.671028e+03, step =  1.0e-03, time = 2.00e-01 sec\n",
      "Epoch   3: f-est =  2.671254e+03, step =  1.0e-03, time = 3.01e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.665344e+03, step =  1.0e-04, time = 4.16e-01 sec\n",
      "Epoch   5: f-est =  2.665349e+03, step =  1.0e-04, time = 5.07e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4890 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.11e-04 seconds\n",
      "Initial f-est:  2.664302e+03, tensor norm:  2.551e+01\n",
      "Epoch   1: f-est =  2.605996e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  2.608080e+03, step =  1.0e-01, time = 7.21e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.604953e+03, step =  1.0e-02, time = 1.05e-01 sec\n",
      "Epoch   4: f-est =  2.605002e+03, step =  1.0e-02, time = 1.38e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.604769e+03, step =  1.0e-03, time = 1.75e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.06e-04 seconds\n",
      "Initial f-est:  2.590143e+03, tensor norm:  2.551e+01\n",
      "Epoch   1: f-est =  2.584112e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  2.583696e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  2.584564e+03, step =  1.0e-03, time = 3.26e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.578016e+03, step =  1.0e-04, time = 4.42e-01 sec\n",
      "Epoch   5: f-est =  2.577917e+03, step =  1.0e-04, time = 5.62e-01 sec\n",
      "\n",
      "Processing slice 4900 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.68e-04 seconds\n",
      "Initial f-est:  2.485315e+03, tensor norm:  2.468e+01\n",
      "Epoch   1: f-est =  2.431172e+03, step =  1.0e-01, time = 5.65e-02 sec\n",
      "Epoch   2: f-est =  2.432255e+03, step =  1.0e-01, time = 8.92e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.430226e+03, step =  1.0e-02, time = 1.27e-01 sec\n",
      "Epoch   4: f-est =  2.429178e+03, step =  1.0e-02, time = 1.59e-01 sec\n",
      "Epoch   5: f-est =  2.430841e+03, step =  1.0e-02, time = 1.92e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  2.419408e+03, tensor norm:  2.468e+01\n",
      "Epoch   1: f-est =  2.418591e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  2.418669e+03, step =  1.0e-03, time = 2.10e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.412856e+03, step =  1.0e-04, time = 3.25e-01 sec\n",
      "Epoch   4: f-est =  2.412856e+03, step =  1.0e-04, time = 4.41e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.412334e+03, step =  1.0e-05, time = 5.39e-01 sec\n",
      "\n",
      "Processing slice 4910 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.79e-04 seconds\n",
      "Initial f-est:  2.706151e+03, tensor norm:  2.610e+01\n",
      "Epoch   1: f-est =  2.645151e+03, step =  1.0e-01, time = 3.31e-02 sec\n",
      "Epoch   2: f-est =  2.663050e+03, step =  1.0e-01, time = 6.60e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.648608e+03, step =  1.0e-02, time = 9.91e-02 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.645653e+03, step =  1.0e-03, time = 1.32e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.645151e+03, step =  1.0e-04, time = 1.65e-01 sec, nfails = 4 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.81e-04 seconds\n",
      "Initial f-est:  2.646311e+03, tensor norm:  2.610e+01\n",
      "Epoch   1: f-est =  2.644397e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  2.643844e+03, step =  1.0e-03, time = 2.03e-01 sec\n",
      "Epoch   3: f-est =  2.643443e+03, step =  1.0e-03, time = 3.18e-01 sec\n",
      "Epoch   4: f-est =  2.644139e+03, step =  1.0e-03, time = 4.00e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.639167e+03, step =  1.0e-04, time = 4.92e-01 sec\n",
      "\n",
      "Processing slice 4920 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.06e-04 seconds\n",
      "Initial f-est:  2.802591e+03, tensor norm:  2.632e+01\n",
      "Epoch   1: f-est =  2.722336e+03, step =  1.0e-01, time = 3.49e-02 sec\n",
      "Epoch   2: f-est =  2.732402e+03, step =  1.0e-01, time = 6.81e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.720954e+03, step =  1.0e-02, time = 1.02e-01 sec\n",
      "Epoch   4: f-est =  2.722345e+03, step =  1.0e-02, time = 1.35e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.720621e+03, step =  1.0e-03, time = 1.74e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.06e-04 seconds\n",
      "Initial f-est:  2.709754e+03, tensor norm:  2.632e+01\n",
      "Epoch   1: f-est =  2.704719e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.704799e+03, step =  1.0e-03, time = 2.11e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.699096e+03, step =  1.0e-04, time = 3.00e-01 sec\n",
      "Epoch   4: f-est =  2.699155e+03, step =  1.0e-04, time = 4.15e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.698592e+03, step =  1.0e-05, time = 5.06e-01 sec\n",
      "\n",
      "Processing slice 4930 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  2.398706e+03, tensor norm:  2.337e+01\n",
      "Epoch   1: f-est =  2.320203e+03, step =  1.0e-01, time = 5.78e-02 sec\n",
      "Epoch   2: f-est =  2.323183e+03, step =  1.0e-01, time = 8.96e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.312850e+03, step =  1.0e-02, time = 1.23e-01 sec\n",
      "Epoch   4: f-est =  2.312993e+03, step =  1.0e-02, time = 1.55e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.312775e+03, step =  1.0e-03, time = 1.87e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.42e-04 seconds\n",
      "Initial f-est:  2.323868e+03, tensor norm:  2.337e+01\n",
      "Epoch   1: f-est =  2.318435e+03, step =  1.0e-03, time = 9.93e-02 sec\n",
      "Epoch   2: f-est =  2.317911e+03, step =  1.0e-03, time = 1.96e-01 sec\n",
      "Epoch   3: f-est =  2.317571e+03, step =  1.0e-03, time = 3.11e-01 sec\n",
      "Epoch   4: f-est =  2.317824e+03, step =  1.0e-03, time = 4.26e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.313335e+03, step =  1.0e-04, time = 5.41e-01 sec\n",
      "\n",
      "Processing slice 4940 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  2.603635e+03, tensor norm:  2.542e+01\n",
      "Epoch   1: f-est =  2.595088e+03, step =  1.0e-01, time = 3.41e-02 sec\n",
      "Epoch   2: f-est =  2.583491e+03, step =  1.0e-01, time = 6.71e-02 sec\n",
      "Epoch   3: f-est =  2.592093e+03, step =  1.0e-01, time = 1.00e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.581621e+03, step =  1.0e-02, time = 1.34e-01 sec\n",
      "Epoch   5: f-est =  2.582329e+03, step =  1.0e-02, time = 1.67e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.13e-04 seconds\n",
      "Initial f-est:  2.605881e+03, tensor norm:  2.542e+01\n",
      "Epoch   1: f-est =  2.602100e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.601812e+03, step =  1.0e-03, time = 2.33e-01 sec\n",
      "Epoch   3: f-est =  2.601051e+03, step =  1.0e-03, time = 3.39e-01 sec\n",
      "Epoch   4: f-est =  2.601047e+03, step =  1.0e-03, time = 4.53e-01 sec\n",
      "Epoch   5: f-est =  2.600906e+03, step =  1.0e-03, time = 5.69e-01 sec\n",
      "\n",
      "Processing slice 4950 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.97e-04 seconds\n",
      "Initial f-est:  2.784411e+03, tensor norm:  2.604e+01\n",
      "Epoch   1: f-est =  2.731212e+03, step =  1.0e-01, time = 5.85e-02 sec\n",
      "Epoch   2: f-est =  2.732375e+03, step =  1.0e-01, time = 9.66e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.730369e+03, step =  1.0e-02, time = 1.30e-01 sec\n",
      "Epoch   4: f-est =  2.730768e+03, step =  1.0e-02, time = 1.63e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.730273e+03, step =  1.0e-03, time = 1.96e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.79e-04 seconds\n",
      "Initial f-est:  2.685593e+03, tensor norm:  2.604e+01\n",
      "Epoch   1: f-est =  2.677835e+03, step =  1.0e-03, time = 1.23e-01 sec\n",
      "Epoch   2: f-est =  2.677788e+03, step =  1.0e-03, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  2.678839e+03, step =  1.0e-03, time = 3.54e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.672692e+03, step =  1.0e-04, time = 4.70e-01 sec\n",
      "Epoch   5: f-est =  2.672608e+03, step =  1.0e-04, time = 5.68e-01 sec\n",
      "\n",
      "Processing slice 4960 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.55e-04 seconds\n",
      "Initial f-est:  2.515113e+03, tensor norm:  2.449e+01\n",
      "Epoch   1: f-est =  2.432013e+03, step =  1.0e-01, time = 3.38e-02 sec\n",
      "Epoch   2: f-est =  2.431239e+03, step =  1.0e-01, time = 6.56e-02 sec\n",
      "Epoch   3: f-est =  2.422904e+03, step =  1.0e-01, time = 1.03e-01 sec\n",
      "Epoch   4: f-est =  2.429662e+03, step =  1.0e-01, time = 1.35e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.423035e+03, step =  1.0e-02, time = 1.68e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.62e-04 seconds\n",
      "Initial f-est:  2.428365e+03, tensor norm:  2.449e+01\n",
      "Epoch   1: f-est =  2.424174e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  2.423965e+03, step =  1.0e-03, time = 2.32e-01 sec\n",
      "Epoch   3: f-est =  2.424259e+03, step =  1.0e-03, time = 3.29e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.420074e+03, step =  1.0e-04, time = 4.44e-01 sec\n",
      "Epoch   5: f-est =  2.420151e+03, step =  1.0e-04, time = 5.60e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 4970 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.43e-04 seconds\n",
      "Initial f-est:  2.326078e+03, tensor norm:  2.392e+01\n",
      "Epoch   1: f-est =  2.268111e+03, step =  1.0e-01, time = 3.39e-02 sec\n",
      "Epoch   2: f-est =  2.277363e+03, step =  1.0e-01, time = 6.63e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.265876e+03, step =  1.0e-02, time = 9.87e-02 sec\n",
      "Epoch   4: f-est =  2.267346e+03, step =  1.0e-02, time = 1.31e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.265541e+03, step =  1.0e-03, time = 1.67e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.21e-04 seconds\n",
      "Initial f-est:  2.260757e+03, tensor norm:  2.392e+01\n",
      "Epoch   1: f-est =  2.256529e+03, step =  1.0e-03, time = 9.15e-02 sec\n",
      "Epoch   2: f-est =  2.255987e+03, step =  1.0e-03, time = 2.08e-01 sec\n",
      "Epoch   3: f-est =  2.256270e+03, step =  1.0e-03, time = 3.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.251486e+03, step =  1.0e-04, time = 4.43e-01 sec\n",
      "Epoch   5: f-est =  2.251449e+03, step =  1.0e-04, time = 5.58e-01 sec\n",
      "\n",
      "Processing slice 4980 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.62e-04 seconds\n",
      "Initial f-est:  2.655611e+03, tensor norm:  2.592e+01\n",
      "Epoch   1: f-est =  2.618500e+03, step =  1.0e-01, time = 5.70e-02 sec\n",
      "Epoch   2: f-est =  2.623896e+03, step =  1.0e-01, time = 9.53e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.617456e+03, step =  1.0e-02, time = 1.29e-01 sec\n",
      "Epoch   4: f-est =  2.618567e+03, step =  1.0e-02, time = 1.62e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.617501e+03, step =  1.0e-03, time = 1.95e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.20e-04 seconds\n",
      "Initial f-est:  2.634190e+03, tensor norm:  2.592e+01\n",
      "Epoch   1: f-est =  2.629136e+03, step =  1.0e-03, time = 9.31e-02 sec\n",
      "Epoch   2: f-est =  2.629568e+03, step =  1.0e-03, time = 1.94e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.624160e+03, step =  1.0e-04, time = 3.02e-01 sec\n",
