04_02_wgan_cifar_train.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WGAN Training"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "tf.config.experimental.set_memory_growth(tf.config.experimental.list_physical_devices('GPU')[0], True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from models.WGAN import WGAN\n",
    "from utils.loaders import load_cifar\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# run params\n",
    "SECTION = 'gan'\n",
    "RUN_ID = '0002'\n",
    "DATA_NAME = 'horses'\n",
    "RUN_FOLDER = 'run/{}/'.format(SECTION)\n",
    "RUN_FOLDER += '_'.join([RUN_ID, DATA_NAME])\n",
    "\n",
    "if not os.path.exists(RUN_FOLDER):\n",
    "    os.mkdir(RUN_FOLDER)\n",
    "    os.mkdir(os.path.join(RUN_FOLDER, 'viz'))\n",
    "    os.mkdir(os.path.join(RUN_FOLDER, 'images'))\n",
    "    os.mkdir(os.path.join(RUN_FOLDER, 'weights'))\n",
    "\n",
    "mode =  'build' #'load' #\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "if DATA_NAME == 'cars':\n",
    "    label = 1\n",
    "elif DATA_NAME == 'horses':\n",
    "    label = 7\n",
    "(x_train, y_train) = load_cifar(label, 10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f6208524550>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow((x_train[150,:,:,:]+1)/2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## architecture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "if mode == 'build':\n",
    "\n",
    "    gan = WGAN(input_dim = (32,32,3)\n",
    "            , critic_conv_filters = [32,64,128,128]\n",
    "            , critic_conv_kernel_size = [5,5,5,5]\n",
    "            , critic_conv_strides = [2,2,2,1]\n",
    "            , critic_batch_norm_momentum = None\n",
    "            , critic_activation = 'leaky_relu'\n",
    "            , critic_dropout_rate = None\n",
    "            , critic_learning_rate = 0.00005\n",
    "            , generator_initial_dense_layer_size = (4, 4, 128)\n",
    "            , generator_upsample = [2,2, 2,1]\n",
    "            , generator_conv_filters = [128,64,32,3]\n",
    "            , generator_conv_kernel_size = [5,5,5,5]\n",
    "            , generator_conv_strides = [1,1, 1,1]\n",
    "            , generator_batch_norm_momentum = 0.8\n",
    "            , generator_activation = 'leaky_relu'\n",
    "            , generator_dropout_rate = None\n",
    "            , generator_learning_rate = 0.00005\n",
    "            , optimiser = 'rmsprop'\n",
    "            , z_dim = 100\n",
    "            )\n",
    "    gan.save(RUN_FOLDER)\n",
    "\n",
    "else:\n",
    "    gan.load_weights(os.path.join(RUN_FOLDER, 'weights/weights.h5'))\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "critic_input (InputLayer)    (None, 32, 32, 3)         0         \n",
      "_________________________________________________________________\n",
      "critic_conv_0 (Conv2D)       (None, 16, 16, 32)        2432      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_1 (LeakyReLU)    (None, 16, 16, 32)        0         \n",
      "_________________________________________________________________\n",
      "critic_conv_1 (Conv2D)       (None, 8, 8, 64)          51264     \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_2 (LeakyReLU)    (None, 8, 8, 64)          0         \n",
      "_________________________________________________________________\n",
      "critic_conv_2 (Conv2D)       (None, 4, 4, 128)         204928    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_3 (LeakyReLU)    (None, 4, 4, 128)         0         \n",
      "_________________________________________________________________\n",
      "critic_conv_3 (Conv2D)       (None, 4, 4, 128)         409728    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_4 (LeakyReLU)    (None, 4, 4, 128)         0         \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 2048)              0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 1)                 2049      \n",
      "=================================================================\n",
      "Total params: 670,401\n",
      "Trainable params: 670,401\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "gan.critic.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model_2\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "generator_input (InputLayer) (None, 100)               0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 2048)              206848    \n",
      "_________________________________________________________________\n",
      "batch_normalization_1 (Batch (None, 2048)              8192      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_5 (LeakyReLU)    (None, 2048)              0         \n",
      "_________________________________________________________________\n",
      "reshape_1 (Reshape)          (None, 4, 4, 128)         0         \n",
      "_________________________________________________________________\n",
      "up_sampling2d_1 (UpSampling2 (None, 8, 8, 128)         0         \n",
      "_________________________________________________________________\n",
      "generator_conv_0 (Conv2D)    (None, 8, 8, 128)         409728    \n",
      "_________________________________________________________________\n",
      "batch_normalization_2 (Batch (None, 8, 8, 128)         512       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_6 (LeakyReLU)    (None, 8, 8, 128)         0         \n",
      "_________________________________________________________________\n",
      "up_sampling2d_2 (UpSampling2 (None, 16, 16, 128)       0         \n",
      "_________________________________________________________________\n",
      "generator_conv_1 (Conv2D)    (None, 16, 16, 64)        204864    \n",
      "_________________________________________________________________\n",
      "batch_normalization_3 (Batch (None, 16, 16, 64)        256       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_7 (LeakyReLU)    (None, 16, 16, 64)        0         \n",
      "_________________________________________________________________\n",
      "up_sampling2d_3 (UpSampling2 (None, 32, 32, 64)        0         \n",
      "_________________________________________________________________\n",
      "generator_conv_2 (Conv2D)    (None, 32, 32, 32)        51232     \n",
      "_________________________________________________________________\n",
      "batch_normalization_4 (Batch (None, 32, 32, 32)        128       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_8 (LeakyReLU)    (None, 32, 32, 32)        0         \n",
      "_________________________________________________________________\n",
      "generator_conv_3 (Conv2DTran (None, 32, 32, 3)         2403      \n",
      "_________________________________________________________________\n",
      "activation_1 (Activation)    (None, 32, 32, 3)         0         \n",
      "=================================================================\n",
      "Total params: 884,163\n",
      "Trainable params: 879,619\n",
      "Non-trainable params: 4,544\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "gan.generator.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "BATCH_SIZE = 512\n",
    "EPOCHS = 6000\n",
    "PRINT_EVERY_N_BATCHES = 50\n",
    "N_CRITIC = 5\n",
    "CLIP_THRESHOLD = 0.01"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/cataluna84/anaconda3/envs/tf-gpu-1/lib/python3.7/site-packages/keras/engine/training.py:297: UserWarning: Discrepancy between trainable weights and collected trainable weights, did you set `model.trainable` without calling `model.compile` after ?\n",
      "  'Discrepancy between trainable weights and collected trainable'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 [D loss: (-0.000)(R -0.000, F 0.000)]  [G loss: -0.000] \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/cataluna84/anaconda3/envs/tf-gpu-1/lib/python3.7/site-packages/keras/engine/training.py:297: UserWarning: Discrepancy between trainable weights and collected trainable weights, did you set `model.trainable` without calling `model.compile` after ?\n",
      "  'Discrepancy between trainable weights and collected trainable'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 [D loss: (-0.000)(R -0.001, F 0.000)]  [G loss: -0.001] \n",
      "2 [D loss: (-0.002)(R -0.004, F 0.000)]  [G loss: -0.003] \n",
      "3 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: -0.013] \n",
      "4 [D loss: (-0.024)(R -0.053, F 0.005)]  [G loss: -0.040] \n",
      "5 [D loss: (-0.048)(R -0.122, F 0.026)]  [G loss: -0.098] \n",
      "6 [D loss: (-0.066)(R -0.207, F 0.075)]  [G loss: -0.195] \n",
      "7 [D loss: (-0.069)(R -0.286, F 0.147)]  [G loss: -0.314] \n",
      "8 [D loss: (-0.066)(R -0.350, F 0.219)]  [G loss: -0.424] \n",
      "9 [D loss: (-0.051)(R -0.400, F 0.299)]  [G loss: -0.509] \n",
      "10 [D loss: (-0.037)(R -0.429, F 0.355)]  [G loss: -0.565] \n",
      "11 [D loss: (-0.028)(R -0.453, F 0.397)]  [G loss: -0.594] \n",
      "12 [D loss: (-0.003)(R -0.444, F 0.438)]  [G loss: -0.592] \n",
      "13 [D loss: (0.011)(R -0.424, F 0.447)]  [G loss: -0.570] \n",
      "14 [D loss: (0.019)(R -0.392, F 0.429)]  [G loss: -0.531] \n",
      "15 [D loss: (0.029)(R -0.349, F 0.408)]  [G loss: -0.477] \n",
      "16 [D loss: (0.030)(R -0.315, F 0.374)]  [G loss: -0.414] \n",
      "17 [D loss: (0.029)(R -0.273, F 0.332)]  [G loss: -0.351] \n",
      "18 [D loss: (0.029)(R -0.228, F 0.286)]  [G loss: -0.287] \n",
      "19 [D loss: (0.027)(R -0.186, F 0.240)]  [G loss: -0.228] \n",
      "20 [D loss: (0.022)(R -0.151, F 0.194)]  [G loss: -0.176] \n",
      "21 [D loss: (0.016)(R -0.122, F 0.153)]  [G loss: -0.131] \n",
      "22 [D loss: (0.008)(R -0.100, F 0.117)]  [G loss: -0.094] \n",
      "23 [D loss: (0.001)(R -0.083, F 0.085)]  [G loss: -0.064] \n",
      "24 [D loss: (-0.007)(R -0.070, F 0.055)]  [G loss: -0.036] \n",
      "25 [D loss: (-0.019)(R -0.064, F 0.026)]  [G loss: -0.009] \n",
      "26 [D loss: (-0.033)(R -0.066, F -0.001)]  [G loss: 0.016] \n",
      "27 [D loss: (-0.051)(R -0.072, F -0.029)]  [G loss: 0.049] \n",
      "28 [D loss: (-0.069)(R -0.088, F -0.050)]  [G loss: 0.080] \n",
      "29 [D loss: (-0.089)(R -0.113, F -0.065)]  [G loss: 0.103] \n",
      "30 [D loss: (-0.106)(R -0.147, F -0.064)]  [G loss: 0.096] \n",
      "31 [D loss: (-0.126)(R -0.207, F -0.045)]  [G loss: 0.053] \n",
      "32 [D loss: (-0.139)(R -0.283, F 0.005)]  [G loss: -0.023] \n",
      "33 [D loss: (-0.119)(R -0.311, F 0.072)]  [G loss: -0.112] \n",
      "34 [D loss: (-0.097)(R -0.341, F 0.147)]  [G loss: -0.237] \n",
      "35 [D loss: (-0.069)(R -0.351, F 0.213)]  [G loss: -0.361] \n",
      "36 [D loss: (-0.054)(R -0.389, F 0.281)]  [G loss: -0.523] \n",
      "37 [D loss: (-0.053)(R -0.429, F 0.323)]  [G loss: -0.710] \n",
      "38 [D loss: (-0.053)(R -0.499, F 0.393)]  [G loss: -0.824] \n",
      "39 [D loss: (-0.048)(R -0.559, F 0.463)]  [G loss: -0.868] \n",
      "40 [D loss: (-0.025)(R -0.542, F 0.492)]  [G loss: -0.797] \n",
      "41 [D loss: (-0.022)(R -0.534, F 0.489)]  [G loss: -0.656] \n",
      "42 [D loss: (-0.047)(R -0.493, F 0.399)]  [G loss: -0.479] \n",
      "43 [D loss: (-0.096)(R -0.452, F 0.261)]  [G loss: -0.317] \n",
      "44 [D loss: (-0.130)(R -0.410, F 0.151)]  [G loss: -0.183] \n",
      "45 [D loss: (-0.171)(R -0.418, F 0.075)]  [G loss: -0.085] \n",
      "46 [D loss: (-0.184)(R -0.422, F 0.053)]  [G loss: -0.026] \n",
      "47 [D loss: (-0.206)(R -0.471, F 0.059)]  [G loss: 0.017] \n",
      "48 [D loss: (-0.219)(R -0.491, F 0.053)]  [G loss: 0.028] \n",
      "49 [D loss: (-0.266)(R -0.633, F 0.101)]  [G loss: 0.012] \n",
      "50 [D loss: (-0.254)(R -0.685, F 0.176)]  [G loss: -0.055] \n",
      "51 [D loss: (-0.201)(R -0.764, F 0.363)]  [G loss: -0.185] \n",
      "52 [D loss: (-0.123)(R -0.766, F 0.519)]  [G loss: -0.275] \n",
      "53 [D loss: (-0.016)(R -0.716, F 0.685)]  [G loss: -0.327] \n",
      "54 [D loss: (0.016)(R -0.646, F 0.678)]  [G loss: -0.310] \n",
      "55 [D loss: (-0.058)(R -0.584, F 0.468)]  [G loss: -0.244] \n",
      "56 [D loss: (-0.144)(R -0.426, F 0.137)]  [G loss: -0.060] \n",
      "57 [D loss: (-0.299)(R -0.365, F -0.233)]  [G loss: 0.165] \n",
      "58 [D loss: (-0.420)(R -0.269, F -0.570)]  [G loss: 0.394] \n",
      "59 [D loss: (-0.464)(R -0.261, F -0.668)]  [G loss: 0.522] \n",
      "60 [D loss: (-0.406)(R -0.273, F -0.540)]  [G loss: 0.528] \n",
      "61 [D loss: (-0.388)(R -0.385, F -0.391)]  [G loss: 0.433] \n",
      "62 [D loss: (-0.428)(R -0.682, F -0.174)]  [G loss: 0.287] \n",
      "63 [D loss: (-0.399)(R -0.773, F -0.025)]  [G loss: 0.083] \n",
      "64 [D loss: (-0.530)(R -1.297, F 0.237)]  [G loss: -0.191] \n",
      "65 [D loss: (-0.494)(R -1.523, F 0.534)]  [G loss: -0.632] \n",
      "66 [D loss: (-0.426)(R -1.914, F 1.062)]  [G loss: -1.281] \n",
      "67 [D loss: (-0.350)(R -2.218, F 1.518)]  [G loss: -2.143] \n",
      "68 [D loss: (0.035)(R -2.345, F 2.416)]  [G loss: -2.817] \n",
      "69 [D loss: (0.324)(R -2.272, F 2.920)]  [G loss: -3.320] \n",
      "70 [D loss: (0.502)(R -1.805, F 2.809)]  [G loss: -3.010] \n",
      "71 [D loss: (0.444)(R -1.557, F 2.445)]  [G loss: -2.593] \n",
      "72 [D loss: (0.326)(R -1.354, F 2.005)]  [G loss: -2.025] \n",
      "73 [D loss: (0.147)(R -1.118, F 1.411)]  [G loss: -1.385] \n",
      "74 [D loss: (-0.093)(R -1.066, F 0.881)]  [G loss: -0.828] \n",
      "75 [D loss: (-0.240)(R -0.842, F 0.362)]  [G loss: -0.369] \n",
      "76 [D loss: (-0.362)(R -0.783, F 0.059)]  [G loss: 0.076] \n",
      "77 [D loss: (-0.497)(R -0.680, F -0.314)]  [G loss: 0.395] \n",
      "78 [D loss: (-0.645)(R -0.707, F -0.582)]  [G loss: 0.652] \n",
      "79 [D loss: (-0.774)(R -0.684, F -0.864)]  [G loss: 0.965] \n",
      "80 [D loss: (-0.758)(R -0.556, F -0.960)]  [G loss: 1.006] \n",
      "81 [D loss: (-0.668)(R -0.429, F -0.908)]  [G loss: 1.196] \n",
      "82 [D loss: (-0.653)(R -0.342, F -0.965)]  [G loss: 1.236] \n",
      "83 [D loss: (-0.467)(R -0.206, F -0.728)]  [G loss: 1.256] \n",
      "84 [D loss: (-0.479)(R -0.018, F -0.939)]  [G loss: 1.274] \n",
      "85 [D loss: (-0.260)(R 0.131, F -0.651)]  [G loss: 1.302] \n",
      "86 [D loss: (-0.257)(R 0.308, F -0.822)]  [G loss: 1.313] \n",
      "87 [D loss: (-0.264)(R 0.380, F -0.907)]  [G loss: 1.409] \n",
      "88 [D loss: (-0.263)(R 0.583, F -1.109)]  [G loss: 1.388] \n",
      "89 [D loss: (-0.228)(R 0.688, F -1.144)]  [G loss: 1.435] \n",
      "90 [D loss: (-0.305)(R 0.608, F -1.218)]  [G loss: 1.388] \n",
      "91 [D loss: (-0.161)(R 0.754, F -1.075)]  [G loss: 1.376] \n",
      "92 [D loss: (-0.148)(R 0.913, F -1.209)]  [G loss: 1.339] \n",
      "93 [D loss: (-0.147)(R 0.876, F -1.170)]  [G loss: 1.314] \n",
      "94 [D loss: (-0.077)(R 1.038, F -1.193)]  [G loss: 1.358] \n",
      "95 [D loss: (-0.048)(R 1.053, F -1.149)]  [G loss: 1.426] \n",
      "96 [D loss: (-0.082)(R 1.095, F -1.260)]  [G loss: 1.501] \n",
      "97 [D loss: (-0.056)(R 1.062, F -1.174)]  [G loss: 1.532] \n",
      "98 [D loss: (-0.026)(R 1.110, F -1.163)]  [G loss: 1.615] \n",
      "99 [D loss: (-0.057)(R 1.093, F -1.207)]  [G loss: 1.651] \n",
      "100 [D loss: (-0.072)(R 1.163, F -1.306)]  [G loss: 1.688] \n",
      "101 [D loss: (-0.104)(R 1.112, F -1.321)]  [G loss: 1.726] \n",
      "102 [D loss: (-0.121)(R 1.114, F -1.357)]  [G loss: 1.725] \n",
      "103 [D loss: (-0.111)(R 1.117, F -1.340)]  [G loss: 1.738] \n",
      "104 [D loss: (-0.101)(R 1.100, F -1.301)]  [G loss: 1.782] \n",
      "105 [D loss: (-0.190)(R 1.049, F -1.429)]  [G loss: 1.813] \n",
      "106 [D loss: (-0.162)(R 1.065, F -1.389)]  [G loss: 1.865] \n",
      "107 [D loss: (-0.218)(R 1.034, F -1.470)]  [G loss: 1.908] \n",
      "108 [D loss: (-0.265)(R 1.039, F -1.569)]  [G loss: 1.960] \n",
      "109 [D loss: (-0.262)(R 1.084, F -1.607)]  [G loss: 1.985] \n",
      "110 [D loss: (-0.277)(R 1.067, F -1.621)]  [G loss: 1.966] \n",
      "111 [D loss: (-0.222)(R 1.095, F -1.538)]  [G loss: 1.870] \n",
      "112 [D loss: (-0.147)(R 1.072, F -1.366)]  [G loss: 1.678] \n",
      "113 [D loss: (-0.050)(R 0.987, F -1.087)]  [G loss: 1.402] \n",
      "114 [D loss: (0.073)(R 0.922, F -0.776)]  [G loss: 1.107] \n",
      "115 [D loss: (0.147)(R 0.760, F -0.465)]  [G loss: 0.762] \n",
      "116 [D loss: (0.110)(R 0.574, F -0.354)]  [G loss: 0.484] \n",
      "117 [D loss: (0.068)(R 0.373, F -0.238)]  [G loss: 0.327] \n",
      "118 [D loss: (0.003)(R 0.234, F -0.228)]  [G loss: 0.203] \n",
      "119 [D loss: (-0.029)(R 0.156, F -0.214)]  [G loss: 0.160] \n",
      "120 [D loss: (-0.042)(R 0.095, F -0.178)]  [G loss: 0.129] \n",
      "121 [D loss: (-0.107)(R -0.011, F -0.203)]  [G loss: 0.116] \n",
      "122 [D loss: (-0.115)(R -0.049, F -0.181)]  [G loss: 0.111] \n",
      "123 [D loss: (-0.123)(R -0.116, F -0.130)]  [G loss: 0.115] \n",
      "124 [D loss: (-0.157)(R -0.179, F -0.136)]  [G loss: 0.136] \n",
      "125 [D loss: (-0.102)(R -0.111, F -0.092)]  [G loss: 0.148] \n",
      "126 [D loss: (-0.106)(R -0.174, F -0.038)]  [G loss: 0.121] \n",
      "127 [D loss: (-0.107)(R -0.193, F -0.022)]  [G loss: 0.110] \n",
      "128 [D loss: (-0.110)(R -0.202, F -0.018)]  [G loss: 0.065] \n",
      "129 [D loss: (-0.018)(R -0.129, F 0.093)]  [G loss: 0.069] \n",
      "130 [D loss: (-0.027)(R -0.135, F 0.080)]  [G loss: 0.065] \n",
      "131 [D loss: (-0.034)(R -0.113, F 0.045)]  [G loss: 0.061] \n",
      "132 [D loss: (-0.015)(R -0.113, F 0.084)]  [G loss: 0.096] \n",
      "133 [D loss: (-0.040)(R -0.061, F -0.019)]  [G loss: 0.126] \n",
      "134 [D loss: (-0.040)(R -0.037, F -0.042)]  [G loss: 0.157] \n",
      "135 [D loss: (-0.044)(R -0.016, F -0.073)]  [G loss: 0.173] \n",
      "136 [D loss: (-0.035)(R 0.018, F -0.088)]  [G loss: 0.175] \n",
      "137 [D loss: (-0.032)(R 0.029, F -0.093)]  [G loss: 0.154] \n",
      "138 [D loss: (-0.013)(R 0.048, F -0.075)]  [G loss: 0.141] \n",
      "139 [D loss: (-0.010)(R 0.045, F -0.065)]  [G loss: 0.115] \n",
      "140 [D loss: (0.001)(R 0.047, F -0.044)]  [G loss: 0.094] \n",
      "141 [D loss: (0.005)(R 0.061, F -0.052)]  [G loss: 0.091] \n",
      "142 [D loss: (-0.004)(R 0.056, F -0.064)]  [G loss: 0.090] \n",
      "143 [D loss: (-0.005)(R 0.055, F -0.065)]  [G loss: 0.100] \n",
      "144 [D loss: (-0.017)(R 0.037, F -0.071)]  [G loss: 0.104] \n",
      "145 [D loss: (-0.020)(R 0.035, F -0.076)]  [G loss: 0.105] \n",
      "146 [D loss: (-0.021)(R 0.028, F -0.070)]  [G loss: 0.099] \n",
      "147 [D loss: (-0.018)(R 0.021, F -0.058)]  [G loss: 0.084] \n",
      "148 [D loss: (-0.015)(R 0.014, F -0.044)]  [G loss: 0.076] \n",
      "149 [D loss: (-0.012)(R 0.021, F -0.045)]  [G loss: 0.081] \n",
      "150 [D loss: (-0.016)(R 0.027, F -0.060)]  [G loss: 0.095] \n",
      "151 [D loss: (-0.018)(R 0.032, F -0.067)]  [G loss: 0.112] \n",
      "152 [D loss: (-0.023)(R 0.031, F -0.078)]  [G loss: 0.124] \n",
      "153 [D loss: (-0.025)(R 0.026, F -0.075)]  [G loss: 0.131] \n",
      "154 [D loss: (-0.034)(R 0.021, F -0.089)]  [G loss: 0.132] \n",
      "155 [D loss: (-0.039)(R 0.017, F -0.095)]  [G loss: 0.131] \n",
      "156 [D loss: (-0.051)(R 0.006, F -0.108)]  [G loss: 0.131] \n",
      "157 [D loss: (-0.059)(R 0.000, F -0.118)]  [G loss: 0.125] \n",
      "158 [D loss: (-0.064)(R -0.009, F -0.119)]  [G loss: 0.123] \n",
      "159 [D loss: (-0.059)(R -0.011, F -0.108)]  [G loss: 0.126] \n",
      "160 [D loss: (-0.057)(R -0.021, F -0.093)]  [G loss: 0.106] \n",
      "161 [D loss: (-0.040)(R -0.016, F -0.063)]  [G loss: 0.105] \n",
      "162 [D loss: (-0.024)(R -0.002, F -0.046)]  [G loss: 0.103] \n",
      "163 [D loss: (-0.029)(R 0.003, F -0.061)]  [G loss: 0.109] \n",
      "164 [D loss: (-0.034)(R 0.004, F -0.072)]  [G loss: 0.123] \n",
      "165 [D loss: (-0.041)(R 0.017, F -0.100)]  [G loss: 0.143] \n",
      "166 [D loss: (-0.058)(R 0.009, F -0.125)]  [G loss: 0.163] \n",
      "167 [D loss: (-0.050)(R 0.010, F -0.111)]  [G loss: 0.165] \n",
      "168 [D loss: (-0.048)(R 0.003, F -0.099)]  [G loss: 0.156] \n",
      "169 [D loss: (-0.005)(R 0.042, F -0.053)]  [G loss: 0.129] \n",
      "170 [D loss: (0.003)(R 0.031, F -0.025)]  [G loss: 0.094] \n",
      "171 [D loss: (0.003)(R 0.013, F -0.007)]  [G loss: 0.063] \n",
      "172 [D loss: (-0.000)(R -0.003, F 0.003)]  [G loss: 0.053] \n",
      "173 [D loss: (0.007)(R 0.008, F 0.006)]  [G loss: 0.045] \n",
      "174 [D loss: (0.001)(R 0.005, F -0.002)]  [G loss: 0.042] \n",
      "175 [D loss: (-0.001)(R 0.002, F -0.005)]  [G loss: 0.047] \n",
      "176 [D loss: (-0.000)(R 0.006, F -0.006)]  [G loss: 0.042] \n",
      "177 [D loss: (0.000)(R -0.000, F 0.000)]  [G loss: 0.038] \n",
      "178 [D loss: (0.003)(R 0.000, F 0.006)]  [G loss: 0.021] \n",
      "179 [D loss: (0.001)(R -0.013, F 0.015)]  [G loss: 0.008] \n",
      "180 [D loss: (-0.004)(R -0.015, F 0.006)]  [G loss: 0.016] \n",
      "181 [D loss: (-0.003)(R -0.014, F 0.008)]  [G loss: 0.023] \n",
      "182 [D loss: (-0.010)(R -0.010, F -0.010)]  [G loss: 0.034] \n",
      "183 [D loss: (-0.012)(R -0.005, F -0.020)]  [G loss: 0.051] \n",
      "184 [D loss: (-0.025)(R -0.009, F -0.040)]  [G loss: 0.062] \n",
      "185 [D loss: (-0.014)(R 0.008, F -0.036)]  [G loss: 0.066] \n",
      "186 [D loss: (-0.013)(R 0.010, F -0.036)]  [G loss: 0.072] \n",
      "187 [D loss: (-0.008)(R 0.014, F -0.031)]  [G loss: 0.062] \n",
      "188 [D loss: (-0.008)(R 0.010, F -0.027)]  [G loss: 0.057] \n",
      "189 [D loss: (-0.010)(R 0.010, F -0.030)]  [G loss: 0.056] \n",
      "190 [D loss: (-0.012)(R 0.009, F -0.032)]  [G loss: 0.060] \n",
      "191 [D loss: (-0.017)(R 0.004, F -0.037)]  [G loss: 0.062] \n",
      "192 [D loss: (-0.020)(R -0.002, F -0.037)]  [G loss: 0.063] \n",
      "193 [D loss: (-0.023)(R -0.005, F -0.041)]  [G loss: 0.065] \n",
      "194 [D loss: (-0.025)(R -0.006, F -0.044)]  [G loss: 0.066] \n",
      "195 [D loss: (-0.029)(R -0.014, F -0.045)]  [G loss: 0.067] \n",
      "196 [D loss: (-0.033)(R -0.019, F -0.047)]  [G loss: 0.067] \n",
      "197 [D loss: (-0.031)(R -0.021, F -0.041)]  [G loss: 0.063] \n",
      "198 [D loss: (-0.026)(R -0.022, F -0.031)]  [G loss: 0.050] \n",
      "199 [D loss: (-0.023)(R -0.026, F -0.020)]  [G loss: 0.038] \n",
      "200 [D loss: (-0.023)(R -0.037, F -0.010)]  [G loss: 0.018] \n",
      "201 [D loss: (-0.013)(R -0.035, F 0.008)]  [G loss: 0.002] \n",
      "202 [D loss: (-0.004)(R -0.030, F 0.022)]  [G loss: -0.001] \n",
      "203 [D loss: (-0.002)(R -0.032, F 0.028)]  [G loss: -0.006] \n",
      "204 [D loss: (-0.003)(R -0.036, F 0.029)]  [G loss: -0.018] \n",
      "205 [D loss: (-0.004)(R -0.038, F 0.030)]  [G loss: -0.023] \n",
      "206 [D loss: (-0.001)(R -0.038, F 0.036)]  [G loss: -0.020] \n",
      "207 [D loss: (-0.008)(R -0.041, F 0.026)]  [G loss: -0.011] \n",
      "208 [D loss: (-0.007)(R -0.034, F 0.019)]  [G loss: -0.005] \n",
      "209 [D loss: (-0.008)(R -0.034, F 0.017)]  [G loss: 0.003] \n",
      "210 [D loss: (-0.009)(R -0.026, F 0.008)]  [G loss: 0.013] \n",
      "211 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.024] \n",
      "212 [D loss: (-0.013)(R -0.022, F -0.005)]  [G loss: 0.036] \n",
      "213 [D loss: (-0.012)(R -0.017, F -0.008)]  [G loss: 0.035] \n",
      "214 [D loss: (-0.017)(R -0.015, F -0.019)]  [G loss: 0.039] \n",
      "215 [D loss: (-0.016)(R -0.017, F -0.014)]  [G loss: 0.036] \n",
      "216 [D loss: (-0.019)(R -0.021, F -0.018)]  [G loss: 0.034] \n",
      "217 [D loss: (-0.014)(R -0.024, F -0.004)]  [G loss: 0.010] \n",
      "218 [D loss: (-0.010)(R -0.038, F 0.017)]  [G loss: -0.000] \n",
      "219 [D loss: (-0.009)(R -0.042, F 0.024)]  [G loss: -0.013] \n",
      "220 [D loss: (-0.008)(R -0.053, F 0.038)]  [G loss: -0.024] \n",
      "221 [D loss: (-0.010)(R -0.060, F 0.039)]  [G loss: -0.035] \n",
      "222 [D loss: (-0.005)(R -0.060, F 0.049)]  [G loss: -0.041] \n",
      "223 [D loss: (-0.000)(R -0.059, F 0.058)]  [G loss: -0.052] \n",
      "224 [D loss: (0.001)(R -0.072, F 0.074)]  [G loss: -0.059] \n",
      "225 [D loss: (0.002)(R -0.069, F 0.073)]  [G loss: -0.055] \n",
      "226 [D loss: (-0.006)(R -0.074, F 0.063)]  [G loss: -0.047] \n",
      "227 [D loss: (-0.007)(R -0.073, F 0.059)]  [G loss: -0.037] \n",
      "228 [D loss: (-0.009)(R -0.070, F 0.052)]  [G loss: -0.034] \n",
      "229 [D loss: (-0.007)(R -0.067, F 0.054)]  [G loss: -0.036] \n",
      "230 [D loss: (-0.005)(R -0.065, F 0.056)]  [G loss: -0.041] \n",
      "231 [D loss: (-0.005)(R -0.065, F 0.055)]  [G loss: -0.037] \n",
      "232 [D loss: (-0.006)(R -0.065, F 0.052)]  [G loss: -0.036] \n",
      "233 [D loss: (-0.008)(R -0.062, F 0.047)]  [G loss: -0.030] \n",
      "234 [D loss: (-0.008)(R -0.061, F 0.045)]  [G loss: -0.024] \n",
      "235 [D loss: (-0.010)(R -0.060, F 0.039)]  [G loss: -0.018] \n",
      "236 [D loss: (-0.009)(R -0.060, F 0.041)]  [G loss: -0.016] \n",
      "237 [D loss: (-0.006)(R -0.052, F 0.039)]  [G loss: -0.012] \n",
      "238 [D loss: (-0.010)(R -0.051, F 0.032)]  [G loss: -0.012] \n",
      "239 [D loss: (-0.011)(R -0.052, F 0.030)]  [G loss: -0.009] \n",
      "240 [D loss: (-0.011)(R -0.050, F 0.028)]  [G loss: -0.006] \n",
      "241 [D loss: (-0.012)(R -0.054, F 0.030)]  [G loss: -0.010] \n",
      "242 [D loss: (-0.012)(R -0.052, F 0.028)]  [G loss: -0.012] \n",
      "243 [D loss: (-0.014)(R -0.051, F 0.023)]  [G loss: -0.007] \n",
      "244 [D loss: (-0.011)(R -0.051, F 0.029)]  [G loss: -0.006] \n",
      "245 [D loss: (-0.018)(R -0.054, F 0.018)]  [G loss: -0.005] \n",
      "246 [D loss: (-0.017)(R -0.046, F 0.011)]  [G loss: 0.001] \n",
      "247 [D loss: (-0.020)(R -0.036, F -0.005)]  [G loss: 0.013] \n",
      "248 [D loss: (-0.005)(R -0.026, F 0.016)]  [G loss: 0.023] \n",
      "249 [D loss: (-0.011)(R -0.021, F -0.002)]  [G loss: 0.030] \n",
      "250 [D loss: (-0.036)(R -0.010, F -0.063)]  [G loss: 0.037] \n",
      "251 [D loss: (-0.007)(R 0.006, F -0.020)]  [G loss: 0.032] \n",
      "252 [D loss: (-0.004)(R 0.005, F -0.012)]  [G loss: 0.041] \n",
      "253 [D loss: (-0.020)(R 0.010, F -0.050)]  [G loss: 0.043] \n",
      "254 [D loss: (-0.004)(R 0.013, F -0.020)]  [G loss: 0.047] \n",
      "255 [D loss: (-0.016)(R 0.022, F -0.054)]  [G loss: 0.049] \n",
      "256 [D loss: (-0.002)(R 0.020, F -0.024)]  [G loss: 0.055] \n",
      "257 [D loss: (-0.007)(R 0.020, F -0.035)]  [G loss: 0.055] \n",
      "258 [D loss: (-0.006)(R 0.023, F -0.034)]  [G loss: 0.054] \n",
      "259 [D loss: (-0.005)(R 0.021, F -0.031)]  [G loss: 0.056] \n",
      "260 [D loss: (-0.006)(R 0.018, F -0.030)]  [G loss: 0.055] \n",
      "261 [D loss: (-0.005)(R 0.018, F -0.028)]  [G loss: 0.053] \n",
      "262 [D loss: (-0.005)(R 0.016, F -0.025)]  [G loss: 0.051] \n",
      "263 [D loss: (-0.006)(R 0.013, F -0.025)]  [G loss: 0.049] \n",
      "264 [D loss: (-0.004)(R 0.012, F -0.021)]  [G loss: 0.044] \n",
      "265 [D loss: (-0.007)(R 0.008, F -0.022)]  [G loss: 0.043] \n",
      "266 [D loss: (-0.005)(R 0.000, F -0.011)]  [G loss: 0.036] \n",
      "267 [D loss: (-0.015)(R 0.001, F -0.032)]  [G loss: 0.040] \n",
      "268 [D loss: (-0.003)(R -0.004, F -0.003)]  [G loss: 0.032] \n",
      "269 [D loss: (-0.010)(R -0.003, F -0.017)]  [G loss: 0.028] \n",
      "270 [D loss: (-0.002)(R -0.008, F 0.004)]  [G loss: 0.023] \n",
      "271 [D loss: (-0.007)(R -0.010, F -0.003)]  [G loss: 0.013] \n",
      "272 [D loss: (-0.003)(R -0.013, F 0.006)]  [G loss: 0.006] \n",
      "273 [D loss: (-0.009)(R -0.021, F 0.002)]  [G loss: 0.000] \n",
      "274 [D loss: (-0.003)(R -0.028, F 0.022)]  [G loss: -0.008] \n",
      "275 [D loss: (-0.012)(R -0.033, F 0.009)]  [G loss: -0.009] \n",
      "276 [D loss: (0.000)(R -0.037, F 0.038)]  [G loss: -0.012] \n",
      "277 [D loss: (-0.006)(R -0.041, F 0.028)]  [G loss: -0.022] \n",
      "278 [D loss: (-0.006)(R -0.047, F 0.036)]  [G loss: -0.022] \n",
      "279 [D loss: (-0.003)(R -0.050, F 0.043)]  [G loss: -0.023] \n",
      "280 [D loss: (-0.006)(R -0.050, F 0.037)]  [G loss: -0.018] \n",
      "281 [D loss: (-0.006)(R -0.050, F 0.038)]  [G loss: -0.017] \n",
      "282 [D loss: (-0.013)(R -0.046, F 0.020)]  [G loss: -0.000] \n",
      "283 [D loss: (-0.010)(R -0.046, F 0.027)]  [G loss: -0.004] \n",
      "284 [D loss: (-0.012)(R -0.042, F 0.017)]  [G loss: 0.005] \n",
      "285 [D loss: (-0.011)(R -0.041, F 0.019)]  [G loss: 0.004] \n",
      "286 [D loss: (-0.011)(R -0.039, F 0.016)]  [G loss: 0.007] \n",
      "287 [D loss: (-0.012)(R -0.030, F 0.006)]  [G loss: 0.014] \n",
      "288 [D loss: (-0.007)(R -0.031, F 0.016)]  [G loss: 0.015] \n",
      "289 [D loss: (-0.015)(R -0.025, F -0.005)]  [G loss: 0.021] \n",
      "290 [D loss: (-0.012)(R -0.028, F 0.005)]  [G loss: 0.030] \n",
      "291 [D loss: (-0.030)(R -0.023, F -0.038)]  [G loss: 0.032] \n",
      "292 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.021] \n",
      "293 [D loss: (-0.011)(R -0.020, F -0.001)]  [G loss: 0.027] \n",
      "294 [D loss: (-0.019)(R -0.013, F -0.025)]  [G loss: 0.025] \n",
      "295 [D loss: (-0.001)(R -0.013, F 0.011)]  [G loss: 0.016] \n",
      "296 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.015] \n",
      "297 [D loss: (-0.012)(R -0.013, F -0.010)]  [G loss: 0.018] \n",
      "298 [D loss: (-0.007)(R -0.015, F -0.000)]  [G loss: 0.024] \n",
      "299 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.021] \n",
      "300 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.026] \n",
      "301 [D loss: (-0.008)(R -0.010, F -0.006)]  [G loss: 0.027] \n",
      "302 [D loss: (-0.011)(R -0.014, F -0.008)]  [G loss: 0.029] \n",
      "303 [D loss: (-0.007)(R -0.011, F -0.004)]  [G loss: 0.030] \n",
      "304 [D loss: (-0.014)(R -0.017, F -0.012)]  [G loss: 0.030] \n",
      "305 [D loss: (-0.008)(R -0.011, F -0.005)]  [G loss: 0.034] \n",
      "306 [D loss: (-0.010)(R -0.009, F -0.012)]  [G loss: 0.033] \n",
      "307 [D loss: (-0.008)(R -0.008, F -0.008)]  [G loss: 0.031] \n",
      "308 [D loss: (-0.011)(R -0.013, F -0.008)]  [G loss: 0.030] \n",
      "309 [D loss: (-0.008)(R -0.011, F -0.004)]  [G loss: 0.029] \n",
      "310 [D loss: (-0.010)(R -0.008, F -0.012)]  [G loss: 0.029] \n",
      "311 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.032] \n",
      "312 [D loss: (-0.016)(R -0.017, F -0.016)]  [G loss: 0.027] \n",
      "313 [D loss: (-0.008)(R -0.014, F -0.003)]  [G loss: 0.030] \n",
      "314 [D loss: (-0.015)(R -0.014, F -0.015)]  [G loss: 0.023] \n",
      "315 [D loss: (-0.012)(R -0.019, F -0.006)]  [G loss: 0.018] \n",
      "316 [D loss: (-0.005)(R -0.016, F 0.006)]  [G loss: 0.022] \n",
      "317 [D loss: (-0.017)(R -0.019, F -0.014)]  [G loss: 0.019] \n",
      "318 [D loss: (-0.006)(R -0.022, F 0.011)]  [G loss: 0.017] \n",
      "319 [D loss: (-0.010)(R -0.025, F 0.004)]  [G loss: 0.014] \n",
      "320 [D loss: (-0.018)(R -0.023, F -0.013)]  [G loss: 0.014] \n",
      "321 [D loss: (-0.011)(R -0.030, F 0.009)]  [G loss: 0.020] \n",
      "322 [D loss: (-0.012)(R -0.025, F 0.002)]  [G loss: 0.015] \n",
      "323 [D loss: (-0.012)(R -0.022, F -0.003)]  [G loss: 0.009] \n",
      "324 [D loss: (-0.011)(R -0.029, F 0.006)]  [G loss: 0.021] \n",
      "325 [D loss: (-0.008)(R -0.028, F 0.012)]  [G loss: 0.011] \n",
      "326 [D loss: (-0.013)(R -0.032, F 0.005)]  [G loss: 0.007] \n",
      "327 [D loss: (-0.011)(R -0.028, F 0.007)]  [G loss: 0.020] \n",
      "328 [D loss: (-0.009)(R -0.030, F 0.012)]  [G loss: 0.011] \n",
      "329 [D loss: (-0.010)(R -0.030, F 0.010)]  [G loss: 0.016] \n",
      "330 [D loss: (-0.011)(R -0.030, F 0.009)]  [G loss: 0.017] \n",
      "331 [D loss: (-0.009)(R -0.027, F 0.010)]  [G loss: 0.015] \n",
      "332 [D loss: (-0.011)(R -0.026, F 0.003)]  [G loss: 0.020] \n",
      "333 [D loss: (-0.011)(R -0.029, F 0.007)]  [G loss: 0.019] \n",
      "334 [D loss: (-0.015)(R -0.019, F -0.010)]  [G loss: 0.024] \n",
      "335 [D loss: (-0.014)(R -0.024, F -0.005)]  [G loss: 0.029] \n",
      "336 [D loss: (-0.025)(R -0.024, F -0.026)]  [G loss: 0.034] \n",
      "337 [D loss: (-0.010)(R -0.025, F 0.005)]  [G loss: 0.019] \n",
      "338 [D loss: (-0.010)(R -0.024, F 0.003)]  [G loss: 0.021] \n",
      "339 [D loss: (-0.017)(R -0.018, F -0.017)]  [G loss: 0.022] \n",
      "340 [D loss: (-0.006)(R -0.023, F 0.011)]  [G loss: 0.013] \n",
      "341 [D loss: (-0.006)(R -0.025, F 0.014)]  [G loss: 0.008] \n",
      "342 [D loss: (-0.015)(R -0.026, F -0.004)]  [G loss: 0.010] \n",
      "343 [D loss: (-0.008)(R -0.030, F 0.015)]  [G loss: 0.013] \n",
      "344 [D loss: (-0.007)(R -0.023, F 0.010)]  [G loss: 0.005] \n",
      "345 [D loss: (-0.008)(R -0.025, F 0.009)]  [G loss: 0.014] \n",
      "346 [D loss: (-0.011)(R -0.028, F 0.006)]  [G loss: 0.011] \n",
      "347 [D loss: (-0.008)(R -0.028, F 0.012)]  [G loss: 0.012] \n",
      "348 [D loss: (-0.007)(R -0.025, F 0.010)]  [G loss: 0.011] \n",
      "349 [D loss: (-0.008)(R -0.026, F 0.011)]  [G loss: 0.013] \n",
      "350 [D loss: (-0.008)(R -0.024, F 0.007)]  [G loss: 0.011] \n",
      "351 [D loss: (-0.006)(R -0.023, F 0.012)]  [G loss: 0.009] \n",
      "352 [D loss: (-0.010)(R -0.023, F 0.003)]  [G loss: 0.008] \n",
      "353 [D loss: (-0.004)(R -0.025, F 0.017)]  [G loss: 0.006] \n",
      "354 [D loss: (-0.006)(R -0.027, F 0.015)]  [G loss: 0.002] \n",
      "355 [D loss: (-0.003)(R -0.024, F 0.019)]  [G loss: 0.003] \n",
      "356 [D loss: (-0.008)(R -0.027, F 0.011)]  [G loss: 0.003] \n",
      "357 [D loss: (-0.008)(R -0.030, F 0.014)]  [G loss: 0.004] \n",
      "358 [D loss: (-0.007)(R -0.029, F 0.014)]  [G loss: 0.004] \n",
      "359 [D loss: (-0.011)(R -0.026, F 0.005)]  [G loss: 0.004] \n",
      "360 [D loss: (-0.007)(R -0.032, F 0.019)]  [G loss: 0.001] \n",
      "361 [D loss: (-0.008)(R -0.033, F 0.017)]  [G loss: -0.002] \n",
      "362 [D loss: (-0.008)(R -0.035, F 0.018)]  [G loss: -0.005] \n",
      "363 [D loss: (-0.006)(R -0.035, F 0.023)]  [G loss: -0.005] \n",
      "364 [D loss: (-0.004)(R -0.037, F 0.028)]  [G loss: -0.012] \n",
      "365 [D loss: (-0.006)(R -0.040, F 0.027)]  [G loss: -0.017] \n",
      "366 [D loss: (-0.005)(R -0.042, F 0.031)]  [G loss: -0.017] \n",
      "367 [D loss: (-0.004)(R -0.043, F 0.035)]  [G loss: -0.019] \n",
      "368 [D loss: (-0.004)(R -0.045, F 0.036)]  [G loss: -0.021] \n",
      "369 [D loss: (-0.005)(R -0.046, F 0.037)]  [G loss: -0.021] \n",
      "370 [D loss: (-0.005)(R -0.045, F 0.035)]  [G loss: -0.021] \n",
      "371 [D loss: (-0.005)(R -0.045, F 0.035)]  [G loss: -0.019] \n",
      "372 [D loss: (-0.007)(R -0.049, F 0.035)]  [G loss: -0.019] \n",
      "373 [D loss: (-0.009)(R -0.050, F 0.033)]  [G loss: -0.018] \n",
      "374 [D loss: (-0.009)(R -0.049, F 0.032)]  [G loss: -0.016] \n",
      "375 [D loss: (-0.010)(R -0.053, F 0.033)]  [G loss: -0.018] \n",
      "376 [D loss: (-0.010)(R -0.051, F 0.030)]  [G loss: -0.014] \n",
      "377 [D loss: (-0.012)(R -0.047, F 0.024)]  [G loss: -0.009] \n",
      "378 [D loss: (-0.007)(R -0.047, F 0.032)]  [G loss: -0.017] \n",
      "379 [D loss: (-0.005)(R -0.046, F 0.035)]  [G loss: -0.022] \n",
      "380 [D loss: (-0.003)(R -0.048, F 0.043)]  [G loss: -0.028] \n",
      "381 [D loss: (-0.005)(R -0.048, F 0.038)]  [G loss: -0.029] \n",
      "382 [D loss: (-0.004)(R -0.050, F 0.042)]  [G loss: -0.030] \n",
      "383 [D loss: (-0.005)(R -0.049, F 0.040)]  [G loss: -0.027] \n",
      "384 [D loss: (-0.007)(R -0.046, F 0.032)]  [G loss: -0.015] \n",
      "385 [D loss: (-0.011)(R -0.044, F 0.022)]  [G loss: -0.003] \n",
      "386 [D loss: (-0.011)(R -0.041, F 0.019)]  [G loss: 0.002] \n",
      "387 [D loss: (-0.015)(R -0.040, F 0.009)]  [G loss: 0.011] \n",
      "388 [D loss: (-0.017)(R -0.039, F 0.005)]  [G loss: 0.015] \n",
      "389 [D loss: (-0.017)(R -0.035, F 0.001)]  [G loss: 0.017] \n",
      "390 [D loss: (-0.015)(R -0.033, F 0.004)]  [G loss: 0.014] \n",
      "391 [D loss: (-0.017)(R -0.033, F -0.001)]  [G loss: 0.014] \n",
      "392 [D loss: (-0.016)(R -0.027, F -0.005)]  [G loss: 0.015] \n",
      "393 [D loss: (-0.008)(R -0.024, F 0.007)]  [G loss: 0.009] \n",
      "394 [D loss: (-0.008)(R -0.024, F 0.008)]  [G loss: 0.008] \n",
      "395 [D loss: (-0.011)(R -0.025, F 0.003)]  [G loss: 0.010] \n",
      "396 [D loss: (-0.009)(R -0.024, F 0.007)]  [G loss: 0.009] \n",
      "397 [D loss: (-0.010)(R -0.027, F 0.007)]  [G loss: 0.009] \n",
      "398 [D loss: (-0.012)(R -0.025, F 0.001)]  [G loss: 0.012] \n",
      "399 [D loss: (-0.011)(R -0.019, F -0.003)]  [G loss: 0.020] \n",
      "400 [D loss: (-0.012)(R -0.021, F -0.004)]  [G loss: 0.021] \n",
      "401 [D loss: (-0.014)(R -0.020, F -0.008)]  [G loss: 0.029] \n",
      "402 [D loss: (-0.021)(R -0.019, F -0.024)]  [G loss: 0.037] \n",
      "403 [D loss: (-0.018)(R -0.017, F -0.018)]  [G loss: 0.045] \n",
      "404 [D loss: (-0.018)(R -0.014, F -0.022)]  [G loss: 0.037] \n",
      "405 [D loss: (-0.013)(R -0.009, F -0.017)]  [G loss: 0.035] \n",
      "406 [D loss: (-0.016)(R -0.017, F -0.016)]  [G loss: 0.029] \n",
      "407 [D loss: (-0.012)(R -0.018, F -0.006)]  [G loss: 0.025] \n",
      "408 [D loss: (-0.014)(R -0.016, F -0.011)]  [G loss: 0.019] \n",
      "409 [D loss: (-0.006)(R -0.019, F 0.007)]  [G loss: 0.012] \n",
      "410 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.013] \n",
      "411 [D loss: (-0.012)(R -0.022, F -0.002)]  [G loss: 0.012] \n",
      "412 [D loss: (-0.008)(R -0.026, F 0.010)]  [G loss: 0.006] \n",
      "413 [D loss: (-0.009)(R -0.024, F 0.006)]  [G loss: 0.010] \n",
      "414 [D loss: (-0.009)(R -0.027, F 0.008)]  [G loss: 0.011] \n",
      "415 [D loss: (-0.010)(R -0.027, F 0.008)]  [G loss: 0.012] \n",
      "416 [D loss: (-0.006)(R -0.022, F 0.010)]  [G loss: 0.007] \n",
      "417 [D loss: (-0.009)(R -0.023, F 0.006)]  [G loss: 0.014] \n",
      "418 [D loss: (-0.008)(R -0.027, F 0.010)]  [G loss: 0.006] \n",
      "419 [D loss: (-0.005)(R -0.026, F 0.016)]  [G loss: 0.001] \n",
      "420 [D loss: (-0.007)(R -0.027, F 0.013)]  [G loss: 0.006] \n",
      "421 [D loss: (-0.007)(R -0.028, F 0.014)]  [G loss: -0.001] \n",
      "422 [D loss: (-0.006)(R -0.028, F 0.016)]  [G loss: -0.002] \n",
      "423 [D loss: (-0.008)(R -0.031, F 0.016)]  [G loss: -0.002] \n",
      "424 [D loss: (-0.004)(R -0.028, F 0.021)]  [G loss: -0.005] \n",
      "425 [D loss: (-0.004)(R -0.031, F 0.023)]  [G loss: -0.008] \n",
      "426 [D loss: (-0.006)(R -0.036, F 0.024)]  [G loss: -0.013] \n",
      "427 [D loss: (-0.004)(R -0.038, F 0.031)]  [G loss: -0.020] \n",
      "428 [D loss: (-0.004)(R -0.041, F 0.034)]  [G loss: -0.024] \n",
      "429 [D loss: (-0.002)(R -0.042, F 0.037)]  [G loss: -0.026] \n",
      "430 [D loss: (-0.003)(R -0.045, F 0.040)]  [G loss: -0.029] \n",
      "431 [D loss: (-0.003)(R -0.046, F 0.039)]  [G loss: -0.028] \n",
      "432 [D loss: (-0.004)(R -0.048, F 0.040)]  [G loss: -0.026] \n",
      "433 [D loss: (-0.003)(R -0.045, F 0.040)]  [G loss: -0.024] \n",
      "434 [D loss: (-0.006)(R -0.043, F 0.031)]  [G loss: -0.020] \n",
      "435 [D loss: (-0.006)(R -0.045, F 0.034)]  [G loss: -0.018] \n",
      "436 [D loss: (-0.007)(R -0.045, F 0.031)]  [G loss: -0.019] \n",
      "437 [D loss: (-0.008)(R -0.044, F 0.028)]  [G loss: -0.017] \n",
      "438 [D loss: (-0.005)(R -0.038, F 0.029)]  [G loss: -0.018] \n",
      "439 [D loss: (-0.005)(R -0.038, F 0.029)]  [G loss: -0.016] \n",
      "440 [D loss: (-0.005)(R -0.037, F 0.027)]  [G loss: -0.019] \n",
      "441 [D loss: (-0.005)(R -0.033, F 0.023)]  [G loss: -0.014] \n",
      "442 [D loss: (-0.006)(R -0.035, F 0.022)]  [G loss: -0.008] \n",
      "443 [D loss: (-0.009)(R -0.033, F 0.016)]  [G loss: -0.004] \n",
      "444 [D loss: (-0.011)(R -0.033, F 0.012)]  [G loss: 0.004] \n",
      "445 [D loss: (-0.013)(R -0.035, F 0.010)]  [G loss: 0.008] \n",
      "446 [D loss: (-0.014)(R -0.035, F 0.008)]  [G loss: 0.009] \n",
      "447 [D loss: (-0.014)(R -0.035, F 0.006)]  [G loss: 0.010] \n",
      "448 [D loss: (-0.013)(R -0.035, F 0.009)]  [G loss: 0.006] \n",
      "449 [D loss: (-0.012)(R -0.033, F 0.010)]  [G loss: -0.004] \n",
      "450 [D loss: (-0.008)(R -0.035, F 0.018)]  [G loss: -0.012] \n",
      "451 [D loss: (-0.004)(R -0.035, F 0.027)]  [G loss: -0.017] \n",
      "452 [D loss: (-0.007)(R -0.036, F 0.021)]  [G loss: -0.014] \n",
      "453 [D loss: (-0.005)(R -0.035, F 0.025)]  [G loss: -0.013] \n",
      "454 [D loss: (-0.007)(R -0.038, F 0.024)]  [G loss: -0.008] \n",
      "455 [D loss: (-0.011)(R -0.041, F 0.020)]  [G loss: -0.002] \n",
      "456 [D loss: (-0.013)(R -0.039, F 0.013)]  [G loss: 0.003] \n",
      "457 [D loss: (-0.017)(R -0.040, F 0.006)]  [G loss: 0.012] \n",
      "458 [D loss: (-0.017)(R -0.037, F 0.002)]  [G loss: 0.014] \n",
      "459 [D loss: (-0.019)(R -0.037, F -0.001)]  [G loss: 0.012] \n",
      "460 [D loss: (-0.016)(R -0.040, F 0.009)]  [G loss: 0.003] \n",
      "461 [D loss: (-0.011)(R -0.035, F 0.012)]  [G loss: -0.001] \n",
      "462 [D loss: (-0.006)(R -0.041, F 0.029)]  [G loss: -0.018] \n",
      "463 [D loss: (-0.004)(R -0.041, F 0.033)]  [G loss: -0.021] \n",
      "464 [D loss: (-0.005)(R -0.044, F 0.034)]  [G loss: -0.020] \n",
      "465 [D loss: (-0.009)(R -0.044, F 0.027)]  [G loss: -0.018] \n",
      "466 [D loss: (-0.009)(R -0.047, F 0.029)]  [G loss: -0.010] \n",
      "467 [D loss: (-0.011)(R -0.043, F 0.022)]  [G loss: -0.001] \n",
      "468 [D loss: (-0.018)(R -0.047, F 0.011)]  [G loss: 0.008] \n",
      "469 [D loss: (-0.019)(R -0.049, F 0.011)]  [G loss: 0.013] \n",
      "470 [D loss: (-0.016)(R -0.041, F 0.010)]  [G loss: 0.007] \n",
      "471 [D loss: (-0.016)(R -0.044, F 0.011)]  [G loss: -0.002] \n",
      "472 [D loss: (-0.011)(R -0.044, F 0.023)]  [G loss: -0.007] \n",
      "473 [D loss: (-0.006)(R -0.044, F 0.032)]  [G loss: -0.023] \n",
      "474 [D loss: (-0.007)(R -0.044, F 0.031)]  [G loss: -0.028] \n",
      "475 [D loss: (-0.005)(R -0.045, F 0.036)]  [G loss: -0.021] \n",
      "476 [D loss: (-0.004)(R -0.043, F 0.034)]  [G loss: -0.018] \n",
      "477 [D loss: (-0.008)(R -0.047, F 0.030)]  [G loss: -0.012] \n",
      "478 [D loss: (-0.011)(R -0.047, F 0.025)]  [G loss: -0.007] \n",
      "479 [D loss: (-0.014)(R -0.049, F 0.021)]  [G loss: -0.004] \n",
      "480 [D loss: (-0.014)(R -0.043, F 0.014)]  [G loss: 0.003] \n",
      "481 [D loss: (-0.013)(R -0.047, F 0.021)]  [G loss: -0.002] \n",
      "482 [D loss: (-0.016)(R -0.048, F 0.017)]  [G loss: -0.005] \n",
      "483 [D loss: (-0.010)(R -0.045, F 0.025)]  [G loss: -0.010] \n",
      "484 [D loss: (-0.010)(R -0.047, F 0.028)]  [G loss: -0.010] \n",
      "485 [D loss: (-0.010)(R -0.047, F 0.028)]  [G loss: -0.010] \n",
      "486 [D loss: (-0.009)(R -0.043, F 0.025)]  [G loss: -0.005] \n",
      "487 [D loss: (-0.011)(R -0.044, F 0.022)]  [G loss: -0.005] \n",
      "488 [D loss: (-0.012)(R -0.046, F 0.022)]  [G loss: -0.003] \n",
      "489 [D loss: (-0.013)(R -0.045, F 0.019)]  [G loss: -0.000] \n",
      "490 [D loss: (-0.012)(R -0.043, F 0.020)]  [G loss: 0.002] \n",
      "491 [D loss: (-0.012)(R -0.042, F 0.019)]  [G loss: -0.003] \n",
      "492 [D loss: (-0.009)(R -0.042, F 0.023)]  [G loss: -0.004] \n",
      "493 [D loss: (-0.012)(R -0.040, F 0.017)]  [G loss: -0.005] \n",
      "494 [D loss: (-0.009)(R -0.039, F 0.021)]  [G loss: -0.006] \n",
      "495 [D loss: (-0.010)(R -0.042, F 0.021)]  [G loss: -0.008] \n",
      "496 [D loss: (-0.010)(R -0.041, F 0.022)]  [G loss: -0.004] \n",
      "497 [D loss: (-0.011)(R -0.041, F 0.019)]  [G loss: 0.001] \n",
      "498 [D loss: (-0.014)(R -0.046, F 0.018)]  [G loss: 0.001] \n",
      "499 [D loss: (-0.014)(R -0.046, F 0.019)]  [G loss: -0.001] \n",
      "500 [D loss: (-0.012)(R -0.048, F 0.023)]  [G loss: -0.003] \n",
      "501 [D loss: (-0.011)(R -0.048, F 0.026)]  [G loss: -0.008] \n",
      "502 [D loss: (-0.009)(R -0.048, F 0.030)]  [G loss: -0.013] \n",
      "503 [D loss: (-0.011)(R -0.045, F 0.023)]  [G loss: -0.008] \n",
      "504 [D loss: (-0.012)(R -0.048, F 0.024)]  [G loss: -0.009] \n",
      "505 [D loss: (-0.010)(R -0.046, F 0.026)]  [G loss: -0.009] \n",
      "506 [D loss: (-0.011)(R -0.046, F 0.025)]  [G loss: -0.008] \n",
      "507 [D loss: (-0.012)(R -0.048, F 0.024)]  [G loss: -0.005] \n",
      "508 [D loss: (-0.013)(R -0.046, F 0.020)]  [G loss: -0.006] \n",
      "509 [D loss: (-0.014)(R -0.042, F 0.014)]  [G loss: 0.006] \n",
      "510 [D loss: (-0.011)(R -0.042, F 0.020)]  [G loss: -0.001] \n",
      "511 [D loss: (-0.010)(R -0.042, F 0.023)]  [G loss: -0.003] \n",
      "512 [D loss: (-0.009)(R -0.040, F 0.021)]  [G loss: -0.001] \n",
      "513 [D loss: (-0.012)(R -0.045, F 0.020)]  [G loss: -0.005] \n",
      "514 [D loss: (-0.012)(R -0.042, F 0.018)]  [G loss: 0.001] \n",
      "515 [D loss: (-0.007)(R -0.043, F 0.028)]  [G loss: -0.008] \n",
      "516 [D loss: (-0.011)(R -0.045, F 0.024)]  [G loss: -0.012] \n",
      "517 [D loss: (-0.013)(R -0.041, F 0.015)]  [G loss: 0.003] \n",
      "518 [D loss: (-0.008)(R -0.042, F 0.026)]  [G loss: -0.005] \n",
      "519 [D loss: (-0.013)(R -0.045, F 0.019)]  [G loss: -0.012] \n",
      "520 [D loss: (-0.013)(R -0.046, F 0.020)]  [G loss: 0.001] \n",
      "521 [D loss: (-0.010)(R -0.043, F 0.023)]  [G loss: -0.004] \n",
      "522 [D loss: (-0.012)(R -0.041, F 0.017)]  [G loss: 0.000] \n",
      "523 [D loss: (-0.010)(R -0.045, F 0.025)]  [G loss: -0.005] \n",
      "524 [D loss: (-0.012)(R -0.045, F 0.020)]  [G loss: -0.001] \n",
      "525 [D loss: (-0.011)(R -0.046, F 0.025)]  [G loss: -0.005] \n",
      "526 [D loss: (-0.010)(R -0.044, F 0.024)]  [G loss: -0.005] \n",
      "527 [D loss: (-0.008)(R -0.038, F 0.023)]  [G loss: -0.003] \n",
      "528 [D loss: (-0.008)(R -0.042, F 0.025)]  [G loss: -0.006] \n",
      "529 [D loss: (-0.009)(R -0.042, F 0.025)]  [G loss: -0.006] \n",
      "530 [D loss: (-0.011)(R -0.041, F 0.019)]  [G loss: -0.004] \n",
      "531 [D loss: (-0.008)(R -0.035, F 0.019)]  [G loss: 0.003] \n",
      "532 [D loss: (-0.009)(R -0.035, F 0.018)]  [G loss: 0.002] \n",
      "533 [D loss: (-0.010)(R -0.032, F 0.012)]  [G loss: 0.005] \n",
      "534 [D loss: (-0.012)(R -0.037, F 0.014)]  [G loss: 0.003] \n",
      "535 [D loss: (-0.012)(R -0.038, F 0.015)]  [G loss: 0.003] \n",
      "536 [D loss: (-0.008)(R -0.038, F 0.022)]  [G loss: -0.002] \n",
      "537 [D loss: (-0.009)(R -0.039, F 0.020)]  [G loss: -0.001] \n",
      "538 [D loss: (-0.010)(R -0.037, F 0.017)]  [G loss: 0.002] \n",
      "539 [D loss: (-0.009)(R -0.037, F 0.019)]  [G loss: 0.003] \n",
      "540 [D loss: (-0.010)(R -0.039, F 0.020)]  [G loss: -0.003] \n",
      "541 [D loss: (-0.012)(R -0.037, F 0.013)]  [G loss: 0.004] \n",
      "542 [D loss: (-0.010)(R -0.037, F 0.016)]  [G loss: 0.002] \n",
      "543 [D loss: (-0.008)(R -0.037, F 0.022)]  [G loss: -0.003] \n",
      "544 [D loss: (-0.008)(R -0.040, F 0.024)]  [G loss: -0.006] \n",
      "545 [D loss: (-0.011)(R -0.042, F 0.020)]  [G loss: -0.002] \n",
      "546 [D loss: (-0.012)(R -0.040, F 0.016)]  [G loss: 0.001] \n",
      "547 [D loss: (-0.011)(R -0.041, F 0.019)]  [G loss: 0.001] \n",
      "548 [D loss: (-0.008)(R -0.040, F 0.025)]  [G loss: -0.005] \n",
      "549 [D loss: (-0.012)(R -0.042, F 0.018)]  [G loss: -0.003] \n",
      "550 [D loss: (-0.014)(R -0.039, F 0.010)]  [G loss: -0.001] \n",
      "551 [D loss: (-0.010)(R -0.036, F 0.016)]  [G loss: 0.008] \n",
      "552 [D loss: (-0.018)(R -0.037, F 0.001)]  [G loss: 0.001] \n",
      "553 [D loss: (-0.010)(R -0.047, F 0.027)]  [G loss: -0.003] \n",
      "554 [D loss: (-0.015)(R -0.041, F 0.011)]  [G loss: 0.007] \n",
      "555 [D loss: (-0.007)(R -0.040, F 0.026)]  [G loss: -0.001] \n",
      "556 [D loss: (-0.012)(R -0.039, F 0.014)]  [G loss: 0.001] \n",
      "557 [D loss: (-0.010)(R -0.038, F 0.018)]  [G loss: 0.000] \n",
      "558 [D loss: (-0.006)(R -0.035, F 0.023)]  [G loss: -0.003] \n",
      "559 [D loss: (-0.009)(R -0.038, F 0.020)]  [G loss: -0.000] \n",
      "560 [D loss: (-0.009)(R -0.039, F 0.021)]  [G loss: -0.002] \n",
      "561 [D loss: (-0.007)(R -0.037, F 0.023)]  [G loss: -0.002] \n",
      "562 [D loss: (-0.008)(R -0.037, F 0.020)]  [G loss: -0.002] \n",
      "563 [D loss: (-0.009)(R -0.036, F 0.018)]  [G loss: -0.004] \n",
      "564 [D loss: (-0.012)(R -0.037, F 0.012)]  [G loss: 0.006] \n",
      "565 [D loss: (-0.009)(R -0.035, F 0.017)]  [G loss: -0.001] \n",
      "566 [D loss: (-0.006)(R -0.030, F 0.019)]  [G loss: -0.001] \n",
      "567 [D loss: (-0.009)(R -0.036, F 0.018)]  [G loss: -0.001] \n",
      "568 [D loss: (-0.008)(R -0.036, F 0.020)]  [G loss: -0.002] \n",
      "569 [D loss: (-0.008)(R -0.035, F 0.019)]  [G loss: -0.001] \n",
      "570 [D loss: (-0.009)(R -0.038, F 0.019)]  [G loss: -0.002] \n",
      "571 [D loss: (-0.011)(R -0.035, F 0.013)]  [G loss: 0.002] \n",
      "572 [D loss: (-0.009)(R -0.037, F 0.019)]  [G loss: -0.000] \n",
      "573 [D loss: (-0.007)(R -0.034, F 0.021)]  [G loss: -0.001] \n",
      "574 [D loss: (-0.011)(R -0.033, F 0.011)]  [G loss: 0.005] \n",
      "575 [D loss: (-0.013)(R -0.034, F 0.009)]  [G loss: 0.003] \n",
      "576 [D loss: (-0.008)(R -0.035, F 0.019)]  [G loss: 0.002] \n",
      "577 [D loss: (-0.008)(R -0.035, F 0.019)]  [G loss: -0.001] \n",
      "578 [D loss: (-0.014)(R -0.037, F 0.010)]  [G loss: -0.002] \n",
      "579 [D loss: (-0.011)(R -0.038, F 0.015)]  [G loss: 0.000] \n",
      "580 [D loss: (-0.007)(R -0.035, F 0.021)]  [G loss: -0.002] \n",
      "581 [D loss: (-0.013)(R -0.038, F 0.012)]  [G loss: 0.000] \n",
      "582 [D loss: (-0.009)(R -0.039, F 0.021)]  [G loss: -0.000] \n",
      "583 [D loss: (-0.011)(R -0.035, F 0.013)]  [G loss: 0.003] \n",
      "584 [D loss: (-0.014)(R -0.039, F 0.010)]  [G loss: 0.003] \n",
      "585 [D loss: (-0.007)(R -0.038, F 0.023)]  [G loss: -0.004] \n",
      "586 [D loss: (-0.008)(R -0.036, F 0.019)]  [G loss: -0.003] \n",
      "587 [D loss: (-0.009)(R -0.040, F 0.023)]  [G loss: -0.003] \n",
      "588 [D loss: (-0.007)(R -0.039, F 0.025)]  [G loss: -0.007] \n",
      "589 [D loss: (-0.008)(R -0.040, F 0.025)]  [G loss: -0.008] \n",
      "590 [D loss: (-0.010)(R -0.039, F 0.019)]  [G loss: -0.005] \n",
      "591 [D loss: (-0.009)(R -0.037, F 0.019)]  [G loss: -0.001] \n",
      "592 [D loss: (-0.007)(R -0.037, F 0.022)]  [G loss: -0.003] \n",
      "593 [D loss: (-0.011)(R -0.037, F 0.015)]  [G loss: 0.002] \n",
      "594 [D loss: (-0.008)(R -0.037, F 0.022)]  [G loss: -0.002] \n",
      "595 [D loss: (-0.019)(R -0.042, F 0.003)]  [G loss: 0.002] \n",
      "596 [D loss: (-0.011)(R -0.043, F 0.022)]  [G loss: -0.006] \n",
      "597 [D loss: (-0.018)(R -0.038, F 0.001)]  [G loss: 0.001] \n",
      "598 [D loss: (-0.004)(R -0.038, F 0.031)]  [G loss: -0.011] \n",
      "599 [D loss: (-0.021)(R -0.045, F 0.003)]  [G loss: 0.001] \n",
      "600 [D loss: (-0.004)(R -0.046, F 0.038)]  [G loss: -0.014] \n",
      "601 [D loss: (-0.015)(R -0.044, F 0.015)]  [G loss: -0.003] \n",
      "602 [D loss: (-0.006)(R -0.042, F 0.030)]  [G loss: -0.010] \n",
      "603 [D loss: (-0.014)(R -0.044, F 0.016)]  [G loss: -0.005] \n",
      "604 [D loss: (-0.003)(R -0.045, F 0.038)]  [G loss: -0.015] \n",
      "605 [D loss: (-0.008)(R -0.044, F 0.028)]  [G loss: -0.009] \n",
      "606 [D loss: (-0.007)(R -0.046, F 0.032)]  [G loss: -0.011] \n",
      "607 [D loss: (-0.007)(R -0.044, F 0.030)]  [G loss: -0.010] \n",
      "608 [D loss: (-0.007)(R -0.045, F 0.031)]  [G loss: -0.013] \n",
      "609 [D loss: (-0.010)(R -0.048, F 0.029)]  [G loss: -0.013] \n",
      "610 [D loss: (-0.007)(R -0.042, F 0.027)]  [G loss: -0.012] \n",
      "611 [D loss: (-0.012)(R -0.042, F 0.018)]  [G loss: -0.002] \n",
      "612 [D loss: (-0.007)(R -0.042, F 0.027)]  [G loss: -0.008] \n",
      "613 [D loss: (-0.007)(R -0.041, F 0.027)]  [G loss: -0.008] \n",
      "614 [D loss: (-0.007)(R -0.040, F 0.027)]  [G loss: -0.009] \n",
      "615 [D loss: (-0.015)(R -0.042, F 0.012)]  [G loss: -0.005] \n",
      "616 [D loss: (-0.007)(R -0.046, F 0.031)]  [G loss: -0.012] \n",
      "617 [D loss: (-0.009)(R -0.043, F 0.024)]  [G loss: -0.006] \n",
      "618 [D loss: (-0.005)(R -0.041, F 0.032)]  [G loss: -0.013] \n",
      "619 [D loss: (-0.010)(R -0.044, F 0.023)]  [G loss: -0.012] \n",
      "620 [D loss: (-0.008)(R -0.046, F 0.030)]  [G loss: -0.013] \n",
      "621 [D loss: (-0.010)(R -0.046, F 0.027)]  [G loss: -0.010] \n",
      "622 [D loss: (-0.013)(R -0.049, F 0.022)]  [G loss: -0.015] \n",
      "623 [D loss: (-0.008)(R -0.049, F 0.034)]  [G loss: -0.018] \n",
      "624 [D loss: (-0.007)(R -0.046, F 0.032)]  [G loss: -0.016] \n",
      "625 [D loss: (-0.008)(R -0.048, F 0.032)]  [G loss: -0.017] \n",
      "626 [D loss: (-0.006)(R -0.047, F 0.035)]  [G loss: -0.016] \n",
      "627 [D loss: (-0.007)(R -0.046, F 0.032)]  [G loss: -0.015] \n",
      "628 [D loss: (-0.006)(R -0.047, F 0.035)]  [G loss: -0.021] \n",
      "629 [D loss: (-0.007)(R -0.044, F 0.030)]  [G loss: -0.013] \n",
      "630 [D loss: (-0.011)(R -0.046, F 0.025)]  [G loss: -0.014] \n",
      "631 [D loss: (-0.007)(R -0.043, F 0.029)]  [G loss: -0.011] \n",
      "632 [D loss: (-0.007)(R -0.042, F 0.027)]  [G loss: -0.012] \n",
      "633 [D loss: (-0.010)(R -0.042, F 0.022)]  [G loss: -0.010] \n",
      "634 [D loss: (-0.005)(R -0.042, F 0.032)]  [G loss: -0.017] \n",
      "635 [D loss: (-0.008)(R -0.044, F 0.029)]  [G loss: -0.013] \n",
      "636 [D loss: (-0.006)(R -0.045, F 0.033)]  [G loss: -0.017] \n",
      "637 [D loss: (-0.009)(R -0.045, F 0.028)]  [G loss: -0.016] \n",
      "638 [D loss: (-0.006)(R -0.043, F 0.032)]  [G loss: -0.017] \n",
      "639 [D loss: (-0.008)(R -0.043, F 0.027)]  [G loss: -0.013] \n",
      "640 [D loss: (-0.007)(R -0.041, F 0.027)]  [G loss: -0.012] \n",
      "641 [D loss: (-0.004)(R -0.039, F 0.031)]  [G loss: -0.017] \n",
      "642 [D loss: (-0.004)(R -0.039, F 0.031)]  [G loss: -0.017] \n",
      "643 [D loss: (-0.007)(R -0.042, F 0.028)]  [G loss: -0.014] \n",
      "644 [D loss: (-0.006)(R -0.042, F 0.029)]  [G loss: -0.015] \n",
      "645 [D loss: (-0.006)(R -0.046, F 0.033)]  [G loss: -0.020] \n",
      "646 [D loss: (-0.006)(R -0.048, F 0.036)]  [G loss: -0.021] \n",
      "647 [D loss: (-0.005)(R -0.045, F 0.035)]  [G loss: -0.020] \n",
      "648 [D loss: (-0.006)(R -0.043, F 0.032)]  [G loss: -0.015] \n",
      "649 [D loss: (-0.007)(R -0.042, F 0.028)]  [G loss: -0.017] \n",
      "650 [D loss: (-0.005)(R -0.041, F 0.030)]  [G loss: -0.014] \n",
      "651 [D loss: (-0.010)(R -0.042, F 0.023)]  [G loss: -0.015] \n",
      "652 [D loss: (-0.006)(R -0.043, F 0.032)]  [G loss: -0.018] \n",
      "653 [D loss: (-0.008)(R -0.045, F 0.029)]  [G loss: -0.016] \n",
      "654 [D loss: (-0.006)(R -0.046, F 0.035)]  [G loss: -0.020] \n",
      "655 [D loss: (-0.006)(R -0.048, F 0.037)]  [G loss: -0.023] \n",
      "656 [D loss: (-0.007)(R -0.047, F 0.034)]  [G loss: -0.022] \n",
      "657 [D loss: (-0.004)(R -0.043, F 0.035)]  [G loss: -0.019] \n",
      "658 [D loss: (-0.006)(R -0.043, F 0.032)]  [G loss: -0.018] \n",
      "659 [D loss: (-0.006)(R -0.045, F 0.033)]  [G loss: -0.019] \n",
      "660 [D loss: (-0.006)(R -0.043, F 0.032)]  [G loss: -0.019] \n",
      "661 [D loss: (-0.007)(R -0.043, F 0.028)]  [G loss: -0.015] \n",
      "662 [D loss: (-0.005)(R -0.041, F 0.031)]  [G loss: -0.019] \n",
      "663 [D loss: (-0.006)(R -0.046, F 0.033)]  [G loss: -0.021] \n",
      "664 [D loss: (-0.006)(R -0.045, F 0.033)]  [G loss: -0.018] \n",
      "665 [D loss: (-0.008)(R -0.045, F 0.029)]  [G loss: -0.017] \n",
