{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "20778463",
   "metadata": {},
   "source": [
    "## KL Divergence: Gaussian\n",
    "\n",
    "In this example we show how the KL divergence of the surrogate model improves as a function of iteration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "98cd9606",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-02-21T08:21:37.358443Z",
     "iopub.status.busy": "2026-02-21T08:21:37.358330Z",
     "iopub.status.idle": "2026-02-21T08:21:38.427640Z",
     "shell.execute_reply": "2026-02-21T08:21:38.424240Z"
    }
   },
   "outputs": [],
   "source": [
    "import alabi\n",
    "from alabi.core import SurrogateModel\n",
    "from alabi import benchmarks as bm\n",
    "from alabi import metrics\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import multiprocessing as mp\n",
    "from functools import partial\n",
    "from scipy.stats import multivariate_normal"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce78fb18",
   "metadata": {},
   "source": [
    "We will check how the GP converges on a 4-dimensional Gaussian after 10, 20, 30... iterations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d603d220",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-02-21T08:21:38.432071Z",
     "iopub.status.busy": "2026-02-21T08:21:38.431802Z",
     "iopub.status.idle": "2026-02-21T08:21:38.440062Z",
     "shell.execute_reply": "2026-02-21T08:21:38.439414Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean: [0. 0. 0. 0.]\n",
      "cov: [[ 0.8414129  -0.33304198  0.10790599  0.16416321]\n",
      " [-0.33304198  1.03456341 -0.16338963  0.47298839]\n",
      " [ 0.10790599 -0.16338963  0.802922   -0.16358507]\n",
      " [ 0.16416321  0.47298839 -0.16358507  0.39199966]]\n"
     ]
    }
   ],
   "source": [
    "ncore = 1\n",
    "ndim = 4\n",
    "ntrain = 10 # number of initial training samples\n",
    "nbatch = 5 # number of active learning iterations * 100\n",
    "niter_per_batch = 10 # number of iterations per batch\n",
    "\n",
    "# Define the multivariate normal likelihood function\n",
    "mean = np.zeros(ndim)\n",
    "cov = bm.random_gaussian_covariance(ndim)\n",
    "lnlike = partial(multivariate_normal.logpdf, mean=mean, cov=cov)\n",
    "\n",
    "print(\"mean:\", mean)\n",
    "print(\"cov:\", cov)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fa5a69e",
   "metadata": {},
   "source": [
    "### Define `alabi` settings and run function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8ab25337",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-02-21T08:21:38.441750Z",
     "iopub.status.busy": "2026-02-21T08:21:38.441381Z",
     "iopub.status.idle": "2026-02-21T08:21:38.456589Z",
     "shell.execute_reply": "2026-02-21T08:21:38.455938Z"
    }
   },
   "outputs": [],
   "source": [
    "gp_kwargs = {\"kernel\": \"ExpSquaredKernel\", \n",
    "             \"fit_amp\": True, \n",
    "             \"fit_mean\": True, \n",
    "             \"fit_white_noise\": False, \n",
    "             \"white_noise\": -12,\n",
    "             \"gp_opt_method\": \"l-bfgs-b\",\n",
    "             \"gp_scale_rng\": [-2,2],\n",
    "             \"optimizer_kwargs\": {\"max_iter\": 50, \"xatol\": 1e-4, \"fatol\": 1e-3, \"adaptive\": True}}\n",
    "\n",
    "al_kwargs={\"algorithm\": \"bape\", \n",
    "           \"gp_opt_freq\": 10, \n",
    "           \"obj_opt_method\": \"nelder-mead\", \n",
    "           \"nopt\": 1,\n",
    "           \"optimizer_kwargs\": {\"max_iter\": 50, \"xatol\": 1e-3, \"fatol\": 1e-2, \"adaptive\": True}}\n",
    "\n",
    "gp_opt_method = gp_kwargs[\"gp_opt_method\"]\n",
    "obj_opt_method = al_kwargs[\"obj_opt_method\"]\n",
    "save_base = f\"convergence_results\"\n",
    "\n",
    "\n",
    "def run_alabi(ndim, with_mcmc=True):\n",
    "    \n",
    "    savedir = f\"{save_base}/multivariate_normal_{ndim}d/\"\n",
    "\n",
    "    dynesty_sampler_kwargs = {\"bound\": \"single\",\n",
    "                              \"nlive\": 50*ndim,\n",
    "                              \"sample\": \"auto\"}\n",
    "    \n",
    "    dynesty_run_kwargs = {\"wt_kwargs\": {'pfrac': 1.0},\n",
    "                          \"stop_kwargs\": {'pfrac': 1.0},\n",
    "                          \"maxiter\": int(2e4),\n",
    "                          \"dlogz_init\": 0.5}\n",
    "\n",
    "    # Train surrogate model\n",
    "    sm = SurrogateModel(lnlike_fn=lnlike,\n",
    "                        bounds=[(-3., 3.) for _ in range(ndim)],\n",
    "                        savedir=savedir,\n",
    "                        cache=True,\n",
    "                        verbose=True,\n",
    "                        ncore=ncore)\n",
    "\n",
    "    # Initialize surrogate model \n",
    "    sm.init_samples(ntrain=ntrain, sampler=\"sobol\")\n",
    "\n",
    "    sm.init_gp(**gp_kwargs)\n",
    "\n",
    "    if not with_mcmc:\n",
    "        # Active training on surrogate model\n",
    "        sm.active_train(niter=int(nbatch*niter_per_batch), **al_kwargs)\n",
    "\n",
    "    else:\n",
    "        for _ in range(nbatch):\n",
    "            # Active training on surrogate model\n",
    "            sm.active_train(niter=niter_per_batch, **al_kwargs)\n",
    "\n",
    "            # Run MCMC on surrogate likelihood function\n",
    "            sm.run_dynesty(like_fn=sm.surrogate_log_likelihood, \n",
    "                           sampler_kwargs=dynesty_sampler_kwargs,\n",
    "                           run_kwargs=dynesty_run_kwargs)\n",
    "\n",
    "    return sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "82ac080e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-02-21T08:21:38.458098Z",
     "iopub.status.busy": "2026-02-21T08:21:38.457921Z",
     "iopub.status.idle": "2026-02-21T08:27:55.440045Z",
     "shell.execute_reply": "2026-02-21T08:27:55.439465Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initialized GP with squared exponential kernel.\n",
      "Successfully initialized GP on attempt 1\n",
      "\n",
      "Optimizing GP hyperparameters using 5-fold cross-validation...\n",
      "Evaluating 100 hyperparameter candidates using 5-fold CV...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running 10 active learning iterations using bape...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 0/10 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 90%|█████████ | 9/10 [00:00<00:00, 85.22it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Optimizing GP hyperparameters using 5-fold cross-validation...\n",
      "Evaluating 100 hyperparameter candidates using 5-fold CV...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "100%|██████████| 10/10 [00:00<00:00, 20.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train MSE: 1.0624373005602084e-15\n",
      "Caching model to convergence_results/multivariate_normal_4d/surrogate_model...\n",
      "Initializing dynesty with self.surrogate_log_likelihood surrogate model as likelihood.\n",
      "Initialized dynesty DynamicNestedSampler.\n",
      "Running dynesty with 200 live points on 1 cores...\n",
      "\n",
      "Run 1: Need 10000 more samples...\n",
      "==================================================\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "127it [00:00, 1265.42it/s, batch: 0 | bound: 0 | nc: 2 | ncall: 179 | eff(%): 33.509 | loglstar:   -inf < -86.593 <    inf | logz: -90.802 +/-  0.135 | dlogz: 78.825 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "254it [00:00, 1225.76it/s, batch: 0 | bound: 0 | nc: 6 | ncall: 565 | eff(%): 33.203 | loglstar:   -inf < -56.612 <    inf | logz: -61.235 +/-  0.137 | dlogz: 52.058 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "377it [00:00, 1010.78it/s, batch: 0 | bound: 0 | nc: 1 | ncall: 1134 | eff(%): 28.261 | loglstar:   -inf < -40.607 <    inf | logz: -45.555 +/-  0.141 | dlogz: 40.780 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "482it [00:00, 645.56it/s, batch: 0 | bound: 0 | nc: 12 | ncall: 2323 | eff(%): 19.104 | loglstar:   -inf < -31.209 <    inf | logz: -36.390 +/-  0.144 | dlogz: 31.070 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "561it [00:00, 491.11it/s, batch: 0 | bound: 0 | nc: 15 | ncall: 3566 | eff(%): 14.896 | loglstar:   -inf < -25.811 <    inf | logz: -30.898 +/-  0.144 | dlogz: 25.152 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "623it [00:01, 369.58it/s, batch: 0 | bound: 0 | nc: 10 | ncall: 4943 | eff(%): 12.114 | loglstar:   -inf < -22.722 <    inf | logz: -27.941 +/-  0.146 | dlogz: 21.878 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "671it [00:01, 315.05it/s, batch: 0 | bound: 0 | nc: 69 | ncall: 6094 | eff(%): 10.661 | loglstar:   -inf < -20.651 <    inf | logz: -25.916 +/-  0.148 | dlogz: 19.606 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "710it [00:01, 294.97it/s, batch: 0 | bound: 1 | nc: 12 | ncall: 6869 | eff(%): 10.044 | loglstar:   -inf < -19.292 <    inf | logz: -24.677 +/-  0.147 | dlogz: 18.170 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "753it [00:01, 318.05it/s, batch: 0 | bound: 3 | nc: 9 | ncall: 7258 | eff(%): 10.097 | loglstar:   -inf < -17.963 <    inf | logz: -23.437 +/-  0.148 | dlogz: 17.785 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "792it [00:01, 331.12it/s, batch: 0 | bound: 5 | nc: 12 | ncall: 7673 | eff(%): 10.060 | loglstar:   -inf < -16.859 <    inf | logz: -22.462 +/-  0.149 | dlogz: 17.226 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "841it [00:01, 365.21it/s, batch: 0 | bound: 7 | nc: 10 | ncall: 8050 | eff(%): 10.194 | loglstar:   -inf < -15.222 <    inf | logz: -21.130 +/-  0.154 | dlogz: 15.652 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "882it [00:02, 347.87it/s, batch: 0 | bound: 9 | nc: 43 | ncall: 8581 | eff(%): 10.044 | loglstar:   -inf < -14.066 <    inf | logz: -20.101 +/-  0.156 | dlogz: 15.576 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "920it [00:02, 345.74it/s, batch: 0 | bound: 11 | nc: 6 | ncall: 9042 | eff(%):  9.955 | loglstar:   -inf < -12.859 <    inf | logz: -19.158 +/-  0.158 | dlogz: 14.446 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "957it [00:02, 329.61it/s, batch: 0 | bound: 14 | nc: 10 | ncall: 9529 | eff(%):  9.837 | loglstar:   -inf < -12.116 <    inf | logz: -18.291 +/-  0.160 | dlogz: 13.387 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "992it [00:02, 224.42it/s, batch: 0 | bound: 19 | nc: 7 | ncall: 10682 | eff(%):  9.116 | loglstar:   -inf < -11.251 <    inf | logz: -17.560 +/-  0.161 | dlogz: 12.480 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1024it [00:02, 241.56it/s, batch: 0 | bound: 21 | nc: 29 | ncall: 11079 | eff(%):  9.079 | loglstar:   -inf < -10.625 <    inf | logz: -16.978 +/-  0.162 | dlogz: 11.737 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1053it [00:02, 227.82it/s, batch: 0 | bound: 23 | nc: 1 | ncall: 11679 | eff(%):  8.864 | loglstar:   -inf < -9.799 <    inf | logz: -16.414 +/-  0.164 | dlogz: 11.030 >  0.500]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1079it [00:02, 215.18it/s, batch: 0 | bound: 26 | nc: 79 | ncall: 12267 | eff(%):  8.655 | loglstar:   -inf < -9.267 <    inf | logz: -15.943 +/-  0.165 | dlogz: 10.428 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1103it [00:03, 184.55it/s, batch: 0 | bound: 29 | nc: 85 | ncall: 13070 | eff(%):  8.312 | loglstar:   -inf < -9.075 <    inf | logz: -15.571 +/-  0.166 | dlogz:  9.932 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1124it [00:03, 178.43it/s, batch: 0 | bound: 31 | nc: 24 | ncall: 13605 | eff(%):  8.142 | loglstar:   -inf < -8.585 <    inf | logz: -15.281 +/-  0.166 | dlogz:  9.538 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1144it [00:03, 154.81it/s, batch: 0 | bound: 34 | nc: 17 | ncall: 14350 | eff(%):  7.863 | loglstar:   -inf < -8.182 <    inf | logz: -14.987 +/-  0.167 | dlogz:  9.145 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1161it [00:03, 132.82it/s, batch: 0 | bound: 37 | nc: 106 | ncall: 15105 | eff(%):  7.586 | loglstar:   -inf < -7.918 <    inf | logz: -14.745 +/-  0.167 | dlogz:  8.817 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1176it [00:03, 111.05it/s, batch: 0 | bound: 41 | nc: 95 | ncall: 15980 | eff(%):  7.268 | loglstar:   -inf < -7.699 <    inf | logz: -14.540 +/-  0.168 | dlogz:  8.537 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1189it [00:04, 107.18it/s, batch: 0 | bound: 43 | nc: 187 | ncall: 16508 | eff(%):  7.116 | loglstar:   -inf < -7.482 <    inf | logz: -14.369 +/-  0.169 | dlogz:  8.301 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1201it [00:04, 74.10it/s, batch: 0 | bound: 46 | nc: 28 | ncall: 17757 | eff(%):  6.688 | loglstar:   -inf < -7.343 <    inf | logz: -14.221 +/-  0.169 | dlogz:  8.091 >  0.500]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1211it [00:04, 68.31it/s, batch: 0 | bound: 49 | nc: 35 | ncall: 18527 | eff(%):  6.467 | loglstar:   -inf < -7.242 <    inf | logz: -14.105 +/-  0.169 | dlogz:  7.926 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1219it [00:04, 60.70it/s, batch: 0 | bound: 51 | nc: 431 | ncall: 19286 | eff(%):  6.256 | loglstar:   -inf < -7.097 <    inf | logz: -14.015 +/-  0.169 | dlogz:  7.796 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1229it [00:04, 66.68it/s, batch: 0 | bound: 52 | nc: 169 | ncall: 19727 | eff(%):  6.168 | loglstar:   -inf < -6.867 <    inf | logz: -13.897 +/-  0.170 | dlogz:  7.628 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1255it [00:04, 104.17it/s, batch: 0 | bound: 54 | nc: 20 | ncall: 20122 | eff(%):  6.176 | loglstar:   -inf < -6.483 <    inf | logz: -13.592 +/-  0.171 | dlogz:  7.194 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1279it [00:05, 133.20it/s, batch: 0 | bound: 55 | nc: 17 | ncall: 20530 | eff(%):  6.170 | loglstar:   -inf < -6.213 <    inf | logz: -13.334 +/-  0.172 | dlogz:  6.815 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1307it [00:05, 167.92it/s, batch: 0 | bound: 57 | nc: 5 | ncall: 20916 | eff(%):  6.190 | loglstar:   -inf < -5.710 <    inf | logz: -13.041 +/-  0.173 | dlogz:  6.383 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1334it [00:05, 193.24it/s, batch: 0 | bound: 59 | nc: 10 | ncall: 21304 | eff(%):  6.203 | loglstar:   -inf < -5.459 <    inf | logz: -12.761 +/-  0.174 | dlogz:  5.968 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1365it [00:05, 218.72it/s, batch: 0 | bound: 61 | nc: 44 | ncall: 21740 | eff(%):  6.222 | loglstar:   -inf < -5.162 <    inf | logz: -12.485 +/-  0.175 | dlogz:  5.538 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1389it [00:05, 217.69it/s, batch: 0 | bound: 63 | nc: 13 | ncall: 22170 | eff(%):  6.209 | loglstar:   -inf < -4.943 <    inf | logz: -12.293 +/-  0.175 | dlogz:  5.227 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1420it [00:05, 242.39it/s, batch: 0 | bound: 65 | nc: 6 | ncall: 22560 | eff(%):  6.239 | loglstar:   -inf < -4.643 <    inf | logz: -12.072 +/-  0.176 | dlogz:  4.853 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1446it [00:05, 243.63it/s, batch: 0 | bound: 67 | nc: 28 | ncall: 22977 | eff(%):  6.239 | loglstar:   -inf < -4.326 <    inf | logz: -11.892 +/-  0.176 | dlogz:  4.546 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1472it [00:05, 207.08it/s, batch: 0 | bound: 70 | nc: 21 | ncall: 23653 | eff(%):  6.171 | loglstar:   -inf < -4.168 <    inf | logz: -11.720 +/-  0.177 | dlogz:  4.247 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1496it [00:05, 215.19it/s, batch: 0 | bound: 72 | nc: 31 | ncall: 24047 | eff(%):  6.170 | loglstar:   -inf < -3.982 <    inf | logz: -11.576 +/-  0.178 | dlogz:  3.988 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1524it [00:06, 228.54it/s, batch: 0 | bound: 74 | nc: 43 | ncall: 24463 | eff(%):  6.179 | loglstar:   -inf < -3.706 <    inf | logz: -11.419 +/-  0.178 | dlogz:  3.701 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1548it [00:06, 169.95it/s, batch: 0 | bound: 77 | nc: 52 | ncall: 25346 | eff(%):  6.060 | loglstar:   -inf < -3.532 <    inf | logz: -11.292 +/-  0.179 | dlogz:  3.647 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1568it [00:06, 152.57it/s, batch: 0 | bound: 80 | nc: 37 | ncall: 26042 | eff(%):  5.975 | loglstar:   -inf < -3.363 <    inf | logz: -11.187 +/-  0.179 | dlogz:  3.449 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1586it [00:06, 148.56it/s, batch: 0 | bound: 83 | nc: 6 | ncall: 26563 | eff(%):  5.926 | loglstar:   -inf < -3.225 <    inf | logz: -11.099 +/-  0.180 | dlogz:  3.277 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1603it [00:06, 133.83it/s, batch: 0 | bound: 85 | nc: 83 | ncall: 27235 | eff(%):  5.843 | loglstar:   -inf < -2.978 <    inf | logz: -11.014 +/-  0.180 | dlogz:  3.114 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1618it [00:06, 103.07it/s, batch: 0 | bound: 89 | nc: 155 | ncall: 28098 | eff(%):  5.718 | loglstar:   -inf < -2.850 <    inf | logz: -10.936 +/-  0.181 | dlogz:  2.969 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1630it [00:07, 59.38it/s, batch: 0 | bound: 94 | nc: 426 | ncall: 29815 | eff(%):  5.431 | loglstar:   -inf < -2.771 <    inf | logz: -10.877 +/-  0.181 | dlogz:  3.076 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1640it [00:08, 39.43it/s, batch: 0 | bound: 99 | nc: 34 | ncall: 32207 | eff(%):  5.061 | loglstar:   -inf < -2.721 <    inf | logz: -10.829 +/-  0.182 | dlogz:  2.983 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1647it [00:09, 17.53it/s, batch: 0 | bound: 104 | nc: 213 | ncall: 37396 | eff(%):  4.381 | loglstar:   -inf < -2.678 <    inf | logz: -10.797 +/-  0.182 | dlogz:  2.919 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1652it [00:11,  8.51it/s, batch: 0 | bound: 109 | nc: 284 | ncall: 45555 | eff(%):  3.611 | loglstar:   -inf < -2.667 <    inf | logz: -10.775 +/-  0.182 | dlogz:  2.874 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1656it [00:15,  4.15it/s, batch: 0 | bound: 113 | nc: 12281 | ncall: 60979 | eff(%):  2.707 | loglstar:   -inf < -2.605 <    inf | logz: -10.757 +/-  0.182 | dlogz:  2.839 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1659it [00:18,  2.92it/s, batch: 0 | bound: 116 | nc: 3831 | ncall: 72994 | eff(%):  2.267 | loglstar:   -inf < -2.600 <    inf | logz: -10.743 +/-  0.182 | dlogz:  2.812 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1661it [00:20,  2.64it/s, batch: 0 | bound: 118 | nc: 4476 | ncall: 78125 | eff(%):  2.121 | loglstar:   -inf < -2.586 <    inf | logz: -10.735 +/-  0.182 | dlogz:  2.794 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1663it [00:20,  2.91it/s, batch: 0 | bound: 119 | nc: 172 | ncall: 79119 | eff(%):  2.097 | loglstar:   -inf < -2.576 <    inf | logz: -10.726 +/-  0.182 | dlogz:  2.777 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1665it [00:21,  2.56it/s, batch: 0 | bound: 121 | nc: 2777 | ncall: 84129 | eff(%):  1.974 | loglstar:   -inf < -2.569 <    inf | logz: -10.717 +/-  0.183 | dlogz:  2.760 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1666it [00:23,  1.94it/s, batch: 0 | bound: 122 | nc: 6407 | ncall: 90536 | eff(%):  1.836 | loglstar:   -inf < -2.560 <    inf | logz: -10.713 +/-  0.183 | dlogz:  2.751 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1667it [00:23,  1.86it/s, batch: 0 | bound: 123 | nc: 2716 | ncall: 93252 | eff(%):  1.784 | loglstar:   -inf < -2.560 <    inf | logz: -10.709 +/-  0.183 | dlogz:  2.742 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1668it [00:25,  1.53it/s, batch: 0 | bound: 124 | nc: 5067 | ncall: 98319 | eff(%):  1.693 | loglstar:   -inf < -2.555 <    inf | logz: -10.705 +/-  0.183 | dlogz:  2.734 