      "Epoch   4: f-est =  2.624184e+03, step =  1.0e-04, time = 3.92e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.623770e+03, step =  1.0e-05, time = 5.13e-01 sec\n",
      "\n",
      "Processing slice 4990 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.77e-04 seconds\n",
      "Initial f-est:  2.899827e+03, tensor norm:  2.632e+01\n",
      "Epoch   1: f-est =  2.782466e+03, step =  1.0e-01, time = 3.47e-02 sec\n",
      "Epoch   2: f-est =  2.765648e+03, step =  1.0e-01, time = 6.82e-02 sec\n",
      "Epoch   3: f-est =  2.764823e+03, step =  1.0e-01, time = 1.06e-01 sec\n",
      "Epoch   4: f-est =  2.770824e+03, step =  1.0e-01, time = 1.40e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.764801e+03, step =  1.0e-02, time = 1.73e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.66e-04 seconds\n",
      "Initial f-est:  2.731068e+03, tensor norm:  2.632e+01\n",
      "Epoch   1: f-est =  2.722979e+03, step =  1.0e-03, time = 9.33e-02 sec\n",
      "Epoch   2: f-est =  2.721571e+03, step =  1.0e-03, time = 2.02e-01 sec\n",
      "Epoch   3: f-est =  2.721653e+03, step =  1.0e-03, time = 3.19e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.715721e+03, step =  1.0e-04, time = 4.22e-01 sec\n",
      "Epoch   5: f-est =  2.715626e+03, step =  1.0e-04, time = 5.19e-01 sec\n",
      "\n",
      "Processing slice 5000 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.74e-04 seconds\n",
      "Initial f-est:  2.517638e+03, tensor norm:  2.492e+01\n",
      "Epoch   1: f-est =  2.487338e+03, step =  1.0e-01, time = 6.25e-02 sec\n",
      "Epoch   2: f-est =  2.480638e+03, step =  1.0e-01, time = 9.55e-02 sec\n",
      "Epoch   3: f-est =  2.486906e+03, step =  1.0e-01, time = 1.28e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.479332e+03, step =  1.0e-02, time = 1.61e-01 sec\n",
      "Epoch   5: f-est =  2.479507e+03, step =  1.0e-02, time = 1.98e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.81e-04 seconds\n",
      "Initial f-est:  2.510726e+03, tensor norm:  2.492e+01\n",
      "Epoch   1: f-est =  2.502957e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  2.502661e+03, step =  1.0e-03, time = 2.01e-01 sec\n",
      "Epoch   3: f-est =  2.502559e+03, step =  1.0e-03, time = 3.17e-01 sec\n",
      "Epoch   4: f-est =  2.502015e+03, step =  1.0e-03, time = 4.09e-01 sec\n",
      "Epoch   5: f-est =  2.502011e+03, step =  1.0e-03, time = 5.55e-01 sec\n",
      "\n",
      "Processing slice 5010 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  2.137648e+03, tensor norm:  2.220e+01\n",
      "Epoch   1: f-est =  2.098352e+03, step =  1.0e-01, time = 3.69e-02 sec\n",
      "Epoch   2: f-est =  2.097627e+03, step =  1.0e-01, time = 1.00e-01 sec\n",
      "Epoch   3: f-est =  2.090879e+03, step =  1.0e-01, time = 1.33e-01 sec\n",
      "Epoch   4: f-est =  2.092645e+03, step =  1.0e-01, time = 1.63e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.090091e+03, step =  1.0e-02, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  2.074623e+03, tensor norm:  2.220e+01\n",
      "Epoch   1: f-est =  2.071082e+03, step =  1.0e-03, time = 1.16e-01 sec\n",
      "Epoch   2: f-est =  2.071162e+03, step =  1.0e-03, time = 2.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.067590e+03, step =  1.0e-04, time = 3.19e-01 sec\n",
      "Epoch   4: f-est =  2.067626e+03, step =  1.0e-04, time = 4.29e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.067266e+03, step =  1.0e-05, time = 5.44e-01 sec\n",
      "\n",
      "Processing slice 5020 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  2.339688e+03, tensor norm:  2.343e+01\n",
      "Epoch   1: f-est =  2.294588e+03, step =  1.0e-01, time = 3.57e-02 sec\n",
      "Epoch   2: f-est =  2.282451e+03, step =  1.0e-01, time = 8.99e-02 sec\n",
      "Epoch   3: f-est =  2.291638e+03, step =  1.0e-01, time = 1.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.283173e+03, step =  1.0e-02, time = 1.54e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.282195e+03, step =  1.0e-03, time = 1.89e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.81e-04 seconds\n",
      "Initial f-est:  2.262295e+03, tensor norm:  2.343e+01\n",
      "Epoch   1: f-est =  2.259223e+03, step =  1.0e-03, time = 1.16e-01 sec\n",
      "Epoch   2: f-est =  2.258984e+03, step =  1.0e-03, time = 2.31e-01 sec\n",
      "Epoch   3: f-est =  2.259425e+03, step =  1.0e-03, time = 3.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.254004e+03, step =  1.0e-04, time = 3.97e-01 sec\n",
      "Epoch   5: f-est =  2.254016e+03, step =  1.0e-04, time = 4.88e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5030 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.69e-04 seconds\n",
      "Initial f-est:  2.627167e+03, tensor norm:  2.546e+01\n",
      "Epoch   1: f-est =  2.569144e+03, step =  1.0e-01, time = 3.39e-02 sec\n",
      "Epoch   2: f-est =  2.565753e+03, step =  1.0e-01, time = 6.65e-02 sec\n",
      "Epoch   3: f-est =  2.553228e+03, step =  1.0e-01, time = 1.26e-01 sec\n",
      "Epoch   4: f-est =  2.559040e+03, step =  1.0e-01, time = 1.59e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.551880e+03, step =  1.0e-02, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.66e-04 seconds\n",
      "Initial f-est:  2.565347e+03, tensor norm:  2.546e+01\n",
      "Epoch   1: f-est =  2.557383e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.556951e+03, step =  1.0e-03, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  2.555923e+03, step =  1.0e-03, time = 3.56e-01 sec\n",
      "Epoch   4: f-est =  2.555584e+03, step =  1.0e-03, time = 4.71e-01 sec\n",
      "Epoch   5: f-est =  2.556013e+03, step =  1.0e-03, time = 5.88e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5040 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.79e-04 seconds\n",
      "Initial f-est:  2.713045e+03, tensor norm:  2.571e+01\n",
      "Epoch   1: f-est =  2.637393e+03, step =  1.0e-01, time = 3.23e-02 sec\n",
      "Epoch   2: f-est =  2.643933e+03, step =  1.0e-01, time = 6.49e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.638783e+03, step =  1.0e-02, time = 9.79e-02 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.636939e+03, step =  1.0e-03, time = 1.55e-01 sec\n",
      "Epoch   5: f-est =  2.636692e+03, step =  1.0e-03, time = 1.92e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  2.621617e+03, tensor norm:  2.571e+01\n",
      "Epoch   1: f-est =  2.613405e+03, step =  1.0e-03, time = 1.16e-01 sec\n",
      "Epoch   2: f-est =  2.613047e+03, step =  1.0e-03, time = 2.32e-01 sec\n",
      "Epoch   3: f-est =  2.612977e+03, step =  1.0e-03, time = 3.47e-01 sec\n",
      "Epoch   4: f-est =  2.612536e+03, step =  1.0e-03, time = 4.67e-01 sec\n",
      "Epoch   5: f-est =  2.613352e+03, step =  1.0e-03, time = 5.65e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5050 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  2.646073e+03, tensor norm:  2.581e+01\n",
      "Epoch   1: f-est =  2.611872e+03, step =  1.0e-01, time = 5.77e-02 sec\n",
      "Epoch   2: f-est =  2.598676e+03, step =  1.0e-01, time = 9.03e-02 sec\n",
      "Epoch   3: f-est =  2.603408e+03, step =  1.0e-01, time = 1.23e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.596698e+03, step =  1.0e-02, time = 1.56e-01 sec\n",
      "Epoch   5: f-est =  2.597237e+03, step =  1.0e-02, time = 1.88e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.96e-04 seconds\n",
      "Initial f-est:  2.578892e+03, tensor norm:  2.581e+01\n",
      "Epoch   1: f-est =  2.573595e+03, step =  1.0e-03, time = 8.85e-02 sec\n",
      "Epoch   2: f-est =  2.572866e+03, step =  1.0e-03, time = 1.86e-01 sec\n",
      "Epoch   3: f-est =  2.573008e+03, step =  1.0e-03, time = 2.87e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.568970e+03, step =  1.0e-04, time = 4.02e-01 sec\n",
      "Epoch   5: f-est =  2.568964e+03, step =  1.0e-04, time = 4.92e-01 sec\n",
      "\n",
      "Processing slice 5060 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.25e-04 seconds\n",
      "Initial f-est:  2.566747e+03, tensor norm:  2.474e+01\n",
      "Epoch   1: f-est =  2.473633e+03, step =  1.0e-01, time = 3.35e-02 sec\n",
      "Epoch   2: f-est =  2.470988e+03, step =  1.0e-01, time = 6.62e-02 sec\n",
      "Epoch   3: f-est =  2.478411e+03, step =  1.0e-01, time = 9.84e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.472843e+03, step =  1.0e-02, time = 1.35e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.470753e+03, step =  1.0e-03, time = 1.67e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.47e-04 seconds\n",
      "Initial f-est:  2.420619e+03, tensor norm:  2.474e+01\n",
      "Epoch   1: f-est =  2.415347e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  2.414870e+03, step =  1.0e-03, time = 2.07e-01 sec\n",
      "Epoch   3: f-est =  2.414280e+03, step =  1.0e-03, time = 3.27e-01 sec\n",
      "Epoch   4: f-est =  2.414477e+03, step =  1.0e-03, time = 4.08e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.408155e+03, step =  1.0e-04, time = 5.23e-01 sec\n",
      "\n",
      "Processing slice 5070 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.86e-04 seconds\n",
      "Initial f-est:  2.583316e+03, tensor norm:  2.518e+01\n",
      "Epoch   1: f-est =  2.527721e+03, step =  1.0e-01, time = 6.05e-02 sec\n",
      "Epoch   2: f-est =  2.521581e+03, step =  1.0e-01, time = 9.30e-02 sec\n",
      "Epoch   3: f-est =  2.521612e+03, step =  1.0e-01, time = 1.25e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.519719e+03, step =  1.0e-02, time = 1.58e-01 sec\n",
      "Epoch   5: f-est =  2.512100e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.83e-04 seconds\n",
      "Initial f-est:  2.510850e+03, tensor norm:  2.518e+01\n",
      "Epoch   1: f-est =  2.506752e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  2.505968e+03, step =  1.0e-03, time = 2.09e-01 sec\n",
      "Epoch   3: f-est =  2.505335e+03, step =  1.0e-03, time = 3.24e-01 sec\n",
      "Epoch   4: f-est =  2.504231e+03, step =  1.0e-03, time = 4.45e-01 sec\n",
      "Epoch   5: f-est =  2.505165e+03, step =  1.0e-03, time = 5.45e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5080 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.51e-04 seconds\n",
      "Initial f-est:  2.746525e+03, tensor norm:  2.631e+01\n",
      "Epoch   1: f-est =  2.712914e+03, step =  1.0e-01, time = 3.49e-02 sec\n",
      "Epoch   2: f-est =  2.707080e+03, step =  1.0e-01, time = 7.20e-02 sec\n",
      "Epoch   3: f-est =  2.713708e+03, step =  1.0e-01, time = 1.06e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.704246e+03, step =  1.0e-02, time = 1.39e-01 sec\n",
      "Epoch   5: f-est =  2.704989e+03, step =  1.0e-02, time = 1.73e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.85e-04 seconds\n",
      "Initial f-est:  2.701905e+03, tensor norm:  2.631e+01\n",
      "Epoch   1: f-est =  4.730417e+03, step =  1.0e-03, time = 1.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  2.729557e+03, step =  1.0e-04, time = 2.39e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.677798e+03, step =  1.0e-05, time = 3.30e-01 sec\n",
      "Epoch   4: f-est =  2.676447e+03, step =  1.0e-05, time = 4.45e-01 sec\n",
      "Epoch   5: f-est =  2.675979e+03, step =  1.0e-05, time = 5.35e-01 sec\n",
      "\n",
      "Processing slice 5090 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  2.610417e+03, tensor norm:  2.508e+01\n",
      "Epoch   1: f-est =  2.581963e+03, step =  1.0e-01, time = 3.38e-02 sec\n",