      "666 [D loss: (-0.006)(R -0.046, F 0.033)]  [G loss: -0.020] \n",
      "667 [D loss: (-0.005)(R -0.043, F 0.032)]  [G loss: -0.020] \n",
      "668 [D loss: (-0.006)(R -0.043, F 0.032)]  [G loss: -0.019] \n",
      "669 [D loss: (-0.007)(R -0.045, F 0.031)]  [G loss: -0.018] \n",
      "670 [D loss: (-0.006)(R -0.047, F 0.034)]  [G loss: -0.021] \n",
      "671 [D loss: (-0.005)(R -0.046, F 0.035)]  [G loss: -0.020] \n",
      "672 [D loss: (-0.006)(R -0.045, F 0.032)]  [G loss: -0.019] \n",
      "673 [D loss: (-0.007)(R -0.045, F 0.031)]  [G loss: -0.019] \n",
      "674 [D loss: (-0.006)(R -0.042, F 0.029)]  [G loss: -0.015] \n",
      "675 [D loss: (-0.006)(R -0.041, F 0.030)]  [G loss: -0.015] \n",
      "676 [D loss: (-0.006)(R -0.040, F 0.028)]  [G loss: -0.013] \n",
      "677 [D loss: (-0.006)(R -0.041, F 0.029)]  [G loss: -0.015] \n",
      "678 [D loss: (-0.008)(R -0.041, F 0.026)]  [G loss: -0.014] \n",
      "679 [D loss: (-0.006)(R -0.043, F 0.031)]  [G loss: -0.017] \n",
      "680 [D loss: (-0.009)(R -0.044, F 0.026)]  [G loss: -0.013] \n",
      "681 [D loss: (-0.007)(R -0.043, F 0.028)]  [G loss: -0.016] \n",
      "682 [D loss: (-0.007)(R -0.043, F 0.030)]  [G loss: -0.017] \n",
      "683 [D loss: (-0.006)(R -0.041, F 0.029)]  [G loss: -0.014] \n",
      "684 [D loss: (-0.009)(R -0.044, F 0.026)]  [G loss: -0.015] \n",
      "685 [D loss: (-0.006)(R -0.044, F 0.031)]  [G loss: -0.017] \n",
      "686 [D loss: (-0.006)(R -0.043, F 0.030)]  [G loss: -0.017] \n",
      "687 [D loss: (-0.007)(R -0.045, F 0.030)]  [G loss: -0.018] \n",
      "688 [D loss: (-0.007)(R -0.042, F 0.028)]  [G loss: -0.015] \n",
      "689 [D loss: (-0.007)(R -0.040, F 0.027)]  [G loss: -0.013] \n",
      "690 [D loss: (-0.008)(R -0.043, F 0.026)]  [G loss: -0.016] \n",
      "691 [D loss: (-0.007)(R -0.043, F 0.030)]  [G loss: -0.016] \n",
      "692 [D loss: (-0.007)(R -0.044, F 0.030)]  [G loss: -0.016] \n",
      "693 [D loss: (-0.008)(R -0.043, F 0.028)]  [G loss: -0.015] \n",
      "694 [D loss: (-0.007)(R -0.042, F 0.028)]  [G loss: -0.015] \n",
      "695 [D loss: (-0.009)(R -0.040, F 0.023)]  [G loss: -0.011] \n",
      "696 [D loss: (-0.006)(R -0.040, F 0.028)]  [G loss: -0.013] \n",
      "697 [D loss: (-0.006)(R -0.039, F 0.027)]  [G loss: -0.014] \n",
      "698 [D loss: (-0.006)(R -0.038, F 0.025)]  [G loss: -0.013] \n",
      "699 [D loss: (-0.010)(R -0.043, F 0.023)]  [G loss: -0.011] \n",
      "700 [D loss: (-0.008)(R -0.042, F 0.026)]  [G loss: -0.014] \n",
      "701 [D loss: (-0.008)(R -0.040, F 0.025)]  [G loss: -0.012] \n",
      "702 [D loss: (-0.010)(R -0.042, F 0.021)]  [G loss: -0.011] \n",
      "703 [D loss: (-0.007)(R -0.042, F 0.028)]  [G loss: -0.014] \n",
      "704 [D loss: (-0.008)(R -0.040, F 0.023)]  [G loss: -0.010] \n",
      "705 [D loss: (-0.008)(R -0.043, F 0.027)]  [G loss: -0.017] \n",
      "706 [D loss: (-0.008)(R -0.045, F 0.029)]  [G loss: -0.016] \n",
      "707 [D loss: (-0.008)(R -0.042, F 0.026)]  [G loss: -0.016] \n",
      "708 [D loss: (-0.007)(R -0.041, F 0.028)]  [G loss: -0.014] \n",
      "709 [D loss: (-0.010)(R -0.041, F 0.022)]  [G loss: -0.013] \n",
      "710 [D loss: (-0.008)(R -0.040, F 0.024)]  [G loss: -0.011] \n",
      "711 [D loss: (-0.008)(R -0.039, F 0.024)]  [G loss: -0.011] \n",
      "712 [D loss: (-0.009)(R -0.040, F 0.023)]  [G loss: -0.014] \n",
      "713 [D loss: (-0.006)(R -0.039, F 0.027)]  [G loss: -0.013] \n",
      "714 [D loss: (-0.007)(R -0.039, F 0.025)]  [G loss: -0.013] \n",
      "715 [D loss: (-0.006)(R -0.039, F 0.028)]  [G loss: -0.013] \n",
      "716 [D loss: (-0.007)(R -0.039, F 0.026)]  [G loss: -0.012] \n",
      "717 [D loss: (-0.007)(R -0.038, F 0.025)]  [G loss: -0.012] \n",
      "718 [D loss: (-0.007)(R -0.038, F 0.023)]  [G loss: -0.009] \n",
      "719 [D loss: (-0.008)(R -0.039, F 0.024)]  [G loss: -0.010] \n",
      "720 [D loss: (-0.007)(R -0.038, F 0.025)]  [G loss: -0.010] \n",
      "721 [D loss: (-0.007)(R -0.037, F 0.023)]  [G loss: -0.008] \n",
      "722 [D loss: (-0.007)(R -0.036, F 0.022)]  [G loss: -0.010] \n",
      "723 [D loss: (-0.008)(R -0.038, F 0.022)]  [G loss: -0.009] \n",
      "724 [D loss: (-0.007)(R -0.036, F 0.023)]  [G loss: -0.011] \n",
      "725 [D loss: (-0.008)(R -0.037, F 0.022)]  [G loss: -0.010] \n",
      "726 [D loss: (-0.007)(R -0.038, F 0.023)]  [G loss: -0.010] \n",
      "727 [D loss: (-0.007)(R -0.038, F 0.025)]  [G loss: -0.011] \n",
      "728 [D loss: (-0.009)(R -0.038, F 0.020)]  [G loss: -0.009] \n",
      "729 [D loss: (-0.009)(R -0.038, F 0.020)]  [G loss: -0.008] \n",
      "730 [D loss: (-0.007)(R -0.036, F 0.022)]  [G loss: -0.008] \n",
      "731 [D loss: (-0.008)(R -0.039, F 0.023)]  [G loss: -0.011] \n",
      "732 [D loss: (-0.007)(R -0.038, F 0.024)]  [G loss: -0.009] \n",
      "733 [D loss: (-0.007)(R -0.036, F 0.021)]  [G loss: -0.010] \n",
      "734 [D loss: (-0.007)(R -0.036, F 0.021)]  [G loss: -0.006] \n",
      "735 [D loss: (-0.008)(R -0.034, F 0.019)]  [G loss: -0.007] \n",
      "736 [D loss: (-0.006)(R -0.036, F 0.023)]  [G loss: -0.010] \n",
      "737 [D loss: (-0.007)(R -0.036, F 0.022)]  [G loss: -0.008] \n",
      "738 [D loss: (-0.008)(R -0.036, F 0.021)]  [G loss: -0.008] \n",
      "739 [D loss: (-0.008)(R -0.037, F 0.021)]  [G loss: -0.009] \n",
      "740 [D loss: (-0.008)(R -0.035, F 0.019)]  [G loss: -0.007] \n",
      "741 [D loss: (-0.007)(R -0.036, F 0.022)]  [G loss: -0.008] \n",
      "742 [D loss: (-0.007)(R -0.035, F 0.020)]  [G loss: -0.006] \n",
      "743 [D loss: (-0.009)(R -0.036, F 0.019)]  [G loss: -0.008] \n",
      "744 [D loss: (-0.010)(R -0.036, F 0.017)]  [G loss: -0.008] \n",
      "745 [D loss: (-0.006)(R -0.035, F 0.024)]  [G loss: -0.009] \n",
      "746 [D loss: (-0.009)(R -0.040, F 0.022)]  [G loss: -0.008] \n",
      "747 [D loss: (-0.009)(R -0.036, F 0.018)]  [G loss: -0.008] \n",
      "748 [D loss: (-0.007)(R -0.038, F 0.024)]  [G loss: -0.011] \n",
      "749 [D loss: (-0.008)(R -0.039, F 0.023)]  [G loss: -0.008] \n",
      "750 [D loss: (-0.008)(R -0.038, F 0.023)]  [G loss: -0.011] \n",
      "751 [D loss: (-0.007)(R -0.036, F 0.022)]  [G loss: -0.009] \n",
      "752 [D loss: (-0.010)(R -0.039, F 0.019)]  [G loss: -0.007] \n",
      "753 [D loss: (-0.008)(R -0.038, F 0.021)]  [G loss: -0.008] \n",
      "754 [D loss: (-0.009)(R -0.038, F 0.020)]  [G loss: -0.010] \n",
      "755 [D loss: (-0.009)(R -0.038, F 0.021)]  [G loss: -0.009] \n",
      "756 [D loss: (-0.008)(R -0.037, F 0.021)]  [G loss: -0.008] \n",
      "757 [D loss: (-0.008)(R -0.037, F 0.021)]  [G loss: -0.007] \n",
      "758 [D loss: (-0.009)(R -0.039, F 0.022)]  [G loss: -0.008] \n",
      "759 [D loss: (-0.006)(R -0.037, F 0.024)]  [G loss: -0.010] \n",
      "760 [D loss: (-0.007)(R -0.036, F 0.023)]  [G loss: -0.009] \n",
      "761 [D loss: (-0.007)(R -0.038, F 0.023)]  [G loss: -0.010] \n",
      "762 [D loss: (-0.008)(R -0.036, F 0.020)]  [G loss: -0.004] \n",
      "763 [D loss: (-0.012)(R -0.040, F 0.016)]  [G loss: -0.008] \n",
      "764 [D loss: (-0.008)(R -0.039, F 0.024)]  [G loss: -0.010] \n",
      "765 [D loss: (-0.007)(R -0.036, F 0.023)]  [G loss: -0.008] \n",
      "766 [D loss: (-0.008)(R -0.036, F 0.020)]  [G loss: -0.006] \n",
      "767 [D loss: (-0.008)(R -0.036, F 0.019)]  [G loss: -0.006] \n",
      "768 [D loss: (-0.006)(R -0.034, F 0.021)]  [G loss: -0.009] \n",
      "769 [D loss: (-0.008)(R -0.034, F 0.018)]  [G loss: -0.005] \n",
      "770 [D loss: (-0.011)(R -0.037, F 0.016)]  [G loss: -0.004] \n",
      "771 [D loss: (-0.009)(R -0.037, F 0.019)]  [G loss: -0.007] \n",
      "772 [D loss: (-0.006)(R -0.034, F 0.022)]  [G loss: -0.007] \n",
      "773 [D loss: (-0.009)(R -0.037, F 0.019)]  [G loss: -0.008] \n",
      "774 [D loss: (-0.007)(R -0.034, F 0.021)]  [G loss: -0.007] \n",
      "775 [D loss: (-0.008)(R -0.037, F 0.021)]  [G loss: -0.009] \n",
      "776 [D loss: (-0.006)(R -0.033, F 0.021)]  [G loss: -0.007] \n",
      "777 [D loss: (-0.009)(R -0.037, F 0.019)]  [G loss: -0.009] \n",
      "778 [D loss: (-0.009)(R -0.037, F 0.020)]  [G loss: -0.007] \n",
      "779 [D loss: (-0.008)(R -0.038, F 0.022)]  [G loss: -0.008] \n",
      "780 [D loss: (-0.007)(R -0.037, F 0.023)]  [G loss: -0.008] \n",
      "781 [D loss: (-0.008)(R -0.036, F 0.021)]  [G loss: -0.009] \n",
      "782 [D loss: (-0.007)(R -0.036, F 0.022)]  [G loss: -0.008] \n",
      "783 [D loss: (-0.008)(R -0.037, F 0.021)]  [G loss: -0.008] \n",
      "784 [D loss: (-0.010)(R -0.041, F 0.021)]  [G loss: -0.008] \n",
      "785 [D loss: (-0.008)(R -0.038, F 0.021)]  [G loss: -0.006] \n",
      "786 [D loss: (-0.007)(R -0.037, F 0.024)]  [G loss: -0.009] \n",
      "787 [D loss: (-0.007)(R -0.036, F 0.021)]  [G loss: -0.008] \n",
      "788 [D loss: (-0.008)(R -0.036, F 0.021)]  [G loss: -0.008] \n",
      "789 [D loss: (-0.007)(R -0.036, F 0.021)]  [G loss: -0.006] \n",
      "790 [D loss: (-0.008)(R -0.037, F 0.020)]  [G loss: -0.008] \n",
      "791 [D loss: (-0.008)(R -0.037, F 0.020)]  [G loss: -0.005] \n",
      "792 [D loss: (-0.008)(R -0.037, F 0.021)]  [G loss: -0.007] \n",
      "793 [D loss: (-0.009)(R -0.038, F 0.021)]  [G loss: -0.008] \n",
      "794 [D loss: (-0.010)(R -0.040, F 0.019)]  [G loss: -0.008] \n",
      "795 [D loss: (-0.007)(R -0.041, F 0.027)]  [G loss: -0.014] \n",
      "796 [D loss: (-0.010)(R -0.039, F 0.020)]  [G loss: -0.005] \n",
      "797 [D loss: (-0.007)(R -0.041, F 0.026)]  [G loss: -0.012] \n",
      "798 [D loss: (-0.009)(R -0.041, F 0.023)]  [G loss: -0.012] \n",
      "799 [D loss: (-0.010)(R -0.041, F 0.021)]  [G loss: -0.009] \n",
      "800 [D loss: (-0.008)(R -0.042, F 0.026)]  [G loss: -0.011] \n",
      "801 [D loss: (-0.009)(R -0.041, F 0.022)]  [G loss: -0.010] \n",
      "802 [D loss: (-0.008)(R -0.039, F 0.022)]  [G loss: -0.010] \n",
      "803 [D loss: (-0.008)(R -0.036, F 0.021)]  [G loss: -0.008] \n",
      "804 [D loss: (-0.009)(R -0.041, F 0.022)]  [G loss: -0.007] \n",
      "805 [D loss: (-0.008)(R -0.040, F 0.024)]  [G loss: -0.010] \n",
      "806 [D loss: (-0.009)(R -0.041, F 0.023)]  [G loss: -0.012] \n",
      "807 [D loss: (-0.007)(R -0.042, F 0.027)]  [G loss: -0.010] \n",
      "808 [D loss: (-0.009)(R -0.040, F 0.021)]  [G loss: -0.006] \n",
      "809 [D loss: (-0.010)(R -0.041, F 0.022)]  [G loss: -0.008] \n",
      "810 [D loss: (-0.008)(R -0.041, F 0.024)]  [G loss: -0.011] \n",
      "811 [D loss: (-0.007)(R -0.038, F 0.023)]  [G loss: -0.008] \n",
      "812 [D loss: (-0.008)(R -0.039, F 0.023)]  [G loss: -0.008] \n",
      "813 [D loss: (-0.009)(R -0.036, F 0.019)]  [G loss: -0.005] \n",
      "814 [D loss: (-0.008)(R -0.036, F 0.020)]  [G loss: -0.007] \n",
      "815 [D loss: (-0.009)(R -0.039, F 0.021)]  [G loss: -0.008] \n",
      "816 [D loss: (-0.008)(R -0.039, F 0.023)]  [G loss: -0.009] \n",
      "817 [D loss: (-0.009)(R -0.042, F 0.025)]  [G loss: -0.011] \n",
      "818 [D loss: (-0.009)(R -0.040, F 0.023)]  [G loss: -0.007] \n",
      "819 [D loss: (-0.008)(R -0.039, F 0.023)]  [G loss: -0.007] \n",
      "820 [D loss: (-0.008)(R -0.037, F 0.021)]  [G loss: -0.008] \n",
      "821 [D loss: (-0.009)(R -0.037, F 0.019)]  [G loss: -0.008] \n",
      "822 [D loss: (-0.007)(R -0.035, F 0.022)]  [G loss: -0.008] \n",
      "823 [D loss: (-0.008)(R -0.037, F 0.021)]  [G loss: -0.007] \n",
      "824 [D loss: (-0.008)(R -0.038, F 0.022)]  [G loss: -0.009] \n",
      "825 [D loss: (-0.009)(R -0.036, F 0.018)]  [G loss: -0.006] \n",
      "826 [D loss: (-0.010)(R -0.039, F 0.019)]  [G loss: -0.006] \n",
      "827 [D loss: (-0.007)(R -0.039, F 0.025)]  [G loss: -0.010] \n",
      "828 [D loss: (-0.007)(R -0.037, F 0.022)]  [G loss: -0.007] \n",
      "829 [D loss: (-0.011)(R -0.041, F 0.020)]  [G loss: -0.009] \n",
      "830 [D loss: (-0.009)(R -0.039, F 0.022)]  [G loss: -0.009] \n",
      "831 [D loss: (-0.007)(R -0.041, F 0.027)]  [G loss: -0.011] \n",
      "832 [D loss: (-0.008)(R -0.042, F 0.025)]  [G loss: -0.011] \n",
      "833 [D loss: (-0.009)(R -0.043, F 0.025)]  [G loss: -0.013] \n",
      "834 [D loss: (-0.008)(R -0.040, F 0.024)]  [G loss: -0.010] \n",
      "835 [D loss: (-0.008)(R -0.041, F 0.024)]  [G loss: -0.010] \n",
      "836 [D loss: (-0.007)(R -0.039, F 0.024)]  [G loss: -0.010] \n",
      "837 [D loss: (-0.009)(R -0.040, F 0.021)]  [G loss: -0.009] \n",
      "838 [D loss: (-0.007)(R -0.040, F 0.026)]  [G loss: -0.012] \n",
      "839 [D loss: (-0.007)(R -0.039, F 0.025)]  [G loss: -0.011] \n",
      "840 [D loss: (-0.008)(R -0.036, F 0.020)]  [G loss: -0.002] \n",
      "841 [D loss: (-0.008)(R -0.036, F 0.021)]  [G loss: -0.007] \n",
      "842 [D loss: (-0.008)(R -0.037, F 0.021)]  [G loss: -0.008] \n",
      "843 [D loss: (-0.008)(R -0.038, F 0.023)]  [G loss: -0.007] \n",
      "844 [D loss: (-0.009)(R -0.039, F 0.022)]  [G loss: -0.011] \n",
      "845 [D loss: (-0.007)(R -0.037, F 0.023)]  [G loss: -0.009] \n",
      "846 [D loss: (-0.007)(R -0.035, F 0.021)]  [G loss: -0.007] \n",
      "847 [D loss: (-0.007)(R -0.037, F 0.022)]  [G loss: -0.009] \n",
      "848 [D loss: (-0.007)(R -0.036, F 0.021)]  [G loss: -0.007] \n",
      "849 [D loss: (-0.007)(R -0.036, F 0.021)]  [G loss: -0.007] \n",
      "850 [D loss: (-0.007)(R -0.036, F 0.021)]  [G loss: -0.006] \n",
      "851 [D loss: (-0.008)(R -0.033, F 0.017)]  [G loss: -0.003] \n",
      "852 [D loss: (-0.008)(R -0.033, F 0.017)]  [G loss: -0.004] \n",
      "853 [D loss: (-0.007)(R -0.034, F 0.019)]  [G loss: -0.007] \n",
      "854 [D loss: (-0.008)(R -0.035, F 0.019)]  [G loss: -0.005] \n",
      "855 [D loss: (-0.010)(R -0.036, F 0.016)]  [G loss: -0.004] \n",
      "856 [D loss: (-0.007)(R -0.034, F 0.019)]  [G loss: -0.005] \n",
      "857 [D loss: (-0.009)(R -0.036, F 0.019)]  [G loss: -0.008] \n",
      "858 [D loss: (-0.009)(R -0.035, F 0.016)]  [G loss: -0.001] \n",
      "859 [D loss: (-0.008)(R -0.036, F 0.020)]  [G loss: -0.007] \n",
      "860 [D loss: (-0.007)(R -0.038, F 0.024)]  [G loss: -0.009] \n",
      "861 [D loss: (-0.008)(R -0.035, F 0.020)]  [G loss: -0.006] \n",
      "862 [D loss: (-0.007)(R -0.033, F 0.019)]  [G loss: -0.004] \n",
      "863 [D loss: (-0.006)(R -0.033, F 0.020)]  [G loss: -0.006] \n",
      "864 [D loss: (-0.009)(R -0.036, F 0.017)]  [G loss: -0.004] \n",
      "865 [D loss: (-0.007)(R -0.034, F 0.020)]  [G loss: -0.006] \n",
      "866 [D loss: (-0.007)(R -0.032, F 0.018)]  [G loss: -0.003] \n",
      "867 [D loss: (-0.009)(R -0.033, F 0.015)]  [G loss: -0.000] \n",
      "868 [D loss: (-0.009)(R -0.035, F 0.018)]  [G loss: -0.005] \n",
      "869 [D loss: (-0.010)(R -0.032, F 0.013)]  [G loss: -0.001] \n",
      "870 [D loss: (-0.006)(R -0.035, F 0.023)]  [G loss: -0.007] \n",
      "871 [D loss: (-0.010)(R -0.039, F 0.019)]  [G loss: -0.007] \n",
      "872 [D loss: (-0.007)(R -0.034, F 0.021)]  [G loss: -0.006] \n",
      "873 [D loss: (-0.007)(R -0.035, F 0.021)]  [G loss: -0.006] \n",
      "874 [D loss: (-0.007)(R -0.036, F 0.023)]  [G loss: -0.010] \n",
      "875 [D loss: (-0.007)(R -0.035, F 0.021)]  [G loss: -0.009] \n",
      "876 [D loss: (-0.007)(R -0.032, F 0.018)]  [G loss: -0.001] \n",
      "877 [D loss: (-0.008)(R -0.031, F 0.015)]  [G loss: -0.003] \n",
      "878 [D loss: (-0.007)(R -0.030, F 0.015)]  [G loss: -0.004] \n",
      "879 [D loss: (-0.007)(R -0.033, F 0.019)]  [G loss: -0.004] \n",
      "880 [D loss: (-0.008)(R -0.032, F 0.017)]  [G loss: -0.002] \n",
      "881 [D loss: (-0.007)(R -0.030, F 0.016)]  [G loss: -0.001] \n",
      "882 [D loss: (-0.007)(R -0.030, F 0.016)]  [G loss: -0.004] \n",
      "883 [D loss: (-0.007)(R -0.031, F 0.017)]  [G loss: -0.001] \n",
      "884 [D loss: (-0.006)(R -0.028, F 0.016)]  [G loss: -0.002] \n",
      "885 [D loss: (-0.006)(R -0.028, F 0.016)]  [G loss: -0.001] \n",
      "886 [D loss: (-0.008)(R -0.031, F 0.014)]  [G loss: 0.000] \n",
      "887 [D loss: (-0.009)(R -0.030, F 0.013)]  [G loss: -0.001] \n",
      "888 [D loss: (-0.007)(R -0.031, F 0.018)]  [G loss: -0.004] \n",
      "889 [D loss: (-0.009)(R -0.032, F 0.014)]  [G loss: 0.001] \n",
      "890 [D loss: (-0.008)(R -0.034, F 0.017)]  [G loss: -0.005] \n",
      "891 [D loss: (-0.009)(R -0.036, F 0.017)]  [G loss: -0.005] \n",
      "892 [D loss: (-0.008)(R -0.033, F 0.018)]  [G loss: -0.004] \n",
      "893 [D loss: (-0.010)(R -0.032, F 0.013)]  [G loss: -0.001] \n",
      "894 [D loss: (-0.007)(R -0.030, F 0.016)]  [G loss: -0.001] \n",
      "895 [D loss: (-0.009)(R -0.032, F 0.013)]  [G loss: -0.001] \n",
      "896 [D loss: (-0.007)(R -0.033, F 0.018)]  [G loss: -0.003] \n",
      "897 [D loss: (-0.007)(R -0.034, F 0.019)]  [G loss: -0.007] \n",
      "898 [D loss: (-0.007)(R -0.033, F 0.019)]  [G loss: -0.003] \n",
      "899 [D loss: (-0.007)(R -0.032, F 0.018)]  [G loss: -0.003] \n",
      "900 [D loss: (-0.008)(R -0.035, F 0.020)]  [G loss: -0.004] \n",
      "901 [D loss: (-0.008)(R -0.031, F 0.015)]  [G loss: -0.003] \n",
      "902 [D loss: (-0.008)(R -0.035, F 0.019)]  [G loss: -0.006] \n",
      "903 [D loss: (-0.007)(R -0.032, F 0.018)]  [G loss: -0.005] \n",
      "904 [D loss: (-0.007)(R -0.030, F 0.017)]  [G loss: -0.003] \n",
      "905 [D loss: (-0.008)(R -0.032, F 0.016)]  [G loss: -0.002] \n",
      "906 [D loss: (-0.008)(R -0.033, F 0.016)]  [G loss: -0.003] \n",
      "907 [D loss: (-0.007)(R -0.032, F 0.019)]  [G loss: -0.007] \n",
      "908 [D loss: (-0.009)(R -0.033, F 0.015)]  [G loss: -0.002] \n",
      "909 [D loss: (-0.008)(R -0.033, F 0.017)]  [G loss: -0.003] \n",
      "910 [D loss: (-0.007)(R -0.034, F 0.019)]  [G loss: -0.004] \n",
      "911 [D loss: (-0.007)(R -0.032, F 0.018)]  [G loss: -0.004] \n",
      "912 [D loss: (-0.006)(R -0.031, F 0.018)]  [G loss: -0.005] \n",
      "913 [D loss: (-0.007)(R -0.031, F 0.017)]  [G loss: -0.003] \n",
      "914 [D loss: (-0.010)(R -0.035, F 0.014)]  [G loss: -0.003] \n",
      "915 [D loss: (-0.007)(R -0.031, F 0.017)]  [G loss: -0.004] \n",
      "916 [D loss: (-0.008)(R -0.033, F 0.017)]  [G loss: -0.003] \n",
      "917 [D loss: (-0.007)(R -0.032, F 0.017)]  [G loss: -0.003] \n",
      "918 [D loss: (-0.008)(R -0.032, F 0.016)]  [G loss: 0.001] \n",
      "919 [D loss: (-0.008)(R -0.033, F 0.017)]  [G loss: -0.004] \n",
      "920 [D loss: (-0.007)(R -0.029, F 0.014)]  [G loss: 0.001] \n",
      "921 [D loss: (-0.007)(R -0.026, F 0.012)]  [G loss: 0.002] \n",
      "922 [D loss: (-0.010)(R -0.027, F 0.008)]  [G loss: 0.003] \n",
      "923 [D loss: (-0.007)(R -0.027, F 0.013)]  [G loss: 0.001] \n",
      "924 [D loss: (-0.009)(R -0.027, F 0.010)]  [G loss: 0.003] \n",
      "925 [D loss: (-0.006)(R -0.026, F 0.014)]  [G loss: -0.001] \n",
      "926 [D loss: (-0.007)(R -0.029, F 0.015)]  [G loss: 0.000] \n",
      "927 [D loss: (-0.008)(R -0.030, F 0.014)]  [G loss: -0.000] \n",
      "928 [D loss: (-0.007)(R -0.028, F 0.014)]  [G loss: 0.000] \n",
      "929 [D loss: (-0.007)(R -0.029, F 0.015)]  [G loss: -0.001] \n",
      "930 [D loss: (-0.006)(R -0.031, F 0.019)]  [G loss: -0.004] \n",
      "931 [D loss: (-0.006)(R -0.030, F 0.017)]  [G loss: -0.002] \n",
      "932 [D loss: (-0.007)(R -0.030, F 0.016)]  [G loss: -0.001] \n",
      "933 [D loss: (-0.007)(R -0.027, F 0.014)]  [G loss: 0.001] \n",
      "934 [D loss: (-0.007)(R -0.029, F 0.015)]  [G loss: -0.001] \n",
      "935 [D loss: (-0.007)(R -0.025, F 0.010)]  [G loss: 0.000] \n",
      "936 [D loss: (-0.006)(R -0.025, F 0.013)]  [G loss: 0.003] \n",
      "937 [D loss: (-0.007)(R -0.026, F 0.012)]  [G loss: 0.002] \n",
      "938 [D loss: (-0.007)(R -0.026, F 0.012)]  [G loss: 0.003] \n",
      "939 [D loss: (-0.007)(R -0.026, F 0.013)]  [G loss: 0.001] \n",
      "940 [D loss: (-0.008)(R -0.027, F 0.012)]  [G loss: -0.000] \n",
      "941 [D loss: (-0.008)(R -0.028, F 0.012)]  [G loss: 0.002] \n",
      "942 [D loss: (-0.008)(R -0.028, F 0.012)]  [G loss: 0.001] \n",
      "943 [D loss: (-0.006)(R -0.026, F 0.014)]  [G loss: 0.000] \n",
      "944 [D loss: (-0.007)(R -0.029, F 0.014)]  [G loss: -0.000] \n",
      "945 [D loss: (-0.008)(R -0.029, F 0.014)]  [G loss: -0.001] \n",
      "946 [D loss: (-0.007)(R -0.028, F 0.014)]  [G loss: -0.000] \n",
      "947 [D loss: (-0.008)(R -0.030, F 0.013)]  [G loss: -0.000] \n",
      "948 [D loss: (-0.008)(R -0.028, F 0.012)]  [G loss: 0.001] \n",
      "949 [D loss: (-0.007)(R -0.026, F 0.011)]  [G loss: 0.003] \n",
      "950 [D loss: (-0.008)(R -0.026, F 0.009)]  [G loss: 0.004] \n",
      "951 [D loss: (-0.006)(R -0.027, F 0.015)]  [G loss: -0.002] \n",
      "952 [D loss: (-0.008)(R -0.030, F 0.014)]  [G loss: -0.000] \n",
      "953 [D loss: (-0.005)(R -0.026, F 0.016)]  [G loss: -0.002] \n",
      "954 [D loss: (-0.008)(R -0.029, F 0.013)]  [G loss: 0.003] \n",
      "955 [D loss: (-0.006)(R -0.027, F 0.015)]  [G loss: 0.000] \n",
      "956 [D loss: (-0.008)(R -0.027, F 0.010)]  [G loss: 0.005] \n",
      "957 [D loss: (-0.007)(R -0.026, F 0.013)]  [G loss: 0.002] \n",
      "958 [D loss: (-0.008)(R -0.027, F 0.012)]  [G loss: 0.002] \n",
      "959 [D loss: (-0.007)(R -0.025, F 0.012)]  [G loss: 0.001] \n",
      "960 [D loss: (-0.007)(R -0.027, F 0.013)]  [G loss: 0.001] \n",
      "961 [D loss: (-0.009)(R -0.027, F 0.009)]  [G loss: 0.004] \n",
      "962 [D loss: (-0.012)(R -0.033, F 0.009)]  [G loss: 0.001] \n",
      "963 [D loss: (-0.006)(R -0.029, F 0.016)]  [G loss: 0.000] \n",
      "964 [D loss: (-0.007)(R -0.029, F 0.014)]  [G loss: 0.002] \n",
      "965 [D loss: (-0.007)(R -0.028, F 0.015)]  [G loss: -0.001] \n",
      "966 [D loss: (-0.007)(R -0.027, F 0.013)]  [G loss: 0.001] \n",
      "967 [D loss: (-0.007)(R -0.025, F 0.011)]  [G loss: 0.002] \n",
      "968 [D loss: (-0.008)(R -0.026, F 0.011)]  [G loss: 0.003] \n",
      "969 [D loss: (-0.007)(R -0.026, F 0.012)]  [G loss: 0.001] \n",
      "970 [D loss: (-0.006)(R -0.025, F 0.013)]  [G loss: 0.003] \n",
      "971 [D loss: (-0.008)(R -0.025, F 0.009)]  [G loss: 0.004] \n",
      "972 [D loss: (-0.010)(R -0.026, F 0.007)]  [G loss: 0.003] \n",
      "973 [D loss: (-0.008)(R -0.026, F 0.010)]  [G loss: 0.004] \n",
      "974 [D loss: (-0.006)(R -0.024, F 0.012)]  [G loss: 0.001] \n",
      "975 [D loss: (-0.008)(R -0.025, F 0.009)]  [G loss: 0.003] \n",
      "976 [D loss: (-0.008)(R -0.027, F 0.011)]  [G loss: 0.001] \n",
      "977 [D loss: (-0.009)(R -0.027, F 0.009)]  [G loss: 0.002] \n",
      "978 [D loss: (-0.007)(R -0.025, F 0.012)]  [G loss: 0.003] \n",
      "979 [D loss: (-0.007)(R -0.024, F 0.009)]  [G loss: 0.005] \n",
      "980 [D loss: (-0.008)(R -0.025, F 0.008)]  [G loss: 0.008] \n",
      "981 [D loss: (-0.006)(R -0.023, F 0.011)]  [G loss: 0.004] \n",
      "982 [D loss: (-0.009)(R -0.022, F 0.005)]  [G loss: 0.009] \n",
      "983 [D loss: (-0.007)(R -0.024, F 0.010)]  [G loss: 0.005] \n",
      "984 [D loss: (-0.008)(R -0.024, F 0.009)]  [G loss: 0.004] \n",
      "985 [D loss: (-0.006)(R -0.024, F 0.012)]  [G loss: 0.003] \n",
      "986 [D loss: (-0.007)(R -0.023, F 0.009)]  [G loss: 0.004] \n",
      "987 [D loss: (-0.006)(R -0.022, F 0.011)]  [G loss: 0.003] \n",
      "988 [D loss: (-0.007)(R -0.025, F 0.011)]  [G loss: 0.003] \n",
      "989 [D loss: (-0.007)(R -0.023, F 0.009)]  [G loss: 0.004] \n",
      "990 [D loss: (-0.006)(R -0.022, F 0.010)]  [G loss: 0.005] \n",
      "991 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.007] \n",
      "992 [D loss: (-0.006)(R -0.020, F 0.008)]  [G loss: 0.007] \n",
      "993 [D loss: (-0.009)(R -0.025, F 0.007)]  [G loss: 0.005] \n",
      "994 [D loss: (-0.008)(R -0.022, F 0.007)]  [G loss: 0.005] \n",
      "995 [D loss: (-0.008)(R -0.025, F 0.009)]  [G loss: 0.005] \n",
      "996 [D loss: (-0.008)(R -0.025, F 0.010)]  [G loss: 0.003] \n",
      "997 [D loss: (-0.007)(R -0.025, F 0.010)]  [G loss: 0.003] \n",
      "998 [D loss: (-0.008)(R -0.025, F 0.009)]  [G loss: 0.005] \n",
      "999 [D loss: (-0.008)(R -0.023, F 0.007)]  [G loss: 0.006] \n",
      "1000 [D loss: (-0.009)(R -0.024, F 0.007)]  [G loss: 0.006] \n",
      "1001 [D loss: (-0.007)(R -0.024, F 0.010)]  [G loss: 0.004] \n",
      "1002 [D loss: (-0.008)(R -0.022, F 0.007)]  [G loss: 0.008] \n",
      "1003 [D loss: (-0.006)(R -0.020, F 0.007)]  [G loss: 0.006] \n",
      "1004 [D loss: (-0.007)(R -0.022, F 0.008)]  [G loss: 0.005] \n",
      "1005 [D loss: (-0.008)(R -0.024, F 0.007)]  [G loss: 0.008] \n",
      "1006 [D loss: (-0.007)(R -0.024, F 0.009)]  [G loss: 0.005] \n",
      "1007 [D loss: (-0.007)(R -0.024, F 0.009)]  [G loss: 0.004] \n",
      "1008 [D loss: (-0.007)(R -0.023, F 0.008)]  [G loss: 0.007] \n",
      "1009 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.008] \n",
      "1010 [D loss: (-0.008)(R -0.022, F 0.007)]  [G loss: 0.008] \n",
      "1011 [D loss: (-0.007)(R -0.022, F 0.007)]  [G loss: 0.006] \n",
      "1012 [D loss: (-0.007)(R -0.022, F 0.008)]  [G loss: 0.008] \n",
      "1013 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.006] \n",
      "1014 [D loss: (-0.008)(R -0.024, F 0.008)]  [G loss: 0.005] \n",
      "1015 [D loss: (-0.008)(R -0.025, F 0.008)]  [G loss: 0.004] \n",
      "1016 [D loss: (-0.007)(R -0.024, F 0.010)]  [G loss: 0.007] \n",
      "1017 [D loss: (-0.008)(R -0.022, F 0.005)]  [G loss: 0.007] \n",
      "1018 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.007] \n",
      "1019 [D loss: (-0.006)(R -0.021, F 0.009)]  [G loss: 0.007] \n",
      "1020 [D loss: (-0.007)(R -0.023, F 0.009)]  [G loss: 0.006] \n",
      "1021 [D loss: (-0.007)(R -0.022, F 0.009)]  [G loss: 0.006] \n",
      "1022 [D loss: (-0.008)(R -0.025, F 0.009)]  [G loss: 0.004] \n",
      "1023 [D loss: (-0.007)(R -0.023, F 0.008)]  [G loss: 0.007] \n",
      "1024 [D loss: (-0.008)(R -0.026, F 0.009)]  [G loss: 0.005] \n",
      "1025 [D loss: (-0.008)(R -0.027, F 0.012)]  [G loss: 0.005] \n",
      "1026 [D loss: (-0.007)(R -0.023, F 0.009)]  [G loss: 0.007] \n",
      "1027 [D loss: (-0.008)(R -0.025, F 0.008)]  [G loss: 0.004] \n",
      "1028 [D loss: (-0.007)(R -0.024, F 0.011)]  [G loss: 0.003] \n",
      "1029 [D loss: (-0.007)(R -0.025, F 0.011)]  [G loss: 0.004] \n",
      "1030 [D loss: (-0.007)(R -0.020, F 0.007)]  [G loss: 0.009] \n",
      "1031 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.008] \n",
      "1032 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.012] \n",
      "1033 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.008] \n",
      "1034 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.009] \n",
      "1035 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.008] \n",
      "1036 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.011] \n",
      "1037 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.012] \n",
      "1038 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.009] \n",
      "1039 [D loss: (-0.008)(R -0.022, F 0.005)]  [G loss: 0.007] \n",
      "1040 [D loss: (-0.008)(R -0.021, F 0.004)]  [G loss: 0.007] \n",
      "1041 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.009] \n",
      "1042 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.010] \n",
      "1043 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.010] \n",
      "1044 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.007] \n",
      "1045 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.013] \n",
      "1046 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.011] \n",
      "1047 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.011] \n",
      "1048 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.008] \n",
      "1049 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.008] \n",
      "1050 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.009] \n",
      "1051 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.005] \n",
      "1052 [D loss: (-0.008)(R -0.023, F 0.007)]  [G loss: 0.008] \n",
      "1053 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.008] \n",
      "1054 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.011] \n",
      "1055 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.009] \n",
      "1056 [D loss: (-0.007)(R -0.023, F 0.009)]  [G loss: 0.005] \n",
      "1057 [D loss: (-0.008)(R -0.022, F 0.005)]  [G loss: 0.008] \n",
      "1058 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.008] \n",
      "1059 [D loss: (-0.009)(R -0.022, F 0.005)]  [G loss: 0.008] \n",
      "1060 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.008] \n",
      "1061 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.009] \n",
      "1062 [D loss: (-0.009)(R -0.024, F 0.005)]  [G loss: 0.007] \n",
      "1063 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.009] \n",
      "1064 [D loss: (-0.009)(R -0.023, F 0.006)]  [G loss: 0.007] \n",
      "1065 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.008] \n",
      "1066 [D loss: (-0.007)(R -0.022, F 0.008)]  [G loss: 0.007] \n",
      "1067 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.009] \n",
      "1068 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.010] \n",
      "1069 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.007] \n",
      "1070 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.008] \n",
      "1071 [D loss: (-0.007)(R -0.022, F 0.008)]  [G loss: 0.009] \n",
      "1072 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.012] \n",
      "1073 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.009] \n",
      "1074 [D loss: (-0.009)(R -0.022, F 0.005)]  [G loss: 0.010] \n",
      "1075 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.011] \n",
      "1076 [D loss: (-0.011)(R -0.020, F -0.002)]  [G loss: 0.012] \n",
      "1077 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.008] \n",
      "1078 [D loss: (-0.008)(R -0.023, F 0.006)]  [G loss: 0.008] \n",
      "1079 [D loss: (-0.010)(R -0.023, F 0.003)]  [G loss: 0.010] \n",
      "1080 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.012] \n",
      "1081 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.011] \n",
      "1082 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.013] \n",
      "1083 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.011] \n",
      "1084 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.012] \n",
      "1085 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.012] \n",
      "1086 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.010] \n",
      "1087 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.010] \n",
      "1088 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.008] \n",
      "1089 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.010] \n",
      "1090 [D loss: (-0.011)(R -0.023, F 0.001)]  [G loss: 0.014] \n",
      "1091 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.007] \n",
      "1092 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.011] \n",
      "1093 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.011] \n",
      "1094 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.010] \n",
      "1095 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.011] \n",
      "1096 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.013] \n",
      "1097 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.008] \n",
      "1098 [D loss: (-0.009)(R -0.021, F 0.004)]  [G loss: 0.010] \n",
      "1099 [D loss: (-0.009)(R -0.023, F 0.005)]  [G loss: 0.008] \n",
      "1100 [D loss: (-0.009)(R -0.023, F 0.005)]  [G loss: 0.010] \n",
      "1101 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.008] \n",
      "1102 [D loss: (-0.010)(R -0.024, F 0.004)]  [G loss: 0.006] \n",
      "1103 [D loss: (-0.010)(R -0.023, F 0.004)]  [G loss: 0.012] \n",
      "1104 [D loss: (-0.007)(R -0.023, F 0.008)]  [G loss: 0.009] \n",
      "1105 [D loss: (-0.009)(R -0.024, F 0.006)]  [G loss: 0.009] \n",
      "1106 [D loss: (-0.007)(R -0.023, F 0.008)]  [G loss: 0.008] \n",
      "1107 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.011] \n",
      "1108 [D loss: (-0.009)(R -0.022, F 0.003)]  [G loss: 0.009] \n",
      "1109 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.011] \n",
      "1110 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.010] \n",
      "1111 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.012] \n",
      "1112 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.014] \n",
      "1113 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.012] \n",
      "1114 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.010] \n",
      "1115 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.013] \n",
      "1116 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "1117 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.015] \n",
      "1118 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.011] \n",
      "1119 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.012] \n",
      "1120 [D loss: (-0.010)(R -0.022, F 0.002)]  [G loss: 0.010] \n",
      "1121 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.015] \n",
      "1122 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.015] \n",
      "1123 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.015] \n",
      "1124 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.015] \n",
      "1125 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.014] \n",
      "1126 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.012] \n",
      "1127 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.014] \n",
      "1128 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.012] \n",
      "1129 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.009] \n",
      "1130 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.012] \n",
      "1131 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.012] \n",
      "1132 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.012] \n",
      "1133 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.012] \n",
      "1134 [D loss: (-0.009)(R -0.023, F 0.005)]  [G loss: 0.010] \n",
      "1135 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.009] \n",
      "1136 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.010] \n",
      "1137 [D loss: (-0.010)(R -0.024, F 0.004)]  [G loss: 0.009] \n",
      "1138 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.010] \n",
      "1139 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.012] \n",
      "1140 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.014] \n",
      "1141 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.013] \n",
      "1142 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.012] \n",
      "1143 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.016] \n",
      "1144 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.016] \n",
      "1145 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.015] \n",
      "1146 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.014] \n",
      "1147 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.015] \n",
      "1148 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.014] \n",
      "1149 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.011] \n",
      "1150 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.013] \n",
      "1151 [D loss: (-0.008)(R -0.017, F -0.000)]  [G loss: 0.016] \n",
      "1152 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.014] \n",
      "1153 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.014] \n",
      "1154 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.017] \n",
      "1155 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.016] \n",
      "1156 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.015] \n",
      "1157 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.013] \n",
      "1158 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.014] \n",
      "1159 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.011] \n",
      "1160 [D loss: (-0.011)(R -0.019, F -0.003)]  [G loss: 0.016] \n",
      "1161 [D loss: (-0.011)(R -0.020, F -0.001)]  [G loss: 0.015] \n",
      "1162 [D loss: (-0.010)(R -0.019, F -0.000)]  [G loss: 0.012] \n",
      "1163 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.015] \n",
      "1164 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.015] \n",
      "1165 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.014] \n",
      "1166 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.011] \n",
      "1167 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.012] \n",
      "1168 [D loss: (-0.006)(R -0.019, F 0.006)]  [G loss: 0.010] \n",
      "1169 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.010] \n",
      "1170 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.010] \n",
      "1171 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.008] \n",
      "1172 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.010] \n",
      "1173 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.008] \n",
      "1174 [D loss: (-0.006)(R -0.019, F 0.006)]  [G loss: 0.010] \n",
      "1175 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.011] \n",
      "1176 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.009] \n",
      "1177 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.013] \n",
      "1178 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.013] \n",
      "1179 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.012] \n",
      "1180 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.013] \n",
      "1181 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.014] \n",
      "1182 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.015] \n",
      "1183 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.017] \n",
      "1184 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.019] \n",
      "1185 [D loss: (-0.008)(R -0.014, F -0.003)]  [G loss: 0.016] \n",
      "1186 [D loss: (-0.009)(R -0.015, F -0.004)]  [G loss: 0.019] \n",
      "1187 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.017] \n",
      "1188 [D loss: (-0.008)(R -0.012, F -0.005)]  [G loss: 0.021] \n",
      "1189 [D loss: (-0.007)(R -0.011, F -0.004)]  [G loss: 0.020] \n",
      "1190 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.017] \n",
      "1191 [D loss: (-0.008)(R -0.012, F -0.005)]  [G loss: 0.017] \n",
      "1192 [D loss: (-0.008)(R -0.012, F -0.003)]  [G loss: 0.019] \n",
      "1193 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.015] \n",
      "1194 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.012] \n",
      "1195 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.015] \n",
      "1196 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.015] \n",
      "1197 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.015] \n",
      "1198 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.016] \n",
      "1199 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.013] \n",
      "1200 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.013] \n",
      "1201 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.012] \n",
      "1202 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.015] \n",
      "1203 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.011] \n",
      "1204 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.011] \n",
      "1205 [D loss: (-0.010)(R -0.021, F 0.002)]  [G loss: 0.010] \n",
      "1206 [D loss: (-0.011)(R -0.022, F 0.000)]  [G loss: 0.016] \n",
      "1207 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.012] \n",
      "1208 [D loss: (-0.008)(R -0.022, F 0.007)]  [G loss: 0.009] \n",
      "1209 [D loss: (-0.008)(R -0.022, F 0.005)]  [G loss: 0.010] \n",
      "1210 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.008] \n",
      "1211 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.009] \n",
      "1212 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.012] \n",
      "1213 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.012] \n",
      "1214 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.013] \n",
      "1215 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.013] \n",
      "1216 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.012] \n",
      "1217 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.014] \n",
      "1218 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.017] \n",
      "1219 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.017] \n",
      "1220 [D loss: (-0.008)(R -0.014, F -0.003)]  [G loss: 0.016] \n",
      "1221 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.018] \n",
      "1222 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.018] \n",
      "1223 [D loss: (-0.008)(R -0.011, F -0.006)]  [G loss: 0.021] \n",
      "1224 [D loss: (-0.008)(R -0.010, F -0.006)]  [G loss: 0.019] \n",
      "1225 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.017] \n",
      "1226 [D loss: (-0.009)(R -0.013, F -0.005)]  [G loss: 0.020] \n",
      "1227 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.018] \n",
      "1228 [D loss: (-0.010)(R -0.012, F -0.008)]  [G loss: 0.022] \n",
      "1229 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.016] \n",
      "1230 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.017] \n",
      "1231 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.015] \n",
      "1232 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.014] \n",
      "1233 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.013] \n",
      "1234 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.015] \n",
      "1235 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.014] \n",
      "1236 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.015] \n",
      "1237 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.015] \n",
      "1238 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.014] \n",
      "1239 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.014] \n",
      "1240 [D loss: (-0.009)(R -0.013, F -0.005)]  [G loss: 0.016] \n",
      "1241 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.013] \n",
      "1242 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.016] \n",
      "1243 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.015] \n",
      "1244 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.015] \n",
      "1245 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.013] \n",
      "1246 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.013] \n",
      "1247 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.014] \n",
      "1248 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.013] \n",
      "1249 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.012] \n",
      "1250 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.013] \n",
      "1251 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.011] \n",
      "1252 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.014] \n",
      "1253 [D loss: (-0.013)(R -0.020, F -0.006)]  [G loss: 0.017] \n",
      "1254 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.012] \n",
      "1255 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.012] \n",
      "1256 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.011] \n",
      "1257 [D loss: (-0.010)(R -0.022, F 0.002)]  [G loss: 0.010] \n",
      "1258 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.010] \n",
      "1259 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.011] \n",
      "1260 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.014] \n",
      "1261 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.014] \n",
      "1262 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.018] \n",
      "1263 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.015] \n",
      "1264 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.014] \n",
      "1265 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.012] \n",
      "1266 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.012] \n",
      "1267 [D loss: (-0.007)(R -0.019, F 0.006)]  [G loss: 0.010] \n",
      "1268 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.010] \n",
      "1269 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.013] \n",
      "1270 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.015] \n",
      "1271 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.015] \n",
      "1272 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.018] \n",
      "1273 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.017] \n",
      "1274 [D loss: (-0.008)(R -0.012, F -0.005)]  [G loss: 0.019] \n",
      "1275 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.017] \n",
      "1276 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.015] \n",
      "1277 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.014] \n",
      "1278 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.015] \n",
      "1279 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.017] \n",
      "1280 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.017] \n",
      "1281 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.018] \n",
      "1282 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.017] \n",
      "1283 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.015] \n",
      "1284 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.016] \n",
      "1285 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.014] \n",
      "1286 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.015] \n",
      "1287 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.015] \n",
      "1288 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.013] \n",
      "1289 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.013] \n",
      "1290 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.012] \n",
      "1291 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.015] \n",
      "1292 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.014] \n",
      "1293 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.013] \n",
      "1294 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.012] \n",
      "1295 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.015] \n",
      "1296 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.013] \n",
      "1297 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.012] \n",
      "1298 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.012] \n",
      "1299 [D loss: (-0.013)(R -0.020, F -0.006)]  [G loss: 0.016] \n",
      "1300 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.012] \n",
      "1301 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.015] \n",
      "1302 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.015] \n",
      "1303 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.011] \n",
      "1304 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.010] \n",
      "1305 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.008] \n",
      "1306 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.012] \n",
      "1307 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.012] \n",
      "1308 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.016] \n",
      "1309 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.015] \n",
      "1310 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.014] \n",
      "1311 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.016] \n",
      "1312 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.016] \n",
      "1313 [D loss: (-0.009)(R -0.014, F -0.005)]  [G loss: 0.020] \n",
      "1314 [D loss: (-0.008)(R -0.012, F -0.003)]  [G loss: 0.018] \n",
      "1315 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.018] \n",
      "1316 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.020] \n",
      "1317 [D loss: (-0.009)(R -0.013, F -0.005)]  [G loss: 0.017] \n",
      "1318 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.018] \n",
      "1319 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.015] \n",
      "1320 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.014] \n",
      "1321 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.014] \n",
      "1322 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.015] \n",
      "1323 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.015] \n",
      "1324 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.017] \n",
      "1325 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.015] \n",
      "1326 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.015] \n",
      "1327 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.014] \n",
      "1328 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.014] \n",
      "1329 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.015] \n",
      "1330 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.015] \n",
      "1331 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.014] \n",
      "1332 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.014] \n",
      "1333 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.014] \n",
      "1334 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.015] \n",
      "1335 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.011] \n",
      "1336 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.016] \n",
      "1337 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.014] \n",
      "1338 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.012] \n",
      "1339 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.013] \n",
      "1340 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.014] \n",
      "1341 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.012] \n",
      "1342 [D loss: (-0.010)(R -0.019, F -0.000)]  [G loss: 0.012] \n",
      "1343 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.016] \n",
      "1344 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.012] \n",
      "1345 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.016] \n",
      "1346 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.011] \n",
      "1347 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.015] \n",
      "1348 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.014] \n",
      "1349 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.015] \n",
      "1350 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.012] \n",
      "1351 [D loss: (-0.009)(R -0.021, F 0.002)]  [G loss: 0.009] \n",
      "1352 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.015] \n",
      "1353 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.015] \n",
      "1354 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.011] \n",
      "1355 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.013] \n",
      "1356 [D loss: (-0.010)(R -0.016, F -0.003)]  [G loss: 0.014] \n",
      "1357 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.014] \n",
      "1358 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.014] \n",
      "1359 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.013] \n",
      "1360 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.013] \n",
      "1361 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.012] \n",
      "1362 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.015] \n",
      "1363 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.016] \n",
      "1364 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.015] \n",
      "1365 [D loss: (-0.009)(R -0.019, F -0.000)]  [G loss: 0.014] \n",
      "1366 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.012] \n",
      "1367 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.013] \n",
      "1368 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.012] \n",
      "1369 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.011] \n",
      "1370 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.017] \n",
      "1371 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.015] \n",
      "1372 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.013] \n",
      "1373 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.018] \n",
      "1374 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.015] \n",
      "1375 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.013] \n",
      "1376 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.014] \n",
      "1377 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.014] \n",
      "1378 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.015] \n",
      "1379 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.012] \n",
      "1380 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.012] \n",
      "1381 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.013] \n",
      "1382 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.012] \n",
      "1383 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.010] \n",
      "1384 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.013] \n",
      "1385 [D loss: (-0.008)(R -0.015, F 0.000)]  [G loss: 0.015] \n",
      "1386 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.012] \n",
      "1387 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.013] \n",
      "1388 [D loss: (-0.008)(R -0.017, F -0.000)]  [G loss: 0.014] \n",
      "1389 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.012] \n",
      "1390 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.009] \n",
      "1391 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.013] \n",
      "1392 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.010] \n",
      "1393 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.013] \n",
      "1394 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.012] \n",
      "1395 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.015] \n",
      "1396 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.014] \n",
      "1397 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.011] \n",
      "1398 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "1399 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.013] \n",
      "1400 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.013] \n",
      "1401 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.011] \n",
      "1402 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.013] \n",
      "1403 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.009] \n",
      "1404 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.009] \n",
      "1405 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.013] \n",
      "1406 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.014] \n",
      "1407 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.015] \n",
      "1408 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.018] \n",
      "1409 [D loss: (-0.007)(R -0.011, F -0.004)]  [G loss: 0.019] \n",
      "1410 [D loss: (-0.009)(R -0.012, F -0.007)]  [G loss: 0.019] \n",
      "1411 [D loss: (-0.007)(R -0.010, F -0.003)]  [G loss: 0.017] \n",
      "1412 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.017] \n",
      "1413 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.017] \n",
      "1414 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.015] \n",
      "1415 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.013] \n",
      "1416 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.012] \n",
      "1417 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.012] \n",
      "1418 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.011] \n",
      "1419 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.012] \n",
      "1420 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.011] \n",
      "1421 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.010] \n",
      "1422 [D loss: (-0.006)(R -0.017, F 0.004)]  [G loss: 0.009] \n",