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1669it [00:27,  1.02s/it, batch: 0 | bound: 125 | nc: 10666 | ncall: 108985 | eff(%):  1.529 | loglstar:   -inf < -2.551 <    inf | logz: -10.700 +/-  0.183 | dlogz:  2.725 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1670it [00:28,  1.12it/s, batch: 0 | bound: 126 | nc: 1574 | ncall: 110559 | eff(%):  1.508 | loglstar:   -inf < -2.533 <    inf | logz: -10.696 +/-  0.183 | dlogz:  2.716 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1671it [00:29,  1.02it/s, batch: 0 | bound: 127 | nc: 4983 | ncall: 115542 | eff(%):  1.444 | loglstar:   -inf < -2.529 <    inf | logz: -10.692 +/-  0.183 | dlogz:  2.708 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1673it [00:33,  1.40s/it, batch: 0 | bound: 128 | nc: 16176 | ncall: 131869 | eff(%):  1.267 | loglstar:   -inf < -2.495 <    inf | logz: -10.684 +/-  0.183 | dlogz:  2.691 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1674it [00:34,  1.18s/it, batch: 0 | bound: 129 | nc: 1624 | ncall: 133493 | eff(%):  1.252 | loglstar:   -inf < -2.494 <    inf | logz: -10.679 +/-  0.183 | dlogz:  2.682 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1675it [00:37,  1.72s/it, batch: 0 | bound: 130 | nc: 13539 | ncall: 147032 | eff(%):  1.138 | loglstar:   -inf < -2.460 <    inf | logz: -10.675 +/-  0.183 | dlogz:  2.673 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1676it [00:39,  1.82s/it, batch: 0 | bound: 131 | nc: 8240 | ncall: 155272 | eff(%):  1.078 | loglstar:   -inf < -2.450 <    inf | logz: -10.671 +/-  0.183 | dlogz:  2.665 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1677it [00:39,  1.41s/it, batch: 0 | bound: 132 | nc: 1082 | ncall: 156354 | eff(%):  1.071 | loglstar:   -inf < -2.441 <    inf | logz: -10.666 +/-  0.183 | dlogz:  2.656 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1678it [00:42,  1.78s/it, batch: 0 | bound: 133 | nc: 10997 | ncall: 167351 | eff(%):  1.001 | loglstar:   -inf < -2.439 <    inf | logz: -10.662 +/-  0.183 | dlogz:  2.647 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1679it [00:44,  1.77s/it, batch: 0 | bound: 134 | nc: 6962 | ncall: 174313 | eff(%):  0.962 | loglstar:   -inf < -2.436 <    inf | logz: -10.658 +/-  0.183 | dlogz:  2.639 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1680it [00:44,  1.30s/it, batch: 0 | bound: 135 | nc: 510 | ncall: 174823 | eff(%):  0.960 | loglstar:   -inf < -2.433 <    inf | logz: -10.653 +/-  0.183 | dlogz:  2.630 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1682it [00:45,  1.19it/s, batch: 0 | bound: 137 | nc: 1964 | ncall: 177004 | eff(%):  0.949 | loglstar:   -inf < -2.424 <    inf | logz: -10.645 +/-  0.183 | dlogz:  2.613 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1683it [00:45,  1.32it/s, batch: 0 | bound: 138 | nc: 2027 | ncall: 179031 | eff(%):  0.939 | loglstar:   -inf < -2.414 <    inf | logz: -10.641 +/-  0.183 | dlogz:  2.604 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1684it [00:46,  1.31it/s, batch: 0 | bound: 139 | nc: 3039 | ncall: 182070 | eff(%):  0.924 | loglstar:   -inf < -2.403 <    inf | logz: -10.637 +/-  0.183 | dlogz:  2.596 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1685it [00:47,  1.25it/s, batch: 0 | bound: 140 | nc: 3580 | ncall: 185650 | eff(%):  0.907 | loglstar:   -inf < -2.399 <    inf | logz: -10.632 +/-  0.183 | dlogz:  2.587 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1834it [00:47, 69.40it/s, batch: 0 | bound: 141 | nc: 2 | ncall: 185930 | eff(%):  0.985 | loglstar:   -inf < -1.593 <    inf | logz: -10.116 +/-  0.187 | dlogz:  1.501 >  0.500]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1967it [00:47, 146.79it/s, batch: 0 | bound: 142 | nc: 2 | ncall: 186244 | eff(%):  1.055 | loglstar:   -inf < -1.102 <    inf | logz: -9.836 +/-  0.189 | dlogz:  0.856 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2078it [00:47, 224.19it/s, batch: 0 | bound: 144 | nc: 7 | ncall: 186588 | eff(%):  1.112 | loglstar:   -inf < -0.768 <    inf | logz: -9.679 +/-  0.190 | dlogz:  0.516 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2284it [00:47, 392.06it/s, batch: 1 | bound: 0 | nc: 1 | ncall: 186806 | eff(%):  1.223 | loglstar:  0.048 < -0.705 <    inf | logz: -9.378 +/-  0.341 | stop: 10.983]            "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2409it [00:47, 496.98it/s, batch: 1 | bound: 2 | nc: 2 | ncall: 187102 | eff(%):  1.284 | loglstar:  0.048 < -0.471 <    inf | logz: -9.378 +/-  0.341 | stop: 10.983]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2564it [00:47, 653.81it/s, batch: 1 | bound: 3 | nc: 1 | ncall: 187381 | eff(%):  1.365 | loglstar:  0.048 < -0.226 <    inf | logz: -9.378 +/-  0.341 | stop: 10.983]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2685it [00:48, 736.97it/s, batch: 1 | bound: 5 | nc: 4 | ncall: 187719 | eff(%):  1.427 | loglstar:  0.048 < -0.070 <    inf | logz: -9.378 +/-  0.341 | stop: 10.983]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2803it [00:48, 819.94it/s, batch: 1 | bound: 7 | nc: 4 | ncall: 188018 | eff(%):  1.487 | loglstar:  0.048 <  0.038 <    inf | logz: -9.378 +/-  0.341 | stop: 10.983]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2939it [00:48, 937.84it/s, batch: 1 | bound: 8 | nc: 2 | ncall: 188299 | eff(%):  1.557 | loglstar:  0.048 <  0.130 <    inf | logz: -9.378 +/-  0.341 | stop: 10.983]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3066it [00:48, 1015.70it/s, batch: 1 | bound: 9 | nc: 6 | ncall: 188608 | eff(%):  1.622 | loglstar:  0.048 <  0.178 <    inf | logz: -9.378 +/-  0.341 | stop: 10.983]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3218it [00:48, 1143.30it/s, batch: 1 | bound: 11 | nc: 2 | ncall: 188873 | eff(%):  1.700 | loglstar:  0.048 <  0.223 <    inf | logz: -9.378 +/-  0.341 | stop: 10.983]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3370it [00:48, 1243.09it/s, batch: 1 | bound: 12 | nc: 1 | ncall: 189202 | eff(%):  1.777 | loglstar:  0.048 <  0.255 <    inf | logz: -9.378 +/-  0.341 | stop: 10.983]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3547it [00:51, 147.18it/s, batch: 2 | bound: 0 | nc: 71 | ncall: 189655 | eff(%):  1.870 | loglstar: -2.891 < -1.899 < -1.069 | logz: -9.379 +/-  0.186 | stop:  8.294] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3583it [01:09, 147.18it/s, batch: 2 | bound: 26 | nc: 9158 | ncall: 257327 | eff(%):  1.320 | loglstar: -2.891 < -2.627 < -1.069 | logz: -9.379 +/-  0.186 | stop:  8.294]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3584it [01:09, 19.28it/s, batch: 2 | bound: 27 | nc: 3549 | ncall: 260876 | eff(%):  1.303 | loglstar: -2.891 < -2.618 < -1.069 | logz: -9.379 +/-  0.186 | stop:  8.294] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3585it [01:09, 19.15it/s, batch: 2 | bound: 28 | nc: 639 | ncall: 261515 | eff(%):  1.301 | loglstar: -2.891 < -2.615 < -1.069 | logz: -9.379 +/-  0.186 | stop:  8.294] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3654it [01:29,  8.79it/s, batch: 2 | bound: 42 | nc: 1 | ncall: 339049 | eff(%):  1.035 | loglstar: -2.891 < -2.202 < -1.069 | logz: -9.379 +/-  0.186 | stop:  8.294]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3803it [01:29, 15.88it/s, batch: 2 | bound: 43 | nc: 3 | ncall: 339349 | eff(%):  1.076 | loglstar: -2.891 < -1.379 < -1.069 | logz: -9.379 +/-  0.186 | stop:  8.294]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4078it [01:34, 25.85it/s, batch: 3 | bound: 0 | nc: 109 | ncall: 353614 | eff(%):  1.153 | loglstar: -3.270 < -2.165 < -2.891 | logz: -9.349 +/-  0.154 | stop:  5.067]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4145it [01:36, 25.89it/s, batch: 3 | bound: 22 | nc: 1 | ncall: 364319 | eff(%):  1.072 | loglstar: -3.270 < -2.865 < -2.891 | logz: -9.349 +/-  0.154 | stop:  5.067] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4340it [01:38, 38.31it/s, batch: 4 | bound: 0 | nc: 9 | ncall: 386495 | eff(%):  1.123 | loglstar: -3.844 < -3.350 < -3.269 | logz: -9.401 +/-  0.147 | stop:  4.386] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4378it [01:38, 40.50it/s, batch: 4 | bound: 9 | nc: 48 | ncall: 388441 | eff(%):  1.110 | loglstar: -3.844 < -3.522 < -3.269 | logz: -9.401 +/-  0.147 | stop:  4.386]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4407it [01:39, 41.61it/s, batch: 4 | bound: 17 | nc: 344 | ncall: 390665 | eff(%):  1.111 | loglstar: -3.844 < -3.275 < -3.269 | logz: -9.401 +/-  0.147 | stop:  4.386]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4608it [01:40, 67.35it/s, batch: 5 | bound: 0 | nc: 21 | ncall: 396718 | eff(%):  1.162 | loglstar: -4.424 < -3.511 < -3.843 | logz: -9.398 +/-  0.140 | stop:  3.838]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4629it [01:40, 69.39it/s, batch: 5 | bound: 4 | nc: 38 | ncall: 397450 | eff(%):  1.152 | loglstar: -4.424 < -4.144 < -3.843 | logz: -9.398 +/-  0.140 | stop:  3.838]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4648it [01:40, 71.28it/s, batch: 5 | bound: 7 | nc: 7 | ncall: 398240 | eff(%):  1.154 | loglstar: -4.424 < -4.020 < -3.843 | logz: -9.398 +/-  0.140 | stop:  3.838] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4665it [01:40, 74.90it/s, batch: 5 | bound: 9 | nc: 81 | ncall: 398724 | eff(%):  1.157 | loglstar: -4.424 < -3.844 < -3.843 | logz: -9.398 +/-  0.140 | stop:  3.838]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4866it [01:41, 119.87it/s, batch: 6 | bound: 0 | nc: 16 | ncall: 403295 | eff(%):  1.207 | loglstar: -4.900 < -1.817 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4892it [01:42, 126.83it/s, batch: 6 | bound: 2 | nc: 1 | ncall: 403725 | eff(%):  1.199 | loglstar: -4.900 < -4.700 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4919it [01:42, 135.67it/s, batch: 6 | bound: 4 | nc: 55 | ncall: 404150 | eff(%):  1.204 | loglstar: -4.900 < -4.414 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4946it [01:42, 147.00it/s, batch: 6 | bound: 6 | nc: 15 | ncall: 404571 | eff(%):  1.209 | loglstar: -4.900 < -4.120 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4974it [01:42, 161.28it/s, batch: 6 | bound: 8 | nc: 53 | ncall: 404974 | eff(%):  1.215 | loglstar: -4.900 < -3.896 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4999it [01:42, 163.02it/s, batch: 6 | bound: 11 | nc: 37 | ncall: 405575 | eff(%):  1.219 | loglstar: -4.900 < -3.693 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5022it [01:42, 167.80it/s, batch: 6 | bound: 13 | nc: 15 | ncall: 406086 | eff(%):  1.223 | loglstar: -4.900 < -3.479 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5044it [01:42, 164.35it/s, batch: 6 | bound: 16 | nc: 7 | ncall: 406677 | eff(%):  1.227 | loglstar: -4.900 < -3.318 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5064it [01:43, 135.20it/s, batch: 6 | bound: 19 | nc: 29 | ncall: 407736 | eff(%):  1.229 | loglstar: -4.900 < -3.159 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5081it [01:43, 124.69it/s, batch: 6 | bound: 23 | nc: 21 | ncall: 408454 | eff(%):  1.231 | loglstar: -4.900 < -3.036 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5096it [01:43, 99.93it/s, batch: 6 | bound: 27 | nc: 81 | ncall: 409575 | eff(%):  1.231 | loglstar: -4.900 < -2.923 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5108it [01:43, 71.63it/s, batch: 6 | bound: 33 | nc: 155 | ncall: 411149 | eff(%):  1.229 | loglstar: -4.900 < -2.818 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5118it [01:44, 45.63it/s, batch: 6 | bound: 39 | nc: 110 | ncall: 413680 | eff(%):  1.224 | loglstar: -4.900 < -2.718 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5125it [01:50,  6.53it/s, batch: 6 | bound: 46 | nc: 5973 | ncall: 437267 | eff(%):  1.160 | loglstar: -4.900 < -2.673 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5130it [01:52,  4.92it/s, batch: 6 | bound: 49 | nc: 7999 | ncall: 447491 | eff(%):  1.135 | loglstar: -4.900 < -2.631 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5134it [01:56,  3.33it/s, batch: 6 | bound: 53 | nc: 2261 | ncall: 461942 | eff(%):  1.101 | loglstar: -4.900 < -2.603 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5137it [02:00,  2.28it/s, batch: 6 | bound: 56 | nc: 7281 | ncall: 478171 | eff(%):  1.064 | loglstar: -4.900 < -2.581 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5139it [02:01,  2.18it/s, batch: 6 | bound: 58 | nc: 3680 | ncall: 482915 | eff(%):  1.054 | loglstar: -4.900 < -2.571 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5141it [02:03,  1.91it/s, batch: 6 | bound: 60 | nc: 5662 | ncall: 490384 | eff(%):  1.039 | loglstar: -4.900 < -2.557 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5142it [02:04,  1.79it/s, batch: 6 | bound: 61 | nc: 3573 | ncall: 493957 | eff(%):  1.032 | loglstar: -4.900 < -2.555 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5143it [02:05,  1.79it/s, batch: 6 | bound: 62 | nc: 2108 | ncall: 496065 | eff(%):  1.028 | loglstar: -4.900 < -2.555 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5261it [02:05, 34.32it/s, batch: 6 | bound: 63 | nc: 2 | ncall: 496366 | eff(%):  1.051 | loglstar: -4.900 < -1.789 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5370it [02:05, 74.32it/s, batch: 6 | bound: 65 | nc: 4 | ncall: 496669 | eff(%):  1.072 | loglstar: -4.900 < -1.301 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5506it [02:05, 140.37it/s, batch: 6 | bound: 66 | nc: 1 | ncall: 496972 | eff(%):  1.098 | loglstar: -4.900 < -0.795 < -0.750 | logz: -9.358 +/-  0.135 | stop:  3.466]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5725it [02:06, 161.88it/s, batch: 7 | bound: 0 | nc: 6 | ncall: 501449 | eff(%):  1.142 | loglstar: -5.410 < -4.668 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5788it [02:07, 172.55it/s, batch: 7 | bound: 5 | nc: 28 | ncall: 502489 | eff(%):  1.141 | loglstar: -5.410 < -4.677 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5839it [02:07, 177.67it/s, batch: 7 | bound: 10 | nc: 4 | ncall: 503404 | eff(%):  1.149 | loglstar: -5.410 < -4.198 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5881it [02:07, 179.41it/s, batch: 7 | bound: 14 | nc: 23 | ncall: 504250 | eff(%):  1.155 | loglstar: -5.410 < -3.873 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5916it [02:07, 176.97it/s, batch: 7 | bound: 18 | nc: 11 | ncall: 505110 | eff(%):  1.160 | loglstar: -5.410 < -3.510 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5946it [02:07, 168.81it/s, batch: 7 | bound: 22 | nc: 20 | ncall: 506020 | eff(%):  1.164 | loglstar: -5.410 < -3.341 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5971it [02:08, 141.32it/s, batch: 7 | bound: 27 | nc: 6 | ncall: 507380 | eff(%):  1.166 | loglstar: -5.410 < -3.123 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5991it [02:08, 117.76it/s, batch: 7 | bound: 32 | nc: 98 | ncall: 508740 | eff(%):  1.167 | loglstar: -5.410 < -2.957 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6007it [02:09, 77.70it/s, batch: 7 | bound: 37 | nc: 191 | ncall: 511327 | eff(%):  1.164 | loglstar: -5.410 < -2.838 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6019it [02:09, 70.37it/s, batch: 7 | bound: 42 | nc: 342 | ncall: 512437 | eff(%):  1.164 | loglstar: -5.410 < -2.779 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6029it [02:09, 52.89it/s, batch: 7 | bound: 47 | nc: 387 | ncall: 514424 | eff(%):  1.161 | loglstar: -5.410 < -2.737 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6037it [02:10, 46.61it/s, batch: 7 | bound: 50 | nc: 64 | ncall: 515710 | eff(%):  1.160 | loglstar: -5.410 < -2.684 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6043it [02:13, 11.19it/s, batch: 7 | bound: 53 | nc: 193 | ncall: 528283 | eff(%):  1.134 | loglstar: -5.410 < -2.656 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6048it [02:13, 12.43it/s, batch: 7 | bound: 55 | nc: 310 | ncall: 528787 | eff(%):  1.134 | loglstar: -5.410 < -2.638 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6053it [02:15,  7.29it/s, batch: 7 | bound: 59 | nc: 471 | ncall: 537354 | eff(%):  1.117 | loglstar: -5.410 < -2.601 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6057it [02:17,  5.08it/s, batch: 7 | bound: 62 | nc: 6963 | ncall: 545566 | eff(%):  1.101 | loglstar: -5.410 < -2.564 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6060it [02:25,  1.93it/s, batch: 7 | bound: 65 | nc: 20749 | ncall: 574109 | eff(%):  1.047 | loglstar: -5.410 < -2.541 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6062it [02:25,  1.95it/s, batch: 7 | bound: 67 | nc: 1162 | ncall: 577760 | eff(%):  1.041 | loglstar: -5.410 < -2.522 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6064it [02:26,  2.23it/s, batch: 7 | bound: 68 | nc: 77 | ncall: 578411 | eff(%):  1.040 | loglstar: -5.410 < -2.520 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6066it [02:29,  1.58it/s, batch: 7 | bound: 70 | nc: 1965 | ncall: 590432 | eff(%):  1.019 | loglstar: -5.410 < -2.502 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6067it [02:30,  1.49it/s, batch: 7 | bound: 71 | nc: 3828 | ncall: 594260 | eff(%):  1.013 | loglstar: -5.410 < -2.500 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6068it [02:31,  1.26it/s, batch: 7 | bound: 72 | nc: 6237 | ncall: 600497 | eff(%):  1.003 | loglstar: -5.410 < -2.499 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6069it [02:31,  1.43it/s, batch: 7 | bound: 73 | nc: 803 | ncall: 601300 | eff(%):  1.001 | loglstar: -5.410 < -2.497 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6070it [02:32,  1.52it/s, batch: 7 | bound: 74 | nc: 1892 | ncall: 603192 | eff(%):  0.998 | loglstar: -5.410 < -2.456 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6071it [02:33,  1.46it/s, batch: 7 | bound: 75 | nc: 3059 | ncall: 606251 | eff(%):  0.994 | loglstar: -5.410 < -2.456 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6072it [02:33,  1.48it/s, batch: 7 | bound: 76 | nc: 2512 | ncall: 608763 | eff(%):  0.990 | loglstar: -5.410 < -2.453 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6073it [02:35,  1.20it/s, batch: 7 | bound: 77 | nc: 5130 | ncall: 613893 | eff(%):  0.982 | loglstar: -5.410 < -2.452 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6074it [02:38,  1.49s/it, batch: 7 | bound: 78 | nc: 12999 | ncall: 626892 | eff(%):  0.962 | loglstar: -5.410 < -2.448 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6075it [02:40,  1.70s/it, batch: 7 | bound: 79 | nc: 8976 | ncall: 635868 | eff(%):  0.948 | loglstar: -5.410 < -2.438 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6076it [02:41,  1.49s/it, batch: 7 | bound: 80 | nc: 3592 | ncall: 639460 | eff(%):  0.943 | loglstar: -5.410 < -2.437 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6077it [02:42,  1.26s/it, batch: 7 | bound: 81 | nc: 2692 | ncall: 642152 | eff(%):  0.939 | loglstar: -5.410 < -2.436 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6078it [02:43,  1.31s/it, batch: 7 | bound: 82 | nc: 5403 | ncall: 647555 | eff(%):  0.932 | loglstar: -5.410 < -2.436 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6080it [02:44,  1.25it/s, batch: 7 | bound: 83 | nc: 1412 | ncall: 649067 | eff(%):  0.930 | loglstar: -5.410 < -2.428 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6081it [02:47,  1.44s/it, batch: 7 | bound: 84 | nc: 13623 | ncall: 662690 | eff(%):  0.911 | loglstar: -5.410 < -2.427 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6082it [02:47,  1.15s/it, batch: 7 | bound: 85 | nc: 1161 | ncall: 663851 | eff(%):  0.910 | loglstar: -5.410 < -2.427 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6084it [02:48,  1.32it/s, batch: 7 | bound: 87 | nc: 1491 | ncall: 665712 | eff(%):  0.907 | loglstar: -5.410 < -2.417 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6085it [02:50,  1.05it/s, batch: 7 | bound: 88 | nc: 6438 | ncall: 672150 | eff(%):  0.899 | loglstar: -5.410 < -2.415 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6086it [02:51,  1.04s/it, batch: 7 | bound: 89 | nc: 4904 | ncall: 677054 | eff(%):  0.893 | loglstar: -5.410 < -2.404 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6168it [02:51, 28.21it/s, batch: 7 | bound: 90 | nc: 2 | ncall: 677415 | eff(%):  0.904 | loglstar: -5.410 < -1.819 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6300it [02:51, 86.79it/s, batch: 7 | bound: 92 | nc: 1 | ncall: 677701 | eff(%):  0.923 | loglstar: -5.410 < -1.221 < -0.852 | logz: -9.367 +/-  0.121 | stop:  2.618]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6606it [02:52, 187.69it/s, batch: 8 | bound: 0 | nc: 13 | ncall: 682681 | eff(%):  0.968 | loglstar: -5.802 < -3.752 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6658it [02:52, 192.64it/s, batch: 8 | bound: 5 | nc: 3 | ncall: 683582 | eff(%):  0.970 | loglstar: -5.802 < -5.165 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6701it [02:52, 197.63it/s, batch: 8 | bound: 8 | nc: 5 | ncall: 684320 | eff(%):  0.975 | loglstar: -5.802 < -4.736 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6738it [02:52, 202.64it/s, batch: 8 | bound: 11 | nc: 10 | ncall: 684916 | eff(%):  0.980 | loglstar: -5.802 < -4.289 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6771it [02:53, 189.54it/s, batch: 8 | bound: 15 | nc: 21 | ncall: 685895 | eff(%):  0.983 | loglstar: -5.802 < -3.990 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6799it [02:53, 187.73it/s, batch: 8 | bound: 18 | nc: 24 | ncall: 686508 | eff(%):  0.986 | loglstar: -5.802 < -3.752 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6824it [02:53, 174.36it/s, batch: 8 | bound: 22 | nc: 103 | ncall: 687334 | eff(%):  0.989 | loglstar: -5.802 < -3.549 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6846it [02:53, 148.16it/s, batch: 8 | bound: 26 | nc: 67 | ncall: 688392 | eff(%):  0.990 | loglstar: -5.802 < -3.373 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6864it [02:53, 132.22it/s, batch: 8 | bound: 29 | nc: 79 | ncall: 689262 | eff(%):  0.992 | loglstar: -5.802 < -3.214 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6879it [02:54, 109.90it/s, batch: 8 | bound: 34 | nc: 41 | ncall: 690355 | eff(%):  0.992 | loglstar: -5.802 < -3.083 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6892it [02:54, 90.87it/s, batch: 8 | bound: 38 | nc: 53 | ncall: 691413 | eff(%):  0.993 | loglstar: -5.802 < -2.982 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6903it [02:54, 70.43it/s, batch: 8 | bound: 42 | nc: 101 | ncall: 692839 | eff(%):  0.992 | loglstar: -5.802 < -2.893 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6912it [02:54, 64.51it/s, batch: 8 | bound: 46 | nc: 97 | ncall: 693689 | eff(%):  0.992 | loglstar: -5.802 < -2.843 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6919it [02:55, 59.19it/s, batch: 8 | bound: 48 | nc: 50 | ncall: 694422 | eff(%):  0.992 | loglstar: -5.802 < -2.777 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6926it [02:55, 45.31it/s, batch: 8 | bound: 52 | nc: 68 | ncall: 695815 | eff(%):  0.991 | loglstar: -5.802 < -2.735 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6931it [02:55, 39.13it/s, batch: 8 | bound: 55 | nc: 32 | ncall: 696748 | eff(%):  0.991 | loglstar: -5.802 < -2.695 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6936it [02:55, 36.20it/s, batch: 8 | bound: 57 | nc: 48 | ncall: 697553 | eff(%):  0.990 | loglstar: -5.802 < -2.677 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6940it [02:56, 27.51it/s, batch: 8 | bound: 58 | nc: 21 | ncall: 698881 | eff(%):  0.989 | loglstar: -5.802 < -2.650 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6943it [02:56, 22.52it/s, batch: 8 | bound: 61 | nc: 363 | ncall: 699993 | eff(%):  0.988 | loglstar: -5.802 < -2.639 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6946it [02:56, 15.91it/s, batch: 8 | bound: 63 | nc: 48 | ncall: 701826 | eff(%):  0.986 | loglstar: -5.802 < -2.630 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6948it [02:57, 11.21it/s, batch: 8 | bound: 65 | nc: 618 | ncall: 703696 | eff(%):  0.983 | loglstar: -5.802 < -2.624 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6950it [02:57,  9.18it/s, batch: 8 | bound: 67 | nc: 1100 | ncall: 705260 | eff(%):  0.981 | loglstar: -5.802 < -2.618 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6952it [02:58,  6.77it/s, batch: 8 | bound: 68 | nc: 1 | ncall: 707661 | eff(%):  0.978 | loglstar: -5.802 < -2.589 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7099it [02:58, 135.83it/s, batch: 8 | bound: 69 | nc: 2 | ncall: 707963 | eff(%):  0.999 | loglstar: -5.802 < -1.716 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7219it [02:58, 254.48it/s, batch: 8 | bound: 71 | nc: 5 | ncall: 708280 | eff(%):  1.015 | loglstar: -5.802 < -1.087 < -0.898 | logz: -9.335 +/-  0.110 | stop:  2.106]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7477it [02:59, 308.25it/s, batch: 9 | bound: 0 | nc: 12 | ncall: 711274 | eff(%):  1.051 | loglstar: -6.116 < -6.054 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7535it [02:59, 288.94it/s, batch: 9 | bound: 6 | nc: 26 | ncall: 712368 | eff(%):  1.054 | loglstar: -6.116 < -5.373 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7582it [02:59, 284.95it/s, batch: 9 | bound: 9 | nc: 26 | ncall: 713102 | eff(%):  1.059 | loglstar: -6.116 < -4.830 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7623it [02:59, 278.40it/s, batch: 9 | bound: 12 | nc: 14 | ncall: 713766 | eff(%):  1.064 | loglstar: -6.116 < -4.422 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7659it [03:00, 269.65it/s, batch: 9 | bound: 15 | nc: 8 | ncall: 714369 | eff(%):  1.068 | loglstar: -6.116 < -4.030 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7692it [03:00, 231.74it/s, batch: 9 | bound: 19 | nc: 64 | ncall: 715307 | eff(%):  1.071 | loglstar: -6.116 < -3.740 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7719it [03:00, 183.52it/s, batch: 9 | bound: 25 | nc: 95 | ncall: 716549 | eff(%):  1.073 | loglstar: -6.116 < -3.555 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7741it [03:00, 156.09it/s, batch: 9 | bound: 29 | nc: 8 | ncall: 717580 | eff(%):  1.075 | loglstar: -6.116 < -3.390 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7759it [03:01, 128.78it/s, batch: 9 | bound: 33 | nc: 56 | ncall: 718694 | eff(%):  1.076 | loglstar: -6.116 < -3.225 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7774it [03:01, 122.19it/s, batch: 9 | bound: 35 | nc: 22 | ncall: 719373 | eff(%):  1.077 | loglstar: -6.116 < -3.144 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7788it [03:01, 119.46it/s, batch: 9 | bound: 38 | nc: 55 | ncall: 719926 | eff(%):  1.078 | loglstar: -6.116 < -3.032 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7801it [03:01, 116.72it/s, batch: 9 | bound: 40 | nc: 9 | ncall: 720431 | eff(%):  1.079 | loglstar: -6.116 < -2.963 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7813it [03:01, 93.79it/s, batch: 9 | bound: 43 | nc: 72 | ncall: 721403 | eff(%):  1.079 | loglstar: -6.116 < -2.923 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7823it [03:01, 81.08it/s, batch: 9 | bound: 46 | nc: 41 | ncall: 722227 | eff(%):  1.079 | loglstar: -6.116 < -2.841 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7832it [03:02, 66.15it/s, batch: 9 | bound: 50 | nc: 285 | ncall: 723231 | eff(%):  1.079 | loglstar: -6.116 < -2.772 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7840it [03:02, 42.97it/s, batch: 9 | bound: 55 | nc: 537 | ncall: 725095 | eff(%):  1.077 | loglstar: -6.116 < -2.718 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7846it [03:02, 33.67it/s, batch: 9 | bound: 58 | nc: 141 | ncall: 726700 | eff(%):  1.076 | loglstar: -6.116 < -2.696 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7851it [03:04, 13.68it/s, batch: 9 | bound: 62 | nc: 1188 | ncall: 732242 | eff(%):  1.068 | loglstar: -6.116 < -2.683 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7855it [03:06,  6.19it/s, batch: 9 | bound: 66 | nc: 1088 | ncall: 741692 | eff(%):  1.055 | loglstar: -6.116 < -2.648 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7874it [03:06, 12.74it/s, batch: 9 | bound: 67 | nc: 2 | ncall: 742075 | eff(%):  1.057 | loglstar: -6.116 < -2.489 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7992it [03:06, 69.22it/s, batch: 9 | bound: 68 | nc: 1 | ncall: 742365 | eff(%):  1.073 | loglstar: -6.116 < -1.715 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8132it [03:06, 155.23it/s, batch: 9 | bound: 70 | nc: 1 | ncall: 742661 | eff(%):  1.091 | loglstar: -6.116 < -1.136 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8322it [03:07, 302.71it/s, batch: 9 | bound: 71 | nc: 1 | ncall: 742989 | eff(%):  1.116 | loglstar: -6.116 < -0.551 < -0.750 | logz: -9.318 +/-  0.103 | stop:  1.777]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8460it [03:07, 230.71it/s, batch: 10 | bound: 0 | nc: 11 | ncall: 745555 | eff(%):  1.135 | loglstar: -6.509 < -4.389 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8540it [03:08, 242.55it/s, batch: 10 | bound: 5 | nc: 39 | ncall: 746616 | eff(%):  1.139 | loglstar: -6.509 < -5.415 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8605it [03:08, 231.45it/s, batch: 10 | bound: 12 | nc: 40 | ncall: 747948 | eff(%):  1.145 | loglstar: -6.509 < -4.593 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8656it [03:08, 220.59it/s, batch: 10 | bound: 17 | nc: 4 | ncall: 749096 | eff(%):  1.150 | loglstar: -6.509 < -3.982 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8698it [03:09, 165.09it/s, batch: 10 | bound: 26 | nc: 25 | ncall: 751402 | eff(%):  1.152 | loglstar: -6.509 < -3.658 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8730it [03:09, 139.20it/s, batch: 10 | bound: 34 | nc: 91 | ncall: 753178 | eff(%):  1.154 | loglstar: -6.509 < -3.358 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8755it [03:10, 108.01it/s, batch: 10 | bound: 43 | nc: 53 | ncall: 755428 | eff(%):  1.154 | loglstar: -6.509 < -3.157 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8774it [03:10, 87.95it/s, batch: 10 | bound: 49 | nc: 12 | ncall: 757478 | eff(%):  1.153 | loglstar: -6.509 < -2.970 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8789it [03:11, 70.17it/s, batch: 10 | bound: 55 | nc: 112 | ncall: 759721 | eff(%):  1.152 | loglstar: -6.509 < -2.880 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8800it [03:11, 52.29it/s, batch: 10 | bound: 63 | nc: 89 | ncall: 762266 | eff(%):  1.149 | loglstar: -6.509 < -2.818 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8809it [03:12, 48.52it/s, batch: 10 | bound: 68 | nc: 25 | ncall: 763412 | eff(%):  1.149 | loglstar: -6.509 < -2.759 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8816it [03:14, 14.13it/s, batch: 10 | bound: 72 | nc: 132 | ncall: 775304 | eff(%):  1.132 | loglstar: -6.509 < -2.716 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8821it [03:16,  9.48it/s, batch: 10 | bound: 76 | nc: 973 | ncall: 782702 | eff(%):  1.122 | loglstar: -6.509 < -2.696 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8825it [03:24,  3.30it/s, batch: 10 | bound: 80 | nc: 10842 | ncall: 811152 | eff(%):  1.083 | loglstar: -6.509 < -2.675 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8828it [03:25,  3.19it/s, batch: 10 | bound: 82 | nc: 1 | ncall: 815820 | eff(%):  1.078 | loglstar: -6.509 < -2.669 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]    "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8971it [03:25, 26.69it/s, batch: 10 | bound: 83 | nc: 3 | ncall: 816106 | eff(%):  1.095 | loglstar: -6.509 < -1.810 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9106it [03:25, 57.10it/s, batch: 10 | bound: 84 | nc: 6 | ncall: 816392 | eff(%):  1.111 | loglstar: -6.509 < -1.155 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9255it [03:25, 102.62it/s, batch: 10 | bound: 86 | nc: 4 | ncall: 816663 | eff(%):  1.129 | loglstar: -6.509 < -0.708 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9401it [03:25, 161.56it/s, batch: 10 | bound: 87 | nc: 1 | ncall: 816927 | eff(%):  1.146 | loglstar: -6.509 < -0.390 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9523it [03:25, 223.33it/s, batch: 10 | bound: 88 | nc: 2 | ncall: 817212 | eff(%):  1.160 | loglstar: -6.509 < -0.217 < -0.190 | logz: -9.332 +/-  0.097 | stop:  1.515]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9752it [03:26, 248.04it/s, batch: 11 | bound: 0 | nc: 17 | ncall: 820655 | eff(%):  1.188 | loglstar: -6.731 < -0.743 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9840it [03:26, 248.40it/s, batch: 11 | bound: 7 | nc: 12 | ncall: 822102 | eff(%):  1.193 | loglstar: -6.731 < -5.549 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9909it [03:27, 244.22it/s, batch: 11 | bound: 13 | nc: 25 | ncall: 823397 | eff(%):  1.199 | loglstar: -6.731 < -4.713 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9965it [03:27, 251.38it/s, batch: 11 | bound: 17 | nc: 25 | ncall: 824189 | eff(%):  1.205 | loglstar: -6.731 < -4.042 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10013it [03:27, 202.77it/s, batch: 11 | bound: 25 | nc: 66 | ncall: 826120 | eff(%):  1.208 | loglstar: -6.731 < -3.664 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10050it [03:30, 62.18it/s, batch: 11 | bound: 39 | nc: 302 | ncall: 837040 | eff(%):  1.196 | loglstar: -6.731 < -3.400 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10076it [03:39, 16.77it/s, batch: 11 | bound: 59 | nc: 1659 | ncall: 870035 | eff(%):  1.154 | loglstar: -6.731 < -3.180 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10095it [03:45, 10.21it/s, batch: 11 | bound: 75 | nc: 212 | ncall: 897054 | eff(%):  1.122 | loglstar: -6.731 < -3.004 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10108it [03:50,  7.74it/s, batch: 11 | bound: 85 | nc: 29 | ncall: 916620 | eff(%):  1.099 | loglstar: -6.731 < -2.897 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10118it [03:53,  6.91it/s, batch: 11 | bound: 90 | nc: 1 | ncall: 927483 | eff(%):  1.087 | loglstar: -6.731 < -2.810 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10125it [03:54,  7.17it/s, batch: 11 | bound: 95 | nc: 36 | ncall: 930237 | eff(%):  1.085 | loglstar: -6.731 < -2.771 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10130it [03:55,  6.35it/s, batch: 11 | bound: 99 | nc: 3851 | ncall: 937179 | eff(%):  1.077 | loglstar: -6.731 < -2.756 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10134it [03:56,  6.45it/s, batch: 11 | bound: 103 | nc: 669 | ncall: 939421 | eff(%):  1.075 | loglstar: -6.731 < -2.715 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10137it [03:58,  4.70it/s, batch: 11 | bound: 106 | nc: 1578 | ncall: 948708 | eff(%):  1.065 | loglstar: -6.731 < -2.680 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10139it [04:00,  3.92it/s, batch: 11 | bound: 108 | nc: 4112 | ncall: 954594 | eff(%):  1.059 | loglstar: -6.731 < -2.668 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10141it [04:02,  2.83it/s, batch: 11 | bound: 110 | nc: 269 | ncall: 964000 | eff(%):  1.049 | loglstar: -6.731 < -2.646 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10142it [04:04,  2.33it/s, batch: 11 | bound: 111 | nc: 5637 | ncall: 969637 | eff(%):  1.043 | loglstar: -6.731 < -2.644 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10143it [04:05,  1.90it/s, batch: 11 | bound: 112 | nc: 5784 | ncall: 975421 | eff(%):  1.037 | loglstar: -6.731 < -2.632 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10144it [04:05,  2.07it/s, batch: 11 | bound: 113 | nc: 533 | ncall: 975954 | eff(%):  1.036 | loglstar: -6.731 < -2.629 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10145it [04:06,  1.87it/s, batch: 11 | bound: 114 | nc: 3263 | ncall: 979217 | eff(%):  1.033 | loglstar: -6.731 < -2.626 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10146it [04:08,  1.33it/s, batch: 11 | bound: 115 | nc: 6880 | ncall: 986097 | eff(%):  1.026 | loglstar: -6.731 < -2.622 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10147it [04:11,  1.18s/it, batch: 11 | bound: 116 | nc: 11603 | ncall: 997700 | eff(%):  1.014 | loglstar: -6.731 < -2.620 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10148it [04:11,  1.00s/it, batch: 11 | bound: 117 | nc: 1334 | ncall: 999034 | eff(%):  1.013 | loglstar: -6.731 < -2.578 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10149it [04:12,  1.10it/s, batch: 11 | bound: 118 | nc: 2437 | ncall: 1001471 | eff(%):  1.010 | loglstar: -6.731 < -2.577 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10150it [04:14,  1.29s/it, batch: 11 | bound: 119 | nc: 9444 | ncall: 1010915 | eff(%):  1.001 | loglstar: -6.731 < -2.567 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10151it [04:14,  1.00s/it, batch: 11 | bound: 120 | nc: 797 | ncall: 1011712 | eff(%):  1.000 | loglstar: -6.731 < -2.558 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10152it [04:15,  1.11it/s, batch: 11 | bound: 121 | nc: 2516 | ncall: 1014228 | eff(%):  0.998 | loglstar: -6.731 < -2.557 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10153it [04:16,  1.13it/s, batch: 11 | bound: 122 | nc: 3254 | ncall: 1017482 | eff(%):  0.995 | loglstar: -6.731 < -2.555 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10285it [04:16, 58.23it/s, batch: 11 | bound: 123 | nc: 1 | ncall: 1017800 | eff(%):  1.008 | loglstar: -6.731 < -1.778 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10432it [04:16, 140.46it/s, batch: 11 | bound: 125 | nc: 3 | ncall: 1018087 | eff(%):  1.022 | loglstar: -6.731 < -1.152 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10555it [04:16, 223.94it/s, batch: 11 | bound: 126 | nc: 8 | ncall: 1018410 | eff(%):  1.033 | loglstar: -6.731 < -0.764 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10692it [04:16, 336.62it/s, batch: 11 | bound: 128 | nc: 5 | ncall: 1018700 | eff(%):  1.046 | loglstar: -6.731 < -0.454 < -0.384 | logz: -9.299 +/-  0.089 | stop:  1.284]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10927it [04:17, 352.01it/s, batch: 12 | bound: 0 | nc: 3 | ncall: 1021760 | eff(%):  1.069 | loglstar: -6.954 < -4.401 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11009it [04:17, 323.93it/s, batch: 12 | bound: 7 | nc: 43 | ncall: 1023071 | eff(%):  1.074 | loglstar: -6.954 < -5.765 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11074it [04:18, 295.01it/s, batch: 12 | bound: 13 | nc: 27 | ncall: 1024360 | eff(%):  1.079 | loglstar: -6.954 < -5.053 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11126it [04:18, 291.78it/s, batch: 12 | bound: 17 | nc: 29 | ncall: 1025119 | eff(%):  1.083 | loglstar: -6.954 < -4.510 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11171it [04:18, 253.75it/s, batch: 12 | bound: 22 | nc: 18 | ncall: 1026270 | eff(%):  1.086 | loglstar: -6.954 < -4.108 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11207it [04:18, 216.25it/s, batch: 12 | bound: 27 | nc: 136 | ncall: 1027517 | eff(%):  1.088 | loglstar: -6.954 < -3.811 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11236it [04:19, 197.20it/s, batch: 12 | bound: 31 | nc: 167 | ncall: 1028440 | eff(%):  1.090 | loglstar: -6.954 < -3.531 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11261it [04:19, 162.16it/s, batch: 12 | bound: 36 | nc: 109 | ncall: 1029697 | eff(%):  1.091 | loglstar: -6.954 < -3.301 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11281it [04:19, 116.88it/s, batch: 12 | bound: 41 | nc: 109 | ncall: 1031525 | eff(%):  1.091 | loglstar: -6.954 < -3.170 