      "Epoch   2: f-est =  2.582299e+03, step =  1.0e-01, time = 6.64e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.581323e+03, step =  1.0e-02, time = 9.89e-02 sec\n",
      "Epoch   4: f-est =  2.579515e+03, step =  1.0e-02, time = 1.36e-01 sec\n",
      "Epoch   5: f-est =  2.579636e+03, step =  1.0e-02, time = 1.69e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.14e-04 seconds\n",
      "Initial f-est:  2.528622e+03, tensor norm:  2.508e+01\n",
      "Epoch   1: f-est =  2.521629e+03, step =  1.0e-03, time = 1.06e-01 sec\n",
      "Epoch   2: f-est =  2.521415e+03, step =  1.0e-03, time = 2.21e-01 sec\n",
      "Epoch   3: f-est =  2.521030e+03, step =  1.0e-03, time = 3.12e-01 sec\n",
      "Epoch   4: f-est =  2.521229e+03, step =  1.0e-03, time = 4.27e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.514809e+03, step =  1.0e-04, time = 5.44e-01 sec\n",
      "\n",
      "Processing slice 5100 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.12e-04 seconds\n",
      "Initial f-est:  2.679009e+03, tensor norm:  2.600e+01\n",
      "Epoch   1: f-est =  2.652174e+03, step =  1.0e-01, time = 5.97e-02 sec\n",
      "Epoch   2: f-est =  2.639891e+03, step =  1.0e-01, time = 9.38e-02 sec\n",
      "Epoch   3: f-est =  2.657004e+03, step =  1.0e-01, time = 1.27e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.641186e+03, step =  1.0e-02, time = 1.61e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.639672e+03, step =  1.0e-03, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.98e-04 seconds\n",
      "Initial f-est:  2.622510e+03, tensor norm:  2.600e+01\n",
      "Epoch   1: f-est =  2.616094e+03, step =  1.0e-03, time = 9.21e-02 sec\n",
      "Epoch   2: f-est =  2.615024e+03, step =  1.0e-03, time = 2.08e-01 sec\n",
      "Epoch   3: f-est =  2.614951e+03, step =  1.0e-03, time = 3.21e-01 sec\n",
      "Epoch   4: f-est =  2.614105e+03, step =  1.0e-03, time = 4.32e-01 sec\n",
      "Epoch   5: f-est =  2.614622e+03, step =  1.0e-03, time = 5.45e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5110 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  2.898827e+03, tensor norm:  2.702e+01\n",
      "Epoch   1: f-est =  2.898074e+03, step =  1.0e-01, time = 3.49e-02 sec\n",
      "Epoch   2: f-est =  2.895766e+03, step =  1.0e-01, time = 6.90e-02 sec\n",
      "Epoch   3: f-est =  2.899133e+03, step =  1.0e-01, time = 1.03e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.891496e+03, step =  1.0e-02, time = 1.41e-01 sec\n",
      "Epoch   5: f-est =  2.892055e+03, step =  1.0e-02, time = 1.75e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.85e-04 seconds\n",
      "Initial f-est:  2.911511e+03, tensor norm:  2.702e+01\n",
      "Epoch   1: f-est =  2.904955e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  2.905015e+03, step =  1.0e-03, time = 2.33e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.898506e+03, step =  1.0e-04, time = 3.25e-01 sec\n",
      "Epoch   4: f-est =  2.898563e+03, step =  1.0e-04, time = 4.20e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.897952e+03, step =  1.0e-05, time = 5.34e-01 sec\n",
      "\n",
      "Processing slice 5120 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.40e-04 seconds\n",
      "Initial f-est:  3.005178e+03, tensor norm:  2.771e+01\n",
      "Epoch   1: f-est =  2.965934e+03, step =  1.0e-01, time = 3.54e-02 sec\n",
      "Epoch   2: f-est =  2.947421e+03, step =  1.0e-01, time = 6.95e-02 sec\n",
      "Epoch   3: f-est =  2.950916e+03, step =  1.0e-01, time = 1.04e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.946771e+03, step =  1.0e-02, time = 1.38e-01 sec\n",
      "Epoch   5: f-est =  2.946114e+03, step =  1.0e-02, time = 1.72e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  2.947925e+03, tensor norm:  2.771e+01\n",
      "Epoch   1: f-est =  2.941062e+03, step =  1.0e-03, time = 9.16e-02 sec\n",
      "Epoch   2: f-est =  2.940522e+03, step =  1.0e-03, time = 1.73e-01 sec\n",
      "Epoch   3: f-est =  2.939968e+03, step =  1.0e-03, time = 2.70e-01 sec\n",
      "Epoch   4: f-est =  2.940546e+03, step =  1.0e-03, time = 3.60e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.933883e+03, step =  1.0e-04, time = 4.52e-01 sec\n",
      "\n",
      "Processing slice 5130 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.04e-04 seconds\n",
      "Initial f-est:  2.819516e+03, tensor norm:  2.689e+01\n",
      "Epoch   1: f-est =  2.767463e+03, step =  1.0e-01, time = 3.52e-02 sec\n",
      "Epoch   2: f-est =  2.751079e+03, step =  1.0e-01, time = 6.93e-02 sec\n",
      "Epoch   3: f-est =  2.752791e+03, step =  1.0e-01, time = 1.03e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.746305e+03, step =  1.0e-02, time = 1.37e-01 sec\n",
      "Epoch   5: f-est =  2.747677e+03, step =  1.0e-02, time = 1.71e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.60e-04 seconds\n",
      "Initial f-est:  2.753867e+03, tensor norm:  2.689e+01\n",
      "Epoch   1: f-est =  2.749306e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  2.749964e+03, step =  1.0e-03, time = 2.28e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.742807e+03, step =  1.0e-04, time = 3.38e-01 sec\n",
      "Epoch   4: f-est =  2.742941e+03, step =  1.0e-04, time = 4.44e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.742218e+03, step =  1.0e-05, time = 5.47e-01 sec\n",
      "\n",
      "Processing slice 5140 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  3.012049e+03, tensor norm:  2.731e+01\n",
      "Epoch   1: f-est =  2.965187e+03, step =  1.0e-01, time = 5.85e-02 sec\n",
      "Epoch   2: f-est =  2.957819e+03, step =  1.0e-01, time = 9.28e-02 sec\n",
      "Epoch   3: f-est =  2.966995e+03, step =  1.0e-01, time = 1.27e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.956563e+03, step =  1.0e-02, time = 1.61e-01 sec\n",
      "Epoch   5: f-est =  2.958830e+03, step =  1.0e-02, time = 1.94e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.90e-04 seconds\n",
      "Initial f-est:  2.952510e+03, tensor norm:  2.731e+01\n",
      "Epoch   1: f-est =  2.938109e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  2.937736e+03, step =  1.0e-03, time = 2.38e-01 sec\n",
      "Epoch   3: f-est =  2.938424e+03, step =  1.0e-03, time = 3.53e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.931972e+03, step =  1.0e-04, time = 4.69e-01 sec\n",
      "Epoch   5: f-est =  2.931860e+03, step =  1.0e-04, time = 5.85e-01 sec\n",
      "\n",
      "Processing slice 5150 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.74e-04 seconds\n",
      "Initial f-est:  2.865342e+03, tensor norm:  2.683e+01\n",
      "Epoch   1: f-est =  2.828873e+03, step =  1.0e-01, time = 3.91e-02 sec\n",
      "Epoch   2: f-est =  2.831941e+03, step =  1.0e-01, time = 7.28e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.827284e+03, step =  1.0e-02, time = 1.06e-01 sec\n",
      "Epoch   4: f-est =  2.826050e+03, step =  1.0e-02, time = 1.40e-01 sec\n",
      "Epoch   5: f-est =  2.824642e+03, step =  1.0e-02, time = 1.77e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  2.816256e+03, tensor norm:  2.683e+01\n",
      "Epoch   1: f-est =  2.810508e+03, step =  1.0e-03, time = 1.10e-01 sec\n",
      "Epoch   2: f-est =  2.811150e+03, step =  1.0e-03, time = 2.27e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.804090e+03, step =  1.0e-04, time = 3.43e-01 sec\n",
      "Epoch   4: f-est =  2.804184e+03, step =  1.0e-04, time = 4.46e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.803579e+03, step =  1.0e-05, time = 5.38e-01 sec\n",
      "\n",
      "Processing slice 5160 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  2.615552e+03, tensor norm:  2.590e+01\n",
      "Epoch   1: f-est =  2.603177e+03, step =  1.0e-01, time = 3.40e-02 sec\n",
      "Epoch   2: f-est =  2.599251e+03, step =  1.0e-01, time = 6.72e-02 sec\n",
      "Epoch   3: f-est =  2.587644e+03, step =  1.0e-01, time = 1.05e-01 sec\n",
      "Epoch   4: f-est =  2.593944e+03, step =  1.0e-01, time = 1.38e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.590573e+03, step =  1.0e-02, time = 1.71e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  2.670393e+03, tensor norm:  2.590e+01\n",
      "Epoch   1: f-est =  2.666258e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.665549e+03, step =  1.0e-03, time = 2.22e-01 sec\n",
      "Epoch   3: f-est =  2.665998e+03, step =  1.0e-03, time = 3.38e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.659543e+03, step =  1.0e-04, time = 4.54e-01 sec\n",
      "Epoch   5: f-est =  2.659564e+03, step =  1.0e-04, time = 5.69e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5170 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.62e-04 seconds\n",
      "Initial f-est:  2.913773e+03, tensor norm:  2.731e+01\n",
      "Epoch   1: f-est =  2.860711e+03, step =  1.0e-01, time = 3.58e-02 sec\n",
      "Epoch   2: f-est =  2.855025e+03, step =  1.0e-01, time = 6.99e-02 sec\n",
      "Epoch   3: f-est =  2.852402e+03, step =  1.0e-01, time = 1.04e-01 sec\n",
      "Epoch   4: f-est =  2.851406e+03, step =  1.0e-01, time = 1.38e-01 sec\n",
      "Epoch   5: f-est =  2.853791e+03, step =  1.0e-01, time = 1.73e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.63e-04 seconds\n",
      "Initial f-est:  2.859715e+03, tensor norm:  2.731e+01\n",
      "Epoch   1: f-est =  2.854211e+03, step =  1.0e-03, time = 1.14e-01 sec\n",
      "Epoch   2: f-est =  2.855252e+03, step =  1.0e-03, time = 2.30e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.846671e+03, step =  1.0e-04, time = 3.21e-01 sec\n",
      "Epoch   4: f-est =  2.846602e+03, step =  1.0e-04, time = 4.09e-01 sec\n",
      "Epoch   5: f-est =  2.846809e+03, step =  1.0e-04, time = 5.25e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5180 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.71e-04 seconds\n",
      "Initial f-est:  2.968658e+03, tensor norm:  2.702e+01\n",
      "Epoch   1: f-est =  2.898924e+03, step =  1.0e-01, time = 3.47e-02 sec\n",
      "Epoch   2: f-est =  2.894291e+03, step =  1.0e-01, time = 7.24e-02 sec\n",
      "Epoch   3: f-est =  2.886393e+03, step =  1.0e-01, time = 1.06e-01 sec\n",
      "Epoch   4: f-est =  2.895750e+03, step =  1.0e-01, time = 1.40e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.885791e+03, step =  1.0e-02, time = 1.74e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.13e-04 seconds\n",
      "Initial f-est:  2.854767e+03, tensor norm:  2.702e+01\n",
      "Epoch   1: f-est =  2.843168e+03, step =  1.0e-03, time = 9.21e-02 sec\n",
      "Epoch   2: f-est =  2.843180e+03, step =  1.0e-03, time = 1.87e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.836438e+03, step =  1.0e-04, time = 2.91e-01 sec\n",
      "Epoch   4: f-est =  2.836423e+03, step =  1.0e-04, time = 3.80e-01 sec\n",
      "Epoch   5: f-est =  2.836379e+03, step =  1.0e-04, time = 4.71e-01 sec\n",
      "\n",
      "Processing slice 5190 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.86e-04 seconds\n",
      "Initial f-est:  2.742741e+03, tensor norm:  2.636e+01\n",
      "Epoch   1: f-est =  2.671777e+03, step =  1.0e-01, time = 3.46e-02 sec\n",
      "Epoch   2: f-est =  2.672839e+03, step =  1.0e-01, time = 6.77e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.670843e+03, step =  1.0e-02, time = 1.01e-01 sec\n",
      "Epoch   4: f-est =  2.668958e+03, step =  1.0e-02, time = 1.39e-01 sec\n",
      "Epoch   5: f-est =  2.668078e+03, step =  1.0e-02, time = 1.72e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.67e-04 seconds\n",
      "Initial f-est:  2.668651e+03, tensor norm:  2.636e+01\n",