      "1423 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.014] \n",
      "1424 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.015] \n",
      "1425 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.013] \n",
      "1426 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.013] \n",
      "1427 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.012] \n",
      "1428 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.011] \n",
      "1429 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.011] \n",
      "1430 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.011] \n",
      "1431 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.011] \n",
      "1432 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.012] \n",
      "1433 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.011] \n",
      "1434 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.011] \n",
      "1435 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.012] \n",
      "1436 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.012] \n",
      "1437 [D loss: (-0.007)(R -0.015, F -0.000)]  [G loss: 0.014] \n",
      "1438 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.013] \n",
      "1439 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.014] \n",
      "1440 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.012] \n",
      "1441 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.009] \n",
      "1442 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.010] \n",
      "1443 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.009] \n",
      "1444 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.013] \n",
      "1445 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.010] \n",
      "1446 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.011] \n",
      "1447 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.010] \n",
      "1448 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.009] \n",
      "1449 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.008] \n",
      "1450 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.010] \n",
      "1451 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.009] \n",
      "1452 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.009] \n",
      "1453 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.011] \n",
      "1454 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.008] \n",
      "1455 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.006] \n",
      "1456 [D loss: (-0.006)(R -0.020, F 0.007)]  [G loss: 0.008] \n",
      "1457 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.010] \n",
      "1458 [D loss: (-0.007)(R -0.019, F 0.006)]  [G loss: 0.010] \n",
      "1459 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.010] \n",
      "1460 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.012] \n",
      "1461 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.012] \n",
      "1462 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.010] \n",
      "1463 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.012] \n",
      "1464 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.012] \n",
      "1465 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.014] \n",
      "1466 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.014] \n",
      "1467 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.012] \n",
      "1468 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.012] \n",
      "1469 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.018] \n",
      "1470 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.013] \n",
      "1471 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.013] \n",
      "1472 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.013] \n",
      "1473 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.014] \n",
      "1474 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.011] \n",
      "1475 [D loss: (-0.006)(R -0.019, F 0.007)]  [G loss: 0.008] \n",
      "1476 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.008] \n",
      "1477 [D loss: (-0.007)(R -0.019, F 0.006)]  [G loss: 0.009] \n",
      "1478 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.006] \n",
      "1479 [D loss: (-0.009)(R -0.021, F 0.004)]  [G loss: 0.007] \n",
      "1480 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.012] \n",
      "1481 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.013] \n",
      "1482 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.016] \n",
      "1483 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "1484 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.014] \n",
      "1485 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.009] \n",
      "1486 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.009] \n",
      "1487 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.007] \n",
      "1488 [D loss: (-0.006)(R -0.018, F 0.007)]  [G loss: 0.007] \n",
      "1489 [D loss: (-0.008)(R -0.023, F 0.007)]  [G loss: 0.007] \n",
      "1490 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.007] \n",
      "1491 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.006] \n",
      "1492 [D loss: (-0.007)(R -0.022, F 0.007)]  [G loss: 0.005] \n",
      "1493 [D loss: (-0.009)(R -0.021, F 0.004)]  [G loss: 0.009] \n",
      "1494 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.008] \n",
      "1495 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.011] \n",
      "1496 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.007] \n",
      "1497 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.010] \n",
      "1498 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.009] \n",
      "1499 [D loss: (-0.006)(R -0.018, F 0.005)]  [G loss: 0.010] \n",
      "1500 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.009] \n",
      "1501 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.011] \n",
      "1502 [D loss: (-0.010)(R -0.021, F 0.000)]  [G loss: 0.009] \n",
      "1503 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "1504 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.014] \n",
      "1505 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.012] \n",
      "1506 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.011] \n",
      "1507 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.013] \n",
      "1508 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.012] \n",
      "1509 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.012] \n",
      "1510 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.011] \n",
      "1511 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "1512 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.012] \n",
      "1513 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.009] \n",
      "1514 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.008] \n",
      "1515 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.008] \n",
      "1516 [D loss: (-0.006)(R -0.019, F 0.006)]  [G loss: 0.007] \n",
      "1517 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.008] \n",
      "1518 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.010] \n",
      "1519 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.009] \n",
      "1520 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "1521 [D loss: (-0.011)(R -0.019, F -0.002)]  [G loss: 0.012] \n",
      "1522 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.006] \n",
      "1523 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.012] \n",
      "1524 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.010] \n",
      "1525 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.011] \n",
      "1526 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.007] \n",
      "1527 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.016] \n",
      "1528 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.009] \n",
      "1529 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.011] \n",
      "1530 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.005] \n",
      "1531 [D loss: (-0.007)(R -0.020, F 0.007)]  [G loss: 0.008] \n",
      "1532 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.007] \n",
      "1533 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.009] \n",
      "1534 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "1535 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.010] \n",
      "1536 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.010] \n",
      "1537 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.012] \n",
      "1538 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.010] \n",
      "1539 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.010] \n",
      "1540 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.013] \n",
      "1541 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.011] \n",
      "1542 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "1543 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.014] \n",
      "1544 [D loss: (-0.006)(R -0.018, F 0.007)]  [G loss: 0.006] \n",
      "1545 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.003] \n",
      "1546 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.011] \n",
      "1547 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.011] \n",
      "1548 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "1549 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.008] \n",
      "1550 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.008] \n",
      "1551 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.006] \n",
      "1552 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.007] \n",
      "1553 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.008] \n",
      "1554 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.006] \n",
      "1555 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.010] \n",
      "1556 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.011] \n",
      "1557 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.010] \n",
      "1558 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.011] \n",
      "1559 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.008] \n",
      "1560 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.012] \n",
      "1561 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.008] \n",
      "1562 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.011] \n",
      "1563 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.010] \n",
      "1564 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.012] \n",
      "1565 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.016] \n",
      "1566 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.012] \n",
      "1567 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.011] \n",
      "1568 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.010] \n",
      "1569 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.011] \n",
      "1570 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.010] \n",
      "1571 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "1572 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.007] \n",
      "1573 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.010] \n",
      "1574 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.007] \n",
      "1575 [D loss: (-0.007)(R -0.022, F 0.007)]  [G loss: 0.006] \n",
      "1576 [D loss: (-0.008)(R -0.023, F 0.007)]  [G loss: 0.006] \n",
      "1577 [D loss: (-0.007)(R -0.020, F 0.007)]  [G loss: 0.005] \n",
      "1578 [D loss: (-0.006)(R -0.024, F 0.011)]  [G loss: 0.001] \n",
      "1579 [D loss: (-0.008)(R -0.024, F 0.008)]  [G loss: 0.005] \n",
      "1580 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.005] \n",
      "1581 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.005] \n",
      "1582 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.009] \n",
      "1583 [D loss: (-0.009)(R -0.022, F 0.005)]  [G loss: 0.007] \n",
      "1584 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.010] \n",
      "1585 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "1586 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.007] \n",
      "1587 [D loss: (-0.006)(R -0.018, F 0.005)]  [G loss: 0.007] \n",
      "1588 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.010] \n",
      "1589 [D loss: (-0.005)(R -0.016, F 0.006)]  [G loss: 0.009] \n",
      "1590 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.009] \n",
      "1591 [D loss: (-0.006)(R -0.015, F 0.004)]  [G loss: 0.010] \n",
      "1592 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.010] \n",
      "1593 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.011] \n",
      "1594 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.009] \n",
      "1595 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.010] \n",
      "1596 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.012] \n",
      "1597 [D loss: (-0.006)(R -0.014, F 0.003)]  [G loss: 0.011] \n",
      "1598 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.013] \n",
      "1599 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.012] \n",
      "1600 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.012] \n",
      "1601 [D loss: (-0.008)(R -0.014, F -0.003)]  [G loss: 0.015] \n",
      "1602 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.014] \n",
      "1603 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "1604 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.011] \n",
      "1605 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.009] \n",
      "1606 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.008] \n",
      "1607 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "1608 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.010] \n",
      "1609 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.009] \n",
      "1610 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.007] \n",
      "1611 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.007] \n",
      "1612 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.003] \n",
      "1613 [D loss: (-0.008)(R -0.023, F 0.007)]  [G loss: 0.006] \n",
      "1614 [D loss: (-0.007)(R -0.022, F 0.008)]  [G loss: 0.003] \n",
      "1615 [D loss: (-0.009)(R -0.022, F 0.005)]  [G loss: 0.005] \n",
      "1616 [D loss: (-0.006)(R -0.023, F 0.011)]  [G loss: 0.001] \n",
      "1617 [D loss: (-0.009)(R -0.026, F 0.008)]  [G loss: 0.003] \n",
      "1618 [D loss: (-0.007)(R -0.023, F 0.008)]  [G loss: 0.003] \n",
      "1619 [D loss: (-0.007)(R -0.022, F 0.008)]  [G loss: 0.004] \n",
      "1620 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.008] \n",
      "1621 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.009] \n",
      "1622 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "1623 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.011] \n",
      "1624 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "1625 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.011] \n",
      "1626 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.010] \n",
      "1627 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.009] \n",
      "1628 [D loss: (-0.009)(R -0.021, F 0.002)]  [G loss: 0.008] \n",
      "1629 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.009] \n",
      "1630 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.012] \n",
      "1631 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.005] \n",
      "1632 [D loss: (-0.007)(R -0.019, F 0.006)]  [G loss: 0.007] \n",
      "1633 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.004] \n",
      "1634 [D loss: (-0.007)(R -0.019, F 0.006)]  [G loss: 0.007] \n",
      "1635 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "1636 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.011] \n",
      "1637 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "1638 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.013] \n",
      "1639 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "1640 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.007] \n",
      "1641 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.008] \n",
      "1642 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.007] \n",
      "1643 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.009] \n",
      "1644 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.011] \n",
      "1645 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.008] \n",
      "1646 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.009] \n",
      "1647 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "1648 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.007] \n",
      "1649 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.011] \n",
      "1650 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.006] \n",
      "1651 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.013] \n",
      "1652 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "1653 [D loss: (-0.008)(R -0.017, F -0.000)]  [G loss: 0.011] \n",
      "1654 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "1655 [D loss: (-0.009)(R -0.024, F 0.006)]  [G loss: 0.002] \n",
      "1656 [D loss: (-0.006)(R -0.019, F 0.007)]  [G loss: 0.008] \n",
      "1657 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.007] \n",
      "1658 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.008] \n",
      "1659 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "1660 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.010] \n",
      "1661 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "1662 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.008] \n",
      "1663 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "1664 [D loss: (-0.006)(R -0.019, F 0.007)]  [G loss: 0.005] \n",
      "1665 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.004] \n",
      "1666 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.009] \n",
      "1667 [D loss: (-0.007)(R -0.024, F 0.011)]  [G loss: 0.003] \n",
      "1668 [D loss: (-0.008)(R -0.024, F 0.008)]  [G loss: 0.004] \n",
      "1669 [D loss: (-0.008)(R -0.022, F 0.005)]  [G loss: 0.007] \n",
      "1670 [D loss: (-0.007)(R -0.022, F 0.008)]  [G loss: 0.004] \n",
      "1671 [D loss: (-0.007)(R -0.022, F 0.008)]  [G loss: 0.004] \n",
      "1672 [D loss: (-0.006)(R -0.019, F 0.007)]  [G loss: 0.006] \n",
      "1673 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.007] \n",
      "1674 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.007] \n",
      "1675 [D loss: (-0.009)(R -0.022, F 0.005)]  [G loss: 0.007] \n",
      "1676 [D loss: (-0.006)(R -0.019, F 0.007)]  [G loss: 0.005] \n",
      "1677 [D loss: (-0.008)(R -0.022, F 0.005)]  [G loss: 0.004] \n",
      "1678 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.004] \n",
      "1679 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.006] \n",
      "1680 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.009] \n",
      "1681 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.013] \n",
      "1682 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "1683 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "1684 [D loss: (-0.010)(R -0.021, F 0.000)]  [G loss: 0.010] \n",
      "1685 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "1686 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.011] \n",
      "1687 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.014] \n",
      "1688 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "1689 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.016] \n",
      "1690 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "1691 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "1692 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.010] \n",
      "1693 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.005] \n",
      "1694 [D loss: (-0.006)(R -0.019, F 0.006)]  [G loss: 0.008] \n",
      "1695 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.006] \n",
      "1696 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.010] \n",
      "1697 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "1698 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.011] \n",
      "1699 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "1700 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.009] \n",
      "1701 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.008] \n",
      "1702 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.010] \n",
      "1703 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "1704 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "1705 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.007] \n",
      "1706 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.011] \n",
      "1707 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.009] \n",
      "1708 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "1709 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.009] \n",
      "1710 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "1711 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.007] \n",
      "1712 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.009] \n",
      "1713 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.007] \n",
      "1714 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.008] \n",
      "1715 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.007] \n",
      "1716 [D loss: (-0.008)(R -0.022, F 0.005)]  [G loss: 0.006] \n",
      "1717 [D loss: (-0.006)(R -0.020, F 0.007)]  [G loss: 0.004] \n",
      "1718 [D loss: (-0.008)(R -0.021, F 0.004)]  [G loss: 0.007] \n",
      "1719 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.003] \n",
      "1720 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.007] \n",
      "1721 [D loss: (-0.006)(R -0.021, F 0.008)]  [G loss: 0.005] \n",
      "1722 [D loss: (-0.006)(R -0.017, F 0.004)]  [G loss: 0.007] \n",
      "1723 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.008] \n",
      "1724 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.009] \n",
      "1725 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.011] \n",
      "1726 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.012] \n",
      "1727 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.009] \n",
      "1728 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.009] \n",
      "1729 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "1730 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.013] \n",
      "1731 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.012] \n",
      "1732 [D loss: (-0.010)(R -0.016, F -0.003)]  [G loss: 0.009] \n",
      "1733 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.014] \n",
      "1734 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.011] \n",
      "1735 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "1736 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.013] \n",
      "1737 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "1738 [D loss: (-0.010)(R -0.021, F 0.002)]  [G loss: 0.010] \n",
      "1739 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.009] \n",
      "1740 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "1741 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.007] \n",
      "1742 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.006] \n",
      "1743 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.008] \n",
      "1744 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.007] \n",
      "1745 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.005] \n",
      "1746 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.012] \n",
      "1747 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "1748 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.011] \n",
      "1749 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.012] \n",
      "1750 [D loss: (-0.005)(R -0.014, F 0.003)]  [G loss: 0.010] \n",
      "1751 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.011] \n",
      "1752 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "1753 [D loss: (-0.006)(R -0.016, F 0.005)]  [G loss: 0.005] \n",
      "1754 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.008] \n",
      "1755 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.007] \n",
      "1756 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.008] \n",
      "1757 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.009] \n",
      "1758 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "1759 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.007] \n",
      "1760 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.009] \n",
      "1761 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.011] \n",
      "1762 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.009] \n",
      "1763 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.008] \n",
      "1764 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.006] \n",
      "1765 [D loss: (-0.007)(R -0.019, F 0.006)]  [G loss: 0.006] \n",
      "1766 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.006] \n",
      "1767 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.005] \n",
      "1768 [D loss: (-0.007)(R -0.022, F 0.008)]  [G loss: 0.007] \n",
      "1769 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.006] \n",
      "1770 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.008] \n",
      "1771 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.010] \n",
      "1772 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "1773 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.006] \n",
      "1774 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.009] \n",
      "1775 [D loss: (-0.007)(R -0.020, F 0.007)]  [G loss: 0.004] \n",
      "1776 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.007] \n",
      "1777 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "1778 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.009] \n",
      "1779 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.007] \n",
      "1780 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.007] \n",
      "1781 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.006] \n",
      "1782 [D loss: (-0.005)(R -0.018, F 0.007)]  [G loss: 0.007] \n",
      "1783 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.009] \n",
      "1784 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.008] \n",
      "1785 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.009] \n",
      "1786 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.014] \n",
      "1787 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.012] \n",
      "1788 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.009] \n",
      "1789 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "1790 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "1791 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "1792 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.011] \n",
      "1793 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.009] \n",
      "1794 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "1795 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.013] \n",
      "1796 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.011] \n",
      "1797 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "1798 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.009] \n",
      "1799 [D loss: (-0.005)(R -0.015, F 0.004)]  [G loss: 0.008] \n",
      "1800 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.010] \n",
      "1801 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.010] \n",
      "1802 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "1803 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.011] \n",
      "1804 [D loss: (-0.005)(R -0.012, F 0.003)]  [G loss: 0.011] \n",
      "1805 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.012] \n",
      "1806 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.013] \n",
      "1807 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "1808 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.007] \n",
      "1809 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.011] \n",
      "1810 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.009] \n",
      "1811 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.013] \n",
      "1812 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "1813 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.010] \n",
      "1814 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.008] \n",
      "1815 [D loss: (-0.010)(R -0.021, F 0.002)]  [G loss: 0.008] \n",
      "1816 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.011] \n",
      "1817 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "1818 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.013] \n",
      "1819 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.010] \n",
      "1820 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.009] \n",
      "1821 [D loss: (-0.006)(R -0.018, F 0.005)]  [G loss: 0.009] \n",
      "1822 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.011] \n",
      "1823 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.011] \n",
      "1824 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.013] \n",
      "1825 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.012] \n",
      "1826 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.011] \n",
      "1827 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "1828 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "1829 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "1830 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.012] \n",
      "1831 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.010] \n",
      "1832 [D loss: (-0.005)(R -0.012, F 0.001)]  [G loss: 0.011] \n",
      "1833 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.012] \n",
      "1834 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.011] \n",
      "1835 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "1836 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "1837 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "1838 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "1839 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.012] \n",
      "1840 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.011] \n",
      "1841 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.011] \n",
      "1842 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.009] \n",
      "1843 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.012] \n",
      "1844 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.010] \n",
      "1845 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.013] \n",
      "1846 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "1847 [D loss: (-0.005)(R -0.013, F 0.002)]  [G loss: 0.012] \n",
      "1848 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.014] \n",
      "1849 [D loss: (-0.010)(R -0.015, F -0.005)]  [G loss: 0.016] \n",
      "1850 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.011] \n",
      "1851 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "1852 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.008] \n",
      "1853 [D loss: (-0.005)(R -0.014, F 0.003)]  [G loss: 0.008] \n",
      "1854 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.010] \n",
      "1855 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "1856 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.009] \n",
      "1857 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "1858 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "1859 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "1860 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.009] \n",
      "1861 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.013] \n",
      "1862 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.010] \n",
      "1863 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.010] \n",
      "1864 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.007] \n",
      "1865 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.007] \n",
      "1866 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.007] \n",
      "1867 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "1868 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "1869 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "1870 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.010] \n",
      "1871 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.008] \n",
      "1872 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "1873 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.011] \n",
      "1874 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.011] \n",
      "1875 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.014] \n",
      "1876 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.011] \n",
      "1877 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.014] \n",
      "1878 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.007] \n",
      "1879 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.016] \n",
      "1880 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.008] \n",
      "1881 [D loss: (-0.010)(R -0.020, F 0.000)]  [G loss: 0.010] \n",
      "1882 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.009] \n",
      "1883 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "1884 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.010] \n",
      "1885 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "1886 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "1887 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.010] \n",
      "1888 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.008] \n",
      "1889 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.008] \n",
      "1890 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.008] \n",
      "1891 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.011] \n",
      "1892 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.010] \n",
      "1893 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.008] \n",
      "1894 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "1895 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.012] \n",
      "1896 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.011] \n",
      "1897 [D loss: (-0.006)(R -0.011, F -0.000)]  [G loss: 0.013] \n",
      "1898 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.011] \n",
      "1899 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.009] \n",
      "1900 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.013] \n",
      "1901 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "1902 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "1903 [D loss: (-0.006)(R -0.016, F 0.005)]  [G loss: 0.009] \n",
      "1904 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.011] \n",
      "1905 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "1906 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.011] \n",
      "1907 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "1908 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.007] \n",
      "1909 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.007] \n",
      "1910 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.008] \n",
      "1911 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.010] \n",
      "1912 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.011] \n",
      "1913 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "1914 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.013] \n",
      "1915 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.012] \n",
      "1916 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.011] \n",
      "1917 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "1918 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "1919 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.013] \n",
      "1920 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.014] \n",
      "1921 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.012] \n",
      "1922 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.013] \n",
      "1923 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.009] \n",
      "1924 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.009] \n",
      "1925 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.013] \n",
      "1926 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.010] \n",
      "1927 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.012] \n",
      "1928 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.011] \n",
      "1929 [D loss: (-0.005)(R -0.012, F 0.001)]  [G loss: 0.011] \n",
      "1930 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.014] \n",
      "1931 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "1932 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.010] \n",
      "1933 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.012] \n",
      "1934 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.011] \n",
      "1935 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.012] \n",
      "1936 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.014] \n",
      "1937 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.011] \n",
      "1938 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.010] \n",
      "1939 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.010] \n",
      "1940 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "1941 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.007] \n",
      "1942 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.010] \n",
      "1943 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.009] \n",
      "1944 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.007] \n",
      "1945 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.008] \n",
      "1946 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.008] \n",
      "1947 [D loss: (-0.007)(R -0.020, F 0.007)]  [G loss: 0.007] \n",
      "1948 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "1949 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.007] \n",
      "1950 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.007] \n",
      "1951 [D loss: (-0.006)(R -0.015, F 0.004)]  [G loss: 0.007] \n",
      "1952 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.011] \n",
      "1953 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "1954 [D loss: (-0.005)(R -0.015, F 0.005)]  [G loss: 0.008] \n",
      "1955 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "1956 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.010] \n",
      "1957 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "1958 [D loss: (-0.006)(R -0.014, F 0.003)]  [G loss: 0.008] \n",
      "1959 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.013] \n",
      "1960 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.013] \n",
      "1961 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "1962 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.014] \n",
      "1963 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.012] \n",
      "1964 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.014] \n",
      "1965 [D loss: (-0.006)(R -0.010, F -0.002)]  [G loss: 0.013] \n",
      "1966 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.014] \n",
      "1967 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.012] \n",
      "1968 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.008] \n",
      "1969 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.014] \n",
      "1970 [D loss: (-0.009)(R -0.012, F -0.005)]  [G loss: 0.015] \n",
      "1971 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.016] \n",
      "1972 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.014] \n",
      "1973 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.011] \n",
      "1974 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "1975 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "1976 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.010] \n",
      "1977 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.010] \n",
      "1978 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.012] \n",
      "1979 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.010] \n",
      "1980 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.008] \n",
      "1981 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.007] \n",
      "1982 [D loss: (-0.005)(R -0.016, F 0.006)]  [G loss: 0.007] \n",
      "1983 [D loss: (-0.006)(R -0.017, F 0.004)]  [G loss: 0.009] \n",
      "1984 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "1985 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.009] \n",
      "1986 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.011] \n",
      "1987 [D loss: (-0.006)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "1988 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "1989 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.009] \n",
      "1990 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.008] \n",
      "1991 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.006] \n",
      "1992 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.010] \n",
      "1993 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.010] \n",
      "1994 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.009] \n",
      "1995 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.012] \n",
      "1996 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "1997 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.013] \n",
      "1998 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "1999 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "2000 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.011] \n",
      "2001 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.013] \n",
      "2002 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.015] \n",
      "2003 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.014] \n",
      "2004 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.013] \n",
      "2005 [D loss: (-0.007)(R -0.010, F -0.005)]  [G loss: 0.016] \n",
      "2006 [D loss: (-0.006)(R -0.010, F -0.003)]  [G loss: 0.016] \n",
      "2007 [D loss: (-0.007)(R -0.010, F -0.004)]  [G loss: 0.013] \n",
      "2008 [D loss: (-0.007)(R -0.011, F -0.004)]  [G loss: 0.014] \n",
      "2009 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.013] \n",
      "2010 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.013] \n",
      "2011 [D loss: (-0.008)(R -0.011, F -0.004)]  [G loss: 0.014] \n",
      "2012 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "2013 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "2014 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.013] \n",
      "2015 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2016 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "2017 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2018 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "2019 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.006] \n",
      "2020 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.007] \n",
      "2021 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "2022 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "2023 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.005] \n",
      "2024 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "2025 [D loss: (-0.006)(R -0.017, F 0.004)]  [G loss: 0.006] \n",
      "2026 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.009] \n",
      "2027 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.011] \n",
      "2028 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2029 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.007] \n",
      "2030 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "2031 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2032 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.013] \n",
      "2033 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.010] \n",
      "2034 [D loss: (-0.009)(R -0.014, F -0.005)]  [G loss: 0.017] \n",
      "2035 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.014] \n",
      "2036 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.013] \n",
      "2037 [D loss: (-0.006)(R -0.010, F -0.002)]  [G loss: 0.014] \n",
      "2038 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.013] \n",
      "2039 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "2040 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.011] \n",
      "2041 [D loss: (-0.007)(R -0.011, F -0.002)]  [G loss: 0.013] \n",
      "2042 [D loss: (-0.007)(R -0.011, F -0.002)]  [G loss: 0.011] \n",
      "2043 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "2044 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.011] \n",
      "2045 [D loss: (-0.006)(R -0.011, F -0.000)]  [G loss: 0.011] \n",
      "2046 [D loss: (-0.009)(R -0.011, F -0.006)]  [G loss: 0.015] \n",
      "2047 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "2048 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.009] \n",
      "2049 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.013] \n",
      "2050 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.011] \n",
      "2051 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.013] \n",
      "2052 [D loss: (-0.004)(R -0.013, F 0.006)]  [G loss: 0.008] \n",
      "2053 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "2054 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.011] \n",
      "2055 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.012] \n",
      "2056 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.008] \n",
      "2057 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "2058 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "2059 [D loss: (-0.005)(R -0.016, F 0.005)]  [G loss: 0.005] \n",
      "2060 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.006] \n",
      "2061 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.010] \n",
      "2062 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.007] \n",
      "2063 [D loss: (-0.004)(R -0.014, F 0.005)]  [G loss: 0.007] \n",
      "2064 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.007] \n",
      "2065 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.011] \n",
      "2066 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.011] \n",
      "2067 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.011] \n",
      "2068 [D loss: (-0.005)(R -0.013, F 0.002)]  [G loss: 0.010] \n",
      "2069 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "2070 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "2071 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "2072 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "2073 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.012] \n",
      "2074 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.012] \n",
      "2075 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.011] \n",
      "2076 [D loss: (-0.005)(R -0.010, F -0.001)]  [G loss: 0.014] \n",
      "2077 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.011] \n",
      "2078 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.016] \n",
      "2079 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.012] \n",
      "2080 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.013] \n",
      "2081 [D loss: (-0.006)(R -0.011, F -0.000)]  [G loss: 0.012] \n",
      "2082 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.014] \n",
      "2083 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "2084 [D loss: (-0.005)(R -0.010, F -0.001)]  [G loss: 0.011] \n",
      "2085 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.011] \n",
      "2086 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2087 [D loss: (-0.009)(R -0.012, F -0.005)]  [G loss: 0.015] \n",
      "2088 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.014] \n",
      "2089 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.011] \n",
      "2090 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.010] \n",
      "2091 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "2092 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "2093 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "2094 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2095 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2096 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.010] \n",
      "2097 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "2098 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.008] \n",
      "2099 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.007] \n",
      "2100 [D loss: (-0.005)(R -0.011, F 0.001)]  [G loss: 0.011] \n",
      "2101 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.014] \n",
      "2102 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.011] \n",
      "2103 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "2104 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.010] \n",
      "2105 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "2106 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "2107 [D loss: (-0.008)(R -0.012, F -0.003)]  [G loss: 0.014] \n",
      "2108 [D loss: (-0.005)(R -0.009, F -0.001)]  [G loss: 0.013] \n",
      "2109 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.010] \n",
      "2110 [D loss: (-0.005)(R -0.010, F 0.000)]  [G loss: 0.011] \n",
      "2111 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.011] \n",
      "2112 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.010] \n",
      "2113 [D loss: (-0.007)(R -0.015, F -0.000)]  [G loss: 0.012] \n",
      "2114 [D loss: (-0.005)(R -0.014, F 0.003)]  [G loss: 0.009] \n",
      "2115 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2116 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.008] \n",
      "2117 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "2118 [D loss: (-0.008)(R -0.012, F -0.003)]  [G loss: 0.012] \n",
      "2119 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.012] \n",
      "2120 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.014] \n",
      "2121 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "2122 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.012] \n",
      "2123 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.010] \n",
      "2124 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.011] \n",
      "2125 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.011] \n",
      "2126 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "2127 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "2128 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "2129 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2130 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.011] \n",
      "2131 [D loss: (-0.005)(R -0.012, F 0.002)]  [G loss: 0.010] \n",
      "2132 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "2133 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.012] \n",
      "2134 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.012] \n",
      "2135 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.011] \n",
      "2136 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.013] \n",
      "2137 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "2138 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.015] \n",
      "2139 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.011] \n",
      "2140 [D loss: (-0.007)(R -0.013, F 0.000)]  [G loss: 0.010] \n",
      "2141 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "2142 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "2143 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "2144 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "2145 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.008] \n",
      "2146 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "2147 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "2148 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.007] \n",
      "2149 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "2150 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.010] \n",
      "2151 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.012] \n",
      "2152 [D loss: (-0.005)(R -0.013, F 0.002)]  [G loss: 0.010] \n",
      "2153 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "2154 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "2155 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.008] \n",
      "2156 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "2157 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2158 [D loss: (-0.007)(R -0.011, F -0.002)]  [G loss: 0.012] \n",
      "2159 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "2160 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.013] \n",
      "2161 [D loss: (-0.007)(R -0.011, F -0.004)]  [G loss: 0.015] \n",
      "2162 [D loss: (-0.005)(R -0.011, F 0.001)]  [G loss: 0.010] \n",
      "2163 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.013] \n",
      "2164 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.010] \n",
      "2165 [D loss: (-0.006)(R -0.009, F -0.003)]  [G loss: 0.013] \n",
      "2166 [D loss: (-0.006)(R -0.010, F -0.001)]  [G loss: 0.013] \n",
      "2167 [D loss: (-0.005)(R -0.008, F -0.002)]  [G loss: 0.012] \n",
      "2168 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.014] \n",
      "2169 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.009] \n",
      "2170 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "2171 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.014] \n",
      "2172 [D loss: (-0.005)(R -0.013, F 0.002)]  [G loss: 0.010] \n",
      "2173 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "2174 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.010] \n",
      "2175 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2176 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.010] \n",
      "2177 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.010] \n",
      "2178 [D loss: (-0.005)(R -0.012, F 0.002)]  [G loss: 0.010] \n",
      "2179 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "2180 [D loss: (-0.007)(R -0.011, F -0.002)]  [G loss: 0.010] \n",
      "2181 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.013] \n",
      "2182 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "2183 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "2184 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.010] \n",
      "2185 [D loss: (-0.004)(R -0.014, F 0.006)]  [G loss: 0.006] \n",
      "2186 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.012] \n",
      "2187 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "2188 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.010] \n",
      "2189 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.008] \n",
      "2190 [D loss: (-0.005)(R -0.013, F 0.002)]  [G loss: 0.008] \n",
      "2191 [D loss: (-0.007)(R -0.015, F -0.000)]  [G loss: 0.011] \n",
      "2192 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.013] \n",
      "2193 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.013] \n",
      "2194 [D loss: (-0.007)(R -0.011, F -0.002)]  [G loss: 0.012] \n",
      "2195 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "2196 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.012] \n",
      "2197 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.009] \n",