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11297it [04:20, 84.91it/s, batch: 12 | bound: 47 | nc: 441 | ncall: 1033558 | eff(%):  1.091 | loglstar: -6.954 < -3.012 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11309it [04:20, 56.21it/s, batch: 12 | bound: 53 | nc: 37 | ncall: 1036428 | eff(%):  1.089 | loglstar: -6.954 < -2.945 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11318it [04:21, 35.48it/s, batch: 12 | bound: 57 | nc: 30 | ncall: 1040023 | eff(%):  1.086 | loglstar: -6.954 < -2.861 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11325it [04:22, 28.41it/s, batch: 12 | bound: 62 | nc: 560 | ncall: 1042572 | eff(%):  1.084 | loglstar: -6.954 < -2.829 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11330it [04:22, 27.88it/s, batch: 12 | bound: 65 | nc: 137 | ncall: 1043485 | eff(%):  1.084 | loglstar: -6.954 < -2.806 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11335it [04:24, 12.84it/s, batch: 12 | bound: 68 | nc: 39 | ncall: 1050396 | eff(%):  1.077 | loglstar: -6.954 < -2.789 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11338it [04:26,  6.55it/s, batch: 12 | bound: 70 | nc: 7805 | ncall: 1059559 | eff(%):  1.068 | loglstar: -6.954 < -2.766 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11341it [04:31,  2.97it/s, batch: 12 | bound: 73 | nc: 355 | ncall: 1077606 | eff(%):  1.050 | loglstar: -6.954 < -2.734 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11343it [04:31,  3.21it/s, batch: 12 | bound: 75 | nc: 202 | ncall: 1078534 | eff(%):  1.050 | loglstar: -6.954 < -2.718 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11345it [04:31,  3.64it/s, batch: 12 | bound: 76 | nc: 383 | ncall: 1078968 | eff(%):  1.049 | loglstar: -6.954 < -2.697 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11347it [04:32,  3.16it/s, batch: 12 | bound: 77 | nc: 176 | ncall: 1083012 | eff(%):  1.046 | loglstar: -6.954 < -2.686 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11351it [04:32,  4.42it/s, batch: 12 | bound: 80 | nc: 294 | ncall: 1083634 | eff(%):  1.045 | loglstar: -6.954 < -2.673 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11355it [04:32,  6.08it/s, batch: 12 | bound: 82 | nc: 152 | ncall: 1084149 | eff(%):  1.045 | loglstar: -6.954 < -2.648 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11358it [04:33,  5.54it/s, batch: 12 | bound: 83 | nc: 71 | ncall: 1086848 | eff(%):  1.043 | loglstar: -6.954 < -2.631 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11360it [04:33,  6.28it/s, batch: 12 | bound: 84 | nc: 625 | ncall: 1087475 | eff(%):  1.043 | loglstar: -6.954 < -2.608 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11362it [04:37,  2.03it/s, batch: 12 | bound: 86 | nc: 5110 | ncall: 1100680 | eff(%):  1.030 | loglstar: -6.954 < -2.604 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11364it [04:37,  2.04it/s, batch: 12 | bound: 88 | nc: 1296 | ncall: 1104432 | eff(%):  1.027 | loglstar: -6.954 < -2.596 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11365it [04:39,  1.57it/s, batch: 12 | bound: 89 | nc: 5933 | ncall: 1110365 | eff(%):  1.022 | loglstar: -6.954 < -2.594 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11366it [04:40,  1.30it/s, batch: 12 | bound: 90 | nc: 5533 | ncall: 1115898 | eff(%):  1.017 | loglstar: -6.954 < -2.593 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11367it [04:41,  1.22it/s, batch: 12 | bound: 91 | nc: 4037 | ncall: 1119935 | eff(%):  1.013 | loglstar: -6.954 < -2.586 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11368it [04:43,  1.09it/s, batch: 12 | bound: 92 | nc: 4985 | ncall: 1124920 | eff(%):  1.009 | loglstar: -6.954 < -2.568 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11369it [04:43,  1.28it/s, batch: 12 | bound: 93 | nc: 1361 | ncall: 1126281 | eff(%):  1.007 | loglstar: -6.954 < -2.566 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11370it [04:43,  1.61it/s, batch: 12 | bound: 94 | nc: 641 | ncall: 1126922 | eff(%):  1.007 | loglstar: -6.954 < -2.555 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11371it [04:44,  1.35it/s, batch: 12 | bound: 95 | nc: 4193 | ncall: 1131115 | eff(%):  1.003 | loglstar: -6.954 < -2.547 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11372it [04:45,  1.21it/s, batch: 12 | bound: 96 | nc: 4196 | ncall: 1135311 | eff(%):  1.000 | loglstar: -6.954 < -2.546 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11373it [04:49,  1.60s/it, batch: 12 | bound: 97 | nc: 14050 | ncall: 1149361 | eff(%):  0.988 | loglstar: -6.954 < -2.545 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11374it [04:49,  1.23s/it, batch: 12 | bound: 98 | nc: 1388 | ncall: 1150749 | eff(%):  0.987 | loglstar: -6.954 < -2.536 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11375it [04:50,  1.09s/it, batch: 12 | bound: 99 | nc: 2910 | ncall: 1153659 | eff(%):  0.984 | loglstar: -6.954 < -2.526 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11376it [04:51,  1.20s/it, batch: 12 | bound: 100 | nc: 5786 | ncall: 1159445 | eff(%):  0.979 | loglstar: -6.954 < -2.512 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11377it [04:54,  1.47s/it, batch: 12 | bound: 101 | nc: 8480 | ncall: 1167925 | eff(%):  0.972 | loglstar: -6.954 < -2.512 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11378it [04:54,  1.27s/it, batch: 12 | bound: 102 | nc: 3040 | ncall: 1170965 | eff(%):  0.970 | loglstar: -6.954 < -2.511 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11379it [04:55,  1.06s/it, batch: 12 | bound: 103 | nc: 2625 | ncall: 1173590 | eff(%):  0.968 | loglstar: -6.954 < -2.511 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11380it [04:56,  1.07it/s, batch: 12 | bound: 104 | nc: 2698 | ncall: 1176288 | eff(%):  0.966 | loglstar: -6.954 < -2.504 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11381it [04:57,  1.07s/it, batch: 12 | bound: 105 | nc: 5657 | ncall: 1181945 | eff(%):  0.961 | loglstar: -6.954 < -2.499 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11536it [04:57, 60.35it/s, batch: 12 | bound: 106 | nc: 2 | ncall: 1182211 | eff(%):  0.974 | loglstar: -6.954 < -1.558 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11697it [04:57, 140.84it/s, batch: 12 | bound: 107 | nc: 1 | ncall: 1182501 | eff(%):  0.987 | loglstar: -6.954 < -1.010 < -0.750 | logz: -9.296 +/-  0.083 | stop:  1.128]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11982it [04:58, 229.29it/s, batch: 13 | bound: 0 | nc: 46 | ncall: 1184875 | eff(%):  1.011 | loglstar: -7.061 < -6.652 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12051it [04:58, 237.09it/s, batch: 13 | bound: 5 | nc: 26 | ncall: 1185843 | eff(%):  1.014 | loglstar: -7.061 < -6.004 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12108it [04:58, 234.30it/s, batch: 13 | bound: 10 | nc: 29 | ncall: 1186977 | eff(%):  1.018 | loglstar: -7.061 < -5.265 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12155it [04:59, 238.87it/s, batch: 13 | bound: 14 | nc: 29 | ncall: 1187733 | eff(%):  1.021 | loglstar: -7.061 < -4.780 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12196it [04:59, 230.36it/s, batch: 13 | bound: 18 | nc: 3 | ncall: 1188651 | eff(%):  1.024 | loglstar: -7.061 < -4.408 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12231it [04:59, 217.99it/s, batch: 13 | bound: 22 | nc: 30 | ncall: 1189545 | eff(%):  1.026 | loglstar: -7.061 < -4.120 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12261it [04:59, 198.79it/s, batch: 13 | bound: 26 | nc: 16 | ncall: 1190507 | eff(%):  1.028 | loglstar: -7.061 < -3.872 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12286it [04:59, 186.26it/s, batch: 13 | bound: 29 | nc: 16 | ncall: 1191295 | eff(%):  1.029 | loglstar: -7.061 < -3.708 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12308it [04:59, 176.25it/s, batch: 13 | bound: 32 | nc: 65 | ncall: 1191977 | eff(%):  1.030 | loglstar: -7.061 < -3.572 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12336it [05:00, 191.31it/s, batch: 13 | bound: 34 | nc: 42 | ncall: 1192448 | eff(%):  1.032 | loglstar: -7.061 < -3.425 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12358it [05:00, 160.48it/s, batch: 13 | bound: 38 | nc: 11 | ncall: 1193406 | eff(%):  1.033 | loglstar: -7.061 < -3.281 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12376it [05:00, 136.34it/s, batch: 13 | bound: 42 | nc: 37 | ncall: 1194328 | eff(%):  1.034 | loglstar: -7.061 < -3.113 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12392it [05:00, 108.57it/s, batch: 13 | bound: 46 | nc: 65 | ncall: 1195525 | eff(%):  1.034 | loglstar: -7.061 < -3.009 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12405it [05:00, 99.72it/s, batch: 13 | bound: 50 | nc: 21 | ncall: 1196320 | eff(%):  1.035 | loglstar: -7.061 < -2.846 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12416it [05:01, 67.10it/s, batch: 13 | bound: 56 | nc: 92 | ncall: 1198159 | eff(%):  1.034 | loglstar: -7.061 < -2.775 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12425it [05:09,  6.01it/s, batch: 13 | bound: 64 | nc: 417 | ncall: 1230372 | eff(%):  1.008 | loglstar: -7.061 < -2.706 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12431it [05:13,  3.83it/s, batch: 13 | bound: 70 | nc: 1394 | ncall: 1250525 | eff(%):  0.992 | loglstar: -7.061 < -2.627 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12436it [05:19,  2.65it/s, batch: 13 | bound: 74 | nc: 857 | ncall: 1271199 | eff(%):  0.976 | loglstar: -7.061 < -2.596 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12439it [05:21,  2.29it/s, batch: 13 | bound: 77 | nc: 5181 | ncall: 1281343 | eff(%):  0.969 | loglstar: -7.061 < -2.553 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12442it [05:22,  2.46it/s, batch: 13 | bound: 80 | nc: 949 | ncall: 1283545 | eff(%):  0.967 | loglstar: -7.061 < -2.518 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12444it [05:24,  2.09it/s, batch: 13 | bound: 82 | nc: 4834 | ncall: 1290949 | eff(%):  0.962 | loglstar: -7.061 < -2.512 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12583it [05:24, 25.91it/s, batch: 13 | bound: 83 | nc: 2 | ncall: 1291233 | eff(%):  0.973 | loglstar: -7.061 < -1.752 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12711it [05:24, 55.91it/s, batch: 13 | bound: 84 | nc: 10 | ncall: 1291488 | eff(%):  0.982 | loglstar: -7.061 < -1.153 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12898it [05:24, 115.87it/s, batch: 13 | bound: 86 | nc: 1 | ncall: 1291827 | eff(%):  0.997 | loglstar: -7.061 < -0.534 < -0.750 | logz: -9.307 +/-  0.080 | stop:  1.014]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "13024it [05:24, 166.88it/s, batch: 13 | bound: 86 | nc: 1 | ncall: 1291953 | eff(%):  1.006 | loglstar: -7.061 <  0.240 < -0.750 | logz: -9.307 +/-  0.080 | stop:  0.923]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "13024it [05:24, 40.08it/s, batch: 13 | bound: 86 | nc: 1 | ncall: 1291953 | eff(%):  1.006 | loglstar: -7.061 <  0.240 < -0.750 | logz: -9.307 +/-  0.080 | stop:  0.923] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Run 1 complete: 13024 samples, logZ = -9.323\n",
      "Total accumulated samples: 13024\n",
      "Caching model to convergence_results/multivariate_normal_4d/surrogate_model...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved dynesty samples to convergence_results/multivariate_normal_4d//dynesty_samples_final_surrogate_iter_10.npz\n",
      "Running 10 active learning iterations using bape...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 0/10 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 80%|████████  | 8/10 [00:00<00:00, 78.15it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Optimizing GP hyperparameters using 5-fold cross-validation...\n",
      "Evaluating 100 hyperparameter candidates using 5-fold CV...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "100%|██████████| 10/10 [00:00<00:00, 17.00it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train MSE: 6.267890351014464e-15\n",
      "Caching model to convergence_results/multivariate_normal_4d/surrogate_model...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initializing dynesty with self.surrogate_log_likelihood surrogate model as likelihood.\n",
      "Initialized dynesty DynamicNestedSampler.\n",
      "Running dynesty with 200 live points on 1 cores...\n",
      "\n",
      "Run 1: Need 10000 more samples...\n",
      "==================================================\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "95it [00:00, 946.35it/s, batch: 0 | bound: 0 | nc: 3 | ncall: 142 | eff(%): 27.778 | loglstar:   -inf < -94.098 <    inf | logz: -99.167 +/-  0.153 | dlogz: 141.422 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "193it [00:00, 961.17it/s, batch: 0 | bound: 0 | nc: 5 | ncall: 369 | eff(%): 33.919 | loglstar:   -inf < -47.913 <    inf | logz: -52.339 +/-  0.134 | dlogz: 99.230 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "296it [00:00, 989.14it/s, batch: 0 | bound: 0 | nc: 2 | ncall: 702 | eff(%): 32.816 | loglstar:   -inf < -26.040 <    inf | logz: -30.707 +/-  0.136 | dlogz: 94.379 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "395it [00:00, 709.86it/s, batch: 0 | bound: 0 | nc: 20 | ncall: 1337 | eff(%): 25.699 | loglstar:   -inf < -8.768 <    inf | logz: -14.118 +/-  0.147 | dlogz: 77.328 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "475it [00:00, 541.81it/s, batch: 0 | bound: 0 | nc: 12 | ncall: 2056 | eff(%): 21.055 | loglstar:   -inf < -0.465 <    inf | logz: -5.877 +/-  0.150 | dlogz: 68.644 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "539it [00:01, 388.46it/s, batch: 0 | bound: 0 | nc: 4 | ncall: 2962 | eff(%): 17.046 | loglstar:   -inf <  6.209 <    inf | logz:  0.612 +/-  0.153 | dlogz: 61.818 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "589it [00:01, 353.37it/s, batch: 0 | bound: 0 | nc: 1 | ncall: 3722 | eff(%): 15.018 | loglstar:   -inf < 11.923 <    inf | logz:  5.971 +/-  0.159 | dlogz: 58.254 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "632it [00:01, 273.72it/s, batch: 0 | bound: 0 | nc: 42 | ncall: 4895 | eff(%): 12.404 | loglstar:   -inf < 17.977 <    inf | logz: 11.485 +/-  0.166 | dlogz: 52.565 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "666it [00:01, 235.69it/s, batch: 0 | bound: 0 | nc: 114 | ncall: 5827 | eff(%): 11.050 | loglstar:   -inf < 21.903 <    inf | logz: 15.727 +/-  0.163 | dlogz: 48.103 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "694it [00:01, 199.23it/s, batch: 0 | bound: 1 | nc: 1 | ncall: 6847 | eff(%):  9.848 | loglstar:   -inf < 24.940 <    inf | logz: 18.367 +/-  0.164 | dlogz: 45.351 >  0.500]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "774it [00:02, 295.87it/s, batch: 0 | bound: 1 | nc: 1 | ncall: 6993 | eff(%): 10.760 | loglstar:   -inf < 32.095 <    inf | logz: 25.299 +/-  0.167 | dlogz: 38.003 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "902it [00:02, 479.53it/s, batch: 0 | bound: 3 | nc: 1 | ncall: 7268 | eff(%): 12.078 | loglstar:   -inf < 41.567 <    inf | logz: 34.392 +/-  0.173 | dlogz: 28.248 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1021it [00:02, 628.87it/s, batch: 0 | bound: 4 | nc: 2 | ncall: 7520 | eff(%): 13.225 | loglstar:   -inf < 48.218 <    inf | logz: 40.894 +/-  0.176 | dlogz: 21.123 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1161it [00:02, 806.65it/s, batch: 0 | bound: 5 | nc: 1 | ncall: 7795 | eff(%): 14.522 | loglstar:   -inf < 54.658 <    inf | logz: 47.010 +/-  0.182 | dlogz: 14.784 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1261it [00:02, 822.96it/s, batch: 0 | bound: 6 | nc: 2 | ncall: 7975 | eff(%): 15.425 | loglstar:   -inf < 57.416 <    inf | logz: 49.695 +/-  0.183 | dlogz: 11.590 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1392it [00:02, 937.59it/s, batch: 0 | bound: 8 | nc: 8 | ncall: 8252 | eff(%): 16.469 | loglstar:   -inf < 60.369 <    inf | logz: 52.186 +/-  0.187 | dlogz:  8.521 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1521it [00:02, 1030.36it/s, batch: 0 | bound: 9 | nc: 1 | ncall: 8495 | eff(%): 17.493 | loglstar:   -inf < 62.487 <    inf | logz: 54.004 +/-  0.190 | dlogz:  6.201 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1655it [00:02, 1113.76it/s, batch: 0 | bound: 10 | nc: 4 | ncall: 8761 | eff(%): 18.469 | loglstar:   -inf < 64.306 <    inf | logz: 55.487 +/-  0.195 | dlogz:  4.744 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1774it [00:02, 1066.43it/s, batch: 0 | bound: 11 | nc: 1 | ncall: 9021 | eff(%): 19.239 | loglstar:   -inf < 65.454 <    inf | logz: 56.388 +/-  0.198 | dlogz:  3.291 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1909it [00:02, 1142.92it/s, batch: 0 | bound: 13 | nc: 2 | ncall: 9317 | eff(%): 20.059 | loglstar:   -inf < 66.357 <    inf | logz: 57.045 +/-  0.200 | dlogz:  2.058 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2056it [00:03, 1230.51it/s, batch: 0 | bound: 14 | nc: 6 | ncall: 9588 | eff(%): 21.005 | loglstar:   -inf < 67.046 <    inf | logz: 57.508 +/-  0.202 | dlogz:  1.119 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2183it [00:03, 1233.03it/s, batch: 0 | bound: 16 | nc: 2 | ncall: 9874 | eff(%): 21.670 | loglstar:   -inf < 67.485 <    inf | logz: 57.757 +/-  0.203 | dlogz:  0.617 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2425it [00:03, 1152.59it/s, batch: 1 | bound: 0 | nc: 1 | ncall: 10150 | eff(%): 23.892 | loglstar: 68.240 < 67.653 <    inf | logz: 58.128 +/-  0.357 | stop: 11.902]          "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2546it [00:03, 1086.47it/s, batch: 1 | bound: 2 | nc: 1 | ncall: 10370 | eff(%): 23.814 | loglstar: 68.240 < 67.819 <    inf | logz: 58.128 +/-  0.357 | stop: 11.902]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2658it [00:03, 951.43it/s, batch: 1 | bound: 3 | nc: 1 | ncall: 10598 | eff(%): 24.343 | loglstar: 68.240 < 68.006 <    inf | logz: 58.128 +/-  0.357 | stop: 11.902] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2757it [00:03, 848.37it/s, batch: 1 | bound: 4 | nc: 3 | ncall: 10825 | eff(%): 24.735 | loglstar: 68.240 < 68.127 <    inf | logz: 58.128 +/-  0.357 | stop: 11.902]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2874it [00:03, 918.12it/s, batch: 1 | bound: 5 | nc: 5 | ncall: 11089 | eff(%): 25.188 | loglstar: 68.240 < 68.224 <    inf | logz: 58.128 +/-  0.357 | stop: 11.902]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3011it [00:04, 1024.31it/s, batch: 1 | bound: 7 | nc: 5 | ncall: 11374 | eff(%): 25.746 | loglstar: 68.240 < 68.323 <    inf | logz: 58.128 +/-  0.357 | stop: 11.902]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3140it [00:04, 1091.67it/s, batch: 1 | bound: 8 | nc: 7 | ncall: 11657 | eff(%): 26.215 | loglstar: 68.240 < 68.387 <    inf | logz: 58.128 +/-  0.357 | stop: 11.902]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3255it [00:04, 1095.05it/s, batch: 1 | bound: 10 | nc: 1 | ncall: 11959 | eff(%): 26.507 | loglstar: 68.240 < 68.420 <    inf | logz: 58.128 +/-  0.357 | stop: 11.902]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3404it [00:04, 1202.07it/s, batch: 1 | bound: 11 | nc: 6 | ncall: 12231 | eff(%): 27.119 | loglstar: 68.240 < 68.456 <    inf | logz: 58.128 +/-  0.357 | stop: 11.902]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3670it [00:04, 1311.26it/s, batch: 2 | bound: 0 | nc: 2 | ncall: 12689 | eff(%): 28.923 | loglstar: 65.489 < 66.589 < 67.403 | logz: 58.133 +/-  0.198 | stop:  8.993] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3822it [00:04, 1361.31it/s, batch: 2 | bound: 2 | nc: 4 | ncall: 12993 | eff(%): 28.659 | loglstar: 65.489 < 66.447 < 67.403 | logz: 58.133 +/-  0.198 | stop:  8.993]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3963it [00:04, 1373.34it/s, batch: 2 | bound: 4 | nc: 1 | ncall: 13309 | eff(%): 29.029 | loglstar: 65.489 < 67.052 < 67.403 | logz: 58.133 +/-  0.198 | stop:  8.993]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4262it [00:04, 1810.70it/s, batch: 2 | bound: 5 | nc: 1 | ncall: 13713 | eff(%): 30.726 | loglstar: 65.489 < 68.170 < 67.403 | logz: 58.133 +/-  0.198 | stop:  8.993]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4449it [00:05, 1546.86it/s, batch: 3 | bound: 1 | nc: 1 | ncall: 14096 | eff(%): 31.103 | loglstar: 64.907 < 66.448 < 65.491 | logz: 58.117 +/-  0.162 | stop:  5.463]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4614it [00:05, 1442.11it/s, batch: 4 | bound: 1 | nc: 1 | ncall: 14397 | eff(%): 31.570 | loglstar: 64.514 < 65.283 < 64.915 | logz: 58.133 +/-  0.152 | stop:  4.547]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4779it [00:05, 1428.96it/s, batch: 5 | bound: 0 | nc: 1 | ncall: 14615 | eff(%): 32.699 | loglstar: 64.065 < 64.632 < 64.516 | logz: 58.117 +/-  0.145 | stop:  4.025]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5024it [00:05, 1422.72it/s, batch: 6 | bound: 0 | nc: 3 | ncall: 14922 | eff(%): 33.668 | loglstar: 63.723 < 66.677 < 67.592 | logz: 58.117 +/-  0.140 | stop:  3.644]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5170it [00:05, 1405.86it/s, batch: 6 | bound: 2 | nc: 1 | ncall: 15222 | eff(%): 33.237 | loglstar: 63.723 < 65.119 < 67.592 | logz: 58.117 +/-  0.140 | stop:  3.644]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5322it [00:05, 1432.66it/s, batch: 6 | bound: 3 | nc: 2 | ncall: 15511 | eff(%): 33.590 | loglstar: 63.723 < 66.228 < 67.592 | logz: 58.117 +/-  0.140 | stop:  3.644]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5468it [00:05, 1386.16it/s, batch: 6 | bound: 5 | nc: 6 | ncall: 15827 | eff(%): 33.837 | loglstar: 63.723 < 67.028 < 67.592 | logz: 58.117 +/-  0.140 | stop:  3.644]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5610it [00:05, 1391.99it/s, batch: 6 | bound: 6 | nc: 3 | ncall: 16117 | eff(%): 34.103 | loglstar: 63.723 < 67.479 < 67.592 | logz: 58.117 +/-  0.140 | stop:  3.644]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5849it [00:06, 1409.89it/s, batch: 7 | bound: 0 | nc: 2 | ncall: 16515 | eff(%): 35.416 | loglstar: 63.315 < 66.564 < 67.062 | logz: 58.106 +/-  0.126 | stop:  2.740]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6011it [00:06, 1461.03it/s, batch: 7 | bound: 2 | nc: 3 | ncall: 16795 | eff(%): 35.270 | loglstar: 63.315 < 65.196 < 67.062 | logz: 58.106 +/-  0.126 | stop:  2.740]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6159it [00:06, 1393.30it/s, batch: 7 | bound: 4 | nc: 2 | ncall: 17140 | eff(%): 35.421 | loglstar: 63.315 < 66.295 < 67.062 | logz: 58.106 +/-  0.126 | stop:  2.740]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6300it [00:06, 1351.58it/s, batch: 7 | bound: 5 | nc: 1 | ncall: 17473 | eff(%): 35.551 | loglstar: 63.315 < 66.964 < 67.062 | logz: 58.106 +/-  0.126 | stop:  2.740]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6529it [00:06, 1325.93it/s, batch: 8 | bound: 0 | nc: 1 | ncall: 17779 | eff(%): 36.723 | loglstar: 62.955 < 63.413 < 67.046 | logz: 58.117 +/-  0.117 | stop:  2.285]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6663it [00:06, 1288.60it/s, batch: 8 | bound: 2 | nc: 3 | ncall: 18058 | eff(%): 36.234 | loglstar: 62.955 < 64.322 < 67.046 | logz: 58.117 +/-  0.117 | stop:  2.285]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6792it [00:06, 1279.13it/s, batch: 8 | bound: 3 | nc: 2 | ncall: 18363 | eff(%): 36.333 | loglstar: 62.955 < 65.530 < 67.046 | logz: 58.117 +/-  0.117 | stop:  2.285]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6928it [00:06, 1300.03it/s, batch: 8 | bound: 5 | nc: 1 | ncall: 18635 | eff(%): 36.529 | loglstar: 62.955 < 66.293 < 67.046 | logz: 58.117 +/-  0.117 | stop:  2.285]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7080it [00:06, 1358.25it/s, batch: 8 | bound: 6 | nc: 1 | ncall: 18901 | eff(%): 36.814 | loglstar: 62.955 < 67.028 < 67.046 | logz: 58.117 +/-  0.117 | stop:  2.285]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7284it [00:07, 1293.68it/s, batch: 9 | bound: 0 | nc: 1 | ncall: 19237 | eff(%): 37.865 | loglstar: 62.644 < 64.273 < 67.592 | logz: 58.085 +/-  0.111 | stop:  1.938]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7438it [00:07, 1353.99it/s, batch: 9 | bound: 2 | nc: 2 | ncall: 19510 | eff(%): 37.585 | loglstar: 62.644 < 64.439 < 67.592 | logz: 58.085 +/-  0.111 | stop:  1.938]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7583it [00:07, 1377.75it/s, batch: 9 | bound: 3 | nc: 1 | ncall: 19778 | eff(%): 37.805 | loglstar: 62.644 < 65.668 < 67.592 | logz: 58.085 +/-  0.111 | stop:  1.938]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7726it [00:07, 1391.01it/s, batch: 9 | bound: 5 | nc: 1 | ncall: 20054 | eff(%): 37.995 | loglstar: 62.644 < 66.489 < 67.592 | logz: 58.085 +/-  0.111 | stop:  1.938]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7867it [00:07, 1394.55it/s, batch: 9 | bound: 6 | nc: 1 | ncall: 20308 | eff(%): 38.212 | loglstar: 62.644 < 67.085 < 67.592 | logz: 58.085 +/-  0.111 | stop:  1.938]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8008it [00:07, 1393.57it/s, batch: 9 | bound: 7 | nc: 1 | ncall: 20583 | eff(%): 38.384 | loglstar: 62.644 < 67.549 < 67.592 | logz: 58.085 +/-  0.111 | stop:  1.938]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8221it [00:07, 1345.18it/s, batch: 10 | bound: 0 | nc: 3 | ncall: 20897 | eff(%): 39.341 | loglstar: 62.344 < 67.809 < 67.592 | logz: 58.049 +/-  0.104 | stop:  1.634]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8373it [00:07, 1388.33it/s, batch: 10 | bound: 2 | nc: 3 | ncall: 21164 | eff(%): 39.075 | loglstar: 62.344 < 64.702 < 67.592 | logz: 58.049 +/-  0.104 | stop:  1.634]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8514it [00:08, 1336.59it/s, batch: 10 | bound: 4 | nc: 1 | ncall: 21513 | eff(%): 39.096 | loglstar: 62.344 < 65.761 < 67.592 | logz: 58.049 +/-  0.104 | stop:  1.634]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8666it [00:08, 1384.97it/s, batch: 10 | bound: 5 | nc: 1 | ncall: 21802 | eff(%): 39.273 | loglstar: 62.344 < 66.558 < 67.592 | logz: 58.049 +/-  0.104 | stop:  1.634]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8813it [00:08, 1407.70it/s, batch: 10 | bound: 6 | nc: 1 | ncall: 22098 | eff(%): 39.411 | loglstar: 62.344 < 67.196 < 67.592 | logz: 58.049 +/-  0.104 | stop:  1.634]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8993it [00:08, 1518.87it/s, batch: 10 | bound: 8 | nc: 1 | ncall: 22399 | eff(%): 39.718 | loglstar: 62.344 < 67.640 < 67.592 | logz: 58.049 +/-  0.104 | stop:  1.634]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9172it [00:08, 1353.99it/s, batch: 11 | bound: 0 | nc: 1 | ncall: 22642 | eff(%): 40.509 | loglstar: 61.992 < 63.312 < 68.070 | logz: 58.077 +/-  0.098 | stop:  1.417]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9318it [00:08, 1378.38it/s, batch: 11 | bound: 2 | nc: 4 | ncall: 22896 | eff(%): 40.209 | loglstar: 61.992 < 63.885 < 68.070 | logz: 58.077 +/-  0.098 | stop:  1.417]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9463it [00:08, 1393.84it/s, batch: 11 | bound: 3 | nc: 7 | ncall: 23174 | eff(%): 40.351 | loglstar: 61.992 < 64.960 < 68.070 | logz: 58.077 +/-  0.098 | stop:  1.417]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9626it [00:08, 1433.61it/s, batch: 11 | bound: 5 | nc: 9 | ncall: 23452 | eff(%): 40.565 | loglstar: 61.992 < 66.029 < 68.070 | logz: 58.077 +/-  0.098 | stop:  1.417]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9777it [00:08, 1454.37it/s, batch: 11 | bound: 6 | nc: 2 | ncall: 23728 | eff(%): 40.727 | loglstar: 61.992 < 66.865 < 68.070 | logz: 58.077 +/-  0.098 | stop:  1.417]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9925it [00:09, 1453.59it/s, batch: 11 | bound: 7 | nc: 2 | ncall: 24029 | eff(%): 40.832 | loglstar: 61.992 < 67.379 < 68.070 | logz: 58.077 +/-  0.098 | stop:  1.417]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10072it [00:09, 1448.71it/s, batch: 11 | bound: 9 | nc: 1 | ncall: 24335 | eff(%): 40.921 | loglstar: 61.992 < 67.768 < 68.070 | logz: 58.077 +/-  0.098 | stop:  1.417]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10218it [00:09, 1436.98it/s, batch: 11 | bound: 10 | nc: 2 | ncall: 24658 | eff(%): 40.977 | loglstar: 61.992 < 68.015 < 68.070 | logz: 58.077 +/-  0.098 | stop:  1.417]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10478it [00:09, 1362.45it/s, batch: 12 | bound: 0 | nc: 1 | ncall: 25031 | eff(%): 41.860 | loglstar: 61.654 < 61.657 < 67.928 | logz: 58.035 +/-  0.090 | stop:  1.208] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10634it [00:09, 1409.14it/s, batch: 12 | bound: 2 | nc: 3 | ncall: 25304 | eff(%): 41.598 | loglstar: 61.654 < 63.808 < 67.928 | logz: 58.035 +/-  0.090 | stop:  1.208]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10779it [00:09, 1388.63it/s, batch: 12 | bound: 3 | nc: 1 | ncall: 25629 | eff(%): 41.635 | loglstar: 61.654 < 65.234 < 67.928 | logz: 58.035 +/-  0.090 | stop:  1.208]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10920it [00:09, 1372.25it/s, batch: 12 | bound: 5 | nc: 2 | ncall: 25922 | eff(%): 41.708 | loglstar: 61.654 < 66.257 < 67.928 | logz: 58.035 +/-  0.090 | stop:  1.208]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11080it [00:09, 1431.92it/s, batch: 12 | bound: 6 | nc: 4 | ncall: 26223 | eff(%): 41.838 | loglstar: 61.654 < 67.062 < 67.928 | logz: 58.035 +/-  0.090 | stop:  1.208]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11225it [00:09, 1413.12it/s, batch: 12 | bound: 8 | nc: 2 | ncall: 26538 | eff(%): 41.887 | loglstar: 61.654 < 67.484 < 67.928 | logz: 58.035 +/-  0.090 | stop:  1.208]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11376it [00:10, 1438.04it/s, batch: 12 | bound: 9 | nc: 3 | ncall: 26842 | eff(%): 41.975 | loglstar: 61.654 < 67.815 < 67.928 | logz: 58.035 +/-  0.090 | stop:  1.208]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11637it [00:10, 1253.47it/s, batch: 13 | bound: 0 | nc: 1 | ncall: 27228 | eff(%): 42.739 | loglstar: 61.502 < 63.027 < 67.592 | logz: 58.032 +/-  0.085 | stop:  1.072]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11790it [00:10, 1315.02it/s, batch: 13 | bound: 2 | nc: 1 | ncall: 27510 | eff(%): 42.363 | loglstar: 61.502 < 63.621 < 67.592 | logz: 58.032 +/-  0.085 | stop:  1.072]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11943it [00:10, 1366.22it/s, batch: 13 | bound: 3 | nc: 3 | ncall: 27793 | eff(%): 42.481 | loglstar: 61.502 < 65.079 < 67.592 | logz: 58.032 +/-  0.085 | stop:  1.072]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12087it [00:10, 1333.05it/s, batch: 13 | bound: 5 | nc: 4 | ncall: 28142 | eff(%): 42.466 | loglstar: 61.502 < 66.070 < 67.592 | logz: 58.032 +/-  0.085 | stop:  1.072]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12225it [00:10, 1330.16it/s, batch: 13 | bound: 7 | nc: 1 | ncall: 28463 | eff(%): 42.472 | loglstar: 61.502 < 66.745 < 67.592 | logz: 58.032 +/-  0.085 | stop:  1.072]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12374it [00:10, 1372.94it/s, batch: 13 | bound: 8 | nc: 2 | ncall: 28736 | eff(%): 42.585 | loglstar: 61.502 < 67.228 < 67.592 | logz: 58.032 +/-  0.085 | stop:  1.072]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12630it [00:10, 1702.73it/s, batch: 13 | bound: 9 | nc: 1 | ncall: 29102 | eff(%): 43.112 | loglstar: 61.502 < 67.984 < 67.592 | logz: 58.032 +/-  0.085 | stop:  1.072]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12703it [00:10, 1154.98it/s, batch: 13 | bound: 9 | nc: 1 | ncall: 29175 | eff(%): 43.361 | loglstar: 61.502 < 68.504 < 67.592 | logz: 58.032 +/-  0.085 | stop:  0.967]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Run 1 complete: 12703 samples, logZ = 58.023\n",
      "Total accumulated samples: 12703\n",
      "Caching model to convergence_results/multivariate_normal_4d/surrogate_model...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved dynesty samples to convergence_results/multivariate_normal_4d//dynesty_samples_final_surrogate_iter_20.npz\n",
      "Running 10 active learning iterations using bape...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 0/10 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Optimizing GP hyperparameters using 5-fold cross-validation...\n",
      "Evaluating 100 hyperparameter candidates using 5-fold CV...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "100%|██████████| 10/10 [00:00<00:00, 20.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "100%|██████████| 10/10 [00:00<00:00, 20.60it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train MSE: 6.238968157832861e-15\n",
      "Caching model to convergence_results/multivariate_normal_4d/surrogate_model...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initializing dynesty with self.surrogate_log_likelihood surrogate model as likelihood.\n",
      "Initialized dynesty DynamicNestedSampler.\n",
      "Running dynesty with 200 live points on 1 cores...\n",
      "\n",
      "Run 1: Need 10000 more samples...\n",
      "==================================================\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "126it [00:00, 1256.85it/s, batch: 0 | bound: 0 | nc: 1 | ncall: 168 | eff(%): 34.239 | loglstar:   -inf < -80.272 <    inf | logz: -86.165 +/-  0.159 | dlogz: 153.888 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "257it [00:00, 1286.98it/s, batch: 0 | bound: 0 | nc: 3 | ncall: 501 | eff(%): 36.662 | loglstar:   -inf < -26.070 <    inf | logz: -31.217 +/-  0.144 | dlogz: 97.432 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "386it [00:00, 951.27it/s, batch: 0 | bound: 0 | nc: 12 | ncall: 1181 | eff(%): 27.951 | loglstar:   -inf < -1.302 <    inf | logz: -6.637 +/-  0.144 | dlogz: 72.107 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "490it [00:00, 713.45it/s, batch: 0 | bound: 0 | nc: 70 | ncall: 2076 | eff(%): 21.529 | loglstar:   -inf < 10.119 <    inf | logz:  4.803 +/-  0.146 | dlogz: 60.135 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "572it [00:00, 518.11it/s, batch: 0 | bound: 0 | nc: 32 | ncall: 3268 | eff(%): 16.494 | loglstar:   -inf < 19.382 <    inf | logz: 13.516 +/-  0.156 | dlogz: 55.277 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "636it [00:01, 378.46it/s, batch: 0 | bound: 0 | nc: 32 | ncall: 4768 | eff(%): 12.802 | loglstar:   -inf < 25.852 <    inf | logz: 20.044 +/-  0.158 | dlogz: 48.393 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "685it [00:01, 321.88it/s, batch: 0 | bound: 0 | nc: 7 | ncall: 5899 | eff(%): 11.231 | loglstar:   -inf < 31.053 <    inf | logz: 24.646 +/-  0.162 | dlogz: 43.576 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "725it [00:01, 264.55it/s, batch: 0 | bound: 0 | nc: 63 | ncall: 7094 | eff(%):  9.940 | loglstar:   -inf < 35.197 <    inf | logz: 28.447 +/-  0.168 | dlogz: 39.590 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "857it [00:01, 427.81it/s, batch: 0 | bound: 2 | nc: 3 | ncall: 7378 | eff(%): 11.309 | loglstar:   -inf < 46.035 <    inf | logz: 39.005 +/-  0.173 | dlogz: 30.894 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "999it [00:01, 607.10it/s, batch: 0 | bound: 3 | nc: 1 | ncall: 7679 | eff(%): 12.679 | loglstar:   -inf < 54.156 <    inf | logz: 46.974 +/-  0.174 | dlogz: 22.186 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1131it [00:01, 751.05it/s, batch: 0 | bound: 5 | nc: 7 | ncall: 7970 | eff(%): 13.843 | loglstar:   -inf < 60.064 <    inf | logz: 52.388 +/-  0.181 | dlogz: 16.936 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1275it [00:02, 903.99it/s, batch: 0 | bound: 6 | nc: 6 | ncall: 8268 | eff(%): 15.057 | loglstar:   -inf < 64.488 <    inf | logz: 56.595 +/-  0.183 | dlogz: 12.214 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1420it [00:02, 1036.08it/s, batch: 0 | bound: 8 | nc: 1 | ncall: 8535 | eff(%): 16.256 | loglstar:   -inf < 68.323 <    inf | logz: 59.947 +/-  0.191 | dlogz:  8.528 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1569it [00:02, 1152.35it/s, batch: 0 | bound: 9 | nc: 2 | ncall: 8813 | eff(%): 17.408 | loglstar:   -inf < 70.600 <    inf | logz: 62.025 +/-  0.193 | dlogz:  6.057 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1705it [00:02, 1205.66it/s, batch: 0 | bound: 10 | nc: 3 | ncall: 9105 | eff(%): 18.323 | loglstar:   -inf < 72.260 <    inf | logz: 63.278 +/-  0.196 | dlogz:  4.138 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1860it [00:02, 1297.66it/s, batch: 0 | bound: 12 | nc: 3 | ncall: 9383 | eff(%): 19.409 | loglstar:   -inf < 73.412 <    inf | logz: 64.236 +/-  0.199 | dlogz:  2.662 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2001it [00:02, 1327.71it/s, batch: 0 | bound: 13 | nc: 4 | ncall: 9652 | eff(%): 20.311 | loglstar:   -inf < 74.185 <    inf | logz: 64.752 +/-  0.201 | dlogz:  1.632 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2142it [00:02, 1349.67it/s, batch: 0 | bound: 15 | nc: 5 | ncall: 9920 | eff(%): 21.166 | loglstar:   -inf < 74.808 <    inf | logz: 65.090 +/-  0.203 | dlogz:  0.896 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2407it [00:02, 1727.76it/s, batch: 0 | bound: 16 | nc: 1 | ncall: 10285 | eff(%): 23.258 | loglstar:   -inf < 75.600 <    inf | logz: 65.468 +/-  0.206 | dlogz:  0.161 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2585it [00:02, 1375.32it/s, batch: 1 | bound: 2 | nc: 2 | ncall: 10579 | eff(%): 23.666 | loglstar: 75.916 < 75.415 <    inf | logz: 65.582 +/-  0.359 | stop: 11.358]           "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2744it [00:03, 1426.38it/s, batch: 1 | bound: 3 | nc: 4 | ncall: 10846 | eff(%): 24.522 | loglstar: 75.916 < 75.672 <    inf | logz: 65.582 +/-  0.359 | stop: 11.358]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2898it [00:03, 1429.22it/s, batch: 1 | bound: 4 | nc: 5 | ncall: 11149 | eff(%): 25.215 | loglstar: 75.916 < 75.866 <    inf | logz: 65.582 +/-  0.359 | stop: 11.358]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3049it [00:03, 1449.49it/s, batch: 1 | bound: 6 | nc: 1 | ncall: 11422 | eff(%): 25.914 | loglstar: 75.916 < 75.998 <    inf | logz: 65.582 +/-  0.359 | stop: 11.358]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3200it [00:03, 1404.27it/s, batch: 1 | bound: 7 | nc: 3 | ncall: 11750 | eff(%): 26.459 | loglstar: 75.916 < 76.084 <    inf | logz: 65.582 +/-  0.359 | stop: 11.358]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3354it [00:03, 1441.03it/s, batch: 1 | bound: 9 | nc: 1 | ncall: 12015 | eff(%): 27.138 | loglstar: 75.916 < 76.139 <    inf | logz: 65.582 +/-  0.359 | stop: 11.358]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3502it [00:03, 1419.27it/s, batch: 1 | bound: 10 | nc: 1 | ncall: 12320 | eff(%): 27.653 | loglstar: 75.916 < 76.174 <    inf | logz: 65.582 +/-  0.359 | stop: 11.358]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3733it [00:03, 1473.32it/s, batch: 2 | bound: 0 | nc: 1 | ncall: 12730 | eff(%): 29.324 | loglstar: 72.845 < 73.367 < 75.053 | logz: 65.585 +/-  0.199 | stop:  8.657] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3889it [00:03, 1494.47it/s, batch: 2 | bound: 2 | nc: 1 | ncall: 13000 | eff(%): 29.282 | loglstar: 72.845 < 73.810 < 75.053 | logz: 65.585 +/-  0.199 | stop:  8.657]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4040it [00:03, 1395.28it/s, batch: 2 | bound: 4 | nc: 2 | ncall: 13364 | eff(%): 29.608 | loglstar: 72.845 < 74.539 < 75.053 | logz: 65.585 +/-  0.199 | stop:  8.657]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4188it [00:04, 1416.99it/s, batch: 2 | bound: 5 | nc: 2 | ncall: 13644 | eff(%): 30.075 | loglstar: 72.845 < 75.047 < 75.053 | logz: 65.585 +/-  0.199 | stop:  8.657]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4390it [00:04, 1449.26it/s, batch: 3 | bound: 0 | nc: 1 | ncall: 13931 | eff(%): 31.512 | loglstar: 72.315 < 72.573 < 72.848 | logz: 65.582 +/-  0.161 | stop:  5.071]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4656it [00:04, 1419.63it/s, batch: 4 | bound: 0 | nc: 1 | ncall: 14337 | eff(%): 32.475 | loglstar: 71.952 < 72.478 < 72.323 | logz: 65.600 +/-  0.151 | stop:  4.241]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4891it [00:04, 1374.87it/s, batch: 5 | bound: 0 | nc: 2 | ncall: 14763 | eff(%): 33.130 | loglstar: 71.503 < 73.507 < 74.670 | logz: 65.585 +/-  0.146 | stop:  3.810]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5030it [00:04, 1370.49it/s, batch: 5 | bound: 2 | nc: 1 | ncall: 15060 | eff(%): 32.614 | loglstar: 71.503 < 72.815 < 74.670 | logz: 65.585 +/-  0.146 | stop:  3.810]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5168it [00:04, 1371.12it/s, batch: 5 | bound: 3 | nc: 2 | ncall: 15348 | eff(%): 32.894 | loglstar: 71.503 < 73.795 < 74.670 | logz: 65.585 +/-  0.146 | stop:  3.810]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5306it [00:04, 1368.87it/s, batch: 5 | bound: 5 | nc: 1 | ncall: 15635 | eff(%): 33.167 | loglstar: 71.503 < 74.507 < 74.670 | logz: 65.585 +/-  0.146 | stop:  3.810]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5554it [00:05, 1358.79it/s, batch: 6 | bound: 0 | nc: 1 | ncall: 16095 | eff(%): 34.508 | loglstar: 71.062 < 74.206 < 71.510 | logz: 65.594 +/-  0.133 | stop:  2.948]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5802it [00:05, 1391.54it/s, batch: 7 | bound: 0 | nc: 1 | ncall: 16500 | eff(%): 35.164 | loglstar: 70.727 < 71.297 < 75.179 | logz: 65.592 +/-  0.129 | stop:  2.758]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5951it [00:05, 1412.03it/s, batch: 7 | bound: 2 | nc: 2 | ncall: 16778 | eff(%): 34.885 | loglstar: 70.727 < 72.245 < 75.179 | logz: 65.592 +/-  0.129 | stop:  2.758]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6102it [00:05, 1435.68it/s, batch: 7 | bound: 3 | nc: 1 | ncall: 17058 | eff(%): 35.192 | loglstar: 70.727 < 73.481 < 75.179 | logz: 65.592 +/-  0.129 | stop:  2.758]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6247it [00:05, 1404.21it/s, batch: 7 | bound: 5 | nc: 2 | ncall: 17361 | eff(%): 35.410 | loglstar: 70.727 < 74.271 < 75.179 | logz: 65.592 +/-  0.129 | stop:  2.758]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6393it [00:05, 1418.59it/s, batch: 7 | bound: 6 | nc: 3 | ncall: 17656 | eff(%): 35.641 | loglstar: 70.727 < 74.871 < 75.179 | logz: 65.592 +/-  0.129 | stop:  2.758]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6670it [00:05, 1788.32it/s, batch: 7 | bound: 7 | nc: 1 | ncall: 18049 | eff(%): 36.737 | loglstar: 70.727 < 75.829 < 75.179 | logz: 65.592 +/-  0.129 | stop:  2.758]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6853it [00:05, 1350.15it/s, batch: 8 | bound: 2 | nc: 1 | ncall: 18425 | eff(%): 36.665 | loglstar: 70.290 < 72.062 < 75.179 | logz: 65.590 +/-  0.118 | stop:  2.190]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7007it [00:06, 1336.50it/s, batch: 8 | bound: 4 | nc: 4 | ncall: 18769 | eff(%): 36.811 | loglstar: 70.290 < 73.349 < 75.179 | logz: 65.590 +/-  0.118 | stop:  2.190]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7154it [00:06, 1367.34it/s, batch: 8 | bound: 5 | nc: 2 | ncall: 19039 | eff(%): 37.058 | loglstar: 70.290 < 74.170 < 75.179 | logz: 65.590 +/-  0.118 | stop:  2.190]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7301it [00:06, 1367.84it/s, batch: 8 | bound: 6 | nc: 2 | ncall: 19349 | eff(%): 37.222 | loglstar: 70.290 < 74.826 < 75.179 | logz: 65.590 +/-  0.118 | stop:  2.190]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7513it [00:06, 1566.14it/s, batch: 8 | bound: 8 | nc: 1 | ncall: 19672 | eff(%): 37.841 | loglstar: 70.290 < 75.436 < 75.179 | logz: 65.590 +/-  0.118 | stop:  2.190]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7677it [00:06, 1271.42it/s, batch: 9 | bound: 1 | nc: 3 | ncall: 19944 | eff(%): 37.831 | loglstar: 69.953 < 70.502 < 75.177 | logz: 65.587 +/-  0.110 | stop:  1.815]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7825it [00:06, 1320.26it/s, batch: 9 | bound: 2 | nc: 10 | ncall: 20243 | eff(%): 38.000 | loglstar: 69.953 < 72.232 < 75.177 | logz: 65.587 +/-  0.110 | stop:  1.815]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7968it [00:06, 1341.63it/s, batch: 9 | bound: 4 | nc: 2 | ncall: 20537 | eff(%): 38.150 | loglstar: 69.953 < 73.413 < 75.177 | logz: 65.587 +/-  0.110 | stop:  1.815] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8114it [00:06, 1371.58it/s, batch: 9 | bound: 5 | nc: 1 | ncall: 20818 | eff(%): 38.333 | loglstar: 69.953 < 74.219 < 75.177 | logz: 65.587 +/-  0.110 | stop:  1.815]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8258it [00:07, 1344.28it/s, batch: 9 | bound: 7 | nc: 1 | ncall: 21130 | eff(%): 38.447 | loglstar: 69.953 < 74.939 < 75.177 | logz: 65.587 +/-  0.110 | stop:  1.815]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8532it [00:07, 1304.96it/s, batch: 10 | bound: 0 | nc: 1 | ncall: 21617 | eff(%): 39.469 | loglstar: 69.612 < 72.604 < 75.714 | logz: 65.581 +/-  0.104 | stop:  1.562]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8668it [00:07, 1315.30it/s, batch: 10 | bound: 2 | nc: 5 | ncall: 21914 | eff(%): 39.024 | loglstar: 69.612 < 71.458 < 75.714 | logz: 65.581 +/-  0.104 | stop:  1.562]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8803it [00:07, 1294.41it/s, batch: 10 | bound: 4 | nc: 1 | ncall: 22234 | eff(%): 39.069 | loglstar: 69.612 < 72.901 < 75.714 | logz: 65.581 +/-  0.104 | stop:  1.562]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8951it [00:07, 1339.94it/s, batch: 10 | bound: 5 | nc: 5 | ncall: 22528 | eff(%): 39.214 | loglstar: 69.612 < 73.966 < 75.714 | logz: 65.581 +/-  0.104 | stop:  1.562]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9098it [00:07, 1374.69it/s, batch: 10 | bound: 6 | nc: 3 | ncall: 22814 | eff(%): 39.365 | loglstar: 69.612 < 74.713 < 75.714 | logz: 65.581 +/-  0.104 | stop:  1.562]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9238it [00:07, 1374.43it/s, batch: 10 | bound: 8 | nc: 1 | ncall: 23101 | eff(%): 39.480 | loglstar: 69.612 < 75.137 < 75.714 | logz: 65.581 +/-  0.104 | stop:  1.562]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9384it [00:07, 1398.37it/s, batch: 10 | bound: 9 | nc: 9 | ncall: 23379 | eff(%): 39.633 | loglstar: 69.612 < 75.471 < 75.714 | logz: 65.581 +/-  0.104 | stop:  1.562]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9525it [00:07, 1399.43it/s, batch: 10 | bound: 11 | nc: 1 | ncall: 23649 | eff(%): 39.775 | loglstar: 69.612 < 75.716 < 75.714 | logz: 65.581 +/-  0.104 | stop:  1.562]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9725it [00:08, 1290.20it/s, batch: 11 | bound: 0 | nc: 2 | ncall: 23947 | eff(%): 40.611 | loglstar: 69.421 < 73.680 < 75.179 | logz: 65.598 +/-  0.095 | stop:  1.335] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9877it [00:08, 1347.79it/s, batch: 11 | bound: 2 | nc: 2 | ncall: 24200 | eff(%): 40.321 | loglstar: 69.421 < 71.563 < 75.179 | logz: 65.598 +/-  0.095 | stop:  1.335]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10016it [00:08, 1349.97it/s, batch: 11 | bound: 3 | nc: 1 | ncall: 24495 | eff(%): 40.402 | loglstar: 69.421 < 72.934 < 75.179 | logz: 65.598 +/-  0.095 | stop:  1.335]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10160it [00:08, 1373.80it/s, batch: 11 | bound: 5 | nc: 1 | ncall: 24770 | eff(%): 40.533 | loglstar: 69.421 < 74.002 < 75.179 | logz: 65.598 +/-  0.095 | stop:  1.335]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10326it [00:08, 1453.99it/s, batch: 11 | bound: 6 | nc: 1 | ncall: 25030 | eff(%): 40.772 | loglstar: 69.421 < 74.688 < 75.179 | logz: 65.598 +/-  0.095 | stop:  1.335]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10475it [00:08, 1461.96it/s, batch: 11 | bound: 7 | nc: 2 | ncall: 25312 | eff(%): 40.905 | loglstar: 69.421 < 75.100 < 75.179 | logz: 65.598 +/-  0.095 | stop:  1.335]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10704it [00:08, 1343.56it/s, batch: 12 | bound: 0 | nc: 1 | ncall: 25678 | eff(%): 41.685 | loglstar: 69.231 < 69.244 < 75.178 | logz: 65.612 +/-  0.091 | stop:  1.189]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10863it [00:08, 1404.24it/s, batch: 12 | bound: 2 | nc: 7 | ncall: 25943 | eff(%): 41.522 | loglstar: 69.231 < 71.519 < 75.178 | logz: 65.612 +/-  0.091 | stop:  1.189]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11009it [00:09, 1394.10it/s, batch: 12 | bound: 3 | nc: 2 | ncall: 26253 | eff(%): 41.587 | loglstar: 69.231 < 72.942 < 75.178 | logz: 65.612 +/-  0.091 | stop:  1.189]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11152it [00:09, 1393.28it/s, batch: 12 | bound: 5 | nc: 1 | ncall: 26550 | eff(%): 41.660 | loglstar: 69.231 < 73.913 < 75.178 | logz: 65.612 +/-  0.091 | stop:  1.189]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11294it [00:09, 1359.52it/s, batch: 12 | bound: 7 | nc: 3 | ncall: 26887 | eff(%): 41.666 | loglstar: 69.231 < 74.599 < 75.178 | logz: 65.612 +/-  0.091 | stop:  1.189]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11458it [00:09, 1434.48it/s, batch: 12 | bound: 8 | nc: 2 | ncall: 27172 | eff(%): 41.831 | loglstar: 69.231 < 75.159 < 75.178 | logz: 65.612 +/-  0.091 | stop:  1.189]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11665it [00:09, 1249.52it/s, batch: 13 | bound: 0 | nc: 1 | ncall: 27399 | eff(%): 42.575 | loglstar: 69.092 < 69.169 < 75.562 | logz: 65.624 +/-  0.087 | stop:  1.074]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11800it [00:09, 1271.53it/s, batch: 13 | bound: 2 | nc: 3 | ncall: 27675 | eff(%): 42.191 | loglstar: 69.092 < 71.388 < 75.562 | logz: 65.624 +/-  0.087 | stop:  1.074]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11933it [00:09, 1231.89it/s, batch: 13 | bound: 4 | nc: 3 | ncall: 28023 | eff(%): 42.142 | loglstar: 69.092 < 72.755 < 75.562 | logz: 65.624 +/-  0.087 | stop:  1.074]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12069it [00:09, 1263.24it/s, batch: 13 | bound: 5 | nc: 4 | ncall: 28323 | eff(%): 42.176 | loglstar: 69.092 < 73.793 < 75.562 | logz: 65.624 +/-  0.087 | stop:  1.074]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12220it [00:09, 1328.81it/s, batch: 13 | bound: 6 | nc: 1 | ncall: 28599 | eff(%): 42.295 | loglstar: 69.092 < 74.524 < 75.562 | logz: 65.624 +/-  0.087 | stop:  1.074]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12356it [00:10, 1305.55it/s, batch: 13 | bound: 8 | nc: 2 | ncall: 28925 | eff(%): 42.289 | loglstar: 69.092 < 75.009 < 75.562 | logz: 65.624 +/-  0.087 | stop:  1.074]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12489it [00:10, 1293.10it/s, batch: 13 | bound: 9 | nc: 1 | ncall: 29226 | eff(%): 42.308 | loglstar: 69.092 < 75.367 < 75.562 | logz: 65.624 +/-  0.087 | stop:  1.074]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12791it [00:10, 1473.18it/s, batch: 13 | bound: 11 | nc: 1 | ncall: 29642 | eff(%): 43.017 | loglstar: 69.092 < 76.239 < 75.562 | logz: 65.624 +/-  0.087 | stop:  0.967]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12791it [00:10, 1235.83it/s, batch: 13 | bound: 11 | nc: 1 | ncall: 29642 | eff(%): 43.017 | loglstar: 69.092 < 76.239 < 75.562 | logz: 65.624 +/-  0.087 | stop:  0.967]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Run 1 complete: 12791 samples, logZ = 65.651\n",
      "Total accumulated samples: 12791\n",
      "Caching model to convergence_results/multivariate_normal_4d/surrogate_model...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved dynesty samples to convergence_results/multivariate_normal_4d//dynesty_samples_final_surrogate_iter_30.npz\n",
      "Running 10 active learning iterations using bape...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 0/10 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Optimizing GP hyperparameters using 5-fold cross-validation...\n",
      "Evaluating 100 hyperparameter candidates using 5-fold CV...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "100%|██████████| 10/10 [00:00<00:00, 20.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "100%|██████████| 10/10 [00:00<00:00, 20.83it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train MSE: 1.3753303915528212e-13\n",
      "Caching model to convergence_results/multivariate_normal_4d/surrogate_model...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initializing dynesty with self.surrogate_log_likelihood surrogate model as likelihood.\n",
      "Initialized dynesty DynamicNestedSampler.\n",
      "Running dynesty with 200 live points on 1 cores...\n",
      "\n",
      "Run 1: Need 10000 more samples...\n",
      "==================================================\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "111it [00:00, 1107.94it/s, batch: 0 | bound: 0 | nc: 1 | ncall: 138 | eff(%): 32.840 | loglstar:   -inf < -99.024 <    inf | logz: -104.075 +/-  0.150 | dlogz: 133.857 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "250it [00:00, 1267.42it/s, batch: 0 | bound: 0 | nc: 7 | ncall: 457 | eff(%): 38.052 | loglstar:   -inf < -37.749 <    inf | logz: -43.045 +/-  0.147 | dlogz: 79.628 >  0.500]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "377it [00:00, 1069.60it/s, batch: 0 | bound: 0 | nc: 3 | ncall: 965 | eff(%): 32.361 | loglstar:   -inf < -13.859 <    inf | logz: -18.814 +/-  0.145 | dlogz: 58.708 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "488it [00:00, 767.08it/s, batch: 0 | bound: 0 | nc: 1 | ncall: 1832 | eff(%): 24.016 | loglstar:   -inf < -2.722 <    inf | logz: -7.650 +/-  0.142 | dlogz: 46.939 >  0.500]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "575it [00:00, 560.41it/s, batch: 0 | bound: 0 | nc: 13 | ncall: 2906 | eff(%): 18.513 | loglstar:   -inf <  3.264 <    inf | logz: -2.013 +/-  0.147 | dlogz: 40.861 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "643it [00:01, 392.44it/s, batch: 0 | bound: 0 | nc: 15 | ncall: 4344 | eff(%): 14.151 | loglstar:   -inf <  8.081 <    inf | logz:  2.372 +/-  0.152 | dlogz: 37.193 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "695it [00:01, 308.75it/s, batch: 0 | bound: 0 | nc: 6 | ncall: 5693 | eff(%): 11.794 | loglstar:   -inf < 11.115 <    inf | logz:  5.381 +/-  0.155 | dlogz: 33.915 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "736it [00:01, 270.50it/s, batch: 0 | bound: 0 | nc: 68 | ncall: 6713 | eff(%): 10.647 | loglstar:   -inf < 13.533 <    inf | logz:  7.600 +/-  0.158 | dlogz: 31.490 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "770it [00:01, 248.84it/s, batch: 0 | bound: 0 | nc: 56 | ncall: 7525 | eff(%):  9.968 | loglstar:   -inf < 15.745 <    inf | logz:  9.481 +/-  0.161 | dlogz: 29.448 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "860it [00:01, 354.09it/s, batch: 0 | bound: 2 | nc: 2 | ncall: 7864 | eff(%): 10.665 | loglstar:   -inf < 21.698 <    inf | logz: 14.914 +/-  0.170 | dlogz: 23.817 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "967it [00:02, 488.53it/s, batch: 0 | bound: 4 | nc: 2 | ncall: 8161 | eff(%): 11.566 | loglstar:   -inf < 26.336 <    inf | logz: 19.641 +/-  0.168 | dlogz: 19.293 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1091it [00:02, 646.91it/s, batch: 0 | bound: 5 | nc: 2 | ncall: 8465 | eff(%): 12.591 | loglstar:   -inf < 31.272 <    inf | logz: 23.732 +/-  0.176 | dlogz: 14.778 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1219it [00:02, 792.23it/s, batch: 0 | bound: 7 | nc: 2 | ncall: 8756 | eff(%): 13.611 | loglstar:   -inf < 35.125 <    inf | logz: 27.777 +/-  0.180 | dlogz: 10.244 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1364it [00:02, 955.08it/s, batch: 0 | bound: 8 | nc: 1 | ncall: 9023 | eff(%): 14.789 | loglstar:   -inf < 37.858 <    inf | logz: 30.157 +/-  0.182 | dlogz:  7.137 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1519it [00:02, 1110.16it/s, batch: 0 | bound: 9 | nc: 1 | ncall: 9301 | eff(%): 15.988 | loglstar:   -inf < 39.853 <    inf | logz: 31.699 +/-  0.185 | dlogz:  4.825 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1650it [00:02, 1164.00it/s, batch: 0 | bound: 11 | nc: 1 | ncall: 9587 | eff(%): 16.859 | loglstar:   -inf < 41.185 <    inf | logz: 32.687 +/-  0.189 | dlogz:  3.214 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1793it [00:02, 1233.60it/s, batch: 0 | bound: 12 | nc: 5 | ncall: 9876 | eff(%): 17.795 | loglstar:   -inf < 42.067 <    inf | logz: 33.381 +/-  0.191 | dlogz:  1.922 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1924it [00:02, 1244.00it/s, batch: 0 | bound: 14 | nc: 3 | ncall: 10168 | eff(%): 18.557 | loglstar:   -inf < 42.745 <    inf | logz: 33.789 +/-  0.193 | dlogz:  1.258 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2054it [00:02, 1246.31it/s, batch: 0 | bound: 15 | nc: 5 | ncall: 10471 | eff(%): 19.248 | loglstar:   -inf < 43.156 <    inf | logz: 34.059 +/-  0.195 | dlogz:  0.695 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2322it [00:03, 1381.39it/s, batch: 1 | bound: 0 | nc: 1 | ncall: 10799 | eff(%): 21.502 | loglstar: 44.050 < 43.827 <    inf | logz: 34.456 +/-  0.346 | stop: 11.648]           "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2469it [00:03, 1403.98it/s, batch: 1 | bound: 2 | nc: 2 | ncall: 11068 | eff(%): 21.654 | loglstar: 44.050 < 43.668 <    inf | logz: 34.456 +/-  0.346 | stop: 11.648]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2610it [00:03, 1379.16it/s, batch: 1 | bound: 3 | nc: 2 | ncall: 11377 | eff(%): 22.287 | loglstar: 44.050 < 43.881 <    inf | logz: 34.456 +/-  0.346 | stop: 11.648]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2754it [00:03, 1394.40it/s, batch: 1 | bound: 5 | nc: 1 | ncall: 11634 | eff(%): 23.011 | loglstar: 44.050 < 44.030 <    inf | logz: 34.456 +/-  0.346 | stop: 11.648]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2901it [00:03, 1411.99it/s, batch: 1 | bound: 6 | nc: 3 | ncall: 11906 | eff(%): 23.701 | loglstar: 44.050 < 44.146 <    inf | logz: 34.456 +/-  0.346 | stop: 11.648]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3043it [00:03, 1408.88it/s, batch: 1 | bound: 7 | nc: 1 | ncall: 12188 | eff(%): 24.301 | loglstar: 44.050 < 44.214 <    inf | logz: 34.456 +/-  0.346 | stop: 11.648]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3191it [00:03, 1429.41it/s, batch: 1 | bound: 9 | nc: 1 | ncall: 12464 | eff(%): 24.934 | loglstar: 44.050 < 44.274 <    inf | logz: 34.456 +/-  0.346 | stop: 11.648]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3335it [00:03, 1390.16it/s, batch: 1 | bound: 10 | nc: 5 | ncall: 12785 | eff(%): 25.421 | loglstar: 44.050 < 44.307 <    inf | logz: 34.456 +/-  0.346 | stop: 11.648]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3577it [00:03, 1453.12it/s, batch: 2 | bound: 0 | nc: 1 | ncall: 13224 | eff(%): 27.049 | loglstar: 41.108 < 42.056 < 43.130 | logz: 34.462 +/-  0.191 | stop:  8.812] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3736it [00:04, 1488.57it/s, batch: 2 | bound: 2 | nc: 2 | ncall: 13495 | eff(%): 27.171 | loglstar: 41.108 < 42.131 < 43.130 | logz: 34.462 +/-  0.191 | stop:  8.812]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3885it [00:04, 1488.13it/s, batch: 2 | bound: 3 | nc: 4 | ncall: 13775 | eff(%): 27.691 | loglstar: 41.108 < 42.783 < 43.130 | logz: 34.462 +/-  0.191 | stop:  8.812]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4195it [00:04, 1412.15it/s, batch: 3 | bound: 0 | nc: 1 | ncall: 14248 | eff(%): 29.443 | loglstar: 40.698 < 41.280 < 41.111 | logz: 34.464 +/-  0.155 | stop:  5.206]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4442it [00:04, 1447.19it/s, batch: 4 | bound: 0 | nc: 1 | ncall: 14756 | eff(%): 30.103 | loglstar: 40.279 < 40.657 < 40.701 | logz: 34.457 +/-  0.147 | stop:  4.443]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4689it [00:04, 1495.54it/s, batch: 5 | bound: 0 | nc: 1 | ncall: 15059 | eff(%): 31.138 | loglstar: 39.826 < 41.928 < 40.281 | logz: 34.440 +/-  0.141 | stop:  3.934]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4925it [00:04, 1502.56it/s, batch: 6 | bound: 0 | nc: 2 | ncall: 15354 | eff(%): 32.076 | loglstar: 39.542 < 43.274 < 43.337 | logz: 34.475 +/-  0.136 | stop:  3.576]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5077it [00:04, 1485.06it/s, batch: 6 | bound: 2 | nc: 1 | ncall: 15630 | eff(%): 31.911 | loglstar: 39.542 < 41.017 < 43.337 | logz: 34.475 +/-  0.136 | stop:  3.576]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5226it [00:05, 1428.97it/s, batch: 6 | bound: 4 | nc: 2 | ncall: 15976 | eff(%): 32.148 | loglstar: 39.542 < 42.080 < 43.337 | logz: 34.475 +/-  0.136 | stop:  3.576]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5380it [00:05, 1453.52it/s, batch: 6 | bound: 5 | nc: 4 | ncall: 16255 | eff(%): 32.537 | loglstar: 39.542 < 42.756 < 43.337 | logz: 34.475 +/-  0.136 | stop:  3.576]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5526it [00:05, 1415.33it/s, batch: 6 | bound: 7 | nc: 1 | ncall: 16577 | eff(%): 32.782 | loglstar: 39.542 < 43.253 < 43.337 | logz: 34.475 +/-  0.136 | stop:  3.576]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5757it [00:05, 1395.43it/s, batch: 7 | bound: 0 | nc: 1 | ncall: 16914 | eff(%): 34.037 | loglstar: 39.067 < 42.161 < 39.543 | logz: 34.449 +/-  0.122 | stop:  2.702]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5997it [00:05, 1374.36it/s, batch: 8 | bound: 0 | nc: 2 | ncall: 17249 | eff(%): 34.767 | loglstar: 38.721 < 42.428 < 43.337 | logz: 34.461 +/-  0.119 | stop:  2.558]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6136it [00:05, 1375.42it/s, batch: 8 | bound: 2 | nc: 6 | ncall: 17537 | eff(%): 34.425 | loglstar: 38.721 < 40.471 < 43.337 | logz: 34.461 +/-  0.119 | stop:  2.558]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6274it [00:05, 1324.17it/s, batch: 8 | bound: 4 | nc: 1 | ncall: 17872 | eff(%): 34.550 | loglstar: 38.721 < 41.667 < 43.337 | logz: 34.461 +/-  0.119 | stop:  2.558]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6407it [00:05, 1274.03it/s, batch: 8 | bound: 5 | nc: 1 | ncall: 18239 | eff(%): 34.584 | loglstar: 38.721 < 42.498 < 43.337 | logz: 34.461 +/-  0.119 | stop:  2.558]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6538it [00:06, 1279.32it/s, batch: 8 | bound: 7 | nc: 8 | ncall: 18510 | eff(%): 34.782 | loglstar: 38.721 < 43.035 < 43.337 | logz: 34.461 +/-  0.119 | stop:  2.558]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6809it [00:06, 1660.88it/s, batch: 8 | bound: 8 | nc: 1 | ncall: 18901 | eff(%): 35.784 | loglstar: 38.721 < 43.899 < 43.337 | logz: 34.461 +/-  0.119 | stop:  2.558]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6980it [00:06, 1255.09it/s, batch: 9 | bound: 2 | nc: 1 | ncall: 19276 | eff(%): 35.714 | loglstar: 38.360 < 40.287 < 43.337 | logz: 34.489 +/-  0.110 | stop:  2.091]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7123it [00:06, 1286.71it/s, batch: 9 | bound: 3 | nc: 2 | ncall: 19569 | eff(%): 35.908 | loglstar: 38.360 < 41.566 < 43.337 | logz: 34.489 +/-  0.110 | stop:  2.091]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7265it [00:06, 1285.79it/s, batch: 9 | bound: 5 | nc: 3 | ncall: 19882 | eff(%): 36.055 | loglstar: 38.360 < 42.360 < 43.337 | logz: 34.489 +/-  0.110 | stop:  2.091]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7413it [00:06, 1334.80it/s, batch: 9 | bound: 6 | nc: 1 | ncall: 20154 | eff(%): 36.299 | loglstar: 38.360 < 43.005 < 43.337 | logz: 34.489 +/-  0.110 | stop:  2.091]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7568it [00:06, 1391.84it/s, batch: 9 | bound: 7 | nc: 1 | ncall: 20465 | eff(%): 36.557 | loglstar: 38.360 < 43.428 < 43.337 | logz: 34.489 +/-  0.110 | stop:  2.091]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7737it [00:06, 1250.42it/s, batch: 10 | bound: 0 | nc: 3 | ncall: 20702 | eff(%): 37.373 | loglstar: 38.113 < 40.936 < 43.335 | logz: 34.517 +/-  0.102 | stop:  1.764]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7870it [00:07, 1269.45it/s, batch: 10 | bound: 2 | nc: 1 | ncall: 20986 | eff(%): 36.921 | loglstar: 38.113 < 39.867 < 43.335 | logz: 34.517 +/-  0.102 | stop:  1.764]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8013it [00:07, 1310.71it/s, batch: 10 | bound: 3 | nc: 1 | ncall: 21257 | eff(%): 37.120 | loglstar: 38.113 < 41.062 < 43.335 | logz: 34.517 +/-  0.102 | stop:  1.764]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8157it [00:07, 1344.43it/s, batch: 10 | bound: 5 | nc: 1 | ncall: 21529 | eff(%): 37.316 | loglstar: 38.113 < 42.037 < 43.335 | logz: 34.517 +/-  0.102 | stop:  1.764]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8295it [00:07, 1302.09it/s, batch: 10 | bound: 6 | nc: 1 | ncall: 21843 | eff(%): 37.410 | loglstar: 38.113 < 42.689 < 43.335 | logz: 34.517 +/-  0.102 | stop:  1.764]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8428it [00:07, 1292.43it/s, batch: 10 | bound: 8 | nc: 1 | ncall: 22130 | eff(%): 37.524 | loglstar: 38.113 < 43.162 < 43.335 | logz: 34.517 +/-  0.102 | stop:  1.764]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8692it [00:07, 1243.81it/s, batch: 11 | bound: 0 | nc: 2 | ncall: 22614 | eff(%): 38.436 | loglstar: 37.855 < 38.382 < 43.851 | logz: 34.527 +/-  0.096 | stop:  1.514]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8841it [00:07, 1300.14it/s, batch: 11 | bound: 2 | nc: 1 | ncall: 22880 | eff(%): 38.137 | loglstar: 37.855 < 39.919 < 43.851 | logz: 34.527 +/-  0.096 | stop:  1.514]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8975it [00:07, 1262.21it/s, batch: 11 | bound: 3 | nc: 2 | ncall: 23202 | eff(%): 38.185 | loglstar: 37.855 < 41.335 < 43.851 | logz: 34.527 +/-  0.096 | stop:  1.514]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9107it [00:08, 1275.09it/s, batch: 11 | bound: 5 | nc: 3 | ncall: 23488 | eff(%): 38.281 | loglstar: 37.855 < 42.084 < 43.851 | logz: 34.527 +/-  0.096 | stop:  1.514]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9237it [00:08, 1256.21it/s, batch: 11 | bound: 6 | nc: 5 | ncall: 23806 | eff(%): 38.315 | loglstar: 37.855 < 42.711 < 43.851 | logz: 34.527 +/-  0.096 | stop:  1.514]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9368it [00:08, 1270.47it/s, batch: 11 | bound: 8 | nc: 3 | ncall: 24092 | eff(%): 38.403 | loglstar: 37.855 < 43.135 < 43.851 | logz: 34.527 +/-  0.096 | stop:  1.514]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9496it [00:08, 1261.85it/s, batch: 11 | bound: 9 | nc: 14 | ncall: 24396 | eff(%): 38.448 | loglstar: 37.855 < 43.484 < 43.851 | logz: 34.527 +/-  0.096 | stop:  1.514]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9627it [00:08, 1273.46it/s, batch: 11 | bound: 11 | nc: 3 | ncall: 24679 | eff(%): 38.537 | loglstar: 37.855 < 43.740 < 43.851 | logz: 34.527 +/-  0.096 | stop:  1.514]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9900it [00:08, 1218.11it/s, batch: 12 | bound: 0 | nc: 1 | ncall: 25156 | eff(%): 39.354 | loglstar: 37.674 < 42.024 < 43.278 | logz: 34.537 +/-  0.089 | stop:  1.294] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10039it [00:08, 1256.37it/s, batch: 12 | bound: 2 | nc: 2 | ncall: 25418 | eff(%): 39.032 | loglstar: 37.674 < 39.599 < 43.278 | logz: 34.537 +/-  0.089 | stop:  1.294]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10186it [00:08, 1308.76it/s, batch: 12 | bound: 3 | nc: 1 | ncall: 25703 | eff(%): 39.169 | loglstar: 37.674 < 40.987 < 43.278 | logz: 34.537 +/-  0.089 | stop:  1.294]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10321it [00:08, 1302.58it/s, batch: 12 | bound: 5 | nc: 2 | ncall: 26003 | eff(%): 39.236 | loglstar: 37.674 < 42.026 < 43.278 | logz: 34.537 +/-  0.089 | stop:  1.294]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10470it [00:09, 1351.86it/s, batch: 12 | bound: 6 | nc: 1 | ncall: 26294 | eff(%): 39.367 | loglstar: 37.674 < 42.842 < 43.278 | logz: 34.537 +/-  0.089 | stop:  1.294]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10608it [00:09, 1336.10it/s, batch: 12 | bound: 8 | nc: 1 | ncall: 26600 | eff(%): 39.460 | loglstar: 37.674 < 43.329 < 43.278 | logz: 34.537 +/-  0.089 | stop:  1.294]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10789it [00:09, 1160.11it/s, batch: 13 | bound: 0 | nc: 2 | ncall: 26883 | eff(%): 40.133 | loglstar: 37.516 < 39.213 < 43.285 | logz: 34.552 +/-  0.085 | stop:  1.167]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10923it [00:09, 1201.98it/s, batch: 13 | bound: 2 | nc: 5 | ncall: 27157 | eff(%): 39.798 | loglstar: 37.516 < 39.600 < 43.285 | logz: 34.552 +/-  0.085 | stop:  1.167]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11049it [00:09, 1192.21it/s, batch: 13 | bound: 3 | nc: 3 | ncall: 27469 | eff(%): 39.805 | loglstar: 37.516 < 40.909 < 43.285 | logz: 34.552 +/-  0.085 | stop:  1.167]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11176it [00:09, 1209.98it/s, batch: 13 | bound: 5 | nc: 3 | ncall: 27756 | eff(%): 39.850 | loglstar: 37.516 < 41.933 < 43.285 | logz: 34.552 +/-  0.085 | stop:  1.167]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11304it [00:09, 1228.42it/s, batch: 13 | bound: 6 | nc: 1 | ncall: 28053 | eff(%): 39.884 | loglstar: 37.516 < 42.596 < 43.285 | logz: 34.552 +/-  0.085 | stop:  1.167]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11430it [00:09, 1236.12it/s, batch: 13 | bound: 8 | nc: 2 | ncall: 28338 | eff(%): 39.927 | loglstar: 37.516 < 43.032 < 43.285 | logz: 34.552 +/-  0.085 | stop:  1.167]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11704it [00:10, 1113.58it/s, batch: 14 | bound: 0 | nc: 4 | ncall: 28790 | eff(%): 40.653 | loglstar: 37.414 < 38.694 < 43.276 | logz: 34.573 +/-  0.082 | stop:  1.061]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11834it [00:10, 1152.58it/s, batch: 14 | bound: 2 | nc: 3 | ncall: 29078 | eff(%): 40.117 | loglstar: 37.414 < 39.489 < 43.276 | logz: 34.573 +/-  0.082 | stop:  1.061]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11974it [00:10, 1209.59it/s, batch: 14 | bound: 3 | nc: 2 | ncall: 29377 | eff(%): 40.184 | loglstar: 37.414 < 40.928 < 43.276 | logz: 34.573 +/-  0.082 | stop:  1.061]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12114it [00:10, 1254.92it/s, batch: 14 | bound: 5 | nc: 5 | ncall: 29650 | eff(%): 40.285 | loglstar: 37.414 < 41.850 < 43.276 | logz: 34.573 +/-  0.082 | stop:  1.061]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12264it [00:10, 1318.73it/s, batch: 14 | bound: 6 | nc: 7 | ncall: 29939 | eff(%): 40.395 | loglstar: 37.414 < 42.597 < 43.276 | logz: 34.573 +/-  0.082 | stop:  1.061]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12401it [00:10, 1293.58it/s, batch: 14 | bound: 8 | nc: 1 | ncall: 30264 | eff(%): 40.414 | loglstar: 37.414 < 43.129 < 43.276 | logz: 34.573 +/-  0.082 | stop:  1.061]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12645it [00:10, 1415.61it/s, batch: 14 | bound: 9 | nc: 1 | ncall: 30603 | eff(%): 41.023 | loglstar: 37.414 < 44.322 < 43.276 | logz: 34.573 +/-  0.082 | stop:  0.970]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12645it [00:10, 1169.84it/s, batch: 14 | bound: 9 | nc: 1 | ncall: 30603 | eff(%): 41.023 | loglstar: 37.414 < 44.322 < 43.276 | logz: 34.573 +/-  0.082 | stop:  0.970]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Run 1 complete: 12645 samples, logZ = 34.566\n",
      "Total accumulated samples: 12645\n",
      "Caching model to convergence_results/multivariate_normal_4d/surrogate_model...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved dynesty samples to convergence_results/multivariate_normal_4d//dynesty_samples_final_surrogate_iter_40.npz\n",
      "Running 10 active learning iterations using bape...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 0/10 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Optimizing GP hyperparameters using 5-fold cross-validation...\n",
      "Evaluating 100 hyperparameter candidates using 5-fold CV...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "100%|██████████| 10/10 [00:00<00:00, 20.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "100%|██████████| 10/10 [00:00<00:00, 20.53it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train MSE: 3.492096251884566e-12\n",
      "Caching model to convergence_results/multivariate_normal_4d/surrogate_model...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initializing dynesty with self.surrogate_log_likelihood surrogate model as likelihood.\n",
      "Initialized dynesty DynamicNestedSampler.\n",
      "Running dynesty with 200 live points on 1 cores...\n",
      "\n",
      "Run 1: Need 10000 more samples...\n",
      "==================================================\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "108it [00:00, 1075.88it/s, batch: 0 | bound: 0 | nc: 3 | ncall: 133 | eff(%): 32.432 | loglstar:   -inf < -94.504 <    inf | logz: -100.506 +/-  0.166 | dlogz: 109.476 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "243it [00:00, 1227.19it/s, batch: 0 | bound: 0 | nc: 7 | ncall: 435 | eff(%): 38.268 | loglstar:   -inf < -28.800 <    inf | logz: -33.574 +/-  0.136 | dlogz: 40.479 >  0.500]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "366it [00:00, 965.12it/s, batch: 0 | bound: 0 | nc: 8 | ncall: 1017 | eff(%): 30.074 | loglstar:   -inf < -12.780 <    inf | logz: -17.372 +/-  0.136 | dlogz: 23.584 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "468it [00:00, 748.90it/s, batch: 0 | bound: 0 | nc: 48 | ncall: 1741 | eff(%): 24.111 | loglstar:   -inf < -7.800 <    inf | logz: -11.963 +/-  0.130 | dlogz: 17.615 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "551it [00:00, 548.69it/s, batch: 0 | bound: 0 | nc: 11 | ncall: 2734 | eff(%): 18.780 | loglstar:   -inf < -4.237 <    inf | logz: -8.920 +/-  0.134 | dlogz: 14.163 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "616it [00:01, 422.58it/s, batch: 0 | bound: 0 | nc: 6 | ncall: 3831 | eff(%): 15.282 | loglstar:   -inf < -2.047 <    inf | logz: -6.807 +/-  0.137 | dlogz: 11.718 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "668it [00:01, 327.14it/s, batch: 0 | bound: 0 | nc: 45 | ncall: 5033 | eff(%): 12.765 | loglstar:   -inf < -0.465 <    inf | logz: -5.423 +/-  0.139 | dlogz: 10.073 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "709it [00:01, 280.33it/s, batch: 0 | bound: 0 | nc: 1 | ncall: 6010 | eff(%): 11.417 | loglstar:   -inf <  0.413 <    inf | logz: -4.503 +/-  0.140 | dlogz: 10.144 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "743it [00:01, 231.23it/s, batch: 0 | bound: 0 | nc: 131 | ncall: 7123 | eff(%): 10.146 | loglstar:   -inf <  1.148 <    inf | logz: -3.872 +/-  0.140 | dlogz:  9.342 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "803it [00:01, 288.46it/s, batch: 0 | bound: 1 | nc: 6 | ncall: 7486 | eff(%): 10.448 | loglstar:   -inf <  2.539 <    inf | logz: -2.736 +/-  0.143 | dlogz:  7.907 >  0.500]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "890it [00:02, 393.91it/s, batch: 0 | bound: 3 | nc: 2 | ncall: 7807 | eff(%): 11.115 | loglstar:   -inf <  3.607 <    inf | logz: -1.574 +/-  0.144 | dlogz:  6.305 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1003it [00:02, 544.32it/s, batch: 0 | bound: 4 | nc: 9 | ncall: 8106 | eff(%): 12.076 | loglstar:   -inf <  4.904 <    inf | logz: -0.550 +/-  0.146 | dlogz:  4.721 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1103it [00:02, 647.05it/s, batch: 0 | bound: 6 | nc: 3 | ncall: 8402 | eff(%): 12.823 | loglstar:   -inf <  5.832 <    inf | logz:  0.146 +/-  0.149 | dlogz:  3.663 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1195it [00:02, 710.58it/s, batch: 0 | bound: 7 | nc: 10 | ncall: 8731 | eff(%): 13.380 | loglstar:   -inf <  6.544 <    inf | logz:  0.630 +/-  0.151 | dlogz:  2.759 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1286it [00:02, 760.09it/s, batch: 0 | bound: 9 | nc: 4 | ncall: 9047 | eff(%): 13.907 | loglstar:   -inf <  7.080 <    inf | logz:  1.004 +/-  0.153 | dlogz:  2.008 >  0.500] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1374it [00:02, 790.32it/s, batch: 0 | bound: 10 | nc: 5 | ncall: 9371 | eff(%): 14.356 | loglstar:   -inf <  7.521 <    inf | logz:  1.279 +/-  0.155 | dlogz:  1.424 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1488it [00:02, 886.00it/s, batch: 0 | bound: 12 | nc: 2 | ncall: 9657 | eff(%): 15.096 | loglstar:   -inf <  8.053 <    inf | logz:  1.550 +/-  0.157 | dlogz:  0.949 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1607it [00:02, 969.29it/s, batch: 0 | bound: 13 | nc: 6 | ncall: 9956 | eff(%): 15.823 | loglstar:   -inf <  8.451 <    inf | logz:  1.749 +/-  0.159 | dlogz:  0.540 >  0.500]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1822it [00:02, 1232.14it/s, batch: 1 | bound: 0 | nc: 1 | ncall: 10189 | eff(%): 17.882 | loglstar:  9.178 <  8.570 <    inf | logz:  2.082 +/-  0.297 | stop: 11.323]         "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "1955it [00:02, 1256.89it/s, batch: 1 | bound: 2 | nc: 3 | ncall: 10454 | eff(%): 18.210 | loglstar:  9.178 <  8.725 <    inf | logz:  2.082 +/-  0.297 | stop: 11.323]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2082it [00:03, 1206.19it/s, batch: 1 | bound: 4 | nc: 3 | ncall: 10794 | eff(%): 18.797 | loglstar:  9.178 <  8.933 <    inf | logz:  2.082 +/-  0.297 | stop: 11.323]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2211it [00:03, 1228.17it/s, batch: 1 | bound: 5 | nc: 1 | ncall: 11067 | eff(%): 19.482 | loglstar:  9.178 <  9.080 <    inf | logz:  2.082 +/-  0.297 | stop: 11.323]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2348it [00:03, 1267.42it/s, batch: 1 | bound: 6 | nc: 3 | ncall: 11350 | eff(%): 20.186 | loglstar:  9.178 <  9.222 <    inf | logz:  2.082 +/-  0.297 | stop: 11.323]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2495it [00:03, 1325.99it/s, batch: 1 | bound: 8 | nc: 1 | ncall: 11614 | eff(%): 20.973 | loglstar:  9.178 <  9.309 <    inf | logz:  2.082 +/-  0.297 | stop: 11.323]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2629it [00:03, 1222.60it/s, batch: 1 | bound: 10 | nc: 1 | ncall: 11999 | eff(%): 21.407 | loglstar:  9.178 <  9.374 <    inf | logz:  2.082 +/-  0.297 | stop: 11.323]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2764it [00:03, 1257.90it/s, batch: 1 | bound: 11 | nc: 1 | ncall: 12272 | eff(%): 22.017 | loglstar:  9.178 <  9.415 <    inf | logz:  2.082 +/-  0.297 | stop: 11.323]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "2917it [00:03, 1335.12it/s, batch: 1 | bound: 12 | nc: 1 | ncall: 12561 | eff(%): 22.761 | loglstar:  9.178 <  9.454 <    inf | logz:  2.082 +/-  0.297 | stop: 11.323]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3090it [00:03, 1269.63it/s, batch: 2 | bound: 0 | nc: 3 | ncall: 12816 | eff(%): 24.110 | loglstar:  6.315 <  8.303 <  8.413 | logz:  2.078 +/-  0.156 | stop:  8.379] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3220it [00:04, 1167.69it/s, batch: 2 | bound: 3 | nc: 2 | ncall: 13226 | eff(%): 23.670 | loglstar:  6.315 <  7.281 <  8.413 | logz:  2.078 +/-  0.156 | stop:  