      "Epoch   1: f-est =  2.653928e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  2.651935e+03, step =  1.0e-03, time = 2.12e-01 sec\n",
      "Epoch   3: f-est =  2.651740e+03, step =  1.0e-03, time = 3.04e-01 sec\n",
      "Epoch   4: f-est =  2.651511e+03, step =  1.0e-03, time = 4.06e-01 sec\n",
      "Epoch   5: f-est =  2.651833e+03, step =  1.0e-03, time = 5.22e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5200 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.89e-04 seconds\n",
      "Initial f-est:  2.705551e+03, tensor norm:  2.598e+01\n",
      "Epoch   1: f-est =  2.650597e+03, step =  1.0e-01, time = 3.88e-02 sec\n",
      "Epoch   2: f-est =  2.652345e+03, step =  1.0e-01, time = 7.22e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.649096e+03, step =  1.0e-02, time = 1.05e-01 sec\n",
      "Epoch   4: f-est =  2.647721e+03, step =  1.0e-02, time = 1.40e-01 sec\n",
      "Epoch   5: f-est =  2.645756e+03, step =  1.0e-02, time = 1.77e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.83e-04 seconds\n",
      "Initial f-est:  2.641438e+03, tensor norm:  2.598e+01\n",
      "Epoch   1: f-est =  2.635961e+03, step =  1.0e-03, time = 1.06e-01 sec\n",
      "Epoch   2: f-est =  2.635771e+03, step =  1.0e-03, time = 2.22e-01 sec\n",
      "Epoch   3: f-est =  2.636729e+03, step =  1.0e-03, time = 3.42e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.630191e+03, step =  1.0e-04, time = 4.58e-01 sec\n",
      "Epoch   5: f-est =  2.630241e+03, step =  1.0e-04, time = 5.73e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5210 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.66e-04 seconds\n",
      "Initial f-est:  3.455230e+03, tensor norm:  3.012e+01\n",
      "Epoch   1: f-est =  3.382009e+03, step =  1.0e-01, time = 3.85e-02 sec\n",
      "Epoch   2: f-est =  3.380822e+03, step =  1.0e-01, time = 8.04e-02 sec\n",
      "Epoch   3: f-est =  3.378002e+03, step =  1.0e-01, time = 1.17e-01 sec\n",
      "Epoch   4: f-est =  3.379200e+03, step =  1.0e-01, time = 1.54e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.373897e+03, step =  1.0e-02, time = 1.91e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.89e-04 seconds\n",
      "Initial f-est:  3.329725e+03, tensor norm:  3.012e+01\n",
      "Epoch   1: f-est =  3.315763e+03, step =  1.0e-03, time = 9.28e-02 sec\n",
      "Epoch   2: f-est =  3.316507e+03, step =  1.0e-03, time = 2.09e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  3.306212e+03, step =  1.0e-04, time = 3.04e-01 sec\n",
      "Epoch   4: f-est =  3.306244e+03, step =  1.0e-04, time = 3.97e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  3.305270e+03, step =  1.0e-05, time = 5.20e-01 sec\n",
      "\n",
      "Processing slice 5220 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.60e-04 seconds\n",
      "Initial f-est:  2.788552e+03, tensor norm:  2.636e+01\n",
      "Epoch   1: f-est =  2.747186e+03, step =  1.0e-01, time = 3.43e-02 sec\n",
      "Epoch   2: f-est =  2.747653e+03, step =  1.0e-01, time = 6.76e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.741905e+03, step =  1.0e-02, time = 9.97e-02 sec\n",
      "Epoch   4: f-est =  2.741797e+03, step =  1.0e-02, time = 1.33e-01 sec\n",
      "Epoch   5: f-est =  2.742547e+03, step =  1.0e-02, time = 1.66e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...4.30e-04 seconds\n",
      "Initial f-est:  2.795036e+03, tensor norm:  2.636e+01\n",
      "Epoch   1: f-est =  2.785767e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.784691e+03, step =  1.0e-03, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  2.785277e+03, step =  1.0e-03, time = 3.55e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.777521e+03, step =  1.0e-04, time = 4.72e-01 sec\n",
      "Epoch   5: f-est =  2.777601e+03, step =  1.0e-04, time = 5.89e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5230 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.70e-04 seconds\n",
      "Initial f-est:  2.702617e+03, tensor norm:  2.604e+01\n",
      "Epoch   1: f-est =  2.674839e+03, step =  1.0e-01, time = 3.27e-02 sec\n",
      "Epoch   2: f-est =  2.692126e+03, step =  1.0e-01, time = 6.59e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.676245e+03, step =  1.0e-02, time = 9.89e-02 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.674667e+03, step =  1.0e-03, time = 1.32e-01 sec\n",
      "Epoch   5: f-est =  2.674335e+03, step =  1.0e-03, time = 1.65e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.45e-04 seconds\n",
      "Initial f-est:  2.698364e+03, tensor norm:  2.604e+01\n",
      "Epoch   1: f-est =  2.690006e+03, step =  1.0e-03, time = 1.05e-01 sec\n",
      "Epoch   2: f-est =  2.689390e+03, step =  1.0e-03, time = 1.87e-01 sec\n",
      "Epoch   3: f-est =  2.689983e+03, step =  1.0e-03, time = 2.81e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.683334e+03, step =  1.0e-04, time = 3.96e-01 sec\n",
      "Epoch   5: f-est =  2.683222e+03, step =  1.0e-04, time = 5.40e-01 sec\n",
      "\n",
      "Processing slice 5240 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.56e-04 seconds\n",
      "Initial f-est:  2.943456e+03, tensor norm:  2.775e+01\n",
      "Epoch   1: f-est =  2.907179e+03, step =  1.0e-01, time = 3.59e-02 sec\n",
      "Epoch   2: f-est =  2.906499e+03, step =  1.0e-01, time = 7.06e-02 sec\n",
      "Epoch   3: f-est =  2.911028e+03, step =  1.0e-01, time = 1.10e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.904503e+03, step =  1.0e-02, time = 1.44e-01 sec\n",
      "Epoch   5: f-est =  2.906262e+03, step =  1.0e-02, time = 1.79e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  2.832142e+03, tensor norm:  2.775e+01\n",
      "Epoch   1: f-est =  2.827275e+03, step =  1.0e-03, time = 1.00e-01 sec\n",
      "Epoch   2: f-est =  2.826123e+03, step =  1.0e-03, time = 2.46e-01 sec\n",
      "Epoch   3: f-est =  2.826403e+03, step =  1.0e-03, time = 3.62e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.817976e+03, step =  1.0e-04, time = 4.68e-01 sec\n",
      "Epoch   5: f-est =  2.817963e+03, step =  1.0e-04, time = 5.72e-01 sec\n",
      "\n",
      "Processing slice 5250 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.61e-04 seconds\n",
      "Initial f-est:  2.720034e+03, tensor norm:  2.542e+01\n",
      "Epoch   1: f-est =  2.659840e+03, step =  1.0e-01, time = 3.86e-02 sec\n",
      "Epoch   2: f-est =  2.667545e+03, step =  1.0e-01, time = 7.16e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.659635e+03, step =  1.0e-02, time = 1.30e-01 sec\n",
      "Epoch   4: f-est =  2.659920e+03, step =  1.0e-02, time = 1.63e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.659011e+03, step =  1.0e-03, time = 2.00e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  2.672644e+03, tensor norm:  2.542e+01\n",
      "Epoch   1: f-est =  2.668023e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  2.667222e+03, step =  1.0e-03, time = 2.33e-01 sec\n",
      "Epoch   3: f-est =  2.667286e+03, step =  1.0e-03, time = 3.34e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.661270e+03, step =  1.0e-04, time = 4.52e-01 sec\n",
      "Epoch   5: f-est =  2.661371e+03, step =  1.0e-04, time = 5.68e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5260 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.98e-04 seconds\n",
      "Initial f-est:  2.808681e+03, tensor norm:  2.681e+01\n",
      "Epoch   1: f-est =  2.777268e+03, step =  1.0e-01, time = 3.46e-02 sec\n",
      "Epoch   2: f-est =  2.764822e+03, step =  1.0e-01, time = 6.85e-02 sec\n",
      "Epoch   3: f-est =  2.765684e+03, step =  1.0e-01, time = 1.08e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.765738e+03, step =  1.0e-02, time = 1.42e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.764691e+03, step =  1.0e-03, time = 1.76e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  2.750433e+03, tensor norm:  2.681e+01\n",
      "Epoch   1: f-est =  2.739566e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.739080e+03, step =  1.0e-03, time = 2.04e-01 sec\n",
      "Epoch   3: f-est =  2.739592e+03, step =  1.0e-03, time = 3.21e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.731693e+03, step =  1.0e-04, time = 4.09e-01 sec\n",
      "Epoch   5: f-est =  2.731848e+03, step =  1.0e-04, time = 4.94e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5270 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  3.170950e+03, tensor norm:  2.821e+01\n",
      "Epoch   1: f-est =  3.080271e+03, step =  1.0e-01, time = 3.53e-02 sec\n",
      "Epoch   2: f-est =  3.077569e+03, step =  1.0e-01, time = 6.98e-02 sec\n",
      "Epoch   3: f-est =  3.071731e+03, step =  1.0e-01, time = 1.04e-01 sec\n",
      "Epoch   4: f-est =  3.039849e+03, step =  1.0e-01, time = 1.40e-01 sec\n",
      "Epoch   5: f-est =  3.056698e+03, step =  1.0e-01, time = 1.74e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  2.995597e+03, tensor norm:  2.821e+01\n",
      "Epoch   1: f-est =  2.987077e+03, step =  1.0e-03, time = 9.37e-02 sec\n",
      "Epoch   2: f-est =  2.984571e+03, step =  1.0e-03, time = 2.10e-01 sec\n",
      "Epoch   3: f-est =  2.985663e+03, step =  1.0e-03, time = 3.30e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.978234e+03, step =  1.0e-04, time = 4.32e-01 sec\n",
      "Epoch   5: f-est =  2.978257e+03, step =  1.0e-04, time = 5.46e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5280 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.65e-04 seconds\n",
      "Initial f-est:  2.605299e+03, tensor norm:  2.581e+01\n",
      "Epoch   1: f-est =  2.566428e+03, step =  1.0e-01, time = 3.43e-02 sec\n",
      "Epoch   2: f-est =  2.557093e+03, step =  1.0e-01, time = 6.81e-02 sec\n",
      "Epoch   3: f-est =  2.568034e+03, step =  1.0e-01, time = 1.01e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.558590e+03, step =  1.0e-02, time = 1.35e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.556780e+03, step =  1.0e-03, time = 1.68e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.07e-04 seconds\n",
      "Initial f-est:  2.593681e+03, tensor norm:  2.581e+01\n",
      "Epoch   1: f-est =  2.582653e+03, step =  1.0e-03, time = 1.20e-01 sec\n",
      "Epoch   2: f-est =  2.582007e+03, step =  1.0e-03, time = 2.11e-01 sec\n",
      "Epoch   3: f-est =  2.582533e+03, step =  1.0e-03, time = 3.26e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.575603e+03, step =  1.0e-04, time = 4.41e-01 sec\n",
      "Epoch   5: f-est =  2.575555e+03, step =  1.0e-04, time = 5.57e-01 sec\n",
      "\n",
      "Processing slice 5290 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.96e-04 seconds\n",
      "Initial f-est:  2.508528e+03, tensor norm:  2.504e+01\n",
      "Epoch   1: f-est =  2.475715e+03, step =  1.0e-01, time = 3.37e-02 sec\n",
      "Epoch   2: f-est =  2.471275e+03, step =  1.0e-01, time = 6.64e-02 sec\n",
      "Epoch   3: f-est =  2.473140e+03, step =  1.0e-01, time = 9.86e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.469352e+03, step =  1.0e-02, time = 1.36e-01 sec\n",
      "Epoch   5: f-est =  2.470544e+03, step =  1.0e-02, time = 1.68e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.86e-04 seconds\n",
      "Initial f-est:  2.525699e+03, tensor norm:  2.504e+01\n",
      "Epoch   1: f-est =  2.521405e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.520211e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  2.520263e+03, step =  1.0e-03, time = 3.55e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.514523e+03, step =  1.0e-04, time = 4.63e-01 sec\n",