      "2198 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2199 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.008] \n",
      "2200 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "2201 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "2202 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.007] \n",
      "2203 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "2204 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "2205 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.009] \n",
      "2206 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "2207 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.013] \n",
      "2208 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.013] \n",
      "2209 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "2210 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "2211 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.010] \n",
      "2212 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.013] \n",
      "2213 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.011] \n",
      "2214 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.008] \n",
      "2215 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.013] \n",
      "2216 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.009] \n",
      "2217 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "2218 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.007] \n",
      "2219 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.009] \n",
      "2220 [D loss: (-0.007)(R -0.010, F -0.003)]  [G loss: 0.017] \n",
      "2221 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.012] \n",
      "2222 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "2223 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.013] \n",
      "2224 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.009] \n",
      "2225 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.010] \n",
      "2226 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.010] \n",
      "2227 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.011] \n",
      "2228 [D loss: (-0.008)(R -0.012, F -0.003)]  [G loss: 0.014] \n",
      "2229 [D loss: (-0.008)(R -0.012, F -0.003)]  [G loss: 0.013] \n",
      "2230 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.014] \n",
      "2231 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.014] \n",
      "2232 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.009] \n",
      "2233 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "2234 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.013] \n",
      "2235 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.010] \n",
      "2236 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "2237 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "2238 [D loss: (-0.008)(R -0.010, F -0.006)]  [G loss: 0.017] \n",
      "2239 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.012] \n",
      "2240 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.015] \n",
      "2241 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "2242 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.011] \n",
      "2243 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.013] \n",
      "2244 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.011] \n",
      "2245 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "2246 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "2247 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "2248 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.010] \n",
      "2249 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.008] \n",
      "2250 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.010] \n",
      "2251 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.010] \n",
      "2252 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.007] \n",
      "2253 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "2254 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.007] \n",
      "2255 [D loss: (-0.006)(R -0.015, F 0.004)]  [G loss: 0.009] \n",
      "2256 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.008] \n",
      "2257 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "2258 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.005] \n",
      "2259 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.011] \n",
      "2260 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "2261 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "2262 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.011] \n",
      "2263 [D loss: (-0.006)(R -0.014, F 0.003)]  [G loss: 0.008] \n",
      "2264 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.010] \n",
      "2265 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "2266 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.012] \n",
      "2267 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.010] \n",
      "2268 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "2269 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.013] \n",
      "2270 [D loss: (-0.008)(R -0.009, F -0.008)]  [G loss: 0.016] \n",
      "2271 [D loss: (-0.008)(R -0.009, F -0.006)]  [G loss: 0.015] \n",
      "2272 [D loss: (-0.007)(R -0.008, F -0.005)]  [G loss: 0.018] \n",
      "2273 [D loss: (-0.006)(R -0.008, F -0.004)]  [G loss: 0.016] \n",
      "2274 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.012] \n",
      "2275 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "2276 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "2277 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "2278 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "2279 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "2280 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "2281 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.009] \n",
      "2282 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.011] \n",
      "2283 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.009] \n",
      "2284 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.009] \n",
      "2285 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.006] \n",
      "2286 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.008] \n",
      "2287 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "2288 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.009] \n",
      "2289 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.013] \n",
      "2290 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.011] \n",
      "2291 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.011] \n",
      "2292 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "2293 [D loss: (-0.008)(R -0.012, F -0.003)]  [G loss: 0.015] \n",
      "2294 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.010] \n",
      "2295 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.010] \n",
      "2296 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.010] \n",
      "2297 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.011] \n",
      "2298 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.013] \n",
      "2299 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "2300 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "2301 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.010] \n",
      "2302 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "2303 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "2304 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "2305 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "2306 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "2307 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "2308 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "2309 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "2310 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "2311 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.009] \n",
      "2312 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "2313 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.011] \n",
      "2314 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.013] \n",
      "2315 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.015] \n",
      "2316 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.011] \n",
      "2317 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "2318 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.010] \n",
      "2319 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "2320 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.008] \n",
      "2321 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2322 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.011] \n",
      "2323 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "2324 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.014] \n",
      "2325 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.012] \n",
      "2326 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2327 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.011] \n",
      "2328 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.012] \n",
      "2329 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.013] \n",
      "2330 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.009] \n",
      "2331 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.010] \n",
      "2332 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "2333 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "2334 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.006] \n",
      "2335 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.008] \n",
      "2336 [D loss: (-0.005)(R -0.012, F 0.001)]  [G loss: 0.010] \n",
      "2337 [D loss: (-0.007)(R -0.013, F 0.000)]  [G loss: 0.011] \n",
      "2338 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.013] \n",
      "2339 [D loss: (-0.006)(R -0.010, F -0.002)]  [G loss: 0.011] \n",
      "2340 [D loss: (-0.005)(R -0.013, F 0.003)]  [G loss: 0.011] \n",
      "2341 [D loss: (-0.006)(R -0.011, F -0.000)]  [G loss: 0.012] \n",
      "2342 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.012] \n",
      "2343 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "2344 [D loss: (-0.010)(R -0.016, F -0.003)]  [G loss: 0.010] \n",
      "2345 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.016] \n",
      "2346 [D loss: (-0.005)(R -0.008, F -0.003)]  [G loss: 0.015] \n",
      "2347 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.011] \n",
      "2348 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.009] \n",
      "2349 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.010] \n",
      "2350 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.015] \n",
      "2351 [D loss: (-0.005)(R -0.012, F 0.002)]  [G loss: 0.009] \n",
      "2352 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "2353 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.010] \n",
      "2354 [D loss: (-0.005)(R -0.013, F 0.002)]  [G loss: 0.010] \n",
      "2355 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "2356 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "2357 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.005] \n",
      "2358 [D loss: (-0.008)(R -0.017, F -0.000)]  [G loss: 0.011] \n",
      "2359 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.009] \n",
      "2360 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.010] \n",
      "2361 [D loss: (-0.010)(R -0.014, F -0.005)]  [G loss: 0.012] \n",
      "2362 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.014] \n",
      "2363 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.011] \n",
      "2364 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.011] \n",
      "2365 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.008] \n",
      "2366 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "2367 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.011] \n",
      "2368 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.010] \n",
      "2369 [D loss: (-0.005)(R -0.012, F 0.003)]  [G loss: 0.010] \n",
      "2370 [D loss: (-0.005)(R -0.014, F 0.003)]  [G loss: 0.010] \n",
      "2371 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "2372 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "2373 [D loss: (-0.005)(R -0.015, F 0.004)]  [G loss: 0.009] \n",
      "2374 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.009] \n",
      "2375 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.011] \n",
      "2376 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.012] \n",
      "2377 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.012] \n",
      "2378 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.013] \n",
      "2379 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.010] \n",
      "2380 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "2381 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.010] \n",
      "2382 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.011] \n",
      "2383 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.012] \n",
      "2384 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.014] \n",
      "2385 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.012] \n",
      "2386 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "2387 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.008] \n",
      "2388 [D loss: (-0.008)(R -0.014, F -0.003)]  [G loss: 0.014] \n",
      "2389 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.012] \n",
      "2390 [D loss: (-0.007)(R -0.010, F -0.003)]  [G loss: 0.015] \n",
      "2391 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "2392 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.008] \n",
      "2393 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.012] \n",
      "2394 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2395 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.013] \n",
      "2396 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.009] \n",
      "2397 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.011] \n",
      "2398 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2399 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "2400 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.007] \n",
      "2401 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.013] \n",
      "2402 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.012] \n",
      "2403 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.010] \n",
      "2404 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "2405 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "2406 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.010] \n",
      "2407 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "2408 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2409 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.011] \n",
      "2410 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "2411 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.010] \n",
      "2412 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.015] \n",
      "2413 [D loss: (-0.005)(R -0.011, F 0.001)]  [G loss: 0.011] \n",
      "2414 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.012] \n",
      "2415 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.012] \n",
      "2416 [D loss: (-0.008)(R -0.012, F -0.005)]  [G loss: 0.015] \n",
      "2417 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.011] \n",
      "2418 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.011] \n",
      "2419 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.010] \n",
      "2420 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.011] \n",
      "2421 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2422 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.007] \n",
      "2423 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "2424 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "2425 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.010] \n",
      "2426 [D loss: (-0.005)(R -0.014, F 0.003)]  [G loss: 0.008] \n",
      "2427 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.009] \n",
      "2428 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.014] \n",
      "2429 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.013] \n",
      "2430 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2431 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.011] \n",
      "2432 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.009] \n",
      "2433 [D loss: (-0.005)(R -0.012, F 0.001)]  [G loss: 0.011] \n",
      "2434 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.010] \n",
      "2435 [D loss: (-0.007)(R -0.013, F 0.000)]  [G loss: 0.008] \n",
      "2436 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "2437 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "2438 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "2439 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.007] \n",
      "2440 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.007] \n",
      "2441 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "2442 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.011] \n",
      "2443 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.011] \n",
      "2444 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.015] \n",
      "2445 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.012] \n",
      "2446 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "2447 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.010] \n",
      "2448 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.014] \n",
      "2449 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.012] \n",
      "2450 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "2451 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.013] \n",
      "2452 [D loss: (-0.008)(R -0.011, F -0.004)]  [G loss: 0.014] \n",
      "2453 [D loss: (-0.007)(R -0.011, F -0.004)]  [G loss: 0.013] \n",
      "2454 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.011] \n",
      "2455 [D loss: (-0.007)(R -0.011, F -0.002)]  [G loss: 0.011] \n",
      "2456 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.013] \n",
      "2457 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.010] \n",
      "2458 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.009] \n",
      "2459 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.014] \n",
      "2460 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.009] \n",
      "2461 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "2462 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "2463 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.013] \n",
      "2464 [D loss: (-0.005)(R -0.007, F -0.003)]  [G loss: 0.012] \n",
      "2465 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.011] \n",
      "2466 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "2467 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.012] \n",
      "2468 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.013] \n",
      "2469 [D loss: (-0.009)(R -0.011, F -0.006)]  [G loss: 0.014] \n",
      "2470 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.014] \n",
      "2471 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.012] \n",
      "2472 [D loss: (-0.008)(R -0.012, F -0.003)]  [G loss: 0.012] \n",
      "2473 [D loss: (-0.006)(R -0.011, F -0.000)]  [G loss: 0.011] \n",
      "2474 [D loss: (-0.006)(R -0.010, F -0.001)]  [G loss: 0.010] \n",
      "2475 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.007] \n",
      "2476 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "2477 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.009] \n",
      "2478 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.009] \n",
      "2479 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.013] \n",
      "2480 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.011] \n",
      "2481 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "2482 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.011] \n",
      "2483 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "2484 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.013] \n",
      "2485 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.011] \n",
      "2486 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.010] \n",
      "2487 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "2488 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "2489 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.008] \n",
      "2490 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.010] \n",
      "2491 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "2492 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.009] \n",
      "2493 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.012] \n",
      "2494 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.011] \n",
      "2495 [D loss: (-0.006)(R -0.010, F -0.002)]  [G loss: 0.013] \n",
      "2496 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "2497 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.011] \n",
      "2498 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.008] \n",
      "2499 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "2500 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "2501 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.010] \n",
      "2502 [D loss: (-0.005)(R -0.012, F 0.002)]  [G loss: 0.011] \n",
      "2503 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "2504 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.013] \n",
      "2505 [D loss: (-0.005)(R -0.010, F -0.000)]  [G loss: 0.010] \n",
      "2506 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "2507 [D loss: (-0.005)(R -0.009, F -0.002)]  [G loss: 0.012] \n",
      "2508 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.010] \n",
      "2509 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.012] \n",
      "2510 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "2511 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.010] \n",
      "2512 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.013] \n",
      "2513 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.011] \n",
      "2514 [D loss: (-0.006)(R -0.014, F 0.003)]  [G loss: 0.008] \n",
      "2515 [D loss: (-0.006)(R -0.015, F 0.004)]  [G loss: 0.007] \n",
      "2516 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.009] \n",
      "2517 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.010] \n",
      "2518 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "2519 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.013] \n",
      "2520 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "2521 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.006] \n",
      "2522 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.010] \n",
      "2523 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.010] \n",
      "2524 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.013] \n",
      "2525 [D loss: (-0.006)(R -0.010, F -0.002)]  [G loss: 0.012] \n",
      "2526 [D loss: (-0.006)(R -0.010, F -0.003)]  [G loss: 0.016] \n",
      "2527 [D loss: (-0.007)(R -0.010, F -0.003)]  [G loss: 0.014] \n",
      "2528 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.012] \n",
      "2529 [D loss: (-0.005)(R -0.012, F 0.002)]  [G loss: 0.010] \n",
      "2530 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "2531 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.008] \n",
      "2532 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "2533 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.012] \n",
      "2534 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.011] \n",
      "2535 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "2536 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "2537 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.012] \n",
      "2538 [D loss: (-0.008)(R -0.011, F -0.005)]  [G loss: 0.012] \n",
      "2539 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.011] \n",
      "2540 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.009] \n",
      "2541 [D loss: (-0.010)(R -0.016, F -0.004)]  [G loss: 0.012] \n",
      "2542 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "2543 [D loss: (-0.007)(R -0.011, F -0.004)]  [G loss: 0.012] \n",
      "2544 [D loss: (-0.006)(R -0.008, F -0.005)]  [G loss: 0.014] \n",
      "2545 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.013] \n",
      "2546 [D loss: (-0.006)(R -0.011, F -0.000)]  [G loss: 0.012] \n",
      "2547 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.011] \n",
      "2548 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.010] \n",
      "2549 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.011] \n",
      "2550 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2551 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.009] \n",
      "2552 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "2553 [D loss: (-0.005)(R -0.015, F 0.004)]  [G loss: 0.008] \n",
      "2554 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.010] \n",
      "2555 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "2556 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "2557 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.010] \n",
      "2558 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.011] \n",
      "2559 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.009] \n",
      "2560 [D loss: (-0.008)(R -0.011, F -0.004)]  [G loss: 0.014] \n",
      "2561 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.011] \n",
      "2562 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.007] \n",
      "2563 [D loss: (-0.010)(R -0.016, F -0.003)]  [G loss: 0.013] \n",
      "2564 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.008] \n",
      "2565 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.008] \n",
      "2566 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.011] \n",
      "2567 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.011] \n",
      "2568 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.013] \n",
      "2569 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.009] \n",
      "2570 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "2571 [D loss: (-0.006)(R -0.017, F 0.006)]  [G loss: 0.005] \n",
      "2572 [D loss: (-0.006)(R -0.017, F 0.006)]  [G loss: 0.005] \n",
      "2573 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "2574 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.012] \n",
      "2575 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.010] \n",
      "2576 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.011] \n",
      "2577 [D loss: (-0.007)(R -0.010, F -0.004)]  [G loss: 0.013] \n",
      "2578 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "2579 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.008] \n",
      "2580 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.011] \n",
      "2581 [D loss: (-0.005)(R -0.013, F 0.003)]  [G loss: 0.010] \n",
      "2582 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.011] \n",
      "2583 [D loss: (-0.007)(R -0.011, F -0.002)]  [G loss: 0.010] \n",
      "2584 [D loss: (-0.007)(R -0.010, F -0.004)]  [G loss: 0.014] \n",
      "2585 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.013] \n",
      "2586 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.012] \n",
      "2587 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "2588 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.011] \n",
      "2589 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "2590 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.010] \n",
      "2591 [D loss: (-0.005)(R -0.013, F 0.003)]  [G loss: 0.009] \n",
      "2592 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "2593 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "2594 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.014] \n",
      "2595 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.009] \n",
      "2596 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "2597 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "2598 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.009] \n",
      "2599 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.007] \n",
      "2600 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.010] \n",
      "2601 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.010] \n",
      "2602 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.010] \n",
      "2603 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.010] \n",
      "2604 [D loss: (-0.007)(R -0.011, F -0.002)]  [G loss: 0.010] \n",
      "2605 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.013] \n",
      "2606 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.011] \n",
      "2607 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "2608 [D loss: (-0.006)(R -0.009, F -0.002)]  [G loss: 0.013] \n",
      "2609 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.015] \n",
      "2610 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "2611 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.012] \n",
      "2612 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "2613 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "2614 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.008] \n",
      "2615 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "2616 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "2617 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.011] \n",
      "2618 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "2619 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "2620 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "2621 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.009] \n",
      "2622 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "2623 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.009] \n",
      "2624 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.014] \n",
      "2625 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "2626 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.010] \n",
      "2627 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.011] \n",
      "2628 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.008] \n",
      "2629 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.007] \n",
      "2630 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "2631 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2632 [D loss: (-0.005)(R -0.010, F -0.000)]  [G loss: 0.011] \n",
      "2633 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "2634 [D loss: (-0.006)(R -0.014, F 0.003)]  [G loss: 0.007] \n",
      "2635 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "2636 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.011] \n",
      "2637 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.011] \n",
      "2638 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "2639 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.008] \n",
      "2640 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.006] \n",
      "2641 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.005] \n",
      "2642 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.005] \n",
      "2643 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.010] \n",
      "2644 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.008] \n",
      "2645 [D loss: (-0.006)(R -0.014, F 0.003)]  [G loss: 0.010] \n",
      "2646 [D loss: (-0.005)(R -0.012, F 0.001)]  [G loss: 0.011] \n",
      "2647 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.011] \n",
      "2648 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "2649 [D loss: (-0.005)(R -0.010, F -0.001)]  [G loss: 0.011] \n",
      "2650 [D loss: (-0.007)(R -0.010, F -0.004)]  [G loss: 0.015] \n",
      "2651 [D loss: (-0.006)(R -0.009, F -0.002)]  [G loss: 0.012] \n",
      "2652 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.009] \n",
      "2653 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.008] \n",
      "2654 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.010] \n",
      "2655 [D loss: (-0.009)(R -0.015, F -0.004)]  [G loss: 0.012] \n",
      "2656 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "2657 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "2658 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.012] \n",
      "2659 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.010] \n",
      "2660 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.009] \n",
      "2661 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.013] \n",
      "2662 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.008] \n",
      "2663 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.010] \n",
      "2664 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.011] \n",
      "2665 [D loss: (-0.006)(R -0.011, F -0.000)]  [G loss: 0.010] \n",
      "2666 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.013] \n",
      "2667 [D loss: (-0.005)(R -0.014, F 0.003)]  [G loss: 0.010] \n",
      "2668 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.007] \n",
      "2669 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2670 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "2671 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.007] \n",
      "2672 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "2673 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.010] \n",
      "2674 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "2675 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "2676 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "2677 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.013] \n",
      "2678 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.012] \n",
      "2679 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.013] \n",
      "2680 [D loss: (-0.006)(R -0.010, F -0.002)]  [G loss: 0.011] \n",
      "2681 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.012] \n",
      "2682 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "2683 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.006] \n",
      "2684 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.007] \n",
      "2685 [D loss: (-0.004)(R -0.009, F 0.000)]  [G loss: 0.011] \n",
      "2686 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "2687 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "2688 [D loss: (-0.006)(R -0.017, F 0.004)]  [G loss: 0.008] \n",
      "2689 [D loss: (-0.005)(R -0.014, F 0.004)]  [G loss: 0.007] \n",
      "2690 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "2691 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.008] \n",
      "2692 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.012] \n",
      "2693 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2694 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.011] \n",
      "2695 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "2696 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.010] \n",
      "2697 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.007] \n",
      "2698 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.013] \n",
      "2699 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "2700 [D loss: (-0.007)(R -0.009, F -0.004)]  [G loss: 0.014] \n",
      "2701 [D loss: (-0.007)(R -0.008, F -0.006)]  [G loss: 0.017] \n",
      "2702 [D loss: (-0.006)(R -0.010, F -0.003)]  [G loss: 0.012] \n",
      "2703 [D loss: (-0.009)(R -0.012, F -0.006)]  [G loss: 0.015] \n",
      "2704 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.011] \n",
      "2705 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "2706 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.007] \n",
      "2707 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.012] \n",
      "2708 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "2709 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.011] \n",
      "2710 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.008] \n",
      "2711 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "2712 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.009] \n",
      "2713 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.008] \n",
      "2714 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.007] \n",
      "2715 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.009] \n",
      "2716 [D loss: (-0.005)(R -0.016, F 0.005)]  [G loss: 0.008] \n",
      "2717 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "2718 [D loss: (-0.006)(R -0.016, F 0.005)]  [G loss: 0.006] \n",
      "2719 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.012] \n",
      "2720 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.011] \n",
      "2721 [D loss: (-0.006)(R -0.011, F -0.000)]  [G loss: 0.009] \n",
      "2722 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.012] \n",
      "2723 [D loss: (-0.005)(R -0.011, F 0.000)]  [G loss: 0.009] \n",
      "2724 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.013] \n",
      "2725 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.011] \n",
      "2726 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.009] \n",
      "2727 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "2728 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.013] \n",
      "2729 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "2730 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.010] \n",
      "2731 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "2732 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "2733 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.014] \n",
      "2734 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.009] \n",
      "2735 [D loss: (-0.009)(R -0.013, F -0.005)]  [G loss: 0.012] \n",
      "2736 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.012] \n",
      "2737 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "2738 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "2739 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.009] \n",
      "2740 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "2741 [D loss: (-0.005)(R -0.015, F 0.005)]  [G loss: 0.009] \n",
      "2742 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "2743 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.011] \n",
      "2744 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.013] \n",
      "2745 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.009] \n",
      "2746 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.009] \n",
      "2747 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "2748 [D loss: (-0.005)(R -0.016, F 0.006)]  [G loss: 0.006] \n",
      "2749 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.007] \n",
      "2750 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.006] \n",
      "2751 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2752 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.009] \n",
      "2753 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.014] \n",
      "2754 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.011] \n",
      "2755 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.014] \n",
      "2756 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.011] \n",
      "2757 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.012] \n",
      "2758 [D loss: (-0.004)(R -0.009, F 0.000)]  [G loss: 0.010] \n",
      "2759 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.011] \n",
      "2760 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.014] \n",
      "2761 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "2762 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.012] \n",
      "2763 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.013] \n",
      "2764 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.011] \n",
      "2765 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "2766 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "2767 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.008] \n",
      "2768 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "2769 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "2770 [D loss: (-0.005)(R -0.013, F 0.002)]  [G loss: 0.006] \n",
      "2771 [D loss: (-0.005)(R -0.012, F 0.002)]  [G loss: 0.007] \n",
      "2772 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "2773 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.008] \n",
      "2774 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.012] \n",
      "2775 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.010] \n",
      "2776 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "2777 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2778 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.014] \n",
      "2779 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.013] \n",
      "2780 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.008] \n",
      "2781 [D loss: (-0.007)(R -0.011, F -0.002)]  [G loss: 0.012] \n",
      "2782 [D loss: (-0.006)(R -0.010, F -0.001)]  [G loss: 0.012] \n",
      "2783 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.013] \n",
      "2784 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.008] \n",
      "2785 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "2786 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "2787 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.006] \n",
      "2788 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "2789 [D loss: (-0.006)(R -0.015, F 0.004)]  [G loss: 0.005] \n",
      "2790 [D loss: (-0.007)(R -0.019, F 0.006)]  [G loss: 0.003] \n",
      "2791 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.007] \n",
      "2792 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.006] \n",
      "2793 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.007] \n",
      "2794 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.009] \n",
      "2795 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "2796 [D loss: (-0.005)(R -0.012, F 0.001)]  [G loss: 0.011] \n",
      "2797 [D loss: (-0.005)(R -0.012, F 0.002)]  [G loss: 0.010] \n",
      "2798 [D loss: (-0.010)(R -0.014, F -0.005)]  [G loss: 0.013] \n",
      "2799 [D loss: (-0.007)(R -0.010, F -0.003)]  [G loss: 0.014] \n",
      "2800 [D loss: (-0.010)(R -0.011, F -0.008)]  [G loss: 0.017] \n",
      "2801 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.013] \n",
      "2802 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "2803 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "2804 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.005] \n",
      "2805 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.006] \n",
      "2806 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "2807 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "2808 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "2809 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.011] \n",
      "2810 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.009] \n",
      "2811 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.008] \n",
      "2812 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.007] \n",
      "2813 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "2814 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "2815 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "2816 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "2817 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "2818 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.014] \n",
      "2819 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "2820 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "2821 [D loss: (-0.005)(R -0.012, F 0.002)]  [G loss: 0.009] \n",
      "2822 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.013] \n",
      "2823 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.011] \n",
      "2824 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.012] \n",
      "2825 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.009] \n",
      "2826 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.009] \n",
      "2827 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.013] \n",
      "2828 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "2829 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2830 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.008] \n",
      "2831 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2832 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.008] \n",
      "2833 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "2834 [D loss: (-0.005)(R -0.009, F 0.000)]  [G loss: 0.011] \n",
      "2835 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.011] \n",
      "2836 [D loss: (-0.008)(R -0.012, F -0.003)]  [G loss: 0.011] \n",
      "2837 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "2838 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.006] \n",
      "2839 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "2840 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.007] \n",
      "2841 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "2842 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.005] \n",
      "2843 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.007] \n",
      "2844 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.008] \n",
      "2845 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.008] \n",
      "2846 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "2847 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.007] \n",
      "2848 [D loss: (-0.007)(R -0.011, F -0.002)]  [G loss: 0.012] \n",
      "2849 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.009] \n",
      "2850 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.010] \n",
      "2851 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "2852 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.013] \n",
      "2853 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.010] \n",
      "2854 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.006] \n",
      "2855 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.010] \n",
      "2856 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.011] \n",
      "2857 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.010] \n",
      "2858 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.012] \n",
      "2859 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "2860 [D loss: (-0.007)(R -0.011, F -0.004)]  [G loss: 0.014] \n",
      "2861 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.012] \n",
      "2862 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "2863 [D loss: (-0.008)(R -0.010, F -0.005)]  [G loss: 0.014] \n",
      "2864 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.012] \n",
      "2865 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.008] \n",
      "2866 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.011] \n",
      "2867 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.006] \n",
      "2868 [D loss: (-0.005)(R -0.016, F 0.006)]  [G loss: 0.008] \n",
      "2869 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.011] \n",
      "2870 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.008] \n",
      "2871 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.007] \n",
      "2872 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.008] \n",
      "2873 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.010] \n",
      "2874 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.008] \n",
      "2875 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.008] \n",
      "2876 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "2877 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.011] \n",
      "2878 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "2879 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "2880 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.010] \n",
      "2881 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "2882 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.005] \n",
      "2883 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.007] \n",
      "2884 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.008] \n",
      "2885 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.004] \n",
      "2886 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "2887 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "2888 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.009] \n",
      "2889 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.010] \n",
      "2890 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.010] \n",
      "2891 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "2892 [D loss: (-0.007)(R -0.011, F -0.004)]  [G loss: 0.015] \n",
      "2893 [D loss: (-0.005)(R -0.012, F 0.001)]  [G loss: 0.012] \n",
      "2894 [D loss: (-0.007)(R -0.013, F 0.000)]  [G loss: 0.010] \n",
      "2895 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.010] \n",
      "2896 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "2897 [D loss: (-0.007)(R -0.015, F -0.000)]  [G loss: 0.010] \n",
      "2898 [D loss: (-0.010)(R -0.016, F -0.003)]  [G loss: 0.011] \n",
      "2899 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "2900 [D loss: (-0.009)(R -0.015, F -0.004)]  [G loss: 0.015] \n",
      "2901 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2902 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "2903 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.010] \n",
      "2904 [D loss: (-0.006)(R -0.010, F -0.003)]  [G loss: 0.015] \n",
      "2905 [D loss: (-0.006)(R -0.010, F -0.003)]  [G loss: 0.012] \n",
      "2906 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.010] \n",
      "2907 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.010] \n",
      "2908 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.012] \n",
      "2909 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.011] \n",
      "2910 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.011] \n",
      "2911 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.010] \n",
      "2912 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "2913 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.008] \n",
      "2914 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.004] \n",
      "2915 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.010] \n",
      "2916 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.007] \n",
      "2917 [D loss: (-0.009)(R -0.017, F 0.000)]  [G loss: 0.007] \n",
      "2918 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.015] \n",
      "2919 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.013] \n",
      "2920 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.011] \n",
      "2921 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.012] \n",
      "2922 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.010] \n",
      "2923 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.008] \n",
      "2924 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.012] \n",
      "2925 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "2926 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "2927 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.012] \n",
      "2928 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.012] \n",
      "2929 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.009] \n",
      "2930 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.007] \n",
      "2931 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "2932 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "2933 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "2934 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.009] \n",
      "2935 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "2936 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.012] \n",
      "2937 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "2938 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.012] \n",
      "2939 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.010] \n",
      "2940 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "2941 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.005] \n",
      "2942 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "2943 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "2944 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "2945 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.011] \n",
      "2946 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.006] \n",
      "2947 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.014] \n",
      "2948 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "2949 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.010] \n",
      "2950 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "2951 [D loss: (-0.006)(R -0.015, F 0.004)]  [G loss: 0.008] \n",
      "2952 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.007] \n",
      "2953 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "2954 [D loss: (-0.009)(R -0.013, F -0.004)]  [G loss: 0.012] \n",
      "2955 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.010] \n",
      "2956 [D loss: (-0.010)(R -0.017, F -0.004)]  [G loss: 0.015] \n",
      "2957 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "2958 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.013] \n",
      "2959 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.008] \n",
      "2960 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.012] \n",
      "2961 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "2962 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.011] \n",
      "2963 [D loss: (-0.006)(R -0.010, F -0.002)]  [G loss: 0.011] \n",
      "2964 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.013] \n",
      "2965 [D loss: (-0.007)(R -0.010, F -0.003)]  [G loss: 0.015] \n",
      "2966 [D loss: (-0.009)(R -0.012, F -0.005)]  [G loss: 0.010] \n",
      "2967 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.007] \n",
      "2968 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "2969 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "2970 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "2971 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "2972 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.006] \n",
      "2973 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "2974 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.012] \n",
      "2975 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.010] \n",
      "2976 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.011] \n",
      "2977 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "2978 [D loss: (-0.005)(R -0.010, F -0.000)]  [G loss: 0.010] \n",
      "2979 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.010] \n",
      "2980 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "2981 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.007] \n",
      "2982 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.011] \n",
      "2983 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "2984 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "2985 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.011] \n",
      "2986 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.011] \n",
      "2987 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.008] \n",
      "2988 [D loss: (-0.003)(R -0.007, F 0.001)]  [G loss: 0.011] \n",