8.379]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3343it [00:04, 1183.33it/s, batch: 2 | bound: 4 | nc: 1 | ncall: 13504 | eff(%): 24.082 | loglstar:  6.315 <  7.835 <  8.413 | logz:  2.078 +/-  0.156 | stop:  8.379]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3464it [00:04, 1182.72it/s, batch: 2 | bound: 5 | nc: 6 | ncall: 13784 | eff(%): 24.460 | loglstar:  6.315 <  8.263 <  8.413 | logz:  2.078 +/-  0.156 | stop:  8.379]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3716it [00:04, 817.17it/s, batch: 3 | bound: 0 | nc: 1 | ncall: 14270 | eff(%): 26.041 | loglstar:  5.657 <  8.799 <  6.319 | logz:  2.093 +/-  0.127 | stop:  5.129] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "3818it [00:04, 783.53it/s, batch: 3 | bound: 3 | nc: 1 | ncall: 14788 | eff(%): 23.772 | loglstar:  5.657 <  6.451 <  6.319 | logz:  2.093 +/-  0.127 | stop:  5.129]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4003it [00:05, 695.09it/s, batch: 4 | bound: 0 | nc: 11 | ncall: 16061 | eff(%): 24.924 | loglstar:  5.131 <  5.544 <  5.660 | logz:  2.092 +/-  0.119 | stop:  4.249]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4098it [00:05, 735.07it/s, batch: 4 | bound: 2 | nc: 1 | ncall: 16406 | eff(%): 23.506 | loglstar:  5.131 <  6.032 <  5.660 | logz:  2.092 +/-  0.119 | stop:  4.249] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4258it [00:05, 806.94it/s, batch: 5 | bound: 0 | nc: 8 | ncall: 17434 | eff(%): 24.424 | loglstar:  4.715 <  5.142 <  7.992 | logz:  2.095 +/-  0.114 | stop:  3.766]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4354it [00:05, 836.21it/s, batch: 5 | bound: 2 | nc: 1 | ncall: 17721 | eff(%): 24.021 | loglstar:  4.715 <  5.572 <  7.992 | logz:  2.095 +/-  0.114 | stop:  3.766]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4446it [00:05, 838.95it/s, batch: 5 | bound: 4 | nc: 3 | ncall: 18056 | eff(%): 24.083 | loglstar:  4.715 <  6.206 <  7.992 | logz:  2.095 +/-  0.114 | stop:  3.766]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4536it [00:05, 835.88it/s, batch: 5 | bound: 5 | nc: 2 | ncall: 18405 | eff(%): 24.115 | loglstar:  4.715 <  6.904 <  7.992 | logz:  2.095 +/-  0.114 | stop:  3.766]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4624it [00:05, 825.29it/s, batch: 5 | bound: 7 | nc: 2 | ncall: 18763 | eff(%): 24.124 | loglstar:  4.715 <  7.461 <  7.992 | logz:  2.095 +/-  0.114 | stop:  3.766]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4710it [00:05, 816.94it/s, batch: 5 | bound: 9 | nc: 1 | ncall: 19107 | eff(%): 24.139 | loglstar:  4.715 <  7.886 <  7.992 | logz:  2.095 +/-  0.114 | stop:  3.766]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "4939it [00:06, 997.35it/s, batch: 6 | bound: 0 | nc: 2 | ncall: 19573 | eff(%): 25.234 | loglstar:  4.302 <  6.618 <  4.715 | logz:  2.072 +/-  0.104 | stop:  2.918]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5175it [00:06, 1085.97it/s, batch: 7 | bound: 0 | nc: 2 | ncall: 20003 | eff(%): 25.871 | loglstar:  3.909 <  4.819 <  8.479 | logz:  2.073 +/-  0.102 | stop:  2.746]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5283it [00:06, 1077.19it/s, batch: 7 | bound: 2 | nc: 14 | ncall: 20308 | eff(%): 25.551 | loglstar:  3.909 <  4.962 <  8.479 | logz:  2.073 +/-  0.102 | stop:  2.746]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5388it [00:06, 976.24it/s, batch: 7 | bound: 4 | nc: 1 | ncall: 20770 | eff(%): 25.490 | loglstar:  3.909 <  5.888 <  8.479 | logz:  2.073 +/-  0.102 | stop:  2.746]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5490it [00:06, 985.53it/s, batch: 7 | bound: 6 | nc: 2 | ncall: 21075 | eff(%): 25.603 | loglstar:  3.909 <  6.632 <  8.479 | logz:  2.073 +/-  0.102 | stop:  2.746]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5588it [00:06, 918.19it/s, batch: 7 | bound: 8 | nc: 4 | ncall: 21503 | eff(%): 25.550 | loglstar:  3.909 <  7.203 <  8.479 | logz:  2.073 +/-  0.102 | stop:  2.746]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5680it [00:06, 883.89it/s, batch: 7 | bound: 10 | nc: 1 | ncall: 21868 | eff(%): 25.544 | loglstar:  3.909 <  7.682 <  8.479 | logz:  2.073 +/-  0.102 | stop:  2.746]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5783it [00:06, 920.87it/s, batch: 7 | bound: 11 | nc: 17 | ncall: 22165 | eff(%): 25.665 | loglstar:  3.909 <  8.055 <  8.479 | logz:  2.073 +/-  0.102 | stop:  2.746]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "5887it [00:07, 952.36it/s, batch: 7 | bound: 12 | nc: 3 | ncall: 22464 | eff(%): 25.784 | loglstar:  3.909 <  8.423 <  8.479 | logz:  2.073 +/-  0.102 | stop:  2.746] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6113it [00:07, 925.87it/s, batch: 8 | bound: 0 | nc: 3 | ncall: 22879 | eff(%): 26.719 | loglstar:  3.501 <  5.354 <  8.396 | logz:  2.056 +/-  0.093 | stop:  2.155] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6207it [00:07, 920.56it/s, batch: 8 | bound: 2 | nc: 3 | ncall: 23192 | eff(%): 26.060 | loglstar:  3.501 <  4.702 <  8.396 | logz:  2.056 +/-  0.093 | stop:  2.155]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6315it [00:07, 955.10it/s, batch: 8 | bound: 4 | nc: 8 | ncall: 23492 | eff(%): 26.184 | loglstar:  3.501 <  5.735 <  8.396 | logz:  2.056 +/-  0.093 | stop:  2.155]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6412it [00:07, 958.09it/s, batch: 8 | bound: 5 | nc: 1 | ncall: 23802 | eff(%): 26.249 | loglstar:  3.501 <  6.508 <  8.396 | logz:  2.056 +/-  0.093 | stop:  2.155]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6509it [00:07, 934.15it/s, batch: 8 | bound: 7 | nc: 4 | ncall: 24147 | eff(%): 26.275 | loglstar:  3.501 <  7.098 <  8.396 | logz:  2.056 +/-  0.093 | stop:  2.155]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6608it [00:07, 947.84it/s, batch: 8 | bound: 8 | nc: 4 | ncall: 24457 | eff(%): 26.345 | loglstar:  3.501 <  7.628 <  8.396 | logz:  2.056 +/-  0.093 | stop:  2.155]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6704it [00:07, 925.95it/s, batch: 8 | bound: 10 | nc: 1 | ncall: 24793 | eff(%): 26.374 | loglstar:  3.501 <  8.025 <  8.396 | logz:  2.056 +/-  0.093 | stop:  2.155]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "6875it [00:08, 1143.25it/s, batch: 8 | bound: 11 | nc: 1 | ncall: 25121 | eff(%): 26.763 | loglstar:  3.501 <  8.607 <  8.396 | logz:  2.056 +/-  0.093 | stop:  2.155]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7016it [00:08, 870.05it/s, batch: 9 | bound: 0 | nc: 9 | ncall: 25688 | eff(%): 27.312 | loglstar:  3.055 <  7.869 <  8.479 | logz:  2.079 +/-  0.087 | stop:  1.798]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7115it [00:08, 864.44it/s, batch: 9 | bound: 2 | nc: 2 | ncall: 26058 | eff(%): 26.647 | loglstar:  3.055 <  4.368 <  8.479 | logz:  2.079 +/-  0.087 | stop:  1.798]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7210it [00:08, 756.29it/s, batch: 9 | bound: 5 | nc: 1 | ncall: 26649 | eff(%): 26.418 | loglstar:  3.055 <  5.431 <  8.479 | logz:  2.079 +/-  0.087 | stop:  1.798]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7315it [00:08, 821.72it/s, batch: 9 | bound: 7 | nc: 1 | ncall: 26950 | eff(%): 26.510 | loglstar:  3.055 <  6.355 <  8.479 | logz:  2.079 +/-  0.087 | stop:  1.798]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7415it [00:08, 864.76it/s, batch: 9 | bound: 8 | nc: 1 | ncall: 27250 | eff(%): 26.584 | loglstar:  3.055 <  7.018 <  8.479 | logz:  2.079 +/-  0.087 | stop:  1.798]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7522it [00:08, 914.69it/s, batch: 9 | bound: 10 | nc: 5 | ncall: 27556 | eff(%): 26.675 | loglstar:  3.055 <  7.585 <  8.479 | logz:  2.079 +/-  0.087 | stop:  1.798]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7642it [00:08, 989.62it/s, batch: 9 | bound: 11 | nc: 2 | ncall: 27842 | eff(%): 26.828 | loglstar:  3.055 <  8.084 <  8.479 | logz:  2.079 +/-  0.087 | stop:  1.798]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7768it [00:09, 1064.06it/s, batch: 9 | bound: 12 | nc: 4 | ncall: 28130 | eff(%): 26.998 | loglstar:  3.055 <  8.479 <  8.479 | logz:  2.079 +/-  0.087 | stop:  1.798]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "7969it [00:09, 889.58it/s, batch: 10 | bound: 0 | nc: 3 | ncall: 28774 | eff(%): 27.695 | loglstar:  2.764 <  4.189 <  8.985 | logz:  2.129 +/-  0.082 | stop:  1.539] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8068it [00:09, 861.45it/s, batch: 10 | bound: 3 | nc: 1 | ncall: 29188 | eff(%): 26.954 | loglstar:  2.764 <  4.049 <  8.985 | logz:  2.129 +/-  0.082 | stop:  1.539]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8161it [00:09, 855.48it/s, batch: 10 | bound: 4 | nc: 1 | ncall: 29553 | eff(%): 26.937 | loglstar:  2.764 <  4.947 <  8.985 | logz:  2.129 +/-  0.082 | stop:  1.539]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8265it [00:09, 896.17it/s, batch: 10 | bound: 6 | nc: 8 | ncall: 29851 | eff(%): 27.014 | loglstar:  2.764 <  5.887 <  8.985 | logz:  2.129 +/-  0.082 | stop:  1.539]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8359it [00:09, 888.25it/s, batch: 10 | bound: 8 | nc: 4 | ncall: 30210 | eff(%): 27.005 | loglstar:  2.764 <  6.491 <  8.985 | logz:  2.129 +/-  0.082 | stop:  1.539]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8456it [00:09, 909.13it/s, batch: 10 | bound: 9 | nc: 5 | ncall: 30511 | eff(%): 27.055 | loglstar:  2.764 <  7.146 <  8.985 | logz:  2.129 +/-  0.082 | stop:  1.539]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8574it [00:09, 982.39it/s, batch: 10 | bound: 11 | nc: 5 | ncall: 30813 | eff(%): 27.170 | loglstar:  2.764 <  7.661 <  8.985 | logz:  2.129 +/-  0.082 | stop:  1.539]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8704it [00:10, 1070.18it/s, batch: 10 | bound: 12 | nc: 4 | ncall: 31091 | eff(%): 27.341 | loglstar:  2.764 <  8.198 <  8.985 | logz:  2.129 +/-  0.082 | stop:  1.539]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8842it [00:10, 1156.87it/s, batch: 10 | bound: 13 | nc: 1 | ncall: 31374 | eff(%): 27.530 | loglstar:  2.764 <  8.589 <  8.985 | logz:  2.129 +/-  0.082 | stop:  1.539]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "8966it [00:10, 1180.05it/s, batch: 10 | bound: 15 | nc: 4 | ncall: 31649 | eff(%): 27.679 | loglstar:  2.764 <  8.855 <  8.985 | logz:  2.129 +/-  0.082 | stop:  1.539]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9243it [00:10, 1057.53it/s, batch: 11 | bound: 0 | nc: 1 | ncall: 32592 | eff(%): 28.360 | loglstar:  2.435 <  6.888 <  8.479 | logz:  2.103 +/-  0.075 | stop:  1.300] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9356it [00:10, 1019.09it/s, batch: 11 | bound: 2 | nc: 3 | ncall: 32983 | eff(%): 27.941 | loglstar:  2.435 <  4.163 <  8.479 | logz:  2.103 +/-  0.075 | stop:  1.300]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9462it [00:10, 937.38it/s, batch: 11 | bound: 5 | nc: 5 | ncall: 33450 | eff(%): 27.869 | loglstar:  2.435 <  5.213 <  8.479 | logz:  2.103 +/-  0.075 | stop:  1.300] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9559it [00:10, 884.94it/s, batch: 11 | bound: 7 | nc: 2 | ncall: 33878 | eff(%): 27.804 | loglstar:  2.435 <  6.051 <  8.479 | logz:  2.103 +/-  0.075 | stop:  1.300]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9655it [00:11, 899.56it/s, batch: 11 | bound: 8 | nc: 6 | ncall: 34189 | eff(%): 27.831 | loglstar:  2.435 <  6.760 <  8.479 | logz:  2.103 +/-  0.075 | stop:  1.300]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9767it [00:11, 953.20it/s, batch: 11 | bound: 10 | nc: 3 | ncall: 34476 | eff(%): 27.923 | loglstar:  2.435 <  7.416 <  8.479 | logz:  2.103 +/-  0.075 | stop:  1.300]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "9887it [00:11, 1015.17it/s, batch: 11 | bound: 11 | nc: 4 | ncall: 34753 | eff(%): 28.044 | loglstar:  2.435 <  7.979 <  8.479 | logz:  2.103 +/-  0.075 | stop:  1.300]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10012it [00:11, 1078.77it/s, batch: 11 | bound: 13 | nc: 3 | ncall: 35031 | eff(%): 28.177 | loglstar:  2.435 <  8.297 <  8.479 | logz:  2.103 +/-  0.075 | stop:  1.300]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10288it [00:11, 1003.16it/s, batch: 12 | bound: 0 | nc: 1 | ncall: 35702 | eff(%): 28.816 | loglstar:  2.323 <  4.820 <  8.479 | logz:  2.130 +/-  0.072 | stop:  1.153] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10394it [00:11, 972.64it/s, batch: 12 | bound: 2 | nc: 8 | ncall: 36077 | eff(%): 28.411 | loglstar:  2.323 <  3.878 <  8.479 | logz:  2.130 +/-  0.072 | stop:  1.153] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10494it [00:11, 972.26it/s, batch: 12 | bound: 4 | nc: 2 | ncall: 36376 | eff(%): 28.451 | loglstar:  2.323 <  4.960 <  8.479 | logz:  2.130 +/-  0.072 | stop:  1.153]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10594it [00:12, 924.94it/s, batch: 12 | bound: 6 | nc: 3 | ncall: 36793 | eff(%): 28.401 | loglstar:  2.323 <  5.708 <  8.479 | logz:  2.130 +/-  0.072 | stop:  1.153]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10688it [00:12, 903.83it/s, batch: 12 | bound: 8 | nc: 1 | ncall: 37152 | eff(%): 28.380 | loglstar:  2.323 <  6.282 <  8.479 | logz:  2.130 +/-  0.072 | stop:  1.153]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10793it [00:12, 939.23it/s, batch: 12 | bound: 9 | nc: 8 | ncall: 37465 | eff(%): 28.423 | loglstar:  2.323 <  6.947 <  8.479 | logz:  2.130 +/-  0.072 | stop:  1.153]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "10894it [00:12, 957.63it/s, batch: 12 | bound: 11 | nc: 5 | ncall: 37748 | eff(%): 28.477 | loglstar:  2.323 <  7.556 <  8.479 | logz:  2.130 +/-  0.072 | stop:  1.153]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11018it [00:12, 1033.42it/s, batch: 12 | bound: 12 | nc: 3 | ncall: 38033 | eff(%): 28.588 | loglstar:  2.323 <  8.070 <  8.479 | logz:  2.130 +/-  0.072 | stop:  1.153]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11123it [00:12, 1018.32it/s, batch: 12 | bound: 14 | nc: 2 | ncall: 38340 | eff(%): 28.632 | loglstar:  2.323 <  8.413 <  8.479 | logz:  2.130 +/-  0.072 | stop:  1.153]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11344it [00:12, 953.43it/s, batch: 13 | bound: 0 | nc: 1 | ncall: 38891 | eff(%): 29.169 | loglstar:  2.182 <  4.542 <  8.471 | logz:  2.115 +/-  0.069 | stop:  1.033]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11447it [00:12, 967.40it/s, batch: 13 | bound: 2 | nc: 9 | ncall: 39183 | eff(%): 28.897 | loglstar:  2.182 <  3.711 <  8.471 | logz:  2.115 +/-  0.069 | stop:  1.033]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11547it [00:13, 938.13it/s, batch: 13 | bound: 4 | nc: 4 | ncall: 39540 | eff(%): 28.889 | loglstar:  2.182 <  4.807 <  8.471 | logz:  2.115 +/-  0.069 | stop:  1.033]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11643it [00:13, 893.30it/s, batch: 13 | bound: 6 | nc: 4 | ncall: 39935 | eff(%): 28.844 | loglstar:  2.182 <  5.664 <  8.471 | logz:  2.115 +/-  0.069 | stop:  1.033]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11734it [00:13, 856.68it/s, batch: 13 | bound: 8 | nc: 1 | ncall: 40328 | eff(%): 28.789 | loglstar:  2.182 <  6.389 <  8.471 | logz:  2.115 +/-  0.069 | stop:  1.033]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11844it [00:13, 918.20it/s, batch: 13 | bound: 9 | nc: 1 | ncall: 40637 | eff(%): 28.841 | loglstar:  2.182 <  7.027 <  8.471 | logz:  2.115 +/-  0.069 | stop:  1.033]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "11938it [00:13, 901.09it/s, batch: 13 | bound: 11 | nc: 1 | ncall: 40988 | eff(%): 28.823 | loglstar:  2.182 <  7.413 <  8.471 | logz:  2.115 +/-  0.069 | stop:  1.033]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12033it [00:13, 910.55it/s, batch: 13 | bound: 12 | nc: 7 | ncall: 41308 | eff(%): 28.830 | loglstar:  2.182 <  7.810 <  8.471 | logz:  2.115 +/-  0.069 | stop:  1.033]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12160it [00:13, 1010.30it/s, batch: 13 | bound: 14 | nc: 2 | ncall: 41580 | eff(%): 28.945 | loglstar:  2.182 <  8.254 <  8.471 | logz:  2.115 +/-  0.069 | stop:  1.033]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12435it [00:13, 1304.04it/s, batch: 13 | bound: 14 | nc: 1 | ncall: 41933 | eff(%): 29.493 | loglstar:  2.182 <  9.488 <  8.471 | logz:  2.115 +/-  0.069 | stop:  0.934]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "12435it [00:13, 899.42it/s, batch: 13 | bound: 14 | nc: 1 | ncall: 41933 | eff(%): 29.493 | loglstar:  2.182 <  9.488 <  8.471 | logz:  2.115 +/-  0.069 | stop:  0.934] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Run 1 complete: 12435 samples, logZ = 2.087\n",
      "Total accumulated samples: 12435\n",
      "Caching model to convergence_results/multivariate_normal_4d/surrogate_model...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved dynesty samples to convergence_results/multivariate_normal_4d//dynesty_samples_final_surrogate_iter_50.npz\n"
     ]
    }
   ],
   "source": [
    "sm = run_alabi(ndim, with_mcmc=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c2f9d50",
   "metadata": {},
   "source": [
    "### Measure convergence using KL divergence metric\n",
    "\n",
    "Compute the KL divergence between the surrogate model Gaussian ($P$) and the true Gaussian ($Q$) using the means and covariances:\n",
    "\n",
    "$$ D_{\\rm KL}(P \\Vert Q) = \n",
    "     \\frac{1}{2} \\left[ \\log \\frac{\\vert K_2 \\vert}{\\vert K_1 \\vert} \n",
    "        + \\mu^T K_2^{-1} \\mu \n",
    "        + \\mathrm{tr} \\left(K_2^{-1} K_1\\right) - k\n",
    "    \\right] $$\n",
    "where $K_1$ is the covariance matrix of $P$, $K_2$ is the covariance matrix of $Q$, and $\\mu = \\mu_1 - \\mu_2$ is the difference in the mean of $P$ and $Q$.\n",
    "\n",
    "If $D_{\\rm KL}(P \\Vert Q) = 0$, then the two distributions are identical, whereas a larger KL divergence value indicates greater divergence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d75c01a1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-02-21T08:27:55.441542Z",
     "iopub.status.busy": "2026-02-21T08:27:55.441410Z",
     "iopub.status.idle": "2026-02-21T08:27:55.449863Z",
     "shell.execute_reply": "2026-02-21T08:27:55.449349Z"
    }
   },
   "outputs": [],
   "source": [
    "batches = np.arange(ntrain, int(nbatch * niter_per_batch)+1, niter_per_batch)\n",
    "metric = alabi.metrics.kl_divergence_gaussian\n",
    "savedir = f\"{save_base}/multivariate_normal_{ndim}d/\"\n",
    "\n",
    "kl_divergence = []\n",
    "for it in batches:\n",
    "    dynesty_samples_model = np.load(f\"{savedir}dynesty_samples_final_surrogate_iter_{it}.npz\")[\"samples\"]\n",
    "\n",
    "    kl_div = metrics.kl_divergence_gaussian(mean, cov, dynesty_samples_model.mean(axis=0), np.cov(dynesty_samples_model, rowvar=False))\n",
    "    kl_divergence.append(kl_div)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be62f308",
   "metadata": {},
   "source": [
    "Plot KL divergence vs. iteration. For this 4D Gaussian example it takes roughly ~30 active learning iterations for the surrogate model to converge."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8ab465c2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-02-21T08:27:55.451477Z",
     "iopub.status.busy": "2026-02-21T08:27:55.451315Z",
     "iopub.status.idle": "2026-02-21T08:27:55.526234Z",
     "shell.execute_reply": "2026-02-21T08:27:55.525786Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(batches, kl_divergence, marker='o')\n",
    "plt.xlabel(\"Active Learning Iteration\", fontsize=18)\n",
    "plt.ylabel(\"KL Divergence\", fontsize=18)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py310",
   "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": "3.14.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}