      "Epoch   5: f-est =  2.514518e+03, step =  1.0e-04, time = 5.78e-01 sec\n",
      "\n",
      "Processing slice 5300 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.29e-04 seconds\n",
      "Initial f-est:  2.604566e+03, tensor norm:  2.536e+01\n",
      "Epoch   1: f-est =  2.567277e+03, step =  1.0e-01, time = 3.34e-02 sec\n",
      "Epoch   2: f-est =  2.550181e+03, step =  1.0e-01, time = 6.69e-02 sec\n",
      "Epoch   3: f-est =  2.555997e+03, step =  1.0e-01, time = 9.98e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.550297e+03, step =  1.0e-02, time = 1.32e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.549927e+03, step =  1.0e-03, time = 1.65e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.02e-04 seconds\n",
      "Initial f-est:  2.550055e+03, tensor norm:  2.536e+01\n",
      "Epoch   1: f-est =  2.547351e+03, step =  1.0e-03, time = 9.91e-02 sec\n",
      "Epoch   2: f-est =  2.540698e+03, step =  1.0e-03, time = 2.15e-01 sec\n",
      "Epoch   3: f-est =  2.539829e+03, step =  1.0e-03, time = 3.07e-01 sec\n",
      "Epoch   4: f-est =  2.538952e+03, step =  1.0e-03, time = 4.07e-01 sec\n",
      "Epoch   5: f-est =  2.538478e+03, step =  1.0e-03, time = 5.20e-01 sec\n",
      "\n",
      "Processing slice 5310 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.79e-04 seconds\n",
      "Initial f-est:  2.354983e+03, tensor norm:  2.406e+01\n",
      "Epoch   1: f-est =  2.328932e+03, step =  1.0e-01, time = 3.30e-02 sec\n",
      "Epoch   2: f-est =  2.324860e+03, step =  1.0e-01, time = 6.49e-02 sec\n",
      "Epoch   3: f-est =  2.321927e+03, step =  1.0e-01, time = 9.71e-02 sec\n",
      "Epoch   4: f-est =  2.319057e+03, step =  1.0e-01, time = 1.34e-01 sec\n",
      "Epoch   5: f-est =  2.320322e+03, step =  1.0e-01, time = 1.66e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.62e-04 seconds\n",
      "Initial f-est:  2.354845e+03, tensor norm:  2.406e+01\n",
      "Epoch   1: f-est =  2.350948e+03, step =  1.0e-03, time = 8.99e-02 sec\n",
      "Epoch   2: f-est =  2.350906e+03, step =  1.0e-03, time = 1.77e-01 sec\n",
      "Epoch   3: f-est =  2.350479e+03, step =  1.0e-03, time = 2.69e-01 sec\n",
      "Epoch   4: f-est =  2.349937e+03, step =  1.0e-03, time = 3.71e-01 sec\n",
      "Epoch   5: f-est =  2.351515e+03, step =  1.0e-03, time = 4.71e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5320 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.79e-04 seconds\n",
      "Initial f-est:  2.520283e+03, tensor norm:  2.530e+01\n",
      "Epoch   1: f-est =  2.488196e+03, step =  1.0e-01, time = 3.37e-02 sec\n",
      "Epoch   2: f-est =  2.482881e+03, step =  1.0e-01, time = 7.02e-02 sec\n",
      "Epoch   3: f-est =  2.488422e+03, step =  1.0e-01, time = 1.03e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.480764e+03, step =  1.0e-02, time = 1.35e-01 sec\n",
      "Epoch   5: f-est =  2.482163e+03, step =  1.0e-02, time = 1.68e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.68e-04 seconds\n",
      "Initial f-est:  2.522896e+03, tensor norm:  2.530e+01\n",
      "Epoch   1: f-est =  2.514849e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  2.514123e+03, step =  1.0e-03, time = 2.37e-01 sec\n",
      "Epoch   3: f-est =  2.514524e+03, step =  1.0e-03, time = 3.39e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.508331e+03, step =  1.0e-04, time = 4.55e-01 sec\n",
      "Epoch   5: f-est =  2.508487e+03, step =  1.0e-04, time = 5.37e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5330 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  2.761976e+03, tensor norm:  2.636e+01\n",
      "Epoch   1: f-est =  2.735043e+03, step =  1.0e-01, time = 3.52e-02 sec\n",
      "Epoch   2: f-est =  2.736527e+03, step =  1.0e-01, time = 6.91e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.732715e+03, step =  1.0e-02, time = 1.03e-01 sec\n",
      "Epoch   4: f-est =  2.731709e+03, step =  1.0e-02, time = 1.41e-01 sec\n",
      "Epoch   5: f-est =  2.731859e+03, step =  1.0e-02, time = 1.75e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.62e-04 seconds\n",
      "Initial f-est:  2.687557e+03, tensor norm:  2.636e+01\n",
      "Epoch   1: f-est =  2.695886e+03, step =  1.0e-03, time = 1.17e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  2.672377e+03, step =  1.0e-04, time = 2.33e-01 sec\n",
      "Epoch   3: f-est =  2.670461e+03, step =  1.0e-04, time = 3.25e-01 sec\n",
      "Epoch   4: f-est =  2.669712e+03, step =  1.0e-04, time = 4.15e-01 sec\n",
      "Epoch   5: f-est =  2.669361e+03, step =  1.0e-04, time = 5.31e-01 sec\n",
      "\n",
      "Processing slice 5340 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  2.729217e+03, tensor norm:  2.583e+01\n",
      "Epoch   1: f-est =  2.610421e+03, step =  1.0e-01, time = 3.39e-02 sec\n",
      "Epoch   2: f-est =  2.603855e+03, step =  1.0e-01, time = 6.66e-02 sec\n",
      "Epoch   3: f-est =  2.616437e+03, step =  1.0e-01, time = 9.95e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.602751e+03, step =  1.0e-02, time = 1.60e-01 sec\n",
      "Epoch   5: f-est =  2.603883e+03, step =  1.0e-02, time = 1.93e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.05e-04 seconds\n",
      "Initial f-est:  2.599359e+03, tensor norm:  2.583e+01\n",
      "Epoch   1: f-est =  2.594660e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  2.594270e+03, step =  1.0e-03, time = 2.33e-01 sec\n",
      "Epoch   3: f-est =  2.593807e+03, step =  1.0e-03, time = 3.25e-01 sec\n",
      "Epoch   4: f-est =  2.593886e+03, step =  1.0e-03, time = 4.40e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.588531e+03, step =  1.0e-04, time = 5.37e-01 sec\n",
      "\n",
      "Processing slice 5350 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.10e-04 seconds\n",
      "Initial f-est:  2.762765e+03, tensor norm:  2.621e+01\n",
      "Epoch   1: f-est =  2.721718e+03, step =  1.0e-01, time = 3.44e-02 sec\n",
      "Epoch   2: f-est =  2.715823e+03, step =  1.0e-01, time = 6.79e-02 sec\n",
      "Epoch   3: f-est =  2.713941e+03, step =  1.0e-01, time = 1.01e-01 sec\n",
      "Epoch   4: f-est =  2.696368e+03, step =  1.0e-01, time = 1.35e-01 sec\n",
      "Epoch   5: f-est =  2.704304e+03, step =  1.0e-01, time = 1.68e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.62e-04 seconds\n",
      "Initial f-est:  2.682278e+03, tensor norm:  2.621e+01\n",
      "Epoch   1: f-est =  2.676245e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.675609e+03, step =  1.0e-03, time = 2.11e-01 sec\n",
      "Epoch   3: f-est =  2.675325e+03, step =  1.0e-03, time = 3.31e-01 sec\n",
      "Epoch   4: f-est =  2.674928e+03, step =  1.0e-03, time = 4.42e-01 sec\n",
      "Epoch   5: f-est =  2.675164e+03, step =  1.0e-03, time = 5.28e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5360 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.96e-04 seconds\n",
      "Initial f-est:  2.545366e+03, tensor norm:  2.456e+01\n",
      "Epoch   1: f-est =  2.529375e+03, step =  1.0e-01, time = 3.27e-02 sec\n",
      "Epoch   2: f-est =  2.532186e+03, step =  1.0e-01, time = 6.96e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.529322e+03, step =  1.0e-02, time = 1.01e-01 sec\n",
      "Epoch   4: f-est =  2.527454e+03, step =  1.0e-02, time = 1.33e-01 sec\n",
      "Epoch   5: f-est =  2.524007e+03, step =  1.0e-02, time = 1.65e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.85e-04 seconds\n",
      "Initial f-est:  2.509061e+03, tensor norm:  2.456e+01\n",
      "Epoch   1: f-est =  2.503706e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  2.503832e+03, step =  1.0e-03, time = 2.35e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.496498e+03, step =  1.0e-04, time = 3.40e-01 sec\n",
      "Epoch   4: f-est =  2.496554e+03, step =  1.0e-04, time = 4.25e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.495877e+03, step =  1.0e-05, time = 5.41e-01 sec\n",
      "\n",
      "Processing slice 5370 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.92e-04 seconds\n",
      "Initial f-est:  2.566780e+03, tensor norm:  2.484e+01\n",
      "Epoch   1: f-est =  2.526643e+03, step =  1.0e-01, time = 3.35e-02 sec\n",
      "Epoch   2: f-est =  2.524140e+03, step =  1.0e-01, time = 6.61e-02 sec\n",
      "Epoch   3: f-est =  2.519947e+03, step =  1.0e-01, time = 9.85e-02 sec\n",
      "Epoch   4: f-est =  2.514413e+03, step =  1.0e-01, time = 1.35e-01 sec\n",
      "Epoch   5: f-est =  2.520333e+03, step =  1.0e-01, time = 1.68e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.78e-04 seconds\n",
      "Initial f-est:  2.507895e+03, tensor norm:  2.484e+01\n",
      "Epoch   1: f-est =  2.496468e+03, step =  1.0e-03, time = 8.47e-02 sec\n",
      "Epoch   2: f-est =  2.496000e+03, step =  1.0e-03, time = 1.90e-01 sec\n",
      "Epoch   3: f-est =  2.495761e+03, step =  1.0e-03, time = 3.11e-01 sec\n",
      "Epoch   4: f-est =  2.496762e+03, step =  1.0e-03, time = 4.26e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.491273e+03, step =  1.0e-04, time = 5.16e-01 sec\n",
      "\n",
      "Processing slice 5380 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.54e-04 seconds\n",
      "Initial f-est:  2.761881e+03, tensor norm:  2.629e+01\n",
      "Epoch   1: f-est =  2.707529e+03, step =  1.0e-01, time = 3.48e-02 sec\n",
      "Epoch   2: f-est =  2.706454e+03, step =  1.0e-01, time = 7.32e-02 sec\n",
      "Epoch   3: f-est =  2.693823e+03, step =  1.0e-01, time = 1.07e-01 sec\n",
      "Epoch   4: f-est =  2.697157e+03, step =  1.0e-01, time = 1.40e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.693204e+03, step =  1.0e-02, time = 1.74e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  2.720421e+03, tensor norm:  2.629e+01\n",
      "Epoch   1: f-est =  2.714977e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.715076e+03, step =  1.0e-03, time = 2.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.708264e+03, step =  1.0e-04, time = 3.21e-01 sec\n",
      "Epoch   4: f-est =  2.708114e+03, step =  1.0e-04, time = 4.38e-01 sec\n",
      "Epoch   5: f-est =  2.708261e+03, step =  1.0e-04, time = 5.23e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5390 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.89e-04 seconds\n",
      "Initial f-est:  2.428131e+03, tensor norm:  2.425e+01\n",
      "Epoch   1: f-est =  2.390510e+03, step =  1.0e-01, time = 3.83e-02 sec\n",
      "Epoch   2: f-est =  2.386238e+03, step =  1.0e-01, time = 7.11e-02 sec\n",
      "Epoch   3: f-est =  2.385622e+03, step =  1.0e-01, time = 1.03e-01 sec\n",
      "Epoch   4: f-est =  2.385081e+03, step =  1.0e-01, time = 1.35e-01 sec\n",
      "Epoch   5: f-est =  2.384019e+03, step =  1.0e-01, time = 1.72e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.61e-04 seconds\n",
      "Initial f-est:  2.387660e+03, tensor norm:  2.425e+01\n",
      "Epoch   1: f-est =  2.379811e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.378734e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  2.378106e+03, step =  1.0e-03, time = 3.49e-01 sec\n",
      "Epoch   4: f-est =  2.378111e+03, step =  1.0e-03, time = 4.70e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.372843e+03, step =  1.0e-04, time = 5.85e-01 sec\n",
      "\n",
      "Processing slice 5400 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.75e-04 seconds\n",
      "Initial f-est:  2.556810e+03, tensor norm:  2.488e+01\n",
      "Epoch   1: f-est =  2.506197e+03, step =  1.0e-01, time = 6.73e-02 sec\n",