      "2989 [D loss: (-0.009)(R -0.013, F -0.005)]  [G loss: 0.014] \n",
      "2990 [D loss: (-0.008)(R -0.010, F -0.007)]  [G loss: 0.014] \n",
      "2991 [D loss: (-0.005)(R -0.012, F 0.001)]  [G loss: 0.011] \n",
      "2992 [D loss: (-0.009)(R -0.011, F -0.006)]  [G loss: 0.015] \n",
      "2993 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.009] \n",
      "2994 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "2995 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "2996 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "2997 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.011] \n",
      "2998 [D loss: (-0.006)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "2999 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.013] \n",
      "3000 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.010] \n",
      "3001 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.010] \n",
      "3002 [D loss: (-0.007)(R -0.015, F -0.000)]  [G loss: 0.011] \n",
      "3003 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "3004 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.011] \n",
      "3005 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.009] \n",
      "3006 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.010] \n",
      "3007 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "3008 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.007] \n",
      "3009 [D loss: (-0.009)(R -0.017, F 0.000)]  [G loss: 0.010] \n",
      "3010 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.006] \n",
      "3011 [D loss: (-0.006)(R -0.017, F 0.004)]  [G loss: 0.007] \n",
      "3012 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "3013 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.007] \n",
      "3014 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.008] \n",
      "3015 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.013] \n",
      "3016 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.011] \n",
      "3017 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.007] \n",
      "3018 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.004] \n",
      "3019 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.008] \n",
      "3020 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.010] \n",
      "3021 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "3022 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.010] \n",
      "3023 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.008] \n",
      "3024 [D loss: (-0.009)(R -0.013, F -0.004)]  [G loss: 0.012] \n",
      "3025 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.012] \n",
      "3026 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.007] \n",
      "3027 [D loss: (-0.006)(R -0.016, F 0.005)]  [G loss: 0.004] \n",
      "3028 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.013] \n",
      "3029 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.011] \n",
      "3030 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.010] \n",
      "3031 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.015] \n",
      "3032 [D loss: (-0.005)(R -0.009, F -0.001)]  [G loss: 0.011] \n",
      "3033 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.009] \n",
      "3034 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "3035 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.006] \n",
      "3036 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "3037 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "3038 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.011] \n",
      "3039 [D loss: (-0.008)(R -0.014, F -0.003)]  [G loss: 0.011] \n",
      "3040 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.010] \n",
      "3041 [D loss: (-0.009)(R -0.012, F -0.006)]  [G loss: 0.014] \n",
      "3042 [D loss: (-0.008)(R -0.010, F -0.005)]  [G loss: 0.014] \n",
      "3043 [D loss: (-0.008)(R -0.011, F -0.004)]  [G loss: 0.010] \n",
      "3044 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.010] \n",
      "3045 [D loss: (-0.005)(R -0.008, F -0.002)]  [G loss: 0.013] \n",
      "3046 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.010] \n",
      "3047 [D loss: (-0.008)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "3048 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "3049 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "3050 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.008] \n",
      "3051 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "3052 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.007] \n",
      "3053 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "3054 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3055 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.006] \n",
      "3056 [D loss: (-0.010)(R -0.019, F -0.000)]  [G loss: 0.009] \n",
      "3057 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "3058 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.011] \n",
      "3059 [D loss: (-0.007)(R -0.011, F -0.004)]  [G loss: 0.015] \n",
      "3060 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.008] \n",
      "3061 [D loss: (-0.007)(R -0.015, F -0.000)]  [G loss: 0.009] \n",
      "3062 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.009] \n",
      "3063 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.012] \n",
      "3064 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3065 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.012] \n",
      "3066 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.012] \n",
      "3067 [D loss: (-0.005)(R -0.009, F -0.001)]  [G loss: 0.012] \n",
      "3068 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.009] \n",
      "3069 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "3070 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.011] \n",
      "3071 [D loss: (-0.006)(R -0.014, F 0.003)]  [G loss: 0.007] \n",
      "3072 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.007] \n",
      "3073 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "3074 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "3075 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "3076 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3077 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.008] \n",
      "3078 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "3079 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.006] \n",
      "3080 [D loss: (-0.009)(R -0.012, F -0.005)]  [G loss: 0.014] \n",
      "3081 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "3082 [D loss: (-0.007)(R -0.011, F -0.004)]  [G loss: 0.010] \n",
      "3083 [D loss: (-0.005)(R -0.011, F 0.001)]  [G loss: 0.010] \n",
      "3084 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "3085 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "3086 [D loss: (-0.008)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "3087 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "3088 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.012] \n",
      "3089 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "3090 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "3091 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.010] \n",
      "3092 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.009] \n",
      "3093 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.011] \n",
      "3094 [D loss: (-0.005)(R -0.013, F 0.003)]  [G loss: 0.008] \n",
      "3095 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "3096 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "3097 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.012] \n",
      "3098 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.006] \n",
      "3099 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "3100 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.012] \n",
      "3101 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "3102 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.010] \n",
      "3103 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "3104 [D loss: (-0.007)(R -0.011, F -0.004)]  [G loss: 0.014] \n",
      "3105 [D loss: (-0.006)(R -0.009, F -0.003)]  [G loss: 0.013] \n",
      "3106 [D loss: (-0.009)(R -0.011, F -0.006)]  [G loss: 0.017] \n",
      "3107 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "3108 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.009] \n",
      "3109 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "3110 [D loss: (-0.005)(R -0.012, F 0.002)]  [G loss: 0.008] \n",
      "3111 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.012] \n",
      "3112 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "3113 [D loss: (-0.005)(R -0.010, F 0.001)]  [G loss: 0.009] \n",
      "3114 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.012] \n",
      "3115 [D loss: (-0.006)(R -0.010, F -0.001)]  [G loss: 0.009] \n",
      "3116 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.009] \n",
      "3117 [D loss: (-0.009)(R -0.013, F -0.004)]  [G loss: 0.015] \n",
      "3118 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.010] \n",
      "3119 [D loss: (-0.008)(R -0.015, F 0.000)]  [G loss: 0.007] \n",
      "3120 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.010] \n",
      "3121 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.007] \n",
      "3122 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.008] \n",
      "3123 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.016] \n",
      "3124 [D loss: (-0.005)(R -0.013, F 0.002)]  [G loss: 0.007] \n",
      "3125 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.007] \n",
      "3126 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.011] \n",
      "3127 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.004] \n",
      "3128 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "3129 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "3130 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.009] \n",
      "3131 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.009] \n",
      "3132 [D loss: (-0.005)(R -0.014, F 0.003)]  [G loss: 0.008] \n",
      "3133 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "3134 [D loss: (-0.006)(R -0.010, F -0.002)]  [G loss: 0.012] \n",
      "3135 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.012] \n",
      "3136 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.016] \n",
      "3137 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.009] \n",
      "3138 [D loss: (-0.006)(R -0.014, F 0.003)]  [G loss: 0.007] \n",
      "3139 [D loss: (-0.011)(R -0.017, F -0.004)]  [G loss: 0.012] \n",
      "3140 [D loss: (-0.007)(R -0.015, F -0.000)]  [G loss: 0.009] \n",
      "3141 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.011] \n",
      "3142 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "3143 [D loss: (-0.007)(R -0.011, F -0.002)]  [G loss: 0.012] \n",
      "3144 [D loss: (-0.009)(R -0.013, F -0.004)]  [G loss: 0.012] \n",
      "3145 [D loss: (-0.008)(R -0.012, F -0.005)]  [G loss: 0.010] \n",
      "3146 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.011] \n",
      "3147 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.008] \n",
      "3148 [D loss: (-0.006)(R -0.015, F 0.004)]  [G loss: 0.010] \n",
      "3149 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.010] \n",
      "3150 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.009] \n",
      "3151 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "3152 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.009] \n",
      "3153 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "3154 [D loss: (-0.007)(R -0.013, F 0.000)]  [G loss: 0.010] \n",
      "3155 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.009] \n",
      "3156 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.013] \n",
      "3157 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.010] \n",
      "3158 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.006] \n",
      "3159 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.008] \n",
      "3160 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "3161 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.008] \n",
      "3162 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "3163 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.007] \n",
      "3164 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "3165 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "3166 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "3167 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "3168 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.009] \n",
      "3169 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "3170 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.011] \n",
      "3171 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.009] \n",
      "3172 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.011] \n",
      "3173 [D loss: (-0.007)(R -0.011, F -0.002)]  [G loss: 0.011] \n",
      "3174 [D loss: (-0.005)(R -0.010, F -0.000)]  [G loss: 0.009] \n",
      "3175 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.012] \n",
      "3176 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.011] \n",
      "3177 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.010] \n",
      "3178 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.009] \n",
      "3179 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.007] \n",
      "3180 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "3181 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.013] \n",
      "3182 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.007] \n",
      "3183 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.013] \n",
      "3184 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.012] \n",
      "3185 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3186 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "3187 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "3188 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.012] \n",
      "3189 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "3190 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "3191 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "3192 [D loss: (-0.005)(R -0.011, F 0.002)]  [G loss: 0.007] \n",
      "3193 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.007] \n",
      "3194 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.008] \n",
      "3195 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3196 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "3197 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.010] \n",
      "3198 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "3199 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.012] \n",
      "3200 [D loss: (-0.009)(R -0.012, F -0.005)]  [G loss: 0.014] \n",
      "3201 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "3202 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.008] \n",
      "3203 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.012] \n",
      "3204 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.009] \n",
      "3205 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.013] \n",
      "3206 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "3207 [D loss: (-0.005)(R -0.013, F 0.003)]  [G loss: 0.007] \n",
      "3208 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "3209 [D loss: (-0.008)(R -0.010, F -0.005)]  [G loss: 0.014] \n",
      "3210 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.009] \n",
      "3211 [D loss: (-0.005)(R -0.012, F 0.002)]  [G loss: 0.008] \n",
      "3212 [D loss: (-0.007)(R -0.013, F 0.000)]  [G loss: 0.010] \n",
      "3213 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.010] \n",
      "3214 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "3215 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.007] \n",
      "3216 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.013] \n",
      "3217 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "3218 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.007] \n",
      "3219 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.005] \n",
      "3220 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.002] \n",
      "3221 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.005] \n",
      "3222 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.013] \n",
      "3223 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.009] \n",
      "3224 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.006] \n",
      "3225 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.012] \n",
      "3226 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.006] \n",
      "3227 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.006] \n",
      "3228 [D loss: (-0.010)(R -0.015, F -0.005)]  [G loss: 0.015] \n",
      "3229 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "3230 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.012] \n",
      "3231 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "3232 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.007] \n",
      "3233 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.007] \n",
      "3234 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "3235 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.006] \n",
      "3236 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.010] \n",
      "3237 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.011] \n",
      "3238 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.011] \n",
      "3239 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "3240 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "3241 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "3242 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.011] \n",
      "3243 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.006] \n",
      "3244 [D loss: (-0.006)(R -0.018, F 0.005)]  [G loss: 0.006] \n",
      "3245 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "3246 [D loss: (-0.007)(R -0.011, F -0.002)]  [G loss: 0.013] \n",
      "3247 [D loss: (-0.006)(R -0.010, F -0.002)]  [G loss: 0.011] \n",
      "3248 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.014] \n",
      "3249 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.012] \n",
      "3250 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.014] \n",
      "3251 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.014] \n",
      "3252 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.008] \n",
      "3253 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.010] \n",
      "3254 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "3255 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.008] \n",
      "3256 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "3257 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.012] \n",
      "3258 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.010] \n",
      "3259 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "3260 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.005] \n",
      "3261 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "3262 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.009] \n",
      "3263 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "3264 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "3265 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "3266 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.005] \n",
      "3267 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.007] \n",
      "3268 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.012] \n",
      "3269 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.006] \n",
      "3270 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.010] \n",
      "3271 [D loss: (-0.010)(R -0.014, F -0.006)]  [G loss: 0.016] \n",
      "3272 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.012] \n",
      "3273 [D loss: (-0.009)(R -0.013, F -0.004)]  [G loss: 0.012] \n",
      "3274 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.010] \n",
      "3275 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.007] \n",
      "3276 [D loss: (-0.006)(R -0.017, F 0.004)]  [G loss: 0.006] \n",
      "3277 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.011] \n",
      "3278 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.004] \n",
      "3279 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.006] \n",
      "3280 [D loss: (-0.005)(R -0.008, F -0.001)]  [G loss: 0.011] \n",
      "3281 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "3282 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.011] \n",
      "3283 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.011] \n",
      "3284 [D loss: (-0.008)(R -0.011, F -0.005)]  [G loss: 0.017] \n",
      "3285 [D loss: (-0.008)(R -0.014, F -0.003)]  [G loss: 0.013] \n",
      "3286 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.009] \n",
      "3287 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.007] \n",
      "3288 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.007] \n",
      "3289 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.007] \n",
      "3290 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "3291 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.010] \n",
      "3292 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "3293 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.008] \n",
      "3294 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.012] \n",
      "3295 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.011] \n",
      "3296 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.012] \n",
      "3297 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.010] \n",
      "3298 [D loss: (-0.006)(R -0.008, F -0.003)]  [G loss: 0.012] \n",
      "3299 [D loss: (-0.005)(R -0.010, F -0.001)]  [G loss: 0.011] \n",
      "3300 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "3301 [D loss: (-0.008)(R -0.011, F -0.004)]  [G loss: 0.012] \n",
      "3302 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.008] \n",
      "3303 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "3304 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.010] \n",
      "3305 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.010] \n",
      "3306 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.010] \n",
      "3307 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.012] \n",
      "3308 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.005] \n",
      "3309 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.008] \n",
      "3310 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.011] \n",
      "3311 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "3312 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "3313 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.012] \n",
      "3314 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.012] \n",
      "3315 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.007] \n",
      "3316 [D loss: (-0.004)(R -0.013, F 0.004)]  [G loss: 0.005] \n",
      "3317 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.008] \n",
      "3318 [D loss: (-0.010)(R -0.019, F -0.002)]  [G loss: 0.010] \n",
      "3319 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.005] \n",
      "3320 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.005] \n",
      "3321 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.011] \n",
      "3322 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.007] \n",
      "3323 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.009] \n",
      "3324 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.009] \n",
      "3325 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.010] \n",
      "3326 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "3327 [D loss: (-0.006)(R -0.018, F 0.005)]  [G loss: 0.008] \n",
      "3328 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.006] \n",
      "3329 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "3330 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.011] \n",
      "3331 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "3332 [D loss: (-0.008)(R -0.012, F -0.003)]  [G loss: 0.011] \n",
      "3333 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.012] \n",
      "3334 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "3335 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.008] \n",
      "3336 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "3337 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.005] \n",
      "3338 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.005] \n",
      "3339 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.006] \n",
      "3340 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.010] \n",
      "3341 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "3342 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.009] \n",
      "3343 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "3344 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "3345 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.007] \n",
      "3346 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.006] \n",
      "3347 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.005] \n",
      "3348 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "3349 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.011] \n",
      "3350 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "3351 [D loss: (-0.009)(R -0.013, F -0.005)]  [G loss: 0.010] \n",
      "3352 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "3353 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.009] \n",
      "3354 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "3355 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.010] \n",
      "3356 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.009] \n",
      "3357 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.009] \n",
      "3358 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.010] \n",
      "3359 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.003] \n",
      "3360 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.009] \n",
      "3361 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.006] \n",
      "3362 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "3363 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.011] \n",
      "3364 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "3365 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.008] \n",
      "3366 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.011] \n",
      "3367 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.009] \n",
      "3368 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.007] \n",
      "3369 [D loss: (-0.005)(R -0.011, F 0.002)]  [G loss: 0.009] \n",
      "3370 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.012] \n",
      "3371 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.010] \n",
      "3372 [D loss: (-0.007)(R -0.008, F -0.005)]  [G loss: 0.013] \n",
      "3373 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.012] \n",
      "3374 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.014] \n",
      "3375 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.010] \n",
      "3376 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.007] \n",
      "3377 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.009] \n",
      "3378 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.008] \n",
      "3379 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.014] \n",
      "3380 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "3381 [D loss: (-0.006)(R -0.009, F -0.003)]  [G loss: 0.012] \n",
      "3382 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.011] \n",
      "3383 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.009] \n",
      "3384 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.008] \n",
      "3385 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.012] \n",
      "3386 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "3387 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.009] \n",
      "3388 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.008] \n",
      "3389 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.008] \n",
      "3390 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "3391 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.013] \n",
      "3392 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "3393 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.006] \n",
      "3394 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.005] \n",
      "3395 [D loss: (-0.005)(R -0.014, F 0.005)]  [G loss: 0.006] \n",
      "3396 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "3397 [D loss: (-0.005)(R -0.011, F 0.000)]  [G loss: 0.008] \n",
      "3398 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.005] \n",
      "3399 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.012] \n",
      "3400 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "3401 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.009] \n",
      "3402 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.009] \n",
      "3403 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "3404 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.012] \n",
      "3405 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.010] \n",
      "3406 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.009] \n",
      "3407 [D loss: (-0.010)(R -0.019, F -0.002)]  [G loss: 0.010] \n",
      "3408 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.008] \n",
      "3409 [D loss: (-0.006)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "3410 [D loss: (-0.010)(R -0.017, F -0.004)]  [G loss: 0.008] \n",
      "3411 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.009] \n",
      "3412 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.009] \n",
      "3413 [D loss: (-0.005)(R -0.014, F 0.004)]  [G loss: 0.004] \n",
      "3414 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.013] \n",
      "3415 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.010] \n",
      "3416 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "3417 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.011] \n",
      "3418 [D loss: (-0.005)(R -0.016, F 0.005)]  [G loss: 0.006] \n",
      "3419 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.008] \n",
      "3420 [D loss: (-0.007)(R -0.020, F 0.007)]  [G loss: 0.004] \n",
      "3421 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.006] \n",
      "3422 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "3423 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.006] \n",
      "3424 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.006] \n",
      "3425 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.011] \n",
      "3426 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3427 [D loss: (-0.006)(R -0.017, F 0.004)]  [G loss: 0.007] \n",
      "3428 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "3429 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.006] \n",
      "3430 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "3431 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.011] \n",
      "3432 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.009] \n",
      "3433 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.011] \n",
      "3434 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.011] \n",
      "3435 [D loss: (-0.009)(R -0.014, F -0.005)]  [G loss: 0.016] \n",
      "3436 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.010] \n",
      "3437 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.007] \n",
      "3438 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.005] \n",
      "3439 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.010] \n",
      "3440 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.012] \n",
      "3441 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.011] \n",
      "3442 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.010] \n",
      "3443 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.007] \n",
      "3444 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3445 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.011] \n",
      "3446 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "3447 [D loss: (-0.010)(R -0.016, F -0.004)]  [G loss: 0.014] \n",
      "3448 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.006] \n",
      "3449 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.011] \n",
      "3450 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.012] \n",
      "3451 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.012] \n",
      "3452 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.014] \n",
      "3453 [D loss: (-0.010)(R -0.015, F -0.005)]  [G loss: 0.011] \n",
      "3454 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.011] \n",
      "3455 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.011] \n",
      "3456 [D loss: (-0.006)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "3457 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "3458 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "3459 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.013] \n",
      "3460 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.013] \n",
      "3461 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.007] \n",
      "3462 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.011] \n",
      "3463 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.005] \n",
      "3464 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.005] \n",
      "3465 [D loss: (-0.007)(R -0.019, F 0.006)]  [G loss: 0.003] \n",
      "3466 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.005] \n",
      "3467 [D loss: (-0.005)(R -0.012, F 0.003)]  [G loss: 0.009] \n",
      "3468 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.009] \n",
      "3469 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.011] \n",
      "3470 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.011] \n",
      "3471 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.011] \n",
      "3472 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3473 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.007] \n",
      "3474 [D loss: (-0.005)(R -0.015, F 0.004)]  [G loss: 0.006] \n",
      "3475 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.007] \n",
      "3476 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.010] \n",
      "3477 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "3478 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "3479 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.008] \n",
      "3480 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "3481 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.008] \n",
      "3482 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "3483 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3484 [D loss: (-0.008)(R -0.012, F -0.003)]  [G loss: 0.013] \n",
      "3485 [D loss: (-0.008)(R -0.012, F -0.003)]  [G loss: 0.011] \n",
      "3486 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.012] \n",
      "3487 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.011] \n",
      "3488 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.010] \n",
      "3489 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "3490 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "3491 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "3492 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.011] \n",
      "3493 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.006] \n",
      "3494 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "3495 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "3496 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.010] \n",
      "3497 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.012] \n",
      "3498 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "3499 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.014] \n",
      "3500 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.008] \n",
      "3501 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.008] \n",
      "3502 [D loss: (-0.007)(R -0.009, F -0.005)]  [G loss: 0.014] \n",
      "3503 [D loss: (-0.007)(R -0.009, F -0.006)]  [G loss: 0.016] \n",
      "3504 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.013] \n",
      "3505 [D loss: (-0.005)(R -0.012, F 0.002)]  [G loss: 0.010] \n",
      "3506 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.010] \n",
      "3507 [D loss: (-0.004)(R -0.014, F 0.005)]  [G loss: 0.008] \n",
      "3508 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.006] \n",
      "3509 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "3510 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.005] \n",
      "3511 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.004] \n",
      "3512 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.005] \n",
      "3513 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.006] \n",
      "3514 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.007] \n",
      "3515 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.005] \n",
      "3516 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.010] \n",
      "3517 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.007] \n",
      "3518 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "3519 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.005] \n",
      "3520 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "3521 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "3522 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.007] \n",
      "3523 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.006] \n",
      "3524 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "3525 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "3526 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "3527 [D loss: (-0.008)(R -0.015, F 0.000)]  [G loss: 0.008] \n",
      "3528 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.011] \n",
      "3529 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.012] \n",
      "3530 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "3531 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.009] \n",
      "3532 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.012] \n",
      "3533 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.012] \n",
      "3534 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.007] \n",
      "3535 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.011] \n",
      "3536 [D loss: (-0.010)(R -0.012, F -0.008)]  [G loss: 0.018] \n",
      "3537 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.011] \n",
      "3538 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.011] \n",
      "3539 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.013] \n",
      "3540 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.010] \n",
      "3541 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.008] \n",
      "3542 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "3543 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "3544 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "3545 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "3546 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "3547 [D loss: (-0.005)(R -0.013, F 0.002)]  [G loss: 0.007] \n",
      "3548 [D loss: (-0.010)(R -0.018, F -0.003)]  [G loss: 0.010] \n",
      "3549 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.005] \n",
      "3550 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.006] \n",
      "3551 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "3552 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.008] \n",
      "3553 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.007] \n",
      "3554 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.005] \n",
      "3555 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.004] \n",
      "3556 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "3557 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "3558 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.012] \n",
      "3559 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.011] \n",
      "3560 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.006] \n",
      "3561 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "3562 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "3563 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.008] \n",
      "3564 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "3565 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.008] \n",
      "3566 [D loss: (-0.006)(R -0.014, F 0.003)]  [G loss: 0.006] \n",
      "3567 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.010] \n",
      "3568 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "3569 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.010] \n",
      "3570 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.010] \n",
      "3571 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "3572 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.011] \n",
      "3573 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.012] \n",
      "3574 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.010] \n",
      "3575 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "3576 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "3577 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.005] \n",
      "3578 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.011] \n",
      "3579 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "3580 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.011] \n",
      "3581 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.005] \n",
      "3582 [D loss: (-0.008)(R -0.021, F 0.004)]  [G loss: 0.004] \n",
      "3583 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.010] \n",
      "3584 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.006] \n",
      "3585 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "3586 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.010] \n",
      "3587 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.006] \n",
      "3588 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.009] \n",
      "3589 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.007] \n",
      "3590 [D loss: (-0.006)(R -0.017, F 0.004)]  [G loss: 0.007] \n",
      "3591 [D loss: (-0.006)(R -0.018, F 0.005)]  [G loss: 0.006] \n",
      "3592 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.006] \n",
      "3593 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.007] \n",
      "3594 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.005] \n",
      "3595 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.005] \n",
      "3596 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "3597 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.011] \n",
      "3598 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.009] \n",
      "3599 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "3600 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "3601 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.011] \n",
      "3602 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.007] \n",
      "3603 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "3604 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "3605 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.011] \n",
      "3606 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.010] \n",
      "3607 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.011] \n",
      "3608 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "3609 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.006] \n",
      "3610 [D loss: (-0.006)(R -0.018, F 0.007)]  [G loss: 0.003] \n",
      "3611 [D loss: (-0.009)(R -0.015, F -0.004)]  [G loss: 0.012] \n",
      "3612 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.009] \n",
      "3613 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.006] \n",
      "3614 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.007] \n",
      "3615 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.014] \n",
      "3616 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.012] \n",
      "3617 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.013] \n",
      "3618 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "3619 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.012] \n",
      "3620 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.009] \n",
      "3621 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3622 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.013] \n",
      "3623 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.008] \n",
      "3624 [D loss: (-0.009)(R -0.017, F 0.000)]  [G loss: 0.007] \n",
      "3625 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.007] \n",
      "3626 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.007] \n",
      "3627 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.007] \n",
      "3628 [D loss: (-0.010)(R -0.015, F -0.005)]  [G loss: 0.012] \n",
      "3629 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.011] \n",
      "3630 [D loss: (-0.008)(R -0.023, F 0.006)]  [G loss: 0.003] \n",
      "3631 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "3632 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.008] \n",
      "3633 [D loss: (-0.006)(R -0.015, F 0.004)]  [G loss: 0.007] \n",
      "3634 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.006] \n",
      "3635 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.006] \n",
      "3636 [D loss: (-0.009)(R -0.017, F 0.000)]  [G loss: 0.010] \n",
      "3637 [D loss: (-0.007)(R -0.015, F -0.000)]  [G loss: 0.010] \n",
      "3638 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "3639 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.006] \n",
      "3640 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.009] \n",
      "3641 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.009] \n",
      "3642 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.006] \n",
      "3643 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "3644 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "3645 [D loss: (-0.010)(R -0.018, F -0.001)]  [G loss: 0.009] \n",
      "3646 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.005] \n",
      "3647 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "3648 [D loss: (-0.005)(R -0.015, F 0.005)]  [G loss: 0.007] \n",
      "3649 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.008] \n",
      "3650 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.006] \n",
      "3651 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "3652 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "3653 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "3654 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.009] \n",
      "3655 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "3656 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.010] \n",
      "3657 [D loss: (-0.006)(R -0.011, F -0.002)]  [G loss: 0.013] \n",
      "3658 [D loss: (-0.009)(R -0.012, F -0.006)]  [G loss: 0.012] \n",
      "3659 [D loss: (-0.006)(R -0.012, F -0.001)]  [G loss: 0.012] \n",
      "3660 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.011] \n",
      "3661 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.009] \n",
      "3662 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.008] \n",
      "3663 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "3664 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.011] \n",
      "3665 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "3666 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "3667 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.009] \n",
      "3668 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "3669 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "3670 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.006] \n",
      "3671 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "3672 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.011] \n",
      "3673 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "3674 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.006] \n",
      "3675 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.005] \n",
      "3676 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.006] \n",
      "3677 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.007] \n",
      "3678 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.008] \n",
      "3679 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.008] \n",
      "3680 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "3681 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.010] \n",
      "3682 [D loss: (-0.009)(R -0.013, F -0.005)]  [G loss: 0.014] \n",
      "3683 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.012] \n",
      "3684 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.009] \n",
      "3685 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.007] \n",
      "3686 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.014] \n",
      "3687 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "3688 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.005] \n",
      "3689 [D loss: (-0.009)(R -0.021, F 0.004)]  [G loss: 0.006] \n",
      "3690 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.012] \n",
      "3691 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.011] \n",
      "3692 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.009] \n",
      "3693 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.006] \n",
      "3694 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "3695 [D loss: (-0.010)(R -0.016, F -0.005)]  [G loss: 0.013] \n",
      "3696 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "3697 [D loss: (-0.010)(R -0.020, F -0.001)]  [G loss: 0.004] \n",
      "3698 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.012] \n",
      "3699 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.009] \n",
      "3700 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "3701 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3702 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "3703 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.008] \n",
      "3704 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.015] \n",
      "3705 [D loss: (-0.005)(R -0.009, F -0.001)]  [G loss: 0.010] \n",
      "3706 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3707 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "3708 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3709 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "3710 [D loss: (-0.006)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "3711 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3712 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.009] \n",
      "3713 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.009] \n",
      "3714 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.007] \n",
      "3715 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "3716 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.013] \n",
      "3717 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "3718 [D loss: (-0.006)(R -0.012, F 0.000)]  [G loss: 0.008] \n",
      "3719 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.003] \n",
      "3720 [D loss: (-0.006)(R -0.018, F 0.005)]  [G loss: 0.006] \n",
      "3721 [D loss: (-0.009)(R -0.017, F 0.000)]  [G loss: 0.010] \n",
      "3722 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.008] \n",
      "3723 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "3724 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.009] \n",
      "3725 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.012] \n",
      "3726 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.008] \n",
      "3727 [D loss: (-0.006)(R -0.018, F 0.005)]  [G loss: 0.004] \n",
      "3728 [D loss: (-0.006)(R -0.014, F 0.003)]  [G loss: 0.007] \n",
      "3729 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.004] \n",
      "3730 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.005] \n",
      "3731 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.014] \n",
      "3732 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "3733 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.008] \n",
      "3734 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.016] \n",
      "3735 [D loss: (-0.010)(R -0.017, F -0.002)]  [G loss: 0.011] \n",
      "3736 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.004] \n",
      "3737 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.005] \n",
      "3738 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.004] \n",
      "3739 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.013] \n",
      "3740 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.007] \n",
      "3741 [D loss: (-0.006)(R -0.019, F 0.006)]  [G loss: 0.009] \n",
      "3742 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.012] \n",
      "3743 [D loss: (-0.010)(R -0.012, F -0.007)]  [G loss: 0.012] \n",
      "3744 [D loss: (-0.007)(R -0.011, F -0.004)]  [G loss: 0.014] \n",
      "3745 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "3746 [D loss: (-0.009)(R -0.015, F -0.004)]  [G loss: 0.011] \n",
      "3747 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "3748 [D loss: (-0.008)(R -0.011, F -0.005)]  [G loss: 0.016] \n",
      "3749 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.011] \n",
      "3750 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.014] \n",
      "3751 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.014] \n",
      "3752 [D loss: (-0.006)(R -0.010, F -0.001)]  [G loss: 0.010] \n",
      "3753 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "3754 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.006] \n",
      "3755 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.007] \n",
      "3756 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.005] \n",
      "3757 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.008] \n",
      "3758 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.010] \n",
      "3759 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.009] \n",
      "3760 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.008] \n",
      "3761 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.007] \n",
      "3762 [D loss: (-0.009)(R -0.015, F -0.004)]  [G loss: 0.013] \n",
      "3763 [D loss: (-0.010)(R -0.020, F -0.001)]  [G loss: 0.007] \n",
      "3764 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "3765 [D loss: (-0.008)(R -0.014, F -0.003)]  [G loss: 0.016] \n",
      "3766 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.008] \n",
      "3767 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.006] \n",
      "3768 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.014] \n",
      "3769 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.012] \n",
      "3770 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.007] \n",
      "3771 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "3772 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.007] \n",
      "3773 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "3774 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.009] \n",
      "3775 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.006] \n",
      "3776 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.006] \n",
      "3777 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.007] \n",
      "3778 [D loss: (-0.006)(R -0.019, F 0.008)]  [G loss: 0.004] \n",
      "3779 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.002] \n",
      "3780 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.004] \n",
      "3781 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "3782 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.008] \n",
      "3783 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.011] \n",
      "3784 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.011] \n",
      "3785 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.010] \n",
      "3786 [D loss: (-0.006)(R -0.012, F -0.000)]  [G loss: 0.010] \n",
      "3787 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3788 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "3789 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "3790 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "3791 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "3792 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "3793 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.013] \n",
      "3794 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.010] \n",
      "3795 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.008] \n",
      "3796 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "3797 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.006] \n",
      "3798 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.006] \n",
      "3799 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.009] \n",
      "3800 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.008] \n",
      "3801 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.012] \n",
      "3802 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "3803 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.007] \n",
      "3804 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.008] \n",
      "3805 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.012] \n",
      "3806 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.012] \n",
      "3807 [D loss: (-0.007)(R -0.013, F 0.000)]  [G loss: 0.012] \n",
      "3808 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.007] \n",
      "3809 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "3810 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.010] \n",
      "3811 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.008] \n",
      "3812 [D loss: (-0.004)(R -0.014, F 0.005)]  [G loss: 0.007] \n",
      "3813 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.008] \n",
      "3814 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.008] \n",
      "3815 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "3816 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "3817 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "3818 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.010] \n",
      "3819 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.008] \n",
      "3820 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "3821 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "3822 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.012] \n",
      "3823 [D loss: (-0.005)(R -0.012, F 0.002)]  [G loss: 0.009] \n",
      "3824 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "3825 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "3826 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.011] \n",
      "3827 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "3828 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.004] \n",
      "3829 [D loss: (-0.010)(R -0.018, F -0.003)]  [G loss: 0.014] \n",
      "3830 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.010] \n",
      "3831 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.007] \n",
      "3832 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.004] \n",
      "3833 [D loss: (-0.011)(R -0.022, F -0.001)]  [G loss: 0.013] \n",
      "3834 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.009] \n",
      "3835 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.006] \n",
      "3836 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.012] \n",
      "3837 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.007] \n",
      "3838 [D loss: (-0.009)(R -0.019, F -0.000)]  [G loss: 0.009] \n",
      "3839 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.008] \n",
      "3840 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "3841 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.010] \n",
      "3842 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.009] \n",
      "3843 [D loss: (-0.010)(R -0.019, F -0.000)]  [G loss: 0.008] \n",
      "3844 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.013] \n",
      "3845 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "3846 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "3847 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.007] \n",
      "3848 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.003] \n",
      "3849 [D loss: (-0.005)(R -0.014, F 0.004)]  [G loss: 0.008] \n",
      "3850 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.006] \n",
      "3851 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.009] \n",
      "3852 [D loss: (-0.005)(R -0.013, F 0.003)]  [G loss: 0.010] \n",
      "3853 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.011] \n",
      "3854 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.009] \n",
      "3855 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.010] \n",
      "3856 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.009] \n",
      "3857 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "3858 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "3859 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.006] \n",
      "3860 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.010] \n",
      "3861 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "3862 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.008] \n",
      "3863 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.004] \n",
      "3864 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.008] \n",
      "3865 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.007] \n",
      "3866 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.006] \n",
      "3867 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "3868 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.009] \n",
      "3869 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "3870 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "3871 [D loss: (-0.006)(R -0.017, F 0.006)]  [G loss: 0.005] \n",
      "3872 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.009] \n",
      "3873 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.007] \n",
      "3874 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.009] \n",
      "3875 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "3876 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.010] \n",
      "3877 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.009] \n",
      "3878 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.010] \n",
      "3879 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.009] \n",
      "3880 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.007] \n",
      "3881 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.004] \n",
      "3882 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.011] \n",
      "3883 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.008] \n",
      "3884 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.013] \n",
      "3885 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.010] \n",
      "3886 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.014] \n",
      "3887 [D loss: (-0.010)(R -0.013, F -0.008)]  [G loss: 0.017] \n",
      "3888 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.009] \n",
      "3889 [D loss: (-0.011)(R -0.019, F -0.003)]  [G loss: 0.009] \n",
      "3890 [D loss: (-0.010)(R -0.023, F 0.002)]  [G loss: 0.005] \n",
      "3891 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.005] \n",
      "3892 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.012] \n",
      "3893 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.012] \n",
      "3894 [D loss: (-0.010)(R -0.018, F -0.003)]  [G loss: 0.011] \n",
      "3895 [D loss: (-0.005)(R -0.013, F 0.003)]  [G loss: 0.006] \n",
      "3896 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.006] \n",
      "3897 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.011] \n",
      "3898 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.006] \n",
      "3899 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.008] \n",
      "3900 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.008] \n",
      "3901 [D loss: (-0.005)(R -0.017, F 0.006)]  [G loss: 0.006] \n",
      "3902 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.008] \n",
      "3903 [D loss: (-0.008)(R -0.017, F -0.000)]  [G loss: 0.012] \n",
      "3904 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.007] \n",
      "3905 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.015] \n",
      "3906 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "3907 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.006] \n",
      "3908 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "3909 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.014] \n",
      "3910 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.007] \n",
      "3911 [D loss: (-0.006)(R -0.015, F 0.004)]  [G loss: 0.010] \n",
      "3912 [D loss: (-0.011)(R -0.023, F 0.001)]  [G loss: 0.008] \n",
      "3913 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "3914 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.009] \n",
      "3915 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.006] \n",
      "3916 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.002] \n",
      "3917 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.007] \n",
      "3918 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.008] \n",
      "3919 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.005] \n",
      "3920 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.006] \n",
      "3921 [D loss: (-0.006)(R -0.018, F 0.005)]  [G loss: 0.007] \n",
      "3922 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.010] \n",
      "3923 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.011] \n",
      "3924 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.013] \n",
      "3925 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.007] \n",
      "3926 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "3927 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "3928 [D loss: (-0.010)(R -0.015, F -0.004)]  [G loss: 0.011] \n",
      "3929 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.011] \n",
      "3930 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.009] \n",
      "3931 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.009] \n",
      "3932 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "3933 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.011] \n",
      "3934 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.012] \n",
      "3935 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.010] \n",
      "3936 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.009] \n",
      "3937 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "3938 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.007] \n",
      "3939 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.005] \n",
      "3940 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "3941 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.012] \n",
      "3942 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.012] \n",
      "3943 [D loss: (-0.005)(R -0.015, F 0.005)]  [G loss: 0.008] \n",
      "3944 [D loss: (-0.005)(R -0.015, F 0.006)]  [G loss: 0.007] \n",
      "3945 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.006] \n",
      "3946 [D loss: (-0.009)(R -0.017, F 0.000)]  [G loss: 0.010] \n",
      "3947 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "3948 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.009] \n",
      "3949 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.010] \n",
      "3950 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.012] \n",
      "3951 [D loss: (-0.008)(R -0.010, F -0.006)]  [G loss: 0.015] \n",
      "3952 [D loss: (-0.009)(R -0.013, F -0.005)]  [G loss: 0.011] \n",
      "3953 [D loss: (-0.007)(R -0.010, F -0.003)]  [G loss: 0.009] \n",
      "3954 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.011] \n",
      "3955 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.010] \n",
      "3956 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.010] \n",
      "3957 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.007] \n",
      "3958 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.006] \n",
      "3959 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.012] \n",
      "3960 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "3961 [D loss: (-0.011)(R -0.020, F -0.001)]  [G loss: 0.010] \n",
      "3962 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.005] \n",
      "3963 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.004] \n",
      "3964 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.007] \n",
      "3965 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "3966 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.005] \n",
      "3967 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.004] \n",
      "3968 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "3969 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "3970 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.012] \n",
      "3971 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.009] \n",
      "3972 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.008] \n",
      "3973 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.008] \n",
      "3974 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.009] \n",
      "3975 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.007] \n",
      "3976 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.010] \n",
      "3977 [D loss: (-0.010)(R -0.017, F -0.002)]  [G loss: 0.010] \n",
      "3978 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.007] \n",
      "3979 [D loss: (-0.005)(R -0.015, F 0.004)]  [G loss: 0.007] \n",
      "3980 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.010] \n",
      "3981 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.011] \n",
      "3982 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "3983 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "3984 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.005] \n",
      "3985 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.006] \n",
      "3986 [D loss: (-0.006)(R -0.018, F 0.005)]  [G loss: 0.009] \n",
      "3987 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.006] \n",
      "3988 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.008] \n",
      "3989 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "3990 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.011] \n",
      "3991 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.011] \n",
      "3992 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.006] \n",
      "3993 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.006] \n",
      "3994 [D loss: (-0.012)(R -0.018, F -0.006)]  [G loss: 0.016] \n",
      "3995 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.008] \n",
      "3996 [D loss: (-0.011)(R -0.018, F -0.004)]  [G loss: 0.012] \n",
      "3997 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.010] \n",
      "3998 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.013] \n",
      "3999 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.009] \n",
      "4000 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.007] \n",
      "4001 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.007] \n",
      "4002 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.007] \n",
      "4003 [D loss: (-0.005)(R -0.018, F 0.007)]  [G loss: 0.005] \n",
      "4004 [D loss: (-0.005)(R -0.016, F 0.007)]  [G loss: 0.007] \n",
      "4005 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.006] \n",
      "4006 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.005] \n",
      "4007 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.006] \n",
      "4008 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "4009 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.006] \n",
      "4010 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.002] \n",
      "4011 [D loss: (-0.008)(R -0.023, F 0.007)]  [G loss: 0.004] \n",
      "4012 [D loss: (-0.009)(R -0.023, F 0.006)]  [G loss: 0.003] \n",
      "4013 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.008] \n",
      "4014 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "4015 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.012] \n",
      "4016 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.012] \n",
      "4017 [D loss: (-0.009)(R -0.013, F -0.005)]  [G loss: 0.010] \n",
      "4018 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.012] \n",
      "4019 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.011] \n",
      "4020 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.011] \n",
      "4021 [D loss: (-0.013)(R -0.020, F -0.006)]  [G loss: 0.011] \n",
      "4022 [D loss: (-0.010)(R -0.015, F -0.005)]  [G loss: 0.016] \n",
      "4023 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.013] \n",
      "4024 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.012] \n",
      "4025 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.010] \n",
      "4026 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.016] \n",
      "4027 [D loss: (-0.009)(R -0.012, F -0.006)]  [G loss: 0.014] \n",
      "4028 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.011] \n",
      "4029 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.007] \n",
      "4030 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.005] \n",
      "4031 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.012] \n",
      "4032 [D loss: (-0.005)(R -0.013, F 0.003)]  [G loss: 0.009] \n",
      "4033 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.007] \n",
      "4034 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "4035 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.010] \n",
      "4036 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.013] \n",
      "4037 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.012] \n",
      "4038 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.008] \n",
      "4039 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.005] \n",
      "4040 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.007] \n",
      "4041 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.006] \n",
      "4042 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.010] \n",
      "4043 [D loss: (-0.010)(R -0.020, F 0.000)]  [G loss: 0.008] \n",
      "4044 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.004] \n",
      "4045 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "4046 [D loss: (-0.008)(R -0.014, F -0.003)]  [G loss: 0.012] \n",
      "4047 [D loss: (-0.007)(R -0.013, F 0.000)]  [G loss: 0.010] \n",
      "4048 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.010] \n",
      "4049 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.005] \n",
      "4050 [D loss: (-0.009)(R -0.022, F 0.005)]  [G loss: 0.003] \n",
      "4051 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.005] \n",
      "4052 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.005] \n",
      "4053 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.004] \n",
      "4054 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.003] \n",
      "4055 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.005] \n",
      "4056 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.004] \n",
      "4057 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.008] \n",
      "4058 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.006] \n",
      "4059 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.005] \n",
      "4060 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "4061 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "4062 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.016] \n",
      "4063 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.009] \n",
      "4064 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.011] \n",
      "4065 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.010] \n",
      "4066 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.009] \n",
      "4067 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "4068 [D loss: (-0.009)(R -0.019, F -0.000)]  [G loss: 0.006] \n",
      "4069 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "4070 [D loss: (-0.010)(R -0.013, F -0.007)]  [G loss: 0.013] \n",
      "4071 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.008] \n",
      "4072 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.008] \n",
      "4073 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.007] \n",
      "4074 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "4075 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.011] \n",
      "4076 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "4077 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.008] \n",
      "4078 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.009] \n",
      "4079 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "4080 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "4081 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.007] \n",
      "4082 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "4083 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.010] \n",
      "4084 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.006] \n",
      "4085 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.007] \n",
      "4086 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.006] \n",
      "4087 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.006] \n",
      "4088 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.005] \n",
      "4089 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.005] \n",
      "4090 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.007] \n",
      "4091 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.009] \n",
      "4092 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "4093 [D loss: (-0.010)(R -0.016, F -0.003)]  [G loss: 0.010] \n",
      "4094 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.008] \n",
      "4095 [D loss: (-0.006)(R -0.018, F 0.005)]  [G loss: 0.007] \n",
      "4096 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.014] \n",
      "4097 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.007] \n",
      "4098 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.008] \n",
      "4099 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.011] \n",
      "4100 [D loss: (-0.010)(R -0.017, F -0.002)]  [G loss: 0.009] \n",
      "4101 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.010] \n",
      "4102 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "4103 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.010] \n",
      "4104 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.010] \n",
      "4105 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.009] \n",
      "4106 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "4107 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.011] \n",
      "4108 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.013] \n",
      "4109 [D loss: (-0.009)(R -0.012, F -0.006)]  [G loss: 0.013] \n",
      "4110 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.012] \n",
      "4111 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.010] \n",
      "4112 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.014] \n",
      "4113 [D loss: (-0.010)(R -0.015, F -0.004)]  [G loss: 0.012] \n",
      "4114 [D loss: (-0.006)(R -0.020, F 0.007)]  [G loss: 0.005] \n",
      "4115 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "4116 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.013] \n",
      "4117 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "4118 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.007] \n",
      "4119 [D loss: (-0.010)(R -0.023, F 0.003)]  [G loss: 0.005] \n",
      "4120 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.007] \n",
      "4121 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.004] \n",
      "4122 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.004] \n",
      "4123 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.006] \n",
      "4124 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.006] \n",
      "4125 [D loss: (-0.005)(R -0.018, F 0.008)]  [G loss: 0.005] \n",
      "4126 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.009] \n",
      "4127 [D loss: (-0.007)(R -0.020, F 0.007)]  [G loss: 0.004] \n",
      "4128 [D loss: (-0.009)(R -0.022, F 0.003)]  [G loss: 0.004] \n",
      "4129 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.004] \n",
      "4130 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.007] \n",
      "4131 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "4132 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.006] \n",
      "4133 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.006] \n",
      "4134 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.008] \n",
      "4135 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.011] \n",
      "4136 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "4137 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.007] \n",
      "4138 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "4139 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.007] \n",
      "4140 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.013] \n",
      "4141 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.005] \n",
      "4142 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "4143 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.009] \n",
      "4144 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.009] \n",
      "4145 [D loss: (-0.008)(R -0.014, F -0.003)]  [G loss: 0.011] \n",
      "4146 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.008] \n",
      "4147 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "4148 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.012] \n",
      "4149 [D loss: (-0.009)(R -0.013, F -0.004)]  [G loss: 0.010] \n",
      "4150 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.012] \n",
      "4151 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.017] \n",
      "4152 [D loss: (-0.006)(R -0.010, F -0.002)]  [G loss: 0.011] \n",
      "4153 [D loss: (-0.009)(R -0.014, F -0.005)]  [G loss: 0.013] \n",
      "4154 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.012] \n",
      "4155 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.009] \n",
      "4156 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.012] \n",
      "4157 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "4158 [D loss: (-0.011)(R -0.019, F -0.004)]  [G loss: 0.009] \n",
      "4159 [D loss: (-0.005)(R -0.014, F 0.004)]  [G loss: 0.009] \n",
      "4160 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "4161 [D loss: (-0.004)(R -0.014, F 0.006)]  [G loss: 0.006] \n",
      "4162 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.010] \n",
      "4163 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.007] \n",
      "4164 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.013] \n",
      "4165 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "4166 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "4167 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.006] \n",
      "4168 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.012] \n",
      "4169 [D loss: (-0.010)(R -0.015, F -0.004)]  [G loss: 0.010] \n",
      "4170 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.007] \n",
      "4171 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "4172 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.012] \n",
      "4173 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "4174 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.011] \n",
      "4175 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.009] \n",
      "4176 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.017] \n",
      "4177 [D loss: (-0.007)(R -0.010, F -0.003)]  [G loss: 0.012] \n",
      "4178 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "4179 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.005] \n",
      "4180 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.007] \n",
      "4181 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.017] \n",
      "4182 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.007] \n",
      "4183 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.006] \n",
      "4184 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "4185 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.010] \n",
      "4186 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.010] \n",
      "4187 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.008] \n",
      "4188 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "4189 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.006] \n",
      "4190 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.007] \n",
      "4191 [D loss: (-0.010)(R -0.021, F 0.000)]  [G loss: 0.009] \n",
      "4192 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.009] \n",
      "4193 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.013] \n",
      "4194 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.007] \n",
      "4195 [D loss: (-0.006)(R -0.020, F 0.007)]  [G loss: 0.003] \n",
      "4196 [D loss: (-0.010)(R -0.022, F 0.003)]  [G loss: 0.007] \n",
      "4197 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.011] \n",
      "4198 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.005] \n",
      "4199 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.006] \n",
      "4200 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "4201 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.009] \n",
      "4202 [D loss: (-0.009)(R -0.022, F 0.003)]  [G loss: 0.004] \n",
      "4203 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.007] \n",
      "4204 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.006] \n",
      "4205 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.006] \n",
      "4206 [D loss: (-0.008)(R -0.021, F 0.004)]  [G loss: 0.004] \n",
      "4207 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.013] \n",
      "4208 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.007] \n",
      "4209 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "4210 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "4211 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "4212 [D loss: (-0.008)(R -0.012, F -0.004)]  [G loss: 0.010] \n",
      "4213 [D loss: (-0.008)(R -0.011, F -0.004)]  [G loss: 0.014] \n",
      "4214 [D loss: (-0.009)(R -0.013, F -0.004)]  [G loss: 0.012] \n",
      "4215 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.013] \n",
      "4216 [D loss: (-0.010)(R -0.015, F -0.004)]  [G loss: 0.012] \n",
      "4217 [D loss: (-0.008)(R -0.009, F -0.007)]  [G loss: 0.011] \n",
      "4218 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.010] \n",
      "4219 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "4220 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.010] \n",
      "4221 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.010] \n",
      "4222 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "4223 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.007] \n",
      "4224 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.005] \n",
      "4225 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.007] \n",
      "4226 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.005] \n",
      "4227 [D loss: (-0.006)(R -0.020, F 0.007)]  [G loss: 0.003] \n",
      "4228 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.007] \n",
      "4229 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "4230 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.007] \n",
      "4231 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.011] \n",
      "4232 [D loss: (-0.010)(R -0.018, F -0.001)]  [G loss: 0.010] \n",
      "4233 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.007] \n",
      "4234 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.008] \n",
      "4235 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.010] \n",
      "4236 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.014] \n",
      "4237 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.005] \n",
      "4238 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.004] \n",
      "4239 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.007] \n",
      "4240 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.004] \n",
      "4241 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.000] \n",
      "4242 [D loss: (-0.008)(R -0.021, F 0.004)]  [G loss: 0.009] \n",
      "4243 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.007] \n",
      "4244 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "4245 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.010] \n",
      "4246 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.010] \n",
      "4247 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.009] \n",
      "4248 [D loss: (-0.006)(R -0.010, F -0.001)]  [G loss: 0.011] \n",
      "4249 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.013] \n",
      "4250 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.018] \n",
      "4251 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.009] \n",
      "4252 [D loss: (-0.010)(R -0.017, F -0.002)]  [G loss: 0.009] \n",
      "4253 [D loss: (-0.011)(R -0.018, F -0.004)]  [G loss: 0.012] \n",
      "4254 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.008] \n",
      "4255 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.013] \n",
      "4256 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "4257 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.007] \n",
      "4258 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "4259 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.007] \n",
      "4260 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.007] \n",
      "4261 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.004] \n",
      "4262 [D loss: (-0.005)(R -0.018, F 0.007)]  [G loss: 0.004] \n",
      "4263 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "4264 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "4265 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.007] \n",
      "4266 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.007] \n",
      "4267 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.006] \n",
      "4268 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.007] \n",
      "4269 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.012] \n",
      "4270 [D loss: (-0.005)(R -0.015, F 0.005)]  [G loss: 0.006] \n",
      "4271 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.002] \n",
      "4272 [D loss: (-0.010)(R -0.022, F 0.002)]  [G loss: 0.010] \n",
      "4273 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.008] \n",
      "4274 [D loss: (-0.011)(R -0.019, F -0.004)]  [G loss: 0.013] \n",
      "4275 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.006] \n",
      "4276 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.006] \n",
      "4277 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.007] \n",
      "4278 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.010] \n",
      "4279 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "4280 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.007] \n",
      "4281 [D loss: (-0.005)(R -0.015, F 0.004)]  [G loss: 0.008] \n",
      "4282 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.011] \n",
      "4283 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.012] \n",
      "4284 [D loss: (-0.011)(R -0.017, F -0.006)]  [G loss: 0.011] \n",
      "4285 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.011] \n",
      "4286 [D loss: (-0.007)(R -0.015, F -0.000)]  [G loss: 0.014] \n",
      "4287 [D loss: (-0.011)(R -0.020, F -0.002)]  [G loss: 0.014] \n",
      "4288 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.007] \n",
      "4289 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.008] \n",
      "4290 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.010] \n",
      "4291 [D loss: (-0.010)(R -0.018, F -0.001)]  [G loss: 0.010] \n",
      "4292 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.007] \n",
      "4293 [D loss: (-0.010)(R -0.017, F -0.002)]  [G loss: 0.015] \n",
      "4294 [D loss: (-0.009)(R -0.014, F -0.005)]  [G loss: 0.011] \n",
      "4295 [D loss: (-0.010)(R -0.022, F 0.003)]  [G loss: 0.008] \n",
      "4296 [D loss: (-0.011)(R -0.017, F -0.004)]  [G loss: 0.013] \n",
      "4297 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.010] \n",
      "4298 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.007] \n",
      "4299 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.005] \n",
      "4300 [D loss: (-0.010)(R -0.023, F 0.003)]  [G loss: 0.011] \n",
      "4301 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.007] \n",
      "4302 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.007] \n",
      "4303 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.007] \n",
      "4304 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.011] \n",
      "4305 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.012] \n",
      "4306 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.013] \n",
      "4307 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.006] \n",
      "4308 [D loss: (-0.007)(R -0.023, F 0.008)]  [G loss: 0.007] \n",
      "4309 [D loss: (-0.010)(R -0.023, F 0.004)]  [G loss: 0.007] \n",
      "4310 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.004] \n",
      "4311 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.006] \n",
      "4312 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.008] \n",
      "4313 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.005] \n",
      "4314 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "4315 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.010] \n",
      "4316 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.013] \n",
      "4317 [D loss: (-0.008)(R -0.017, F -0.000)]  [G loss: 0.009] \n",
      "4318 [D loss: (-0.006)(R -0.017, F 0.004)]  [G loss: 0.008] \n",
      "4319 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.011] \n",
      "4320 [D loss: (-0.009)(R -0.017, F 0.000)]  [G loss: 0.014] \n",
      "4321 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.009] \n",
      "4322 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "4323 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.008] \n",
      "4324 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.003] \n",
      "4325 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.009] \n",
      "4326 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.009] \n",
      "4327 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.005] \n",
      "4328 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.007] \n",
      "4329 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.011] \n",
      "4330 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.010] \n",
      "4331 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.011] \n",
      "4332 [D loss: (-0.012)(R -0.020, F -0.004)]  [G loss: 0.009] \n",
      "4333 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.012] \n",
      "4334 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "4335 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.010] \n",
      "4336 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.005] \n",
      "4337 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.006] \n",
      "4338 [D loss: (-0.012)(R -0.018, F -0.006)]  [G loss: 0.017] \n",
      "4339 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.008] \n",
      "4340 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.007] \n",
      "4341 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.010] \n",
      "4342 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.012] \n",
      "4343 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.006] \n",
      "4344 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.008] \n",
      "4345 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.008] \n",
      "4346 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "4347 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.006] \n",
      "4348 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.005] \n",
      "4349 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.006] \n",
      "4350 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.006] \n",
      "4351 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.009] \n",
      "4352 [D loss: (-0.010)(R -0.012, F -0.007)]  [G loss: 0.012] \n",
      "4353 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.013] \n",
      "4354 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.012] \n",
      "4355 [D loss: (-0.010)(R -0.011, F -0.008)]  [G loss: 0.019] \n",
      "4356 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.014] \n",
      "4357 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.010] \n",
      "4358 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "4359 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.008] \n",
      "4360 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.008] \n",
      "4361 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.011] \n",
      "4362 [D loss: (-0.004)(R -0.013, F 0.004)]  [G loss: 0.007] \n",
      "4363 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.008] \n",
      "4364 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "4365 [D loss: (-0.009)(R -0.017, F 0.000)]  [G loss: 0.008] \n",
      "4366 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.011] \n",
      "4367 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.007] \n",
      "4368 [D loss: (-0.005)(R -0.016, F 0.006)]  [G loss: 0.006] \n",
      "4369 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "4370 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "4371 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.006] \n",
      "4372 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.006] \n",
      "4373 [D loss: (-0.009)(R -0.013, F -0.005)]  [G loss: 0.014] \n",
      "4374 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "4375 [D loss: (-0.009)(R -0.022, F 0.003)]  [G loss: 0.004] \n",
      "4376 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.004] \n",
      "4377 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.013] \n",
      "4378 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.012] \n",
      "4379 [D loss: (-0.011)(R -0.016, F -0.005)]  [G loss: 0.011] \n",
      "4380 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.013] \n",
      "4381 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "4382 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.005] \n",
      "4383 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.006] \n",
      "4384 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.010] \n",
      "4385 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.008] \n",
      "4386 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.005] \n",
      "4387 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.003] \n",
      "4388 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.006] \n",
      "4389 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.011] \n",
      "4390 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.010] \n",
      "4391 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.014] \n",
      "4392 [D loss: (-0.009)(R -0.013, F -0.004)]  [G loss: 0.013] \n",
      "4393 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.012] \n",
      "4394 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "4395 [D loss: (-0.005)(R -0.014, F 0.003)]  [G loss: 0.010] \n",
      "4396 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "4397 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.005] \n",
      "4398 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.010] \n",
      "4399 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.008] \n",
      "4400 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.010] \n",
      "4401 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.014] \n",
      "4402 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "4403 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "4404 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.007] \n",
      "4405 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.004] \n",
      "4406 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.007] \n",
      "4407 [D loss: (-0.009)(R -0.021, F 0.002)]  [G loss: 0.006] \n",
      "4408 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.007] \n",
      "4409 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.009] \n",
      "4410 [D loss: (-0.008)(R -0.021, F 0.004)]  [G loss: 0.005] \n",
      "4411 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.008] \n",
      "4412 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.010] \n",
      "4413 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.013] \n",
      "4414 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.010] \n",
      "4415 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.007] \n",
      "4416 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.004] \n",
      "4417 [D loss: (-0.008)(R -0.022, F 0.005)]  [G loss: 0.009] \n",
      "4418 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.001] \n",
      "4419 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.007] \n",
      "4420 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.007] \n",
      "4421 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.010] \n",
      "4422 [D loss: (-0.010)(R -0.017, F -0.002)]  [G loss: 0.013] \n",
      "4423 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.012] \n",
      "4424 [D loss: (-0.010)(R -0.017, F -0.002)]  [G loss: 0.010] \n",
      "4425 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.008] \n",
      "4426 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.006] \n",
      "4427 [D loss: (-0.012)(R -0.018, F -0.006)]  [G loss: 0.020] \n",
      "4428 [D loss: (-0.008)(R -0.011, F -0.006)]  [G loss: 0.015] \n",
      "4429 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.012] \n",
      "4430 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "4431 [D loss: (-0.007)(R -0.015, F -0.000)]  [G loss: 0.010] \n",
      "4432 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.013] \n",
      "4433 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "4434 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.011] \n",
      "4435 [D loss: (-0.010)(R -0.019, F -0.002)]  [G loss: 0.006] \n",
      "4436 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.010] \n",
      "4437 [D loss: (-0.006)(R -0.018, F 0.005)]  [G loss: 0.009] \n",
      "4438 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.010] \n",
      "4439 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.011] \n",
      "4440 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.006] \n",
      "4441 [D loss: (-0.007)(R -0.023, F 0.009)]  [G loss: 0.003] \n",
      "4442 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.009] \n",
      "4443 [D loss: (-0.005)(R -0.021, F 0.011)]  [G loss: 0.001] \n",
      "4444 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.011] \n",
      "4445 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.009] \n",
      "4446 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.006] \n",
      "4447 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.011] \n",
      "4448 [D loss: (-0.005)(R -0.014, F 0.004)]  [G loss: 0.010] \n",
      "4449 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.012] \n",
      "4450 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.010] \n",
      "4451 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "4452 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.009] \n",
      "4453 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.011] \n",
      "4454 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.010] \n",
      "4455 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.008] \n",
      "4456 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "4457 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "4458 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.009] \n",
      "4459 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.012] \n",
      "4460 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "4461 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.011] \n",
      "4462 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "4463 [D loss: (-0.010)(R -0.019, F -0.002)]  [G loss: 0.015] \n",
      "4464 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.006] \n",
      "4465 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.006] \n",
      "4466 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "4467 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.013] \n",
      "4468 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.011] \n",
      "4469 [D loss: (-0.013)(R -0.020, F -0.006)]  [G loss: 0.010] \n",
      "4470 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.007] \n",
      "4471 [D loss: (-0.010)(R -0.023, F 0.002)]  [G loss: 0.009] \n",
      "4472 [D loss: (-0.009)(R -0.023, F 0.005)]  [G loss: 0.006] \n",
      "4473 [D loss: (-0.012)(R -0.022, F -0.001)]  [G loss: 0.007] \n",
      "4474 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.007] \n",
      "4475 [D loss: (-0.013)(R -0.022, F -0.005)]  [G loss: 0.013] \n",
      "4476 [D loss: (-0.010)(R -0.020, F -0.001)]  [G loss: 0.006] \n",
      "4477 [D loss: (-0.011)(R -0.025, F 0.003)]  [G loss: 0.008] \n",
      "4478 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.003] \n",
      "4479 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "4480 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.012] \n",
      "4481 [D loss: (-0.009)(R -0.013, F -0.006)]  [G loss: 0.013] \n",
      "4482 [D loss: (-0.012)(R -0.018, F -0.006)]  [G loss: 0.013] \n",
      "4483 [D loss: (-0.010)(R -0.023, F 0.002)]  [G loss: 0.007] \n",
      "4484 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.007] \n",
      "4485 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.007] \n",
      "4486 [D loss: (-0.007)(R -0.020, F 0.007)]  [G loss: 0.007] \n",
      "4487 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.007] \n",
      "4488 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.008] \n",
      "4489 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "4490 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.010] \n",
      "4491 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.007] \n",
      "4492 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.010] \n",
      "4493 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.007] \n",
      "4494 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.007] \n",
      "4495 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.012] \n",
      "4496 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.013] \n",
      "4497 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.009] \n",
      "4498 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.010] \n",
      "4499 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.011] \n",
      "4500 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "4501 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.007] \n",
      "4502 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.012] \n",
      "4503 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.013] \n",
      "4504 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.006] \n",
      "4505 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.009] \n",
      "4506 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "4507 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "4508 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.006] \n",
      "4509 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "4510 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.007] \n",
      "4511 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.011] \n",
      "4512 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.009] \n",
      "4513 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.009] \n",
      "4514 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.007] \n",
      "4515 [D loss: (-0.008)(R -0.012, F -0.003)]  [G loss: 0.015] \n",
      "4516 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "4517 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.012] \n",
      "4518 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.013] \n",
      "4519 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "4520 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.012] \n",
      "4521 [D loss: (-0.009)(R -0.012, F -0.006)]  [G loss: 0.012] \n",
      "4522 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "4523 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.008] \n",
      "4524 [D loss: (-0.009)(R -0.022, F 0.005)]  [G loss: 0.007] \n",
      "4525 [D loss: (-0.005)(R -0.013, F 0.003)]  [G loss: 0.005] \n",
      "4526 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.010] \n",
      "4527 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.010] \n",
      "4528 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "4529 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.005] \n",
      "4530 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.006] \n",
      "4531 [D loss: (-0.007)(R -0.022, F 0.007)]  [G loss: 0.003] \n",
      "4532 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.008] \n",
      "4533 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.007] \n",
      "4534 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.007] \n",
      "4535 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "4536 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.006] \n",
      "4537 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.013] \n",
      "4538 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.007] \n",
      "4539 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.011] \n",
      "4540 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.009] \n",