      "Epoch   2: f-est =  2.510513e+03, step =  1.0e-01, time = 9.96e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.506598e+03, step =  1.0e-02, time = 1.32e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.505921e+03, step =  1.0e-03, time = 1.64e-01 sec\n",
      "Epoch   5: f-est =  2.505811e+03, step =  1.0e-03, time = 2.01e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.65e-04 seconds\n",
      "Initial f-est:  2.491411e+03, tensor norm:  2.488e+01\n",
      "Epoch   1: f-est =  2.487437e+03, step =  1.0e-03, time = 9.94e-02 sec\n",
      "Epoch   2: f-est =  2.487124e+03, step =  1.0e-03, time = 2.15e-01 sec\n",
      "Epoch   3: f-est =  2.487324e+03, step =  1.0e-03, time = 3.13e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.482073e+03, step =  1.0e-04, time = 4.22e-01 sec\n",
      "Epoch   5: f-est =  2.482022e+03, step =  1.0e-04, time = 5.04e-01 sec\n",
      "\n",
      "Processing slice 5410 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  2.703258e+03, tensor norm:  2.542e+01\n",
      "Epoch   1: f-est =  2.613820e+03, step =  1.0e-01, time = 3.39e-02 sec\n",
      "Epoch   2: f-est =  2.615860e+03, step =  1.0e-01, time = 6.61e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.611766e+03, step =  1.0e-02, time = 1.03e-01 sec\n",
      "Epoch   4: f-est =  2.611330e+03, step =  1.0e-02, time = 1.36e-01 sec\n",
      "Epoch   5: f-est =  2.611351e+03, step =  1.0e-02, time = 1.69e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  2.634020e+03, tensor norm:  2.542e+01\n",
      "Epoch   1: f-est =  2.629254e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.628813e+03, step =  1.0e-03, time = 2.19e-01 sec\n",
      "Epoch   3: f-est =  2.628400e+03, step =  1.0e-03, time = 3.23e-01 sec\n",
      "Epoch   4: f-est =  2.628594e+03, step =  1.0e-03, time = 4.39e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.623239e+03, step =  1.0e-04, time = 5.40e-01 sec\n",
      "\n",
      "Processing slice 5420 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  2.619910e+03, tensor norm:  2.526e+01\n",
      "Epoch   1: f-est =  2.563984e+03, step =  1.0e-01, time = 3.36e-02 sec\n",
      "Epoch   2: f-est =  2.563680e+03, step =  1.0e-01, time = 6.62e-02 sec\n",
      "Epoch   3: f-est =  2.575965e+03, step =  1.0e-01, time = 9.85e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.562896e+03, step =  1.0e-02, time = 1.31e-01 sec\n",
      "Epoch   5: f-est =  2.562337e+03, step =  1.0e-02, time = 1.68e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.80e-04 seconds\n",
      "Initial f-est:  2.571904e+03, tensor norm:  2.526e+01\n",
      "Epoch   1: f-est =  2.559216e+03, step =  1.0e-03, time = 9.62e-02 sec\n",
      "Epoch   2: f-est =  2.559291e+03, step =  1.0e-03, time = 1.98e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.554173e+03, step =  1.0e-04, time = 3.13e-01 sec\n",
      "Epoch   4: f-est =  2.554175e+03, step =  1.0e-04, time = 4.28e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.553809e+03, step =  1.0e-05, time = 5.49e-01 sec\n",
      "\n",
      "Processing slice 5430 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.68e-04 seconds\n",
      "Initial f-est:  2.804388e+03, tensor norm:  2.672e+01\n",
      "Epoch   1: f-est =  2.753803e+03, step =  1.0e-01, time = 3.48e-02 sec\n",
      "Epoch   2: f-est =  2.749371e+03, step =  1.0e-01, time = 6.86e-02 sec\n",
      "Epoch   3: f-est =  2.739516e+03, step =  1.0e-01, time = 1.07e-01 sec\n",
      "Epoch   4: f-est =  2.748281e+03, step =  1.0e-01, time = 1.40e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.738516e+03, step =  1.0e-02, time = 1.74e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.75e-04 seconds\n",
      "Initial f-est:  2.694816e+03, tensor norm:  2.672e+01\n",
      "Epoch   1: f-est =  2.694184e+03, step =  1.0e-03, time = 9.28e-02 sec\n",
      "Epoch   2: f-est =  2.693714e+03, step =  1.0e-03, time = 2.16e-01 sec\n",
      "Epoch   3: f-est =  2.693196e+03, step =  1.0e-03, time = 3.32e-01 sec\n",
      "Epoch   4: f-est =  2.692606e+03, step =  1.0e-03, time = 4.28e-01 sec\n",
      "Epoch   5: f-est =  2.693301e+03, step =  1.0e-03, time = 5.45e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5440 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.17e-04 seconds\n",
      "Initial f-est:  2.771699e+03, tensor norm:  2.646e+01\n",
      "Epoch   1: f-est =  2.735788e+03, step =  1.0e-01, time = 4.07e-02 sec\n",
      "Epoch   2: f-est =  2.731717e+03, step =  1.0e-01, time = 7.58e-02 sec\n",
      "Epoch   3: f-est =  2.735005e+03, step =  1.0e-01, time = 1.11e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.731040e+03, step =  1.0e-02, time = 1.46e-01 sec\n",
      "Epoch   5: f-est =  2.728034e+03, step =  1.0e-02, time = 1.81e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.69e-04 seconds\n",
      "Initial f-est:  2.683322e+03, tensor norm:  2.646e+01\n",
      "Epoch   1: f-est =  2.678062e+03, step =  1.0e-03, time = 1.21e-01 sec\n",
      "Epoch   2: f-est =  2.677558e+03, step =  1.0e-03, time = 2.32e-01 sec\n",
      "Epoch   3: f-est =  2.678154e+03, step =  1.0e-03, time = 3.30e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.671495e+03, step =  1.0e-04, time = 4.39e-01 sec\n",
      "Epoch   5: f-est =  2.671509e+03, step =  1.0e-04, time = 5.54e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5450 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.88e-04 seconds\n",
      "Initial f-est:  2.359408e+03, tensor norm:  2.392e+01\n",
      "Epoch   1: f-est =  2.289721e+03, step =  1.0e-01, time = 3.35e-02 sec\n",
      "Epoch   2: f-est =  2.275784e+03, step =  1.0e-01, time = 6.61e-02 sec\n",
      "Epoch   3: f-est =  2.281111e+03, step =  1.0e-01, time = 9.80e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.273762e+03, step =  1.0e-02, time = 1.30e-01 sec\n",
      "Epoch   5: f-est =  2.273982e+03, step =  1.0e-02, time = 1.62e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.93e-04 seconds\n",
      "Initial f-est:  2.316563e+03, tensor norm:  2.392e+01\n",
      "Epoch   1: f-est =  2.310568e+03, step =  1.0e-03, time = 9.86e-02 sec\n",
      "Epoch   2: f-est =  2.309789e+03, step =  1.0e-03, time = 2.15e-01 sec\n",
      "Epoch   3: f-est =  2.309702e+03, step =  1.0e-03, time = 3.30e-01 sec\n",
      "Epoch   4: f-est =  2.309570e+03, step =  1.0e-03, time = 4.19e-01 sec\n",
      "Epoch   5: f-est =  2.309221e+03, step =  1.0e-03, time = 5.34e-01 sec\n",
      "\n",
      "Processing slice 5460 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.36e-04 seconds\n",
      "Initial f-est:  2.627079e+03, tensor norm:  2.579e+01\n",
      "Epoch   1: f-est =  2.585261e+03, step =  1.0e-01, time = 3.42e-02 sec\n",
      "Epoch   2: f-est =  2.591955e+03, step =  1.0e-01, time = 6.71e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.581618e+03, step =  1.0e-02, time = 9.97e-02 sec\n",
      "Epoch   4: f-est =  2.580488e+03, step =  1.0e-02, time = 1.37e-01 sec\n",
      "Epoch   5: f-est =  2.581388e+03, step =  1.0e-02, time = 1.70e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  2.621513e+03, tensor norm:  2.579e+01\n",
      "Epoch   1: f-est =  2.615323e+03, step =  1.0e-03, time = 1.18e-01 sec\n",
      "Epoch   2: f-est =  2.614894e+03, step =  1.0e-03, time = 2.12e-01 sec\n",
      "Epoch   3: f-est =  2.614256e+03, step =  1.0e-03, time = 3.06e-01 sec\n",
      "Epoch   4: f-est =  2.613879e+03, step =  1.0e-03, time = 4.21e-01 sec\n",
      "Epoch   5: f-est =  2.614557e+03, step =  1.0e-03, time = 5.26e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5470 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.26e-04 seconds\n",
      "Initial f-est:  2.784019e+03, tensor norm:  2.672e+01\n",
      "Epoch   1: f-est =  2.723231e+03, step =  1.0e-01, time = 3.51e-02 sec\n",
      "Epoch   2: f-est =  2.715013e+03, step =  1.0e-01, time = 7.36e-02 sec\n",
      "Epoch   3: f-est =  2.714931e+03, step =  1.0e-01, time = 1.07e-01 sec\n",
      "Epoch   4: f-est =  2.712038e+03, step =  1.0e-01, time = 1.41e-01 sec\n",
      "Epoch   5: f-est =  2.711397e+03, step =  1.0e-01, time = 1.75e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  2.744800e+03, tensor norm:  2.672e+01\n",
      "Epoch   1: f-est =  2.738296e+03, step =  1.0e-03, time = 9.19e-02 sec\n",
      "Epoch   2: f-est =  2.737664e+03, step =  1.0e-03, time = 2.08e-01 sec\n",
      "Epoch   3: f-est =  2.737394e+03, step =  1.0e-03, time = 3.23e-01 sec\n",
      "Epoch   4: f-est =  2.736789e+03, step =  1.0e-03, time = 4.39e-01 sec\n",
      "Epoch   5: f-est =  2.736442e+03, step =  1.0e-03, time = 5.24e-01 sec\n",
      "\n",
      "Processing slice 5480 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.10e-04 seconds\n",
      "Initial f-est:  2.750359e+03, tensor norm:  2.678e+01\n",
      "Epoch   1: f-est =  2.713543e+03, step =  1.0e-01, time = 3.53e-02 sec\n",
      "Epoch   2: f-est =  2.712871e+03, step =  1.0e-01, time = 6.89e-02 sec\n",
      "Epoch   3: f-est =  2.711357e+03, step =  1.0e-01, time = 1.03e-01 sec\n",
      "Epoch   4: f-est =  2.702115e+03, step =  1.0e-01, time = 1.37e-01 sec\n",
      "Epoch   5: f-est =  2.708722e+03, step =  1.0e-01, time = 1.70e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.67e-04 seconds\n",
      "Initial f-est:  2.712265e+03, tensor norm:  2.678e+01\n",
      "Epoch   1: f-est =  2.707932e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  2.707550e+03, step =  1.0e-03, time = 2.14e-01 sec\n",
      "Epoch   3: f-est =  2.707191e+03, step =  1.0e-03, time = 3.05e-01 sec\n",
      "Epoch   4: f-est =  2.706693e+03, step =  1.0e-03, time = 4.20e-01 sec\n",
      "Epoch   5: f-est =  2.707625e+03, step =  1.0e-03, time = 5.37e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5490 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.85e-04 seconds\n",
      "Initial f-est:  2.754047e+03, tensor norm:  2.640e+01\n",
      "Epoch   1: f-est =  2.719891e+03, step =  1.0e-01, time = 3.48e-02 sec\n",
      "Epoch   2: f-est =  2.698477e+03, step =  1.0e-01, time = 7.28e-02 sec\n",
      "Epoch   3: f-est =  2.697591e+03, step =  1.0e-01, time = 1.06e-01 sec\n",
      "Epoch   4: f-est =  2.697146e+03, step =  1.0e-01, time = 1.40e-01 sec\n",
      "Epoch   5: f-est =  2.704739e+03, step =  1.0e-01, time = 1.73e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.66e-04 seconds\n",
      "Initial f-est:  2.646172e+03, tensor norm:  2.640e+01\n",
      "Epoch   1: f-est =  2.634000e+03, step =  1.0e-03, time = 1.07e-01 sec\n",
      "Epoch   2: f-est =  2.633625e+03, step =  1.0e-03, time = 1.96e-01 sec\n",
      "Epoch   3: f-est =  2.633321e+03, step =  1.0e-03, time = 2.99e-01 sec\n",
      "Epoch   4: f-est =  2.633040e+03, step =  1.0e-03, time = 3.94e-01 sec\n",
      "Epoch   5: f-est =  2.633606e+03, step =  1.0e-03, time = 5.04e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5500 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.02e-04 seconds\n",
      "Initial f-est:  2.697285e+03, tensor norm:  2.650e+01\n",
      "Epoch   1: f-est =  2.653358e+03, step =  1.0e-01, time = 3.45e-02 sec\n",
      "Epoch   2: f-est =  2.645810e+03, step =  1.0e-01, time = 6.79e-02 sec\n",
      "Epoch   3: f-est =  2.649258e+03, step =  1.0e-01, time = 1.01e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.642920e+03, step =  1.0e-02, time = 1.36e-01 sec\n",
      "Epoch   5: f-est =  2.645427e+03, step =  1.0e-02, time = 1.69e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.40e-04 seconds\n",