      "4541 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.008] \n",
      "4542 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.008] \n",
      "4543 [D loss: (-0.005)(R -0.014, F 0.003)]  [G loss: 0.009] \n",
      "4544 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.010] \n",
      "4545 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.008] \n",
      "4546 [D loss: (-0.010)(R -0.018, F -0.001)]  [G loss: 0.009] \n",
      "4547 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.013] \n",
      "4548 [D loss: (-0.009)(R -0.012, F -0.005)]  [G loss: 0.016] \n",
      "4549 [D loss: (-0.007)(R -0.010, F -0.004)]  [G loss: 0.016] \n",
      "4550 [D loss: (-0.011)(R -0.019, F -0.003)]  [G loss: 0.006] \n",
      "4551 [D loss: (-0.010)(R -0.021, F 0.000)]  [G loss: 0.009] \n",
      "4552 [D loss: (-0.005)(R -0.018, F 0.008)]  [G loss: 0.004] \n",
      "4553 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.009] \n",
      "4554 [D loss: (-0.012)(R -0.018, F -0.005)]  [G loss: 0.012] \n",
      "4555 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "4556 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "4557 [D loss: (-0.007)(R -0.024, F 0.009)]  [G loss: 0.001] \n",
      "4558 [D loss: (-0.010)(R -0.018, F -0.003)]  [G loss: 0.015] \n",
      "4559 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.008] \n",
      "4560 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.007] \n",
      "4561 [D loss: (-0.010)(R -0.022, F 0.002)]  [G loss: 0.008] \n",
      "4562 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.005] \n",
      "4563 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.007] \n",
      "4564 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.007] \n",
      "4565 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "4566 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "4567 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.007] \n",
      "4568 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.016] \n",
      "4569 [D loss: (-0.006)(R -0.011, F -0.001)]  [G loss: 0.010] \n",
      "4570 [D loss: (-0.009)(R -0.017, F 0.000)]  [G loss: 0.008] \n",
      "4571 [D loss: (-0.011)(R -0.022, F 0.000)]  [G loss: 0.009] \n",
      "4572 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.006] \n",
      "4573 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.005] \n",
      "4574 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.011] \n",
      "4575 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.008] \n",
      "4576 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.007] \n",
      "4577 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "4578 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "4579 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.009] \n",
      "4580 [D loss: (-0.010)(R -0.024, F 0.003)]  [G loss: 0.005] \n",
      "4581 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.005] \n",
      "4582 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.007] \n",
      "4583 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.012] \n",
      "4584 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.012] \n",
      "4585 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "4586 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "4587 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.010] \n",
      "4588 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "4589 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.005] \n",
      "4590 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.005] \n",
      "4591 [D loss: (-0.010)(R -0.018, F -0.001)]  [G loss: 0.011] \n",
      "4592 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.008] \n",
      "4593 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.007] \n",
      "4594 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.005] \n",
      "4595 [D loss: (-0.009)(R -0.012, F -0.006)]  [G loss: 0.020] \n",
      "4596 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.011] \n",
      "4597 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.011] \n",
      "4598 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.011] \n",
      "4599 [D loss: (-0.009)(R -0.013, F -0.004)]  [G loss: 0.013] \n",
      "4600 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.015] \n",
      "4601 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.014] \n",
      "4602 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.008] \n",
      "4603 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.006] \n",
      "4604 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "4605 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.003] \n",
      "4606 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.004] \n",
      "4607 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.013] \n",
      "4608 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.009] \n",
      "4609 [D loss: (-0.010)(R -0.019, F -0.000)]  [G loss: 0.007] \n",
      "4610 [D loss: (-0.009)(R -0.023, F 0.006)]  [G loss: 0.002] \n",
      "4611 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.003] \n",
      "4612 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.010] \n",
      "4613 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.007] \n",
      "4614 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.007] \n",
      "4615 [D loss: (-0.006)(R -0.017, F 0.006)]  [G loss: 0.006] \n",
      "4616 [D loss: (-0.009)(R -0.015, F -0.004)]  [G loss: 0.017] \n",
      "4617 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.010] \n",
      "4618 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.010] \n",
      "4619 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.015] \n",
      "4620 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.012] \n",
      "4621 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "4622 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.009] \n",
      "4623 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "4624 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "4625 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.008] \n",
      "4626 [D loss: (-0.006)(R -0.018, F 0.005)]  [G loss: 0.007] \n",
      "4627 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.010] \n",
      "4628 [D loss: (-0.011)(R -0.019, F -0.002)]  [G loss: 0.010] \n",
      "4629 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.016] \n",
      "4630 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.012] \n",
      "4631 [D loss: (-0.011)(R -0.019, F -0.003)]  [G loss: 0.009] \n",
      "4632 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.007] \n",
      "4633 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.010] \n",
      "4634 [D loss: (-0.009)(R -0.017, F 0.000)]  [G loss: 0.011] \n",
      "4635 [D loss: (-0.009)(R -0.022, F 0.003)]  [G loss: 0.009] \n",
      "4636 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "4637 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.010] \n",
      "4638 [D loss: (-0.010)(R -0.015, F -0.004)]  [G loss: 0.013] \n",
      "4639 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.010] \n",
      "4640 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "4641 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.008] \n",
      "4642 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.006] \n",
      "4643 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.013] \n",
      "4644 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.008] \n",
      "4645 [D loss: (-0.011)(R -0.021, F 0.000)]  [G loss: 0.009] \n",
      "4646 [D loss: (-0.010)(R -0.023, F 0.004)]  [G loss: 0.002] \n",
      "4647 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.012] \n",
      "4648 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.007] \n",
      "4649 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.008] \n",
      "4650 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.005] \n",
      "4651 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.008] \n",
      "4652 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "4653 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.006] \n",
      "4654 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.012] \n",
      "4655 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.011] \n",
      "4656 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "4657 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.004] \n",
      "4658 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.006] \n",
      "4659 [D loss: (-0.010)(R -0.023, F 0.003)]  [G loss: 0.012] \n",
      "4660 [D loss: (-0.006)(R -0.017, F 0.004)]  [G loss: 0.005] \n",
      "4661 [D loss: (-0.009)(R -0.022, F 0.005)]  [G loss: 0.008] \n",
      "4662 [D loss: (-0.007)(R -0.020, F 0.007)]  [G loss: 0.005] \n",
      "4663 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.002] \n",
      "4664 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.013] \n",
      "4665 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.015] \n",
      "4666 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.010] \n",
      "4667 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.008] \n",
      "4668 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "4669 [D loss: (-0.011)(R -0.013, F -0.010)]  [G loss: 0.015] \n",
      "4670 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.016] \n",
      "4671 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.011] \n",
      "4672 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.010] \n",
      "4673 [D loss: (-0.005)(R -0.011, F 0.000)]  [G loss: 0.009] \n",
      "4674 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.010] \n",
      "4675 [D loss: (-0.011)(R -0.021, F -0.001)]  [G loss: 0.010] \n",
      "4676 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.012] \n",
      "4677 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.005] \n",
      "4678 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.008] \n",
      "4679 [D loss: (-0.005)(R -0.015, F 0.004)]  [G loss: 0.005] \n",
      "4680 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.007] \n",
      "4681 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.009] \n",
      "4682 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.008] \n",
      "4683 [D loss: (-0.009)(R -0.017, F 0.000)]  [G loss: 0.007] \n",
      "4684 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.005] \n",
      "4685 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.009] \n",
      "4686 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.009] \n",
      "4687 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.008] \n",
      "4688 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.010] \n",
      "4689 [D loss: (-0.010)(R -0.012, F -0.007)]  [G loss: 0.015] \n",
      "4690 [D loss: (-0.011)(R -0.016, F -0.006)]  [G loss: 0.014] \n",
      "4691 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "4692 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.011] \n",
      "4693 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.007] \n",
      "4694 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.012] \n",
      "4695 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.012] \n",
      "4696 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.011] \n",
      "4697 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.012] \n",
      "4698 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.009] \n",
      "4699 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.007] \n",
      "4700 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "4701 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.012] \n",
      "4702 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.008] \n",
      "4703 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "4704 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.008] \n",
      "4705 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.007] \n",
      "4706 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "4707 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.013] \n",
      "4708 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.011] \n",
      "4709 [D loss: (-0.005)(R -0.012, F 0.002)]  [G loss: 0.009] \n",
      "4710 [D loss: (-0.008)(R -0.012, F -0.003)]  [G loss: 0.010] \n",
      "4711 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.011] \n",
      "4712 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.011] \n",
      "4713 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.009] \n",
      "4714 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.007] \n",
      "4715 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.005] \n",
      "4716 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.010] \n",
      "4717 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.011] \n",
      "4718 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.010] \n",
      "4719 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.008] \n",
      "4720 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.011] \n",
      "4721 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.011] \n",
      "4722 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.007] \n",
      "4723 [D loss: (-0.011)(R -0.020, F -0.002)]  [G loss: 0.005] \n",
      "4724 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.009] \n",
      "4725 [D loss: (-0.009)(R -0.012, F -0.006)]  [G loss: 0.014] \n",
      "4726 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.010] \n",
      "4727 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.010] \n",
      "4728 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.008] \n",
      "4729 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "4730 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.013] \n",
      "4731 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.008] \n",
      "4732 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.004] \n",
      "4733 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.003] \n",
      "4734 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.007] \n",
      "4735 [D loss: (-0.010)(R -0.017, F -0.004)]  [G loss: 0.010] \n",
      "4736 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.010] \n",
      "4737 [D loss: (-0.010)(R -0.019, F 0.000)]  [G loss: 0.011] \n",
      "4738 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.006] \n",
      "4739 [D loss: (-0.009)(R -0.013, F -0.005)]  [G loss: 0.017] \n",
      "4740 [D loss: (-0.010)(R -0.012, F -0.008)]  [G loss: 0.016] \n",
      "4741 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.012] \n",
      "4742 [D loss: (-0.010)(R -0.014, F -0.006)]  [G loss: 0.016] \n",
      "4743 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.014] \n",
      "4744 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.011] \n",
      "4745 [D loss: (-0.008)(R -0.011, F -0.006)]  [G loss: 0.015] \n",
      "4746 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.009] \n",
      "4747 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.010] \n",
      "4748 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.006] \n",
      "4749 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.006] \n",
      "4750 [D loss: (-0.009)(R -0.022, F 0.003)]  [G loss: 0.006] \n",
      "4751 [D loss: (-0.008)(R -0.025, F 0.009)]  [G loss: 0.001] \n",
      "4752 [D loss: (-0.007)(R -0.020, F 0.007)]  [G loss: -0.001] \n",
      "4753 [D loss: (-0.009)(R -0.021, F 0.002)]  [G loss: 0.008] \n",
      "4754 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.005] \n",
      "4755 [D loss: (-0.009)(R -0.024, F 0.005)]  [G loss: 0.002] \n",
      "4756 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.011] \n",
      "4757 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.006] \n",
      "4758 [D loss: (-0.011)(R -0.022, F -0.000)]  [G loss: 0.007] \n",
      "4759 [D loss: (-0.010)(R -0.019, F -0.000)]  [G loss: 0.008] \n",
      "4760 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.008] \n",
      "4761 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.012] \n",
      "4762 [D loss: (-0.012)(R -0.018, F -0.007)]  [G loss: 0.013] \n",
      "4763 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "4764 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "4765 [D loss: (-0.006)(R -0.016, F 0.005)]  [G loss: 0.009] \n",
      "4766 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.008] \n",
      "4767 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.010] \n",
      "4768 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.007] \n",
      "4769 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.009] \n",
      "4770 [D loss: (-0.011)(R -0.021, F -0.001)]  [G loss: 0.010] \n",
      "4771 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.009] \n",
      "4772 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.008] \n",
      "4773 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.008] \n",
      "4774 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.012] \n",
      "4775 [D loss: (-0.010)(R -0.017, F -0.002)]  [G loss: 0.013] \n",
      "4776 [D loss: (-0.006)(R -0.012, F 0.001)]  [G loss: 0.011] \n",
      "4777 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.012] \n",
      "4778 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.009] \n",
      "4779 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.009] \n",
      "4780 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.009] \n",
      "4781 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.009] \n",
      "4782 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.005] \n",
      "4783 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.010] \n",
      "4784 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "4785 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.007] \n",
      "4786 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.007] \n",
      "4787 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.007] \n",
      "4788 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.011] \n",
      "4789 [D loss: (-0.009)(R -0.021, F 0.004)]  [G loss: 0.009] \n",
      "4790 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.007] \n",
      "4791 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "4792 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.009] \n",
      "4793 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.010] \n",
      "4794 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.012] \n",
      "4795 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "4796 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.010] \n",
      "4797 [D loss: (-0.011)(R -0.022, F -0.000)]  [G loss: 0.003] \n",
      "4798 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.011] \n",
      "4799 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.006] \n",
      "4800 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.004] \n",
      "4801 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.003] \n",
      "4802 [D loss: (-0.009)(R -0.022, F 0.003)]  [G loss: 0.010] \n",
      "4803 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "4804 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.007] \n",
      "4805 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.008] \n",
      "4806 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.007] \n",
      "4807 [D loss: (-0.008)(R -0.022, F 0.007)]  [G loss: 0.005] \n",
      "4808 [D loss: (-0.009)(R -0.015, F -0.004)]  [G loss: 0.016] \n",
      "4809 [D loss: (-0.010)(R -0.020, F -0.001)]  [G loss: 0.011] \n",
      "4810 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.008] \n",
      "4811 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.010] \n",
      "4812 [D loss: (-0.009)(R -0.021, F 0.002)]  [G loss: 0.011] \n",
      "4813 [D loss: (-0.010)(R -0.023, F 0.003)]  [G loss: 0.007] \n",
      "4814 [D loss: (-0.010)(R -0.022, F 0.002)]  [G loss: 0.009] \n",
      "4815 [D loss: (-0.012)(R -0.023, F -0.000)]  [G loss: 0.005] \n",
      "4816 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.006] \n",
      "4817 [D loss: (-0.012)(R -0.019, F -0.005)]  [G loss: 0.018] \n",
      "4818 [D loss: (-0.011)(R -0.020, F -0.002)]  [G loss: 0.013] \n",
      "4819 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.011] \n",
      "4820 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.008] \n",
      "4821 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.014] \n",
      "4822 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.009] \n",
      "4823 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.007] \n",
      "4824 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.004] \n",
      "4825 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.009] \n",
      "4826 [D loss: (-0.012)(R -0.018, F -0.005)]  [G loss: 0.016] \n",
      "4827 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.015] \n",
      "4828 [D loss: (-0.009)(R -0.013, F -0.004)]  [G loss: 0.011] \n",
      "4829 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.010] \n",
      "4830 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "4831 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.012] \n",
      "4832 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.012] \n",
      "4833 [D loss: (-0.011)(R -0.017, F -0.005)]  [G loss: 0.011] \n",
      "4834 [D loss: (-0.011)(R -0.023, F 0.002)]  [G loss: 0.008] \n",
      "4835 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.008] \n",
      "4836 [D loss: (-0.010)(R -0.022, F 0.002)]  [G loss: 0.008] \n",
      "4837 [D loss: (-0.007)(R -0.020, F 0.007)]  [G loss: 0.010] \n",
      "4838 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.011] \n",
      "4839 [D loss: (-0.010)(R -0.018, F -0.001)]  [G loss: 0.011] \n",
      "4840 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.011] \n",
      "4841 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "4842 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.011] \n",
      "4843 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.009] \n",
      "4844 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.008] \n",
      "4845 [D loss: (-0.011)(R -0.025, F 0.002)]  [G loss: 0.008] \n",
      "4846 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.011] \n",
      "4847 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "4848 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "4849 [D loss: (-0.010)(R -0.022, F 0.003)]  [G loss: 0.007] \n",
      "4850 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.007] \n",
      "4851 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.008] \n",
      "4852 [D loss: (-0.005)(R -0.014, F 0.004)]  [G loss: 0.006] \n",
      "4853 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.007] \n",
      "4854 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.008] \n",
      "4855 [D loss: (-0.012)(R -0.023, F -0.002)]  [G loss: 0.005] \n",
      "4856 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.014] \n",
      "4857 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.006] \n",
      "4858 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.008] \n",
      "4859 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.011] \n",
      "4860 [D loss: (-0.009)(R -0.019, F -0.000)]  [G loss: 0.008] \n",
      "4861 [D loss: (-0.010)(R -0.016, F -0.003)]  [G loss: 0.007] \n",
      "4862 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.004] \n",
      "4863 [D loss: (-0.013)(R -0.018, F -0.007)]  [G loss: 0.015] \n",
      "4864 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.012] \n",
      "4865 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "4866 [D loss: (-0.009)(R -0.021, F 0.004)]  [G loss: 0.009] \n",
      "4867 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "4868 [D loss: (-0.010)(R -0.021, F 0.002)]  [G loss: 0.009] \n",
      "4869 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "4870 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.012] \n",
      "4871 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.009] \n",
      "4872 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.011] \n",
      "4873 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "4874 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.006] \n",
      "4875 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.005] \n",
      "4876 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.003] \n",
      "4877 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.007] \n",
      "4878 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "4879 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "4880 [D loss: (-0.009)(R -0.021, F 0.002)]  [G loss: 0.006] \n",
      "4881 [D loss: (-0.008)(R -0.023, F 0.006)]  [G loss: 0.005] \n",
      "4882 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.007] \n",
      "4883 [D loss: (-0.009)(R -0.025, F 0.006)]  [G loss: 0.005] \n",
      "4884 [D loss: (-0.009)(R -0.023, F 0.005)]  [G loss: 0.008] \n",
      "4885 [D loss: (-0.010)(R -0.023, F 0.003)]  [G loss: 0.005] \n",
      "4886 [D loss: (-0.010)(R -0.020, F -0.001)]  [G loss: 0.010] \n",
      "4887 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.015] \n",
      "4888 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.009] \n",
      "4889 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.014] \n",
      "4890 [D loss: (-0.010)(R -0.017, F -0.004)]  [G loss: 0.010] \n",
      "4891 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "4892 [D loss: (-0.011)(R -0.018, F -0.003)]  [G loss: 0.011] \n",
      "4893 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.009] \n",
      "4894 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.004] \n",
      "4895 [D loss: (-0.008)(R -0.022, F 0.005)]  [G loss: 0.004] \n",
      "4896 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.012] \n",
      "4897 [D loss: (-0.008)(R -0.017, F -0.000)]  [G loss: 0.013] \n",
      "4898 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.008] \n",
      "4899 [D loss: (-0.010)(R -0.018, F -0.001)]  [G loss: 0.007] \n",
      "4900 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.009] \n",
      "4901 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.009] \n",
      "4902 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.007] \n",
      "4903 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.010] \n",
      "4904 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.006] \n",
      "4905 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.005] \n",
      "4906 [D loss: (-0.009)(R -0.023, F 0.004)]  [G loss: 0.006] \n",
      "4907 [D loss: (-0.010)(R -0.022, F 0.001)]  [G loss: 0.010] \n",
      "4908 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.005] \n",
      "4909 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.008] \n",
      "4910 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "4911 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.011] \n",
      "4912 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.010] \n",
      "4913 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.010] \n",
      "4914 [D loss: (-0.011)(R -0.019, F -0.004)]  [G loss: 0.008] \n",
      "4915 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "4916 [D loss: (-0.006)(R -0.016, F 0.005)]  [G loss: 0.012] \n",
      "4917 [D loss: (-0.010)(R -0.014, F -0.006)]  [G loss: 0.020] \n",
      "4918 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.011] \n",
      "4919 [D loss: (-0.010)(R -0.016, F -0.004)]  [G loss: 0.014] \n",
      "4920 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.009] \n",
      "4921 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.007] \n",
      "4922 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.007] \n",
      "4923 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.008] \n",
      "4924 [D loss: (-0.008)(R -0.021, F 0.004)]  [G loss: 0.005] \n",
      "4925 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.006] \n",
      "4926 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.011] \n",
      "4927 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "4928 [D loss: (-0.013)(R -0.020, F -0.006)]  [G loss: 0.012] \n",
      "4929 [D loss: (-0.005)(R -0.020, F 0.009)]  [G loss: 0.005] \n",
      "4930 [D loss: (-0.010)(R -0.023, F 0.004)]  [G loss: 0.007] \n",
      "4931 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.008] \n",
      "4932 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.009] \n",
      "4933 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.011] \n",
      "4934 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.007] \n",
      "4935 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "4936 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.006] \n",
      "4937 [D loss: (-0.010)(R -0.021, F 0.000)]  [G loss: 0.012] \n",
      "4938 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.006] \n",
      "4939 [D loss: (-0.006)(R -0.021, F 0.008)]  [G loss: 0.005] \n",
      "4940 [D loss: (-0.006)(R -0.021, F 0.008)]  [G loss: 0.008] \n",
      "4941 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.007] \n",
      "4942 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.010] \n",
      "4943 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.006] \n",
      "4944 [D loss: (-0.010)(R -0.019, F -0.000)]  [G loss: 0.010] \n",
      "4945 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.009] \n",
      "4946 [D loss: (-0.011)(R -0.016, F -0.005)]  [G loss: 0.017] \n",
      "4947 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.013] \n",
      "4948 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.008] \n",
      "4949 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.013] \n",
      "4950 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.011] \n",
      "4951 [D loss: (-0.011)(R -0.018, F -0.003)]  [G loss: 0.010] \n",
      "4952 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.007] \n",
      "4953 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.012] \n",
      "4954 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.007] \n",
      "4955 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.013] \n",
      "4956 [D loss: (-0.010)(R -0.017, F -0.004)]  [G loss: 0.008] \n",
      "4957 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.012] \n",
      "4958 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.010] \n",
      "4959 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.008] \n",
      "4960 [D loss: (-0.011)(R -0.022, F 0.001)]  [G loss: 0.009] \n",
      "4961 [D loss: (-0.010)(R -0.022, F 0.002)]  [G loss: 0.010] \n",
      "4962 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.008] \n",
      "4963 [D loss: (-0.011)(R -0.023, F 0.000)]  [G loss: 0.008] \n",
      "4964 [D loss: (-0.012)(R -0.025, F 0.001)]  [G loss: 0.006] \n",
      "4965 [D loss: (-0.007)(R -0.021, F 0.008)]  [G loss: 0.007] \n",
      "4966 [D loss: (-0.005)(R -0.014, F 0.003)]  [G loss: 0.012] \n",
      "4967 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.010] \n",
      "4968 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.009] \n",
      "4969 [D loss: (-0.009)(R -0.022, F 0.003)]  [G loss: 0.008] \n",
      "4970 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.010] \n",
      "4971 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.008] \n",
      "4972 [D loss: (-0.005)(R -0.012, F 0.001)]  [G loss: 0.013] \n",
      "4973 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.011] \n",
      "4974 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.013] \n",
      "4975 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.009] \n",
      "4976 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.008] \n",
      "4977 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.007] \n",
      "4978 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.008] \n",
      "4979 [D loss: (-0.010)(R -0.019, F -0.000)]  [G loss: 0.013] \n",
      "4980 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.011] \n",
      "4981 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.011] \n",
      "4982 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.007] \n",
      "4983 [D loss: (-0.010)(R -0.016, F -0.004)]  [G loss: 0.012] \n",
      "4984 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.009] \n",
      "4985 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "4986 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "4987 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.004] \n",
      "4988 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.008] \n",
      "4989 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.006] \n",
      "4990 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.010] \n",
      "4991 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.010] \n",
      "4992 [D loss: (-0.009)(R -0.022, F 0.003)]  [G loss: 0.010] \n",
      "4993 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.007] \n",
      "4994 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "4995 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "4996 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "4997 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.007] \n",
      "4998 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.008] \n",
      "4999 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.007] \n",
      "5000 [D loss: (-0.011)(R -0.020, F -0.001)]  [G loss: 0.009] \n",
      "5001 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "5002 [D loss: (-0.009)(R -0.013, F -0.005)]  [G loss: 0.018] \n",
      "5003 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.007] \n",
      "5004 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "5005 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.015] \n",
      "5006 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "5007 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.014] \n",
      "5008 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "5009 [D loss: (-0.005)(R -0.020, F 0.009)]  [G loss: 0.007] \n",
      "5010 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.009] \n",
      "5011 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.008] \n",
      "5012 [D loss: (-0.009)(R -0.022, F 0.005)]  [G loss: 0.004] \n",
      "5013 [D loss: (-0.008)(R -0.022, F 0.007)]  [G loss: 0.004] \n",
      "5014 [D loss: (-0.011)(R -0.029, F 0.006)]  [G loss: 0.007] \n",
      "5015 [D loss: (-0.010)(R -0.025, F 0.005)]  [G loss: 0.002] \n",
      "5016 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.005] \n",
      "5017 [D loss: (-0.006)(R -0.020, F 0.008)]  [G loss: 0.007] \n",
      "5018 [D loss: (-0.011)(R -0.021, F -0.000)]  [G loss: 0.010] \n",
      "5019 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.013] \n",
      "5020 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.007] \n",
      "5021 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.014] \n",
      "5022 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.008] \n",
      "5023 [D loss: (-0.006)(R -0.013, F 0.002)]  [G loss: 0.008] \n",
      "5024 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.010] \n",
      "5025 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "5026 [D loss: (-0.010)(R -0.021, F 0.000)]  [G loss: 0.010] \n",
      "5027 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "5028 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.009] \n",
      "5029 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.007] \n",
      "5030 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.006] \n",
      "5031 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "5032 [D loss: (-0.011)(R -0.021, F -0.001)]  [G loss: 0.007] \n",
      "5033 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.012] \n",
      "5034 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.008] \n",
      "5035 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.009] \n",
      "5036 [D loss: (-0.008)(R -0.014, F -0.003)]  [G loss: 0.015] \n",
      "5037 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.015] \n",
      "5038 [D loss: (-0.011)(R -0.016, F -0.005)]  [G loss: 0.011] \n",
      "5039 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.012] \n",
      "5040 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.013] \n",
      "5041 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.007] \n",
      "5042 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.008] \n",
      "5043 [D loss: (-0.011)(R -0.026, F 0.004)]  [G loss: 0.004] \n",
      "5044 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.007] \n",
      "5045 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.006] \n",
      "5046 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.005] \n",
      "5047 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.009] \n",
      "5048 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.006] \n",
      "5049 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.008] \n",
      "5050 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "5051 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.009] \n",
      "5052 [D loss: (-0.010)(R -0.021, F -0.000)]  [G loss: 0.008] \n",
      "5053 [D loss: (-0.007)(R -0.016, F 0.003)]  [G loss: 0.008] \n",
      "5054 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "5055 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.006] \n",
      "5056 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "5057 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.007] \n",
      "5058 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.005] \n",
      "5059 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.006] \n",
      "5060 [D loss: (-0.007)(R -0.020, F 0.007)]  [G loss: 0.006] \n",
      "5061 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.007] \n",
      "5062 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.004] \n",
      "5063 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.004] \n",
      "5064 [D loss: (-0.008)(R -0.022, F 0.005)]  [G loss: 0.008] \n",
      "5065 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.006] \n",
      "5066 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.008] \n",
      "5067 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.009] \n",
      "5068 [D loss: (-0.006)(R -0.019, F 0.006)]  [G loss: 0.008] \n",
      "5069 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.014] \n",
      "5070 [D loss: (-0.010)(R -0.016, F -0.004)]  [G loss: 0.010] \n",
      "5071 [D loss: (-0.006)(R -0.015, F 0.004)]  [G loss: 0.006] \n",
      "5072 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.008] \n",
      "5073 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.009] \n",
      "5074 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.007] \n",
      "5075 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.011] \n",
      "5076 [D loss: (-0.013)(R -0.020, F -0.006)]  [G loss: 0.014] \n",
      "5077 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.011] \n",
      "5078 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.009] \n",
      "5079 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.007] \n",
      "5080 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.008] \n",
      "5081 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.008] \n",
      "5082 [D loss: (-0.011)(R -0.021, F -0.002)]  [G loss: 0.009] \n",
      "5083 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.008] \n",
      "5084 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.011] \n",
      "5085 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "5086 [D loss: (-0.010)(R -0.023, F 0.002)]  [G loss: 0.008] \n",
      "5087 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.009] \n",
      "5088 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.007] \n",
      "5089 [D loss: (-0.005)(R -0.015, F 0.005)]  [G loss: 0.007] \n",
      "5090 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "5091 [D loss: (-0.012)(R -0.019, F -0.005)]  [G loss: 0.010] \n",
      "5092 [D loss: (-0.011)(R -0.016, F -0.005)]  [G loss: 0.015] \n",
      "5093 [D loss: (-0.010)(R -0.014, F -0.005)]  [G loss: 0.014] \n",
      "5094 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.008] \n",
      "5095 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.004] \n",
      "5096 [D loss: (-0.011)(R -0.022, F 0.000)]  [G loss: 0.011] \n",
      "5097 [D loss: (-0.011)(R -0.022, F 0.000)]  [G loss: 0.007] \n",
      "5098 [D loss: (-0.010)(R -0.026, F 0.006)]  [G loss: 0.005] \n",
      "5099 [D loss: (-0.008)(R -0.024, F 0.008)]  [G loss: 0.006] \n",
      "5100 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.006] \n",
      "5101 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.013] \n",
      "5102 [D loss: (-0.011)(R -0.018, F -0.004)]  [G loss: 0.010] \n",
      "5103 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.008] \n",
      "5104 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.009] \n",
      "5105 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.012] \n",
      "5106 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.012] \n",
      "5107 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "5108 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.010] \n",
      "5109 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.011] \n",
      "5110 [D loss: (-0.009)(R -0.016, F -0.003)]  [G loss: 0.013] \n",
      "5111 [D loss: (-0.011)(R -0.017, F -0.004)]  [G loss: 0.012] \n",
      "5112 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.010] \n",
      "5113 [D loss: (-0.010)(R -0.023, F 0.002)]  [G loss: 0.006] \n",
      "5114 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.012] \n",
      "5115 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.009] \n",
      "5116 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.005] \n",
      "5117 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.005] \n",
      "5118 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.006] \n",
      "5119 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "5120 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "5121 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "5122 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.009] \n",
      "5123 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.011] \n",
      "5124 [D loss: (-0.007)(R -0.014, F 0.000)]  [G loss: 0.010] \n",
      "5125 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.010] \n",
      "5126 [D loss: (-0.007)(R -0.013, F -0.002)]  [G loss: 0.012] \n",
      "5127 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.009] \n",
      "5128 [D loss: (-0.010)(R -0.019, F 0.000)]  [G loss: 0.008] \n",
      "5129 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "5130 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.004] \n",
      "5131 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.007] \n",
      "5132 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.012] \n",
      "5133 [D loss: (-0.013)(R -0.022, F -0.004)]  [G loss: 0.011] \n",
      "5134 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.010] \n",
      "5135 [D loss: (-0.010)(R -0.020, F -0.001)]  [G loss: 0.010] \n",
      "5136 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.008] \n",
      "5137 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.008] \n",
      "5138 [D loss: (-0.011)(R -0.018, F -0.004)]  [G loss: 0.014] \n",
      "5139 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.008] \n",
      "5140 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.008] \n",
      "5141 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.007] \n",
      "5142 [D loss: (-0.005)(R -0.010, F 0.001)]  [G loss: 0.009] \n",
      "5143 [D loss: (-0.007)(R -0.012, F -0.001)]  [G loss: 0.012] \n",
      "5144 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.010] \n",
      "5145 [D loss: (-0.012)(R -0.018, F -0.005)]  [G loss: 0.007] \n",
      "5146 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "5147 [D loss: (-0.010)(R -0.020, F 0.000)]  [G loss: 0.008] \n",
      "5148 [D loss: (-0.013)(R -0.022, F -0.003)]  [G loss: 0.016] \n",
      "5149 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.011] \n",
      "5150 [D loss: (-0.008)(R -0.017, F -0.000)]  [G loss: 0.009] \n",
      "5151 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.010] \n",
      "5152 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.014] \n",
      "5153 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "5154 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.007] \n",
      "5155 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.010] \n",
      "5156 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.007] \n",
      "5157 [D loss: (-0.011)(R -0.019, F -0.002)]  [G loss: 0.013] \n",
      "5158 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.008] \n",
      "5159 [D loss: (-0.010)(R -0.022, F 0.001)]  [G loss: 0.010] \n",
      "5160 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.010] \n",
      "5161 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.008] \n",
      "5162 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.012] \n",
      "5163 [D loss: (-0.008)(R -0.017, F -0.000)]  [G loss: 0.007] \n",
      "5164 [D loss: (-0.010)(R -0.021, F 0.000)]  [G loss: 0.005] \n",
      "5165 [D loss: (-0.009)(R -0.021, F 0.002)]  [G loss: 0.006] \n",
      "5166 [D loss: (-0.011)(R -0.025, F 0.002)]  [G loss: 0.003] \n",
      "5167 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.007] \n",
      "5168 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.005] \n",
      "5169 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.009] \n",
      "5170 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "5171 [D loss: (-0.009)(R -0.021, F 0.002)]  [G loss: 0.007] \n",
      "5172 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.008] \n",
      "5173 [D loss: (-0.011)(R -0.023, F 0.000)]  [G loss: 0.001] \n",
      "5174 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.009] \n",
      "5175 [D loss: (-0.005)(R -0.017, F 0.006)]  [G loss: 0.004] \n",
      "5176 [D loss: (-0.011)(R -0.026, F 0.003)]  [G loss: 0.004] \n",
      "5177 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.007] \n",
      "5178 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.010] \n",
      "5179 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.014] \n",
      "5180 [D loss: (-0.011)(R -0.017, F -0.004)]  [G loss: 0.012] \n",
      "5181 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.008] \n",
      "5182 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.008] \n",
      "5183 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.005] \n",
      "5184 [D loss: (-0.010)(R -0.024, F 0.004)]  [G loss: 0.005] \n",
      "5185 [D loss: (-0.006)(R -0.020, F 0.008)]  [G loss: 0.005] \n",
      "5186 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.007] \n",
      "5187 [D loss: (-0.005)(R -0.017, F 0.007)]  [G loss: 0.007] \n",
      "5188 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.012] \n",
      "5189 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.008] \n",
      "5190 [D loss: (-0.011)(R -0.020, F -0.002)]  [G loss: 0.010] \n",
      "5191 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.007] \n",
      "5192 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.006] \n",
      "5193 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "5194 [D loss: (-0.010)(R -0.015, F -0.005)]  [G loss: 0.017] \n",
      "5195 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.008] \n",
      "5196 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.011] \n",
      "5197 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.006] \n",
      "5198 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.012] \n",
      "5199 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.011] \n",
      "5200 [D loss: (-0.011)(R -0.020, F -0.003)]  [G loss: 0.009] \n",
      "5201 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.010] \n",
      "5202 [D loss: (-0.010)(R -0.015, F -0.005)]  [G loss: 0.014] \n",
      "5203 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.005] \n",
      "5204 [D loss: (-0.010)(R -0.020, F -0.001)]  [G loss: 0.004] \n",
      "5205 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.014] \n",
      "5206 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.011] \n",
      "5207 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.010] \n",
      "5208 [D loss: (-0.012)(R -0.020, F -0.003)]  [G loss: 0.011] \n",
      "5209 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "5210 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.011] \n",
      "5211 [D loss: (-0.010)(R -0.018, F -0.001)]  [G loss: 0.008] \n",
      "5212 [D loss: (-0.010)(R -0.020, F 0.000)]  [G loss: 0.007] \n",
      "5213 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.007] \n",
      "5214 [D loss: (-0.011)(R -0.023, F 0.002)]  [G loss: 0.006] \n",
      "5215 [D loss: (-0.005)(R -0.018, F 0.007)]  [G loss: 0.007] \n",
      "5216 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.013] \n",
      "5217 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.009] \n",
      "5218 [D loss: (-0.011)(R -0.022, F -0.000)]  [G loss: 0.011] \n",
      "5219 [D loss: (-0.006)(R -0.013, F 0.001)]  [G loss: 0.006] \n",
      "5220 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.010] \n",
      "5221 [D loss: (-0.013)(R -0.016, F -0.009)]  [G loss: 0.020] \n",
      "5222 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.006] \n",
      "5223 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.006] \n",
      "5224 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.010] \n",
      "5225 [D loss: (-0.011)(R -0.019, F -0.002)]  [G loss: 0.009] \n",
      "5226 [D loss: (-0.010)(R -0.019, F -0.000)]  [G loss: 0.010] \n",
      "5227 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.004] \n",
      "5228 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.010] \n",
      "5229 [D loss: (-0.010)(R -0.019, F -0.000)]  [G loss: 0.010] \n",
      "5230 [D loss: (-0.010)(R -0.020, F 0.000)]  [G loss: 0.009] \n",
      "5231 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.010] \n",
      "5232 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.009] \n",
      "5233 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.008] \n",
      "5234 [D loss: (-0.009)(R -0.021, F 0.002)]  [G loss: 0.011] \n",
      "5235 [D loss: (-0.009)(R -0.022, F 0.003)]  [G loss: 0.008] \n",
      "5236 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.014] \n",
      "5237 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.012] \n",
      "5238 [D loss: (-0.010)(R -0.019, F -0.002)]  [G loss: 0.012] \n",
      "5239 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.005] \n",
      "5240 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.005] \n",
      "5241 [D loss: (-0.009)(R -0.022, F 0.005)]  [G loss: 0.004] \n",
      "5242 [D loss: (-0.010)(R -0.024, F 0.005)]  [G loss: 0.005] \n",
      "5243 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.005] \n",
      "5244 [D loss: (-0.013)(R -0.023, F -0.003)]  [G loss: 0.009] \n",
      "5245 [D loss: (-0.008)(R -0.021, F 0.006)]  [G loss: 0.001] \n",
      "5246 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.012] \n",
      "5247 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.009] \n",
      "5248 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.009] \n",
      "5249 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "5250 [D loss: (-0.010)(R -0.018, F -0.001)]  [G loss: 0.011] \n",
      "5251 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.012] \n",
      "5252 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.011] \n",
      "5253 [D loss: (-0.010)(R -0.013, F -0.007)]  [G loss: 0.013] \n",
      "5254 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.009] \n",
      "5255 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.008] \n",
      "5256 [D loss: (-0.011)(R -0.015, F -0.008)]  [G loss: 0.021] \n",
      "5257 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "5258 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.008] \n",
      "5259 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.005] \n",
      "5260 [D loss: (-0.010)(R -0.016, F -0.003)]  [G loss: 0.017] \n",
      "5261 [D loss: (-0.012)(R -0.019, F -0.005)]  [G loss: 0.018] \n",
      "5262 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.004] \n",
      "5263 [D loss: (-0.013)(R -0.026, F 0.001)]  [G loss: 0.008] \n",
      "5264 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.010] \n",
      "5265 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.011] \n",
      "5266 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.014] \n",
      "5267 [D loss: (-0.010)(R -0.017, F -0.004)]  [G loss: 0.013] \n",
      "5268 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "5269 [D loss: (-0.012)(R -0.019, F -0.005)]  [G loss: 0.014] \n",
      "5270 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.011] \n",
      "5271 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.007] \n",
      "5272 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.007] \n",
      "5273 [D loss: (-0.011)(R -0.023, F 0.002)]  [G loss: 0.008] \n",
      "5274 [D loss: (-0.009)(R -0.023, F 0.006)]  [G loss: 0.003] \n",
      "5275 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.004] \n",
      "5276 [D loss: (-0.006)(R -0.019, F 0.007)]  [G loss: 0.003] \n",
      "5277 [D loss: (-0.011)(R -0.019, F -0.003)]  [G loss: 0.013] \n",
      "5278 [D loss: (-0.011)(R -0.018, F -0.005)]  [G loss: 0.014] \n",
      "5279 [D loss: (-0.011)(R -0.024, F 0.001)]  [G loss: 0.008] \n",
      "5280 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.009] \n",
      "5281 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.013] \n",
      "5282 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.010] \n",
      "5283 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.008] \n",
      "5284 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.009] \n",
      "5285 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.009] \n",
      "5286 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.010] \n",
      "5287 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.010] \n",
      "5288 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.009] \n",
      "5289 [D loss: (-0.010)(R -0.019, F -0.000)]  [G loss: 0.008] \n",
      "5290 [D loss: (-0.011)(R -0.019, F -0.003)]  [G loss: 0.013] \n",
      "5291 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.008] \n",
      "5292 [D loss: (-0.005)(R -0.016, F 0.006)]  [G loss: 0.007] \n",
      "5293 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.010] \n",
      "5294 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.007] \n",
      "5295 [D loss: (-0.012)(R -0.020, F -0.003)]  [G loss: 0.009] \n",
      "5296 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.009] \n",
      "5297 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.007] \n",
      "5298 [D loss: (-0.011)(R -0.020, F -0.002)]  [G loss: 0.009] \n",
      "5299 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.015] \n",
      "5300 [D loss: (-0.010)(R -0.016, F -0.003)]  [G loss: 0.011] \n",