      "Initial f-est:  2.690105e+03, tensor norm:  2.650e+01\n",
      "Epoch   1: f-est =  2.683978e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  2.684380e+03, step =  1.0e-03, time = 2.20e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.677966e+03, step =  1.0e-04, time = 3.09e-01 sec\n",
      "Epoch   4: f-est =  2.677977e+03, step =  1.0e-04, time = 4.25e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.677498e+03, step =  1.0e-05, time = 5.44e-01 sec\n",
      "\n",
      "Processing slice 5510 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.98e-04 seconds\n",
      "Initial f-est:  2.677936e+03, tensor norm:  2.565e+01\n",
      "Epoch   1: f-est =  2.614388e+03, step =  1.0e-01, time = 3.41e-02 sec\n",
      "Epoch   2: f-est =  2.619917e+03, step =  1.0e-01, time = 6.70e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.613942e+03, step =  1.0e-02, time = 1.00e-01 sec\n",
      "Epoch   4: f-est =  2.614782e+03, step =  1.0e-02, time = 1.33e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.614193e+03, step =  1.0e-03, time = 1.71e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.95e-04 seconds\n",
      "Initial f-est:  2.601173e+03, tensor norm:  2.565e+01\n",
      "Epoch   1: f-est =  2.590566e+03, step =  1.0e-03, time = 1.17e-01 sec\n",
      "Epoch   2: f-est =  2.589769e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  2.590104e+03, step =  1.0e-03, time = 3.33e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.585106e+03, step =  1.0e-04, time = 4.34e-01 sec\n",
      "Epoch   5: f-est =  2.585105e+03, step =  1.0e-04, time = 5.49e-01 sec\n",
      "\n",
      "Processing slice 5520 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.89e-04 seconds\n",
      "Initial f-est:  2.723179e+03, tensor norm:  2.613e+01\n",
      "Epoch   1: f-est =  2.690988e+03, step =  1.0e-01, time = 3.46e-02 sec\n",
      "Epoch   2: f-est =  2.684856e+03, step =  1.0e-01, time = 9.22e-02 sec\n",
      "Epoch   3: f-est =  2.679814e+03, step =  1.0e-01, time = 1.26e-01 sec\n",
      "Epoch   4: f-est =  2.693923e+03, step =  1.0e-01, time = 1.59e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.682452e+03, step =  1.0e-02, time = 1.93e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.00e-04 seconds\n",
      "Initial f-est:  2.613760e+03, tensor norm:  2.613e+01\n",
      "Epoch   1: f-est =  2.606306e+03, step =  1.0e-03, time = 1.19e-01 sec\n",
      "Epoch   2: f-est =  2.605171e+03, step =  1.0e-03, time = 2.40e-01 sec\n",
      "Epoch   3: f-est =  2.605421e+03, step =  1.0e-03, time = 3.56e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.599485e+03, step =  1.0e-04, time = 4.71e-01 sec\n",
      "Epoch   5: f-est =  2.599495e+03, step =  1.0e-04, time = 5.87e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5530 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...4.57e-04 seconds\n",
      "Initial f-est:  2.868137e+03, tensor norm:  2.693e+01\n",
      "Epoch   1: f-est =  2.799751e+03, step =  1.0e-01, time = 5.91e-02 sec\n",
      "Epoch   2: f-est =  2.800490e+03, step =  1.0e-01, time = 9.25e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.801722e+03, step =  1.0e-02, time = 1.26e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.799614e+03, step =  1.0e-03, time = 1.65e-01 sec\n",
      "Epoch   5: f-est =  2.799837e+03, step =  1.0e-03, time = 1.98e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.73e-04 seconds\n",
      "Initial f-est:  2.787483e+03, tensor norm:  2.693e+01\n",
      "Epoch   1: f-est =  2.777325e+03, step =  1.0e-03, time = 8.59e-02 sec\n",
      "Epoch   2: f-est =  2.777627e+03, step =  1.0e-03, time = 2.02e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.770478e+03, step =  1.0e-04, time = 3.23e-01 sec\n",
      "Epoch   4: f-est =  2.770631e+03, step =  1.0e-04, time = 4.39e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.769969e+03, step =  1.0e-05, time = 5.55e-01 sec\n",
      "\n",
      "Processing slice 5540 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.87e-04 seconds\n",
      "Initial f-est:  2.931916e+03, tensor norm:  2.780e+01\n",
      "Epoch   1: f-est =  2.901374e+03, step =  1.0e-01, time = 6.06e-02 sec\n",
      "Epoch   2: f-est =  2.901932e+03, step =  1.0e-01, time = 9.85e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.899987e+03, step =  1.0e-02, time = 1.34e-01 sec\n",
      "Epoch   4: f-est =  2.900790e+03, step =  1.0e-02, time = 1.69e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.900064e+03, step =  1.0e-03, time = 2.05e-01 sec, nfails = 3 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.07e-04 seconds\n",
      "Initial f-est:  2.863207e+03, tensor norm:  2.780e+01\n",
      "Epoch   1: f-est =  2.861778e+03, step =  1.0e-03, time = 9.81e-02 sec\n",
      "Epoch   2: f-est =  2.861711e+03, step =  1.0e-03, time = 2.16e-01 sec\n",
      "Epoch   3: f-est =  2.861959e+03, step =  1.0e-03, time = 3.36e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.854886e+03, step =  1.0e-04, time = 4.55e-01 sec\n",
      "Epoch   5: f-est =  2.854981e+03, step =  1.0e-04, time = 5.87e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5550 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...7.29e-04 seconds\n",
      "Initial f-est:  2.837702e+03, tensor norm:  2.661e+01\n",
      "Epoch   1: f-est =  2.758924e+03, step =  1.0e-01, time = 3.68e-02 sec\n",
      "Epoch   2: f-est =  2.756684e+03, step =  1.0e-01, time = 7.39e-02 sec\n",
      "Epoch   3: f-est =  2.752710e+03, step =  1.0e-01, time = 1.09e-01 sec\n",
      "Epoch   4: f-est =  2.747470e+03, step =  1.0e-01, time = 1.43e-01 sec\n",
      "Epoch   5: f-est =  2.751847e+03, step =  1.0e-01, time = 1.77e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.55e-04 seconds\n",
      "Initial f-est:  2.724567e+03, tensor norm:  2.661e+01\n",
      "Epoch   1: f-est =  2.716487e+03, step =  1.0e-03, time = 9.65e-02 sec\n",
      "Epoch   2: f-est =  2.716737e+03, step =  1.0e-03, time = 2.17e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.710434e+03, step =  1.0e-04, time = 3.37e-01 sec\n",
      "Epoch   4: f-est =  2.710415e+03, step =  1.0e-04, time = 4.56e-01 sec\n",
      "Epoch   5: f-est =  2.710464e+03, step =  1.0e-04, time = 5.70e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5560 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.85e-04 seconds\n",
      "Initial f-est:  2.805270e+03, tensor norm:  2.666e+01\n",
      "Epoch   1: f-est =  2.765383e+03, step =  1.0e-01, time = 3.52e-02 sec\n",
      "Epoch   2: f-est =  2.756967e+03, step =  1.0e-01, time = 7.37e-02 sec\n",
      "Epoch   3: f-est =  2.750975e+03, step =  1.0e-01, time = 1.31e-01 sec\n",
      "Epoch   4: f-est =  2.747693e+03, step =  1.0e-01, time = 1.65e-01 sec\n",
      "Epoch   5: f-est =  2.755467e+03, step =  1.0e-01, time = 1.99e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  2.765667e+03, tensor norm:  2.666e+01\n",
      "Epoch   1: f-est =  2.758863e+03, step =  1.0e-03, time = 9.51e-02 sec\n",
      "Epoch   2: f-est =  2.759398e+03, step =  1.0e-03, time = 1.89e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.753337e+03, step =  1.0e-04, time = 3.09e-01 sec\n",
      "Epoch   4: f-est =  2.753312e+03, step =  1.0e-04, time = 4.27e-01 sec\n",
      "Epoch   5: f-est =  2.753291e+03, step =  1.0e-04, time = 5.46e-01 sec\n",
      "\n",
      "Processing slice 5570 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.08e-04 seconds\n",
      "Initial f-est:  2.636256e+03, tensor norm:  2.621e+01\n",
      "Epoch   1: f-est =  2.609551e+03, step =  1.0e-01, time = 3.52e-02 sec\n",
      "Epoch   2: f-est =  2.602630e+03, step =  1.0e-01, time = 6.88e-02 sec\n",
      "Epoch   3: f-est =  2.606943e+03, step =  1.0e-01, time = 1.03e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.601608e+03, step =  1.0e-02, time = 1.40e-01 sec\n",
      "Epoch   5: f-est =  2.601739e+03, step =  1.0e-02, time = 1.74e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...7.30e-04 seconds\n",
      "Initial f-est:  2.679114e+03, tensor norm:  2.621e+01\n",
      "Epoch   1: f-est =  2.671872e+03, step =  1.0e-03, time = 9.23e-02 sec\n",
      "Epoch   2: f-est =  2.671600e+03, step =  1.0e-03, time = 2.15e-01 sec\n",
      "Epoch   3: f-est =  2.670584e+03, step =  1.0e-03, time = 3.08e-01 sec\n",
      "Epoch   4: f-est =  2.670967e+03, step =  1.0e-03, time = 4.27e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.663313e+03, step =  1.0e-04, time = 5.46e-01 sec\n",
      "\n",
      "Processing slice 5580 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.34e-04 seconds\n",
      "Initial f-est:  2.417767e+03, tensor norm:  2.441e+01\n",
      "Epoch   1: f-est =  2.394638e+03, step =  1.0e-01, time = 3.41e-02 sec\n",
      "Epoch   2: f-est =  2.386164e+03, step =  1.0e-01, time = 7.11e-02 sec\n",
      "Epoch   3: f-est =  2.383985e+03, step =  1.0e-01, time = 1.04e-01 sec\n",
      "Epoch   4: f-est =  2.392030e+03, step =  1.0e-01, time = 1.36e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.383075e+03, step =  1.0e-02, time = 1.93e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.82e-04 seconds\n",
      "Initial f-est:  2.386000e+03, tensor norm:  2.441e+01\n",
      "Epoch   1: f-est =  2.386050e+03, step =  1.0e-03, time = 9.62e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   2: f-est =  2.379910e+03, step =  1.0e-04, time = 2.11e-01 sec\n",
      "Epoch   3: f-est =  2.379867e+03, step =  1.0e-04, time = 3.29e-01 sec\n",
      "Epoch   4: f-est =  2.379806e+03, step =  1.0e-04, time = 4.43e-01 sec\n",
      "Epoch   5: f-est =  2.379862e+03, step =  1.0e-04, time = 5.63e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5590 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.89e-04 seconds\n",
      "Initial f-est:  2.877347e+03, tensor norm:  2.742e+01\n",
      "Epoch   1: f-est =  2.864390e+03, step =  1.0e-01, time = 3.55e-02 sec\n",
      "Epoch   2: f-est =  2.856137e+03, step =  1.0e-01, time = 7.02e-02 sec\n",
      "Epoch   3: f-est =  2.860573e+03, step =  1.0e-01, time = 1.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.853106e+03, step =  1.0e-02, time = 1.44e-01 sec\n",
      "Epoch   5: f-est =  2.852406e+03, step =  1.0e-02, time = 1.78e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.74e-04 seconds\n",
      "Initial f-est:  2.872288e+03, tensor norm:  2.742e+01\n",
      "Epoch   1: f-est =  2.869513e+03, step =  1.0e-03, time = 8.74e-02 sec\n",
      "Epoch   2: f-est =  2.868541e+03, step =  1.0e-03, time = 2.38e-01 sec\n",
      "Epoch   3: f-est =  2.868711e+03, step =  1.0e-03, time = 3.55e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.861477e+03, step =  1.0e-04, time = 4.48e-01 sec\n",
      "Epoch   5: f-est =  2.861406e+03, step =  1.0e-04, time = 5.57e-01 sec\n",
      "\n",
      "Processing slice 5600 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.37e-04 seconds\n",
      "Initial f-est:  2.765169e+03, tensor norm:  2.619e+01\n",
      "Epoch   1: f-est =  2.709931e+03, step =  1.0e-01, time = 3.52e-02 sec\n",
      "Epoch   2: f-est =  2.704271e+03, step =  1.0e-01, time = 6.86e-02 sec\n",
      "Epoch   3: f-est =  2.695538e+03, step =  1.0e-01, time = 1.07e-01 sec\n",
      "Epoch   4: f-est =  2.686364e+03, step =  1.0e-01, time = 1.42e-01 sec\n",
      "Epoch   5: f-est =  2.692746e+03, step =  1.0e-01, time = 1.77e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.02e-04 seconds\n",
      "Initial f-est:  2.644723e+03, tensor norm:  2.619e+01\n",
      "Epoch   1: f-est =  2.642516e+03, step =  1.0e-03, time = 1.30e-01 sec\n",
      "Epoch   2: f-est =  2.642451e+03, step =  1.0e-03, time = 2.43e-01 sec\n",
      "Epoch   3: f-est =  2.642405e+03, step =  1.0e-03, time = 3.65e-01 sec\n",
      "Epoch   4: f-est =  2.642286e+03, step =  1.0e-03, time = 4.93e-01 sec\n",
      "Epoch   5: f-est =  2.642074e+03, step =  1.0e-03, time = 6.17e-01 sec\n",
      "\n",
      "Processing slice 5610 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.50e-04 seconds\n",
      "Initial f-est:  2.753276e+03, tensor norm:  2.640e+01\n",
      "Epoch   1: f-est =  2.711852e+03, step =  1.0e-01, time = 4.06e-02 sec\n",
      "Epoch   2: f-est =  2.707000e+03, step =  1.0e-01, time = 7.54e-02 sec\n",
      "Epoch   3: f-est =  2.694141e+03, step =  1.0e-01, time = 1.10e-01 sec\n",
      "Epoch   4: f-est =  2.690640e+03, step =  1.0e-01, time = 1.44e-01 sec\n",
      "Epoch   5: f-est =  2.686531e+03, step =  1.0e-01, time = 1.78e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.61e-04 seconds\n",
      "Initial f-est:  2.724229e+03, tensor norm:  2.640e+01\n",
      "Epoch   1: f-est =  2.720555e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  2.720369e+03, step =  1.0e-03, time = 2.18e-01 sec\n",
      "Epoch   3: f-est =  2.720409e+03, step =  1.0e-03, time = 3.24e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.715910e+03, step =  1.0e-04, time = 4.49e-01 sec\n",
      "Epoch   5: f-est =  2.716041e+03, step =  1.0e-04, time = 5.68e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5620 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.23e-04 seconds\n",
      "Initial f-est:  2.758693e+03, tensor norm:  2.634e+01\n",
      "Epoch   1: f-est =  2.680794e+03, step =  1.0e-01, time = 3.52e-02 sec\n",
      "Epoch   2: f-est =  2.684415e+03, step =  1.0e-01, time = 6.98e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.669511e+03, step =  1.0e-02, time = 1.05e-01 sec\n",
      "Epoch   4: f-est =  2.668853e+03, step =  1.0e-02, time = 1.39e-01 sec\n",
      "Epoch   5: f-est =  2.667560e+03, step =  1.0e-02, time = 1.95e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.37e-04 seconds\n",
      "Initial f-est:  2.685045e+03, tensor norm:  2.634e+01\n",
      "Epoch   1: f-est =  2.684881e+03, step =  1.0e-03, time = 9.83e-02 sec\n",
      "Epoch   2: f-est =  2.684852e+03, step =  1.0e-03, time = 2.19e-01 sec\n",
      "Epoch   3: f-est =  2.684251e+03, step =  1.0e-03, time = 3.10e-01 sec\n",
      "Epoch   4: f-est =  2.684386e+03, step =  1.0e-03, time = 4.03e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.678213e+03, step =  1.0e-04, time = 5.23e-01 sec\n",
      "\n",
      "Processing slice 5630 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.24e-04 seconds\n",
      "Initial f-est:  2.699202e+03, tensor norm:  2.585e+01\n",
      "Epoch   1: f-est =  2.663252e+03, step =  1.0e-01, time = 3.87e-02 sec\n",
      "Epoch   2: f-est =  2.670690e+03, step =  1.0e-01, time = 7.28e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.662399e+03, step =  1.0e-02, time = 1.06e-01 sec\n",
      "Epoch   4: f-est =  2.661527e+03, step =  1.0e-02, time = 1.40e-01 sec\n",
      "Epoch   5: f-est =  2.659922e+03, step =  1.0e-02, time = 1.78e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.91e-04 seconds\n",
      "Initial f-est:  2.668348e+03, tensor norm:  2.585e+01\n",
      "Epoch   1: f-est =  2.660652e+03, step =  1.0e-03, time = 1.12e-01 sec\n",
      "Epoch   2: f-est =  2.660938e+03, step =  1.0e-03, time = 1.99e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.655064e+03, step =  1.0e-04, time = 3.19e-01 sec\n",
      "Epoch   4: f-est =  2.655002e+03, step =  1.0e-04, time = 4.13e-01 sec\n",
      "Epoch   5: f-est =  2.655182e+03, step =  1.0e-04, time = 5.32e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "\n",
      "Processing slice 5640 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.99e-04 seconds\n",
      "Initial f-est:  2.737205e+03, tensor norm:  2.640e+01\n",
      "Epoch   1: f-est =  2.705544e+03, step =  1.0e-01, time = 5.70e-02 sec\n",
      "Epoch   2: f-est =  2.700519e+03, step =  1.0e-01, time = 9.15e-02 sec\n",
      "Epoch   3: f-est =  2.710701e+03, step =  1.0e-01, time = 1.26e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.701365e+03, step =  1.0e-02, time = 1.60e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.700505e+03, step =  1.0e-03, time = 1.94e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...6.14e-04 seconds\n",
      "Initial f-est:  2.679207e+03, tensor norm:  2.640e+01\n",
      "Epoch   1: f-est =  2.670258e+03, step =  1.0e-03, time = 1.27e-01 sec\n",
      "Epoch   2: f-est =  2.669923e+03, step =  1.0e-03, time = 2.46e-01 sec\n",
      "Epoch   3: f-est =  2.669573e+03, step =  1.0e-03, time = 3.40e-01 sec\n",
      "Epoch   4: f-est =  2.669767e+03, step =  1.0e-03, time = 4.60e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   5: f-est =  2.663615e+03, step =  1.0e-04, time = 5.52e-01 sec\n",
      "\n",
      "Processing slice 5650 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.33e-04 seconds\n",
      "Initial f-est:  2.519107e+03, tensor norm:  2.516e+01\n",
      "Epoch   1: f-est =  2.482443e+03, step =  1.0e-01, time = 3.50e-02 sec\n",
      "Epoch   2: f-est =  2.468809e+03, step =  1.0e-01, time = 6.84e-02 sec\n",
      "Epoch   3: f-est =  2.471300e+03, step =  1.0e-01, time = 1.02e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.467193e+03, step =  1.0e-02, time = 1.39e-01 sec\n",
      "Epoch   5: f-est =  2.466632e+03, step =  1.0e-02, time = 1.73e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.76e-04 seconds\n",
      "Initial f-est:  2.439724e+03, tensor norm:  2.516e+01\n",
      "Epoch   1: f-est =  2.436123e+03, step =  1.0e-03, time = 1.22e-01 sec\n",
      "Epoch   2: f-est =  2.435311e+03, step =  1.0e-03, time = 2.23e-01 sec\n",
      "Epoch   3: f-est =  2.435482e+03, step =  1.0e-03, time = 3.14e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.431113e+03, step =  1.0e-04, time = 4.02e-01 sec\n",
      "Epoch   5: f-est =  2.431071e+03, step =  1.0e-04, time = 5.44e-01 sec\n",
      "\n",
      "Processing slice 5660 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...5.97e-04 seconds\n",
      "Initial f-est:  2.561879e+03, tensor norm:  2.546e+01\n",
      "Epoch   1: f-est =  2.510212e+03, step =  1.0e-01, time = 3.51e-02 sec\n",
      "Epoch   2: f-est =  2.512259e+03, step =  1.0e-01, time = 7.27e-02 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   3: f-est =  2.509887e+03, step =  1.0e-02, time = 1.06e-01 sec\n",
      "Epoch   4: f-est =  2.508904e+03, step =  1.0e-02, time = 1.39e-01 sec\n",
      "Epoch   5: f-est =  2.508532e+03, step =  1.0e-02, time = 1.73e-01 sec\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...8.36e-03 seconds\n",
      "Initial f-est:  2.498663e+03, tensor norm:  2.546e+01\n",
      "Epoch   1: f-est =  2.491917e+03, step =  1.0e-03, time = 1.33e-01 sec\n",
      "Epoch   2: f-est =  2.491725e+03, step =  1.0e-03, time = 2.39e-01 sec\n",
      "Epoch   3: f-est =  2.491403e+03, step =  1.0e-03, time = 3.42e-01 sec\n",
      "Epoch   4: f-est =  2.491221e+03, step =  1.0e-03, time = 4.41e-01 sec\n",
      "Epoch   5: f-est =  2.490995e+03, step =  1.0e-03, time = 5.52e-01 sec\n",
      "\n",
      "Processing slice 5670 of 5676\n",
      "Solving for temporal mode...\n",
      "Hashing tensor for faster sampling...6.16e-04 seconds\n",
      "Initial f-est:  2.547360e+03, tensor norm:  2.478e+01\n",
      "Epoch   1: f-est =  2.490305e+03, step =  1.0e-01, time = 3.44e-02 sec\n",
      "Epoch   2: f-est =  2.490139e+03, step =  1.0e-01, time = 6.77e-02 sec\n",
      "Epoch   3: f-est =  2.490713e+03, step =  1.0e-01, time = 1.05e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.488028e+03, step =  1.0e-02, time = 1.38e-01 sec\n",
      "Epoch   5: f-est =  2.489016e+03, step =  1.0e-02, time = 1.71e-01 sec, nfails = 2 (resetting to solution from last epoch)\n",
      "Updating spatial modes...\n",
      "Hashing tensor for faster sampling...5.63e-04 seconds\n",
      "Initial f-est:  2.523479e+03, tensor norm:  2.478e+01\n",
      "Epoch   1: f-est =  2.516023e+03, step =  1.0e-03, time = 1.10e-01 sec\n",
      "Epoch   2: f-est =  2.515388e+03, step =  1.0e-03, time = 2.34e-01 sec\n",
      "Epoch   3: f-est =  2.515396e+03, step =  1.0e-03, time = 3.38e-01 sec, nfails = 1 (resetting to solution from last epoch)\n",
      "Epoch   4: f-est =  2.510406e+03, step =  1.0e-04, time = 4.39e-01 sec\n",
      "Epoch   5: f-est =  2.510477e+03, step =  1.0e-04, time = 5.58e-01 sec, nfails = 2 (resetting to solution from last epoch)\n"
     ]
    }
   ],
   "source": [
    "# temporal sgd solver params\n",
    "temporal_params = dict()\n",
    "temporal_params['sampling'] = 'stratified'\n",
    "temporal_params['fnzs'] = 10000\n",
    "temporal_params['fzs'] = 10000\n",
    "temporal_params['gnzs'] = 1000\n",
    "temporal_params['gzs'] = 1000\n",
    "temporal_params['hash'] = True\n",
    "temporal_params['fuse'] = True\n",
    "temporal_params['maxiters'] = 5\n",
    "temporal_params['fails'] = 3\n",
    "temporal_params['epochiters'] = 100\n",
    "temporal_params['rate'] = 1e-1\n",
    "temporal_params['gcp-tol'] = 1e-5\n",
    "\n",
    "# spatial sgd solver params\n",
    "spatial_params = cpy.deepcopy(temporal_params)\n",
    "spatial_params['maxiters'] = 5\n",
    "spatial_params['rate'] = 1e-3\n",
    "\n",
    "# streaming solver params\n",
    "gcp_params = dict()\n",
    "gcp_params['streaming-solver'] = 'sgd'\n",
    "gcp_params['type'] = 'bernoulli'\n",
    "gcp_params['rank'] = rank\n",
    "gcp_params['window-size'] = 500\n",
    "gcp_params['window-penalty'] = 10\n",
    "gcp_params['window-method'] = 'reservoir'\n",
    "gcp_params['printitn'] = 10\n",
    "\n",
    "# compute streaming gcp decomposition\n",
    "u_gcp,fest,ften = gt.online_gcp(slices[num_warm:],X0,u_init,temporal_params,spatial_params,**gcp_params)\n",
    "u_gcp.normalize(None).redistribute(3)\n",
    "u_gcp.factor_matrices[-1] = np.vstack((u_init.factor_matrices[-1],u_gcp.factor_matrices[-1]))\n",
    "global_reconstruction_gcp = binary_reconstruction_error(u_gcp,slices)\n",
    "local_reconstruction_gcp = list(reconstruction_init) + [ f/s.norm()**2 for f,s in zip(ften,slices) ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the local and global reconstruction (Bernoulli) loss\n",
    "Local loss is the loss computed for each time slice using the factor matrices as they were after each streaming step.  Global loss is the loss for each time slice using the factor matrices at the end of the computation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2,1)\n",
    "axs[0].plot(reconstruction_static_gcp, 'ko', label='Static GCP', markerfacecolor='none')\n",
    "axs[0].plot(local_reconstruction_gcp, 'bx', label='OnlineGCP', markerfacecolor='none')\n",
    "axs[0].set_title('Local Normalized Loss')\n",
    "axs[0].set_xlabel('Slice')\n",
    "axs[0].set_ylabel('Normalized Loss')\n",
    "axs[0].legend(loc='upper right')\n",
    "\n",
    "axs[1].plot(reconstruction_static_gcp, 'ko', label='Static GCP', markerfacecolor='none')\n",
    "axs[1].plot(global_reconstruction_gcp, 'bx', label='OnlineGCP', markerfacecolor='none')\n",
    "axs[1].set_title('Global Normalized Loss')\n",
    "axs[1].set_xlabel('Slice')\n",
    "axs[1].set_ylabel('Normalized Loss')\n",
    "axs[1].legend(loc='upper right')\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}