      "5301 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "5302 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.011] \n",
      "5303 [D loss: (-0.011)(R -0.023, F 0.000)]  [G loss: 0.006] \n",
      "5304 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.006] \n",
      "5305 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.009] \n",
      "5306 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.010] \n",
      "5307 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.012] \n",
      "5308 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.014] \n",
      "5309 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.009] \n",
      "5310 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.013] \n",
      "5311 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.011] \n",
      "5312 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "5313 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.010] \n",
      "5314 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.012] \n",
      "5315 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "5316 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.009] \n",
      "5317 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.006] \n",
      "5318 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.006] \n",
      "5319 [D loss: (-0.011)(R -0.023, F 0.001)]  [G loss: 0.007] \n",
      "5320 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.008] \n",
      "5321 [D loss: (-0.010)(R -0.017, F -0.002)]  [G loss: 0.015] \n",
      "5322 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.007] \n",
      "5323 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.008] \n",
      "5324 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.012] \n",
      "5325 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.006] \n",
      "5326 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.009] \n",
      "5327 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.009] \n",
      "5328 [D loss: (-0.009)(R -0.021, F 0.004)]  [G loss: 0.006] \n",
      "5329 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.003] \n",
      "5330 [D loss: (-0.010)(R -0.023, F 0.003)]  [G loss: 0.008] \n",
      "5331 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.009] \n",
      "5332 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.010] \n",
      "5333 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.015] \n",
      "5334 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.009] \n",
      "5335 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.012] \n",
      "5336 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.010] \n",
      "5337 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.013] \n",
      "5338 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.014] \n",
      "5339 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.008] \n",
      "5340 [D loss: (-0.010)(R -0.021, F -0.000)]  [G loss: 0.007] \n",
      "5341 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.004] \n",
      "5342 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.012] \n",
      "5343 [D loss: (-0.010)(R -0.022, F 0.002)]  [G loss: 0.005] \n",
      "5344 [D loss: (-0.011)(R -0.021, F -0.000)]  [G loss: 0.008] \n",
      "5345 [D loss: (-0.011)(R -0.021, F -0.001)]  [G loss: 0.005] \n",
      "5346 [D loss: (-0.011)(R -0.023, F -0.000)]  [G loss: 0.004] \n",
      "5347 [D loss: (-0.011)(R -0.015, F -0.007)]  [G loss: 0.018] \n",
      "5348 [D loss: (-0.010)(R -0.015, F -0.004)]  [G loss: 0.019] \n",
      "5349 [D loss: (-0.010)(R -0.018, F -0.003)]  [G loss: 0.018] \n",
      "5350 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.012] \n",
      "5351 [D loss: (-0.013)(R -0.020, F -0.007)]  [G loss: 0.007] \n",
      "5352 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.009] \n",
      "5353 [D loss: (-0.009)(R -0.013, F -0.004)]  [G loss: 0.013] \n",
      "5354 [D loss: (-0.010)(R -0.022, F 0.002)]  [G loss: 0.005] \n",
      "5355 [D loss: (-0.008)(R -0.023, F 0.006)]  [G loss: 0.007] \n",
      "5356 [D loss: (-0.006)(R -0.020, F 0.007)]  [G loss: 0.005] \n",
      "5357 [D loss: (-0.010)(R -0.020, F 0.000)]  [G loss: 0.007] \n",
      "5358 [D loss: (-0.010)(R -0.021, F 0.000)]  [G loss: 0.009] \n",
      "5359 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.011] \n",
      "5360 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.004] \n",
      "5361 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.004] \n",
      "5362 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "5363 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.006] \n",
      "5364 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.008] \n",
      "5365 [D loss: (-0.010)(R -0.022, F 0.001)]  [G loss: 0.012] \n",
      "5366 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.009] \n",
      "5367 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.011] \n",
      "5368 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.011] \n",
      "5369 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.008] \n",
      "5370 [D loss: (-0.009)(R -0.014, F -0.004)]  [G loss: 0.012] \n",
      "5371 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.009] \n",
      "5372 [D loss: (-0.010)(R -0.022, F 0.002)]  [G loss: 0.006] \n",
      "5373 [D loss: (-0.010)(R -0.021, F -0.000)]  [G loss: 0.006] \n",
      "5374 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.012] \n",
      "5375 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.009] \n",
      "5376 [D loss: (-0.008)(R -0.011, F -0.004)]  [G loss: 0.013] \n",
      "5377 [D loss: (-0.010)(R -0.018, F -0.001)]  [G loss: 0.012] \n",
      "5378 [D loss: (-0.008)(R -0.015, F 0.000)]  [G loss: 0.012] \n",
      "5379 [D loss: (-0.010)(R -0.019, F -0.002)]  [G loss: 0.011] \n",
      "5380 [D loss: (-0.008)(R -0.022, F 0.005)]  [G loss: 0.007] \n",
      "5381 [D loss: (-0.011)(R -0.021, F -0.002)]  [G loss: 0.012] \n",
      "5382 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.002] \n",
      "5383 [D loss: (-0.011)(R -0.027, F 0.006)]  [G loss: 0.003] \n",
      "5384 [D loss: (-0.009)(R -0.026, F 0.008)]  [G loss: 0.001] \n",
      "5385 [D loss: (-0.008)(R -0.024, F 0.007)]  [G loss: 0.006] \n",
      "5386 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.013] \n",
      "5387 [D loss: (-0.010)(R -0.018, F -0.003)]  [G loss: 0.010] \n",
      "5388 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "5389 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.005] \n",
      "5390 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.008] \n",
      "5391 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.011] \n",
      "5392 [D loss: (-0.010)(R -0.018, F -0.003)]  [G loss: 0.014] \n",
      "5393 [D loss: (-0.010)(R -0.022, F 0.001)]  [G loss: 0.009] \n",
      "5394 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.007] \n",
      "5395 [D loss: (-0.010)(R -0.018, F -0.003)]  [G loss: 0.007] \n",
      "5396 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.007] \n",
      "5397 [D loss: (-0.013)(R -0.021, F -0.005)]  [G loss: 0.015] \n",
      "5398 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.008] \n",
      "5399 [D loss: (-0.011)(R -0.020, F -0.001)]  [G loss: 0.010] \n",
      "5400 [D loss: (-0.010)(R -0.023, F 0.004)]  [G loss: 0.005] \n",
      "5401 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.005] \n",
      "5402 [D loss: (-0.006)(R -0.014, F 0.001)]  [G loss: 0.012] \n",
      "5403 [D loss: (-0.010)(R -0.015, F -0.005)]  [G loss: 0.012] \n",
      "5404 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "5405 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.009] \n",
      "5406 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.009] \n",
      "5407 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.009] \n",
      "5408 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.008] \n",
      "5409 [D loss: (-0.010)(R -0.020, F 0.000)]  [G loss: 0.008] \n",
      "5410 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.011] \n",
      "5411 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "5412 [D loss: (-0.010)(R -0.018, F -0.003)]  [G loss: 0.011] \n",
      "5413 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.012] \n",
      "5414 [D loss: (-0.012)(R -0.019, F -0.005)]  [G loss: 0.015] \n",
      "5415 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "5416 [D loss: (-0.011)(R -0.022, F 0.001)]  [G loss: 0.009] \n",
      "5417 [D loss: (-0.013)(R -0.024, F -0.002)]  [G loss: 0.011] \n",
      "5418 [D loss: (-0.011)(R -0.025, F 0.003)]  [G loss: 0.004] \n",
      "5419 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.010] \n",
      "5420 [D loss: (-0.011)(R -0.021, F 0.000)]  [G loss: 0.007] \n",
      "5421 [D loss: (-0.011)(R -0.019, F -0.003)]  [G loss: 0.018] \n",
      "5422 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.009] \n",
      "5423 [D loss: (-0.010)(R -0.020, F 0.000)]  [G loss: 0.008] \n",
      "5424 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "5425 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.011] \n",
      "5426 [D loss: (-0.006)(R -0.017, F 0.004)]  [G loss: 0.008] \n",
      "5427 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.010] \n",
      "5428 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.007] \n",
      "5429 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.005] \n",
      "5430 [D loss: (-0.011)(R -0.021, F -0.000)]  [G loss: 0.008] \n",
      "5431 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.009] \n",
      "5432 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "5433 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.010] \n",
      "5434 [D loss: (-0.011)(R -0.022, F 0.001)]  [G loss: 0.009] \n",
      "5435 [D loss: (-0.011)(R -0.020, F -0.002)]  [G loss: 0.008] \n",
      "5436 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.008] \n",
      "5437 [D loss: (-0.012)(R -0.020, F -0.004)]  [G loss: 0.012] \n",
      "5438 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "5439 [D loss: (-0.011)(R -0.021, F -0.002)]  [G loss: 0.011] \n",
      "5440 [D loss: (-0.006)(R -0.018, F 0.005)]  [G loss: 0.006] \n",
      "5441 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.008] \n",
      "5442 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.009] \n",
      "5443 [D loss: (-0.009)(R -0.022, F 0.003)]  [G loss: 0.004] \n",
      "5444 [D loss: (-0.008)(R -0.024, F 0.008)]  [G loss: 0.004] \n",
      "5445 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.005] \n",
      "5446 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.008] \n",
      "5447 [D loss: (-0.011)(R -0.022, F 0.001)]  [G loss: 0.006] \n",
      "5448 [D loss: (-0.010)(R -0.022, F 0.003)]  [G loss: 0.006] \n",
      "5449 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.004] \n",
      "5450 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.008] \n",
      "5451 [D loss: (-0.006)(R -0.018, F 0.006)]  [G loss: 0.006] \n",
      "5452 [D loss: (-0.008)(R -0.021, F 0.004)]  [G loss: 0.009] \n",
      "5453 [D loss: (-0.010)(R -0.020, F 0.000)]  [G loss: 0.015] \n",
      "5454 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.009] \n",
      "5455 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.009] \n",
      "5456 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.017] \n",
      "5457 [D loss: (-0.005)(R -0.005, F -0.005)]  [G loss: 0.017] \n",
      "5458 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.011] \n",
      "5459 [D loss: (-0.009)(R -0.013, F -0.005)]  [G loss: 0.011] \n",
      "5460 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.010] \n",
      "5461 [D loss: (-0.010)(R -0.015, F -0.004)]  [G loss: 0.017] \n",
      "5462 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.008] \n",
      "5463 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.007] \n",
      "5464 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.007] \n",
      "5465 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.010] \n",
      "5466 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "5467 [D loss: (-0.010)(R -0.020, F -0.001)]  [G loss: 0.006] \n",
      "5468 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.010] \n",
      "5469 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.009] \n",
      "5470 [D loss: (-0.011)(R -0.023, F 0.002)]  [G loss: 0.010] \n",
      "5471 [D loss: (-0.010)(R -0.024, F 0.004)]  [G loss: 0.010] \n",
      "5472 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.003] \n",
      "5473 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.005] \n",
      "5474 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.007] \n",
      "5475 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.005] \n",
      "5476 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.004] \n",
      "5477 [D loss: (-0.009)(R -0.023, F 0.005)]  [G loss: 0.008] \n",
      "5478 [D loss: (-0.012)(R -0.024, F -0.000)]  [G loss: 0.009] \n",
      "5479 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.005] \n",
      "5480 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.005] \n",
      "5481 [D loss: (-0.012)(R -0.019, F -0.005)]  [G loss: 0.013] \n",
      "5482 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.014] \n",
      "5483 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.015] \n",
      "5484 [D loss: (-0.010)(R -0.015, F -0.006)]  [G loss: 0.017] \n",
      "5485 [D loss: (-0.012)(R -0.016, F -0.007)]  [G loss: 0.020] \n",
      "5486 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.011] \n",
      "5487 [D loss: (-0.006)(R -0.016, F 0.005)]  [G loss: 0.006] \n",
      "5488 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.013] \n",
      "5489 [D loss: (-0.008)(R -0.014, F -0.001)]  [G loss: 0.011] \n",
      "5490 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.010] \n",
      "5491 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.010] \n",
      "5492 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.006] \n",
      "5493 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.005] \n",
      "5494 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.004] \n",
      "5495 [D loss: (-0.009)(R -0.023, F 0.005)]  [G loss: 0.007] \n",
      "5496 [D loss: (-0.011)(R -0.023, F 0.000)]  [G loss: 0.009] \n",
      "5497 [D loss: (-0.012)(R -0.022, F -0.003)]  [G loss: 0.014] \n",
      "5498 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.010] \n",
      "5499 [D loss: (-0.011)(R -0.022, F -0.000)]  [G loss: 0.006] \n",
      "5500 [D loss: (-0.007)(R -0.023, F 0.008)]  [G loss: 0.007] \n",
      "5501 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.010] \n",
      "5502 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.010] \n",
      "5503 [D loss: (-0.010)(R -0.022, F 0.003)]  [G loss: 0.008] \n",
      "5504 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.011] \n",
      "5505 [D loss: (-0.010)(R -0.020, F 0.000)]  [G loss: 0.009] \n",
      "5506 [D loss: (-0.012)(R -0.022, F -0.002)]  [G loss: 0.018] \n",
      "5507 [D loss: (-0.010)(R -0.015, F -0.005)]  [G loss: 0.012] \n",
      "5508 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.008] \n",
      "5509 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.008] \n",
      "5510 [D loss: (-0.009)(R -0.020, F 0.001)]  [G loss: 0.013] \n",
      "5511 [D loss: (-0.007)(R -0.020, F 0.006)]  [G loss: 0.008] \n",
      "5512 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.006] \n",
      "5513 [D loss: (-0.011)(R -0.022, F 0.001)]  [G loss: 0.010] \n",
      "5514 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.012] \n",
      "5515 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.012] \n",
      "5516 [D loss: (-0.009)(R -0.023, F 0.004)]  [G loss: 0.006] \n",
      "5517 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.004] \n",
      "5518 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.008] \n",
      "5519 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.011] \n",
      "5520 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.004] \n",
      "5521 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.006] \n",
      "5522 [D loss: (-0.010)(R -0.014, F -0.006)]  [G loss: 0.016] \n",
      "5523 [D loss: (-0.008)(R -0.021, F 0.004)]  [G loss: 0.011] \n",
      "5524 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.008] \n",
      "5525 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "5526 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.008] \n",
      "5527 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.009] \n",
      "5528 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.014] \n",
      "5529 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.012] \n",
      "5530 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.008] \n",
      "5531 [D loss: (-0.011)(R -0.019, F -0.003)]  [G loss: 0.009] \n",
      "5532 [D loss: (-0.011)(R -0.024, F 0.001)]  [G loss: 0.009] \n",
      "5533 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.010] \n",
      "5534 [D loss: (-0.008)(R -0.017, F 0.000)]  [G loss: 0.011] \n",
      "5535 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.006] \n",
      "5536 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.010] \n",
      "5537 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.008] \n",
      "5538 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.009] \n",
      "5539 [D loss: (-0.013)(R -0.015, F -0.011)]  [G loss: 0.016] \n",
      "5540 [D loss: (-0.006)(R -0.010, F -0.001)]  [G loss: 0.012] \n",
      "5541 [D loss: (-0.009)(R -0.016, F -0.001)]  [G loss: 0.009] \n",
      "5542 [D loss: (-0.011)(R -0.022, F -0.000)]  [G loss: 0.010] \n",
      "5543 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "5544 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.012] \n",
      "5545 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.009] \n",
      "5546 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.009] \n",
      "5547 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.007] \n",
      "5548 [D loss: (-0.013)(R -0.026, F 0.001)]  [G loss: 0.011] \n",
      "5549 [D loss: (-0.007)(R -0.026, F 0.011)]  [G loss: 0.004] \n",
      "5550 [D loss: (-0.009)(R -0.023, F 0.006)]  [G loss: 0.002] \n",
      "5551 [D loss: (-0.012)(R -0.027, F 0.002)]  [G loss: 0.005] \n",
      "5552 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.005] \n",
      "5553 [D loss: (-0.009)(R -0.021, F 0.004)]  [G loss: 0.005] \n",
      "5554 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.008] \n",
      "5555 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.012] \n",
      "5556 [D loss: (-0.010)(R -0.015, F -0.004)]  [G loss: 0.016] \n",
      "5557 [D loss: (-0.011)(R -0.013, F -0.008)]  [G loss: 0.016] \n",
      "5558 [D loss: (-0.007)(R -0.015, F 0.000)]  [G loss: 0.011] \n",
      "5559 [D loss: (-0.013)(R -0.022, F -0.005)]  [G loss: 0.012] \n",
      "5560 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "5561 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.014] \n",
      "5562 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.007] \n",
      "5563 [D loss: (-0.013)(R -0.025, F -0.001)]  [G loss: 0.005] \n",
      "5564 [D loss: (-0.011)(R -0.028, F 0.005)]  [G loss: 0.003] \n",
      "5565 [D loss: (-0.007)(R -0.023, F 0.009)]  [G loss: 0.001] \n",
      "5566 [D loss: (-0.010)(R -0.029, F 0.008)]  [G loss: 0.004] \n",
      "5567 [D loss: (-0.010)(R -0.025, F 0.006)]  [G loss: 0.004] \n",
      "5568 [D loss: (-0.009)(R -0.024, F 0.006)]  [G loss: 0.007] \n",
      "5569 [D loss: (-0.008)(R -0.025, F 0.008)]  [G loss: 0.001] \n",
      "5570 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.004] \n",
      "5571 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.008] \n",
      "5572 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.007] \n",
      "5573 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.009] \n",
      "5574 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.009] \n",
      "5575 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.008] \n",
      "5576 [D loss: (-0.010)(R -0.017, F -0.002)]  [G loss: 0.012] \n",
      "5577 [D loss: (-0.011)(R -0.021, F 0.000)]  [G loss: 0.005] \n",
      "5578 [D loss: (-0.012)(R -0.023, F -0.002)]  [G loss: 0.002] \n",
      "5579 [D loss: (-0.013)(R -0.014, F -0.013)]  [G loss: 0.021] \n",
      "5580 [D loss: (-0.009)(R -0.010, F -0.008)]  [G loss: 0.019] \n",
      "5581 [D loss: (-0.011)(R -0.012, F -0.010)]  [G loss: 0.019] \n",
      "5582 [D loss: (-0.008)(R -0.013, F -0.004)]  [G loss: 0.015] \n",
      "5583 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.015] \n",
      "5584 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.007] \n",
      "5585 [D loss: (-0.011)(R -0.017, F -0.005)]  [G loss: 0.016] \n",
      "5586 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.007] \n",
      "5587 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.006] \n",
      "5588 [D loss: (-0.009)(R -0.023, F 0.004)]  [G loss: 0.006] \n",
      "5589 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.009] \n",
      "5590 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.008] \n",
      "5591 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.011] \n",
      "5592 [D loss: (-0.011)(R -0.021, F -0.000)]  [G loss: 0.010] \n",
      "5593 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.007] \n",
      "5594 [D loss: (-0.009)(R -0.021, F 0.002)]  [G loss: 0.006] \n",
      "5595 [D loss: (-0.012)(R -0.019, F -0.004)]  [G loss: 0.016] \n",
      "5596 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.013] \n",
      "5597 [D loss: (-0.010)(R -0.015, F -0.004)]  [G loss: 0.007] \n",
      "5598 [D loss: (-0.010)(R -0.019, F -0.002)]  [G loss: 0.011] \n",
      "5599 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.008] \n",
      "5600 [D loss: (-0.011)(R -0.019, F -0.003)]  [G loss: 0.010] \n",
      "5601 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.005] \n",
      "5602 [D loss: (-0.010)(R -0.020, F 0.000)]  [G loss: 0.006] \n",
      "5603 [D loss: (-0.007)(R -0.015, F -0.000)]  [G loss: 0.018] \n",
      "5604 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.010] \n",
      "5605 [D loss: (-0.010)(R -0.022, F 0.001)]  [G loss: 0.009] \n",
      "5606 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.010] \n",
      "5607 [D loss: (-0.012)(R -0.022, F -0.002)]  [G loss: 0.006] \n",
      "5608 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.003] \n",
      "5609 [D loss: (-0.010)(R -0.026, F 0.006)]  [G loss: 0.009] \n",
      "5610 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.007] \n",
      "5611 [D loss: (-0.006)(R -0.019, F 0.007)]  [G loss: 0.003] \n",
      "5612 [D loss: (-0.010)(R -0.022, F 0.003)]  [G loss: 0.012] \n",
      "5613 [D loss: (-0.011)(R -0.023, F 0.002)]  [G loss: 0.008] \n",
      "5614 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.007] \n",
      "5615 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.011] \n",
      "5616 [D loss: (-0.011)(R -0.018, F -0.003)]  [G loss: 0.014] \n",
      "5617 [D loss: (-0.006)(R -0.010, F -0.003)]  [G loss: 0.011] \n",
      "5618 [D loss: (-0.008)(R -0.015, F -0.002)]  [G loss: 0.010] \n",
      "5619 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.010] \n",
      "5620 [D loss: (-0.007)(R -0.018, F 0.005)]  [G loss: 0.009] \n",
      "5621 [D loss: (-0.011)(R -0.019, F -0.002)]  [G loss: 0.014] \n",
      "5622 [D loss: (-0.011)(R -0.019, F -0.003)]  [G loss: 0.009] \n",
      "5623 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.006] \n",
      "5624 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.007] \n",
      "5625 [D loss: (-0.010)(R -0.018, F -0.001)]  [G loss: 0.010] \n",
      "5626 [D loss: (-0.010)(R -0.021, F 0.002)]  [G loss: 0.007] \n",
      "5627 [D loss: (-0.010)(R -0.022, F 0.002)]  [G loss: 0.009] \n",
      "5628 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.009] \n",
      "5629 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.012] \n",
      "5630 [D loss: (-0.012)(R -0.016, F -0.008)]  [G loss: 0.017] \n",
      "5631 [D loss: (-0.010)(R -0.018, F -0.001)]  [G loss: 0.012] \n",
      "5632 [D loss: (-0.011)(R -0.018, F -0.004)]  [G loss: 0.014] \n",
      "5633 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.010] \n",
      "5634 [D loss: (-0.011)(R -0.020, F -0.001)]  [G loss: 0.010] \n",
      "5635 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.008] \n",
      "5636 [D loss: (-0.008)(R -0.021, F 0.004)]  [G loss: 0.008] \n",
      "5637 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.010] \n",
      "5638 [D loss: (-0.007)(R -0.015, F 0.002)]  [G loss: 0.010] \n",
      "5639 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.008] \n",
      "5640 [D loss: (-0.010)(R -0.019, F 0.000)]  [G loss: 0.011] \n",
      "5641 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.009] \n",
      "5642 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.010] \n",
      "5643 [D loss: (-0.010)(R -0.018, F -0.003)]  [G loss: 0.015] \n",
      "5644 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "5645 [D loss: (-0.008)(R -0.017, F -0.000)]  [G loss: 0.014] \n",
      "5646 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.011] \n",
      "5647 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.012] \n",
      "5648 [D loss: (-0.009)(R -0.022, F 0.003)]  [G loss: 0.008] \n",
      "5649 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.006] \n",
      "5650 [D loss: (-0.007)(R -0.019, F 0.006)]  [G loss: 0.007] \n",
      "5651 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.008] \n",
      "5652 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.011] \n",
      "5653 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.006] \n",
      "5654 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.007] \n",
      "5655 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.012] \n",
      "5656 [D loss: (-0.010)(R -0.017, F -0.002)]  [G loss: 0.008] \n",
      "5657 [D loss: (-0.012)(R -0.021, F -0.003)]  [G loss: 0.008] \n",
      "5658 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.009] \n",
      "5659 [D loss: (-0.013)(R -0.021, F -0.005)]  [G loss: 0.010] \n",
      "5660 [D loss: (-0.010)(R -0.021, F 0.000)]  [G loss: 0.011] \n",
      "5661 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.013] \n",
      "5662 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.012] \n",
      "5663 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.013] \n",
      "5664 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.010] \n",
      "5665 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.005] \n",
      "5666 [D loss: (-0.008)(R -0.020, F 0.003)]  [G loss: 0.006] \n",
      "5667 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.010] \n",
      "5668 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.005] \n",
      "5669 [D loss: (-0.009)(R -0.022, F 0.003)]  [G loss: 0.008] \n",
      "5670 [D loss: (-0.011)(R -0.015, F -0.006)]  [G loss: 0.013] \n",
      "5671 [D loss: (-0.006)(R -0.014, F 0.002)]  [G loss: 0.011] \n",
      "5672 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.009] \n",
      "5673 [D loss: (-0.012)(R -0.018, F -0.006)]  [G loss: 0.013] \n",
      "5674 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.008] \n",
      "5675 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.012] \n",
      "5676 [D loss: (-0.011)(R -0.021, F -0.001)]  [G loss: 0.009] \n",
      "5677 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.011] \n",
      "5678 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.010] \n",
      "5679 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.010] \n",
      "5680 [D loss: (-0.011)(R -0.020, F -0.001)]  [G loss: 0.008] \n",
      "5681 [D loss: (-0.011)(R -0.024, F 0.003)]  [G loss: 0.009] \n",
      "5682 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.006] \n",
      "5683 [D loss: (-0.009)(R -0.021, F 0.004)]  [G loss: 0.005] \n",
      "5684 [D loss: (-0.008)(R -0.021, F 0.004)]  [G loss: 0.009] \n",
      "5685 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.011] \n",
      "5686 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.008] \n",
      "5687 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "5688 [D loss: (-0.009)(R -0.021, F 0.004)]  [G loss: 0.008] \n",
      "5689 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.007] \n",
      "5690 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.009] \n",
      "5691 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.007] \n",
      "5692 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.013] \n",
      "5693 [D loss: (-0.010)(R -0.020, F -0.001)]  [G loss: 0.010] \n",
      "5694 [D loss: (-0.010)(R -0.018, F -0.001)]  [G loss: 0.014] \n",
      "5695 [D loss: (-0.007)(R -0.014, F -0.001)]  [G loss: 0.010] \n",
      "5696 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.006] \n",
      "5697 [D loss: (-0.010)(R -0.023, F 0.003)]  [G loss: 0.007] \n",
      "5698 [D loss: (-0.009)(R -0.021, F 0.004)]  [G loss: 0.007] \n",
      "5699 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.008] \n",
      "5700 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.005] \n",
      "5701 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.003] \n",
      "5702 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.015] \n",
      "5703 [D loss: (-0.011)(R -0.017, F -0.005)]  [G loss: 0.010] \n",
      "5704 [D loss: (-0.011)(R -0.015, F -0.007)]  [G loss: 0.016] \n",
      "5705 [D loss: (-0.006)(R -0.017, F 0.005)]  [G loss: 0.012] \n",
      "5706 [D loss: (-0.010)(R -0.019, F 0.000)]  [G loss: 0.009] \n",
      "5707 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.010] \n",
      "5708 [D loss: (-0.013)(R -0.021, F -0.005)]  [G loss: 0.011] \n",
      "5709 [D loss: (-0.008)(R -0.018, F 0.003)]  [G loss: 0.008] \n",
      "5710 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.008] \n",
      "5711 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.010] \n",
      "5712 [D loss: (-0.008)(R -0.014, F -0.002)]  [G loss: 0.012] \n",
      "5713 [D loss: (-0.011)(R -0.020, F -0.002)]  [G loss: 0.011] \n",
      "5714 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.004] \n",
      "5715 [D loss: (-0.009)(R -0.019, F -0.000)]  [G loss: 0.011] \n",
      "5716 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.008] \n",
      "5717 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.008] \n",
      "5718 [D loss: (-0.011)(R -0.018, F -0.003)]  [G loss: 0.016] \n",
      "5719 [D loss: (-0.012)(R -0.020, F -0.005)]  [G loss: 0.012] \n",
      "5720 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.008] \n",
      "5721 [D loss: (-0.010)(R -0.024, F 0.003)]  [G loss: 0.003] \n",
      "5722 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.006] \n",
      "5723 [D loss: (-0.012)(R -0.025, F 0.002)]  [G loss: 0.008] \n",
      "5724 [D loss: (-0.006)(R -0.015, F 0.004)]  [G loss: 0.009] \n",
      "5725 [D loss: (-0.006)(R -0.015, F 0.002)]  [G loss: 0.008] \n",
      "5726 [D loss: (-0.011)(R -0.019, F -0.002)]  [G loss: 0.011] \n",
      "5727 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.008] \n",
      "5728 [D loss: (-0.013)(R -0.023, F -0.003)]  [G loss: 0.010] \n",
      "5729 [D loss: (-0.008)(R -0.022, F 0.005)]  [G loss: 0.008] \n",
      "5730 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.012] \n",
      "5731 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.011] \n",
      "5732 [D loss: (-0.010)(R -0.022, F 0.003)]  [G loss: 0.006] \n",
      "5733 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.008] \n",
      "5734 [D loss: (-0.007)(R -0.017, F 0.003)]  [G loss: 0.010] \n",
      "5735 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.012] \n",
      "5736 [D loss: (-0.010)(R -0.014, F -0.006)]  [G loss: 0.015] \n",
      "5737 [D loss: (-0.010)(R -0.019, F -0.002)]  [G loss: 0.011] \n",
      "5738 [D loss: (-0.009)(R -0.017, F -0.002)]  [G loss: 0.010] \n",
      "5739 [D loss: (-0.004)(R -0.015, F 0.007)]  [G loss: 0.007] \n",
      "5740 [D loss: (-0.008)(R -0.013, F -0.003)]  [G loss: 0.015] \n",
      "5741 [D loss: (-0.009)(R -0.017, F 0.000)]  [G loss: 0.008] \n",
      "5742 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.009] \n",
      "5743 [D loss: (-0.008)(R -0.022, F 0.006)]  [G loss: 0.007] \n",
      "5744 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.005] \n",
      "5745 [D loss: (-0.010)(R -0.017, F -0.003)]  [G loss: 0.014] \n",
      "5746 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.009] \n",
      "5747 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.008] \n",
      "5748 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.008] \n",
      "5749 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.011] \n",
      "5750 [D loss: (-0.012)(R -0.021, F -0.002)]  [G loss: 0.008] \n",
      "5751 [D loss: (-0.011)(R -0.018, F -0.003)]  [G loss: 0.012] \n",
      "5752 [D loss: (-0.008)(R -0.016, F -0.001)]  [G loss: 0.012] \n",
      "5753 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.010] \n",
      "5754 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.013] \n",
      "5755 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.009] \n",
      "5756 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.007] \n",
      "5757 [D loss: (-0.010)(R -0.021, F 0.002)]  [G loss: 0.012] \n",
      "5758 [D loss: (-0.012)(R -0.024, F -0.001)]  [G loss: 0.008] \n",
      "5759 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.011] \n",
      "5760 [D loss: (-0.007)(R -0.019, F 0.004)]  [G loss: 0.005] \n",
      "5761 [D loss: (-0.009)(R -0.023, F 0.004)]  [G loss: 0.007] \n",
      "5762 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.008] \n",
      "5763 [D loss: (-0.010)(R -0.020, F -0.001)]  [G loss: 0.007] \n",
      "5764 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.007] \n",
      "5765 [D loss: (-0.007)(R -0.012, F -0.002)]  [G loss: 0.012] \n",
      "5766 [D loss: (-0.009)(R -0.015, F -0.003)]  [G loss: 0.012] \n",
      "5767 [D loss: (-0.012)(R -0.018, F -0.006)]  [G loss: 0.008] \n",
      "5768 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.014] \n",
      "5769 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.015] \n",
      "5770 [D loss: (-0.009)(R -0.015, F -0.002)]  [G loss: 0.011] \n",
      "5771 [D loss: (-0.011)(R -0.018, F -0.005)]  [G loss: 0.010] \n",
      "5772 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.015] \n",
      "5773 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.016] \n",
      "5774 [D loss: (-0.010)(R -0.018, F -0.003)]  [G loss: 0.009] \n",
      "5775 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.009] \n",
      "5776 [D loss: (-0.010)(R -0.020, F -0.000)]  [G loss: 0.010] \n",
      "5777 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.014] \n",
      "5778 [D loss: (-0.011)(R -0.022, F 0.001)]  [G loss: 0.010] \n",
      "5779 [D loss: (-0.010)(R -0.022, F 0.001)]  [G loss: 0.011] \n",
      "5780 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.007] \n",
      "5781 [D loss: (-0.008)(R -0.017, F -0.000)]  [G loss: 0.010] \n",
      "5782 [D loss: (-0.008)(R -0.014, F -0.003)]  [G loss: 0.010] \n",
      "5783 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.011] \n",
      "5784 [D loss: (-0.006)(R -0.009, F -0.003)]  [G loss: 0.013] \n",
      "5785 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.006] \n",
      "5786 [D loss: (-0.013)(R -0.028, F 0.001)]  [G loss: 0.005] \n",
      "5787 [D loss: (-0.010)(R -0.025, F 0.005)]  [G loss: 0.003] \n",
      "5788 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.007] \n",
      "5789 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.013] \n",
      "5790 [D loss: (-0.010)(R -0.020, F -0.001)]  [G loss: 0.013] \n",
      "5791 [D loss: (-0.011)(R -0.025, F 0.003)]  [G loss: 0.010] \n",
      "5792 [D loss: (-0.007)(R -0.017, F 0.004)]  [G loss: 0.006] \n",
      "5793 [D loss: (-0.008)(R -0.020, F 0.005)]  [G loss: 0.008] \n",
      "5794 [D loss: (-0.006)(R -0.013, F 0.000)]  [G loss: 0.013] \n",
      "5795 [D loss: (-0.008)(R -0.013, F -0.002)]  [G loss: 0.013] \n",
      "5796 [D loss: (-0.011)(R -0.022, F -0.000)]  [G loss: 0.012] \n",
      "5797 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.008] \n",
      "5798 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.011] \n",
      "5799 [D loss: (-0.009)(R -0.018, F 0.000)]  [G loss: 0.008] \n",
      "5800 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.012] \n",
      "5801 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.010] \n",
      "5802 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.007] \n",
      "5803 [D loss: (-0.011)(R -0.022, F 0.001)]  [G loss: 0.008] \n",
      "5804 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.007] \n",
      "5805 [D loss: (-0.010)(R -0.024, F 0.003)]  [G loss: 0.005] \n",
      "5806 [D loss: (-0.007)(R -0.020, F 0.005)]  [G loss: 0.006] \n",
      "5807 [D loss: (-0.007)(R -0.014, F 0.001)]  [G loss: 0.011] \n",
      "5808 [D loss: (-0.010)(R -0.015, F -0.004)]  [G loss: 0.013] \n",
      "5809 [D loss: (-0.012)(R -0.017, F -0.008)]  [G loss: 0.015] \n",
      "5810 [D loss: (-0.009)(R -0.015, F -0.004)]  [G loss: 0.009] \n",
      "5811 [D loss: (-0.007)(R -0.019, F 0.005)]  [G loss: 0.007] \n",
      "5812 [D loss: (-0.012)(R -0.021, F -0.003)]  [G loss: 0.014] \n",
      "5813 [D loss: (-0.011)(R -0.021, F -0.001)]  [G loss: 0.012] \n",
      "5814 [D loss: (-0.011)(R -0.024, F 0.003)]  [G loss: 0.006] \n",
      "5815 [D loss: (-0.008)(R -0.021, F 0.004)]  [G loss: 0.006] \n",
      "5816 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.008] \n",
      "5817 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.012] \n",
      "5818 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.012] \n",
      "5819 [D loss: (-0.009)(R -0.018, F -0.001)]  [G loss: 0.010] \n",
      "5820 [D loss: (-0.011)(R -0.018, F -0.004)]  [G loss: 0.015] \n",
      "5821 [D loss: (-0.012)(R -0.022, F -0.003)]  [G loss: 0.008] \n",
      "5822 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.010] \n",
      "5823 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.009] \n",
      "5824 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.007] \n",
      "5825 [D loss: (-0.010)(R -0.026, F 0.007)]  [G loss: 0.007] \n",
      "5826 [D loss: (-0.008)(R -0.020, F 0.004)]  [G loss: 0.009] \n",
      "5827 [D loss: (-0.012)(R -0.026, F 0.002)]  [G loss: 0.008] \n",
      "5828 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.006] \n",
      "5829 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.012] \n",
      "5830 [D loss: (-0.009)(R -0.022, F 0.004)]  [G loss: 0.010] \n",
      "5831 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.009] \n",
      "5832 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.006] \n",
      "5833 [D loss: (-0.010)(R -0.016, F -0.003)]  [G loss: 0.010] \n",
      "5834 [D loss: (-0.007)(R -0.015, F -0.000)]  [G loss: 0.009] \n",
      "5835 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.010] \n",
      "5836 [D loss: (-0.008)(R -0.018, F 0.001)]  [G loss: 0.010] \n",
      "5837 [D loss: (-0.007)(R -0.014, F -0.000)]  [G loss: 0.011] \n",
      "5838 [D loss: (-0.008)(R -0.017, F 0.001)]  [G loss: 0.010] \n",
      "5839 [D loss: (-0.007)(R -0.016, F 0.001)]  [G loss: 0.010] \n",
      "5840 [D loss: (-0.008)(R -0.015, F -0.001)]  [G loss: 0.016] \n",
      "5841 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.013] \n",
      "5842 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.010] \n",
      "5843 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.009] \n",
      "5844 [D loss: (-0.008)(R -0.019, F 0.004)]  [G loss: 0.006] \n",
      "5845 [D loss: (-0.008)(R -0.016, F 0.001)]  [G loss: 0.011] \n",
      "5846 [D loss: (-0.007)(R -0.017, F 0.002)]  [G loss: 0.008] \n",
      "5847 [D loss: (-0.007)(R -0.018, F 0.003)]  [G loss: 0.010] \n",
      "5848 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.006] \n",
      "5849 [D loss: (-0.012)(R -0.024, F 0.000)]  [G loss: 0.011] \n",
      "5850 [D loss: (-0.011)(R -0.021, F -0.000)]  [G loss: 0.015] \n",
      "5851 [D loss: (-0.005)(R -0.011, F 0.002)]  [G loss: 0.009] \n",
      "5852 [D loss: (-0.011)(R -0.020, F -0.001)]  [G loss: 0.012] \n",
      "5853 [D loss: (-0.009)(R -0.018, F 0.001)]  [G loss: 0.011] \n",
      "5854 [D loss: (-0.010)(R -0.023, F 0.003)]  [G loss: 0.004] \n",
      "5855 [D loss: (-0.010)(R -0.024, F 0.003)]  [G loss: 0.005] \n",
      "5856 [D loss: (-0.012)(R -0.022, F -0.003)]  [G loss: 0.018] \n",
      "5857 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.005] \n",
      "5858 [D loss: (-0.010)(R -0.023, F 0.002)]  [G loss: 0.009] \n",
      "5859 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.009] \n",
      "5860 [D loss: (-0.008)(R -0.023, F 0.007)]  [G loss: 0.006] \n",
      "5861 [D loss: (-0.007)(R -0.015, F 0.001)]  [G loss: 0.013] \n",
      "5862 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.013] \n",
      "5863 [D loss: (-0.012)(R -0.019, F -0.004)]  [G loss: 0.012] \n",
      "5864 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.010] \n",
      "5865 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.010] \n",
      "5866 [D loss: (-0.008)(R -0.022, F 0.005)]  [G loss: 0.007] \n",
      "5867 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.006] \n",
      "5868 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.010] \n",
      "5869 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.007] \n",
      "5870 [D loss: (-0.012)(R -0.022, F -0.002)]  [G loss: 0.014] \n",
      "5871 [D loss: (-0.012)(R -0.018, F -0.005)]  [G loss: 0.015] \n",
      "5872 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.010] \n",
      "5873 [D loss: (-0.010)(R -0.023, F 0.002)]  [G loss: 0.007] \n",
      "5874 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.007] \n",
      "5875 [D loss: (-0.010)(R -0.025, F 0.005)]  [G loss: 0.007] \n",
      "5876 [D loss: (-0.007)(R -0.021, F 0.008)]  [G loss: 0.005] \n",
      "5877 [D loss: (-0.007)(R -0.018, F 0.004)]  [G loss: 0.009] \n",
      "5878 [D loss: (-0.006)(R -0.016, F 0.003)]  [G loss: 0.007] \n",
      "5879 [D loss: (-0.010)(R -0.022, F 0.002)]  [G loss: 0.005] \n",
      "5880 [D loss: (-0.009)(R -0.023, F 0.005)]  [G loss: 0.005] \n",
      "5881 [D loss: (-0.012)(R -0.026, F 0.002)]  [G loss: 0.008] \n",
      "5882 [D loss: (-0.010)(R -0.022, F 0.002)]  [G loss: 0.009] \n",
      "5883 [D loss: (-0.006)(R -0.016, F 0.004)]  [G loss: 0.006] \n",
      "5884 [D loss: (-0.014)(R -0.022, F -0.006)]  [G loss: 0.014] \n",
      "5885 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.008] \n",
      "5886 [D loss: (-0.007)(R -0.021, F 0.007)]  [G loss: 0.006] \n",
      "5887 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.011] \n",
      "5888 [D loss: (-0.007)(R -0.013, F -0.001)]  [G loss: 0.016] \n",
      "5889 [D loss: (-0.009)(R -0.017, F -0.001)]  [G loss: 0.011] \n",
      "5890 [D loss: (-0.009)(R -0.021, F 0.002)]  [G loss: 0.007] \n",
      "5891 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.007] \n",
      "5892 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.015] \n",
      "5893 [D loss: (-0.010)(R -0.020, F 0.000)]  [G loss: 0.012] \n",
      "5894 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.010] \n",
      "5895 [D loss: (-0.012)(R -0.020, F -0.003)]  [G loss: 0.013] \n",
      "5896 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.010] \n",
      "5897 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.015] \n",
      "5898 [D loss: (-0.013)(R -0.022, F -0.004)]  [G loss: 0.016] \n",
      "5899 [D loss: (-0.013)(R -0.023, F -0.004)]  [G loss: 0.004] \n",
      "5900 [D loss: (-0.012)(R -0.025, F 0.000)]  [G loss: 0.007] \n",
      "5901 [D loss: (-0.009)(R -0.013, F -0.005)]  [G loss: 0.015] \n",
      "5902 [D loss: (-0.009)(R -0.020, F 0.002)]  [G loss: 0.010] \n",
      "5903 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.010] \n",
      "5904 [D loss: (-0.008)(R -0.022, F 0.005)]  [G loss: 0.005] \n",
      "5905 [D loss: (-0.009)(R -0.024, F 0.005)]  [G loss: 0.005] \n",
      "5906 [D loss: (-0.009)(R -0.022, F 0.003)]  [G loss: 0.003] \n",
      "5907 [D loss: (-0.009)(R -0.025, F 0.006)]  [G loss: 0.004] \n",
      "5908 [D loss: (-0.009)(R -0.023, F 0.005)]  [G loss: 0.007] \n",
      "5909 [D loss: (-0.008)(R -0.023, F 0.007)]  [G loss: 0.003] \n",
      "5910 [D loss: (-0.008)(R -0.018, F 0.002)]  [G loss: 0.013] \n",
      "5911 [D loss: (-0.011)(R -0.019, F -0.003)]  [G loss: 0.013] \n",
      "5912 [D loss: (-0.012)(R -0.024, F -0.001)]  [G loss: 0.012] \n",
      "5913 [D loss: (-0.012)(R -0.021, F -0.003)]  [G loss: 0.009] \n",
      "5914 [D loss: (-0.009)(R -0.018, F -0.000)]  [G loss: 0.013] \n",
      "5915 [D loss: (-0.010)(R -0.017, F -0.002)]  [G loss: 0.009] \n",
      "5916 [D loss: (-0.011)(R -0.021, F -0.001)]  [G loss: 0.008] \n",
      "5917 [D loss: (-0.008)(R -0.021, F 0.005)]  [G loss: 0.005] \n",
      "5918 [D loss: (-0.009)(R -0.024, F 0.005)]  [G loss: 0.007] \n",
      "5919 [D loss: (-0.010)(R -0.022, F 0.003)]  [G loss: 0.008] \n",
      "5920 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.005] \n",
      "5921 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.006] \n",
      "5922 [D loss: (-0.011)(R -0.016, F -0.006)]  [G loss: 0.020] \n",
      "5923 [D loss: (-0.010)(R -0.012, F -0.009)]  [G loss: 0.015] \n",
      "5924 [D loss: (-0.011)(R -0.020, F -0.002)]  [G loss: 0.011] \n",
      "5925 [D loss: (-0.008)(R -0.015, F 0.000)]  [G loss: 0.012] \n",
      "5926 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.004] \n",
      "5927 [D loss: (-0.007)(R -0.021, F 0.006)]  [G loss: 0.006] \n",
      "5928 [D loss: (-0.009)(R -0.021, F 0.002)]  [G loss: 0.008] \n",
      "5929 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.006] \n",
      "5930 [D loss: (-0.008)(R -0.017, F 0.002)]  [G loss: 0.010] \n",
      "5931 [D loss: (-0.010)(R -0.017, F -0.004)]  [G loss: 0.010] \n",
      "5932 [D loss: (-0.010)(R -0.015, F -0.005)]  [G loss: 0.016] \n",
      "5933 [D loss: (-0.011)(R -0.018, F -0.004)]  [G loss: 0.017] \n",
      "5934 [D loss: (-0.010)(R -0.020, F -0.001)]  [G loss: 0.012] \n",
      "5935 [D loss: (-0.011)(R -0.017, F -0.005)]  [G loss: 0.014] \n",
      "5936 [D loss: (-0.010)(R -0.023, F 0.002)]  [G loss: 0.007] \n",
      "5937 [D loss: (-0.012)(R -0.026, F 0.001)]  [G loss: 0.005] \n",
      "5938 [D loss: (-0.010)(R -0.026, F 0.006)]  [G loss: 0.008] \n",
      "5939 [D loss: (-0.009)(R -0.024, F 0.006)]  [G loss: 0.006] \n",
      "5940 [D loss: (-0.010)(R -0.022, F 0.003)]  [G loss: 0.011] \n",
      "5941 [D loss: (-0.007)(R -0.016, F 0.002)]  [G loss: 0.010] \n",
      "5942 [D loss: (-0.011)(R -0.021, F -0.001)]  [G loss: 0.009] \n",
      "5943 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.007] \n",
      "5944 [D loss: (-0.010)(R -0.017, F -0.004)]  [G loss: 0.010] \n",
      "5945 [D loss: (-0.008)(R -0.015, F -0.000)]  [G loss: 0.012] \n",
      "5946 [D loss: (-0.008)(R -0.014, F -0.003)]  [G loss: 0.010] \n",
      "5947 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.012] \n",
      "5948 [D loss: (-0.010)(R -0.021, F 0.001)]  [G loss: 0.011] \n",
      "5949 [D loss: (-0.009)(R -0.023, F 0.006)]  [G loss: 0.005] \n",
      "5950 [D loss: (-0.007)(R -0.022, F 0.008)]  [G loss: 0.006] \n",
      "5951 [D loss: (-0.010)(R -0.022, F 0.002)]  [G loss: 0.007] \n",
      "5952 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.008] \n",
      "5953 [D loss: (-0.010)(R -0.019, F -0.002)]  [G loss: 0.010] \n",
      "5954 [D loss: (-0.010)(R -0.020, F -0.001)]  [G loss: 0.010] \n",
      "5955 [D loss: (-0.006)(R -0.017, F 0.006)]  [G loss: 0.008] \n",
      "5956 [D loss: (-0.010)(R -0.014, F -0.005)]  [G loss: 0.021] \n",
      "5957 [D loss: (-0.009)(R -0.014, F -0.003)]  [G loss: 0.014] \n",
      "5958 [D loss: (-0.010)(R -0.016, F -0.004)]  [G loss: 0.017] \n",
      "5959 [D loss: (-0.008)(R -0.019, F 0.002)]  [G loss: 0.010] \n",
      "5960 [D loss: (-0.011)(R -0.020, F -0.001)]  [G loss: 0.009] \n",
      "5961 [D loss: (-0.011)(R -0.020, F -0.002)]  [G loss: 0.005] \n",
      "5962 [D loss: (-0.009)(R -0.023, F 0.005)]  [G loss: 0.004] \n",
      "5963 [D loss: (-0.011)(R -0.022, F 0.000)]  [G loss: 0.008] \n",
      "5964 [D loss: (-0.012)(R -0.024, F 0.001)]  [G loss: 0.009] \n",
      "5965 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.013] \n",
      "5966 [D loss: (-0.006)(R -0.015, F 0.003)]  [G loss: 0.005] \n",
      "5967 [D loss: (-0.010)(R -0.026, F 0.005)]  [G loss: 0.009] \n",
      "5968 [D loss: (-0.008)(R -0.021, F 0.004)]  [G loss: 0.007] \n",
      "5969 [D loss: (-0.011)(R -0.022, F 0.000)]  [G loss: 0.010] \n",
      "5970 [D loss: (-0.010)(R -0.018, F -0.002)]  [G loss: 0.017] \n",
      "5971 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.013] \n",
      "5972 [D loss: (-0.010)(R -0.019, F -0.002)]  [G loss: 0.008] \n",
      "5973 [D loss: (-0.010)(R -0.025, F 0.004)]  [G loss: 0.007] \n",
      "5974 [D loss: (-0.010)(R -0.018, F -0.003)]  [G loss: 0.015] \n",
      "5975 [D loss: (-0.009)(R -0.016, F -0.002)]  [G loss: 0.013] \n",
      "5976 [D loss: (-0.008)(R -0.016, F 0.000)]  [G loss: 0.009] \n",
      "5977 [D loss: (-0.010)(R -0.020, F -0.001)]  [G loss: 0.008] \n",
      "5978 [D loss: (-0.009)(R -0.019, F 0.001)]  [G loss: 0.008] \n",
      "5979 [D loss: (-0.012)(R -0.022, F -0.003)]  [G loss: 0.012] \n",
      "5980 [D loss: (-0.011)(R -0.015, F -0.007)]  [G loss: 0.015] \n",
      "5981 [D loss: (-0.009)(R -0.019, F 0.002)]  [G loss: 0.009] \n",
      "5982 [D loss: (-0.010)(R -0.018, F -0.003)]  [G loss: 0.011] \n",
      "5983 [D loss: (-0.011)(R -0.020, F -0.002)]  [G loss: 0.012] \n",
      "5984 [D loss: (-0.009)(R -0.017, F -0.000)]  [G loss: 0.011] \n",
      "5985 [D loss: (-0.007)(R -0.012, F -0.003)]  [G loss: 0.012] \n",
      "5986 [D loss: (-0.010)(R -0.019, F -0.001)]  [G loss: 0.008] \n",
      "5987 [D loss: (-0.010)(R -0.018, F -0.003)]  [G loss: 0.009] \n",
      "5988 [D loss: (-0.013)(R -0.026, F -0.000)]  [G loss: 0.004] \n",
      "5989 [D loss: (-0.009)(R -0.025, F 0.006)]  [G loss: 0.004] \n",
      "5990 [D loss: (-0.009)(R -0.021, F 0.003)]  [G loss: 0.007] \n",
      "5991 [D loss: (-0.010)(R -0.020, F 0.001)]  [G loss: 0.008] \n",
      "5992 [D loss: (-0.009)(R -0.020, F 0.003)]  [G loss: 0.009] \n",
      "5993 [D loss: (-0.009)(R -0.019, F 0.000)]  [G loss: 0.011] \n",
      "5994 [D loss: (-0.008)(R -0.016, F -0.000)]  [G loss: 0.010] \n",
      "5995 [D loss: (-0.007)(R -0.013, F -0.000)]  [G loss: 0.013] \n",
      "5996 [D loss: (-0.007)(R -0.011, F -0.003)]  [G loss: 0.013] \n",
      "5997 [D loss: (-0.011)(R -0.021, F -0.001)]  [G loss: 0.010] \n",
      "5998 [D loss: (-0.009)(R -0.023, F 0.004)]  [G loss: 0.006] \n",
      "5999 [D loss: (-0.008)(R -0.019, F 0.003)]  [G loss: 0.010] \n"
     ]
    }
   ],
   "source": [
    "gan.train(     \n",
    "    x_train\n",
    "    , batch_size = BATCH_SIZE\n",
    "    , epochs = EPOCHS\n",
    "    , run_folder = RUN_FOLDER\n",
    "    , print_every_n_batches = PRINT_EVERY_N_BATCHES\n",
    "    , n_critic = N_CRITIC\n",
    "    , clip_threshold = CLIP_THRESHOLD\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "gan.sample_images(RUN_FOLDER)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'plt' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-2-00f94695d753>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mgan\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0md_losses\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'black'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlinewidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.25\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mgan\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0md_losses\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'green'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlinewidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.25\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mgan\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0md_losses\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'red'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlinewidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.25\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined"
     ]
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "plt.plot([x[0] for x in gan.d_losses], color='black', linewidth=0.25)\n",
    "\n",
    "plt.plot([x[1] for x in gan.d_losses], color='green', linewidth=0.25)\n",
    "plt.plot([x[2] for x in gan.d_losses], color='red', linewidth=0.25)\n",
    "plt.plot(gan.g_losses, color='orange', linewidth=0.25)\n",
    "\n",
    "plt.xlabel('batch', fontsize=18)\n",
    "plt.ylabel('loss', fontsize=16)\n",
    "\n",
    "plt.xlim(0, 2000)\n",
    "plt.ylim(0, 2)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "fig.savefig(os.path.join(RUN_FOLDER, \"wassersteinloss_vs_batch.png\"), dpi=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compare_images(img1, img2):\n",
    "    return np.mean(np.abs(img1 - img2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "r, c = 5, 5\n",
    "\n",
    "idx = np.random.randint(0, x_train.shape[0], BATCH_SIZE)\n",
    "true_imgs = (x_train[idx] + 1) *0.5\n",
    "\n",
    "fig, axs = plt.subplots(r, c, figsize=(15,15))\n",
    "cnt = 0\n",
    "\n",
    "for i in range(r):\n",
    "    for j in range(c):\n",
    "        axs[i,j].imshow(true_imgs[cnt], cmap = 'gray_r')\n",
    "        axs[i,j].axis('off')\n",
    "        cnt += 1\n",
    "fig.savefig(os.path.join(RUN_FOLDER, \"images/real.png\"), dpi=500)\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "r, c = 5, 5\n",
    "noise = np.random.normal(0, 1, (r * c, gan.z_dim))\n",
    "gen_imgs = gan.generator.predict(noise)\n",
    "\n",
    "#Rescale images 0 - 1\n",
    "\n",
    "gen_imgs = 0.5 * (gen_imgs + 1)\n",
    "# gen_imgs = np.clip(gen_imgs, 0, 1)\n",
    "\n",
    "fig, axs = plt.subplots(r, c, figsize=(15,15))\n",
    "cnt = 0\n",
    "\n",
    "for i in range(r):\n",
    "    for j in range(c):\n",
    "        axs[i,j].imshow(np.squeeze(gen_imgs[cnt, :,:,:]), cmap = 'gray_r')\n",
    "        axs[i,j].axis('off')\n",
    "        cnt += 1\n",
    "fig.savefig(os.path.join(RUN_FOLDER, \"images/sample.png\"))\n",
    "plt.close()\n",
    "\n",
    "\n",
    "fig, axs = plt.subplots(r, c, figsize=(15,15))\n",
    "cnt = 0\n",
    "\n",
    "for i in range(r):\n",
    "    for j in range(c):\n",
    "        c_diff = 99999\n",
    "        c_img = None\n",
    "        for k_idx, k in enumerate((x_train + 1) * 0.5):\n",
    "            \n",
    "            diff = compare_images(gen_imgs[cnt, :, :, :], k)\n",
    "            if diff < c_diff:\n",
    "                c_img = np.copy(k)\n",
    "                c_diff = diff\n",
    "        axs[i,j].imshow(c_img, cmap = 'gray_r')\n",
    "        axs[i,j].axis('off')\n",
    "        cnt += 1\n",
    "\n",
    "fig.savefig(os.path.join(RUN_FOLDER, \"images/sample_closest.png\"), dpi=500)\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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