train_generator_with_reconstruction_loss.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train generator with reconstruction loss\n",
    "\n",
    "In this notebook, we train the generator without a discriminator. We just take the MSE loss between the predicted next frame and actual next frame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from pathlib import Path\n",
    "import shutil\n",
    "import datetime\n",
    "\n",
    "import torch\n",
    "from torch import nn\n",
    "from torch.utils.data import DataLoader\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import Dataset\n",
    "import numpy as np\n",
    "from torch.utils.tensorboard import SummaryWriter\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "import models\n",
    "import metrics\n",
    "from recording import FileBasedDatabase\n",
    "from engines import EVENT_NAMES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "NUM_CELL_TYPES = 8\n",
    "NUM_EVENT_TYPES = 5\n",
    "\n",
    "class RecordingDataset(Dataset):\n",
    "    def __init__(self, path: str):\n",
    "        self._db = FileBasedDatabase(path)\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self._db)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        boards, events = self._db[idx]\n",
    "        b = self._transform_board(boards[-2]) # Ignore all boards except the last two\n",
    "        e = self._transform_event(events[-1])\n",
    "        x = (b, e)\n",
    "        y = self._transform_board(boards[-1])\n",
    "        return x, y\n",
    "    \n",
    "    def _transform_board(self, board):\n",
    "        board = torch.tensor(board, dtype=torch.long)\n",
    "        board = F.one_hot(board, NUM_CELL_TYPES) # One-hot encode the cell types\n",
    "        board = board.type(torch.float) # Convert to floating-point\n",
    "        board = board.permute((2, 0, 1)) # Move channels/classes to dimension 0\n",
    "        return board\n",
    "    \n",
    "    def _transform_event(self, event):\n",
    "        event = torch.tensor(event, dtype=torch.long)\n",
    "        event = F.one_hot(event, NUM_EVENT_TYPES) # One-hot encode the event\n",
    "        event = event.type(torch.float) # Convert to floating-point\n",
    "        return event"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x: shape torch.Size([12, 8, 22, 10]), dtype torch.float32\n",
      "e: shape torch.Size([12, 5]), dtype torch.float32\n",
      "y: shape torch.Size([12, 8, 22, 10]), dtype torch.float32\n"
     ]
    }
   ],
   "source": [
    "# Put datasets in memory for faster training\n",
    "train_dataset = list(RecordingDataset(os.path.join(\"data\", \"more_independent\", \"train\")))\n",
    "test_dataset = list(RecordingDataset(os.path.join(\"data\", \"more_independent\", \"test\")))\n",
    "batch_size = 12\n",
    "train_dataloader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True, pin_memory=True)\n",
    "test_dataloader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False, pin_memory=True)\n",
    "\n",
    "(b, e), y = next(iter(train_dataloader))\n",
    "print(f\"x: shape {b.shape}, dtype {b.dtype}\")\n",
    "print(f\"e: shape {e.shape}, dtype {e.dtype}\")\n",
    "print(f\"y: shape {y.shape}, dtype {y.dtype}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using device cuda\n"
     ]
    }
   ],
   "source": [
    "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "\n",
    "print(f\"Using device {device}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def count_parameters(model):\n",
    "    return sum(p.numel() for p in model.parameters() if p.requires_grad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_metric_by_event(metric_cls, dataloader):\n",
    "    metrics = [metric_cls() for _ in range(NUM_EVENT_TYPES)]\n",
    "\n",
    "    with torch.no_grad():        \n",
    "        for ((b, e), y) in dataloader:\n",
    "            b = b.to(device)\n",
    "            e = e.to(device)\n",
    "            y = y.to(device)\n",
    "\n",
    "            batch_size = b.size(0)\n",
    "\n",
    "            y_fake = gen(b, e)\n",
    "            \n",
    "            classes_b = torch.argmax(b, dim=1)\n",
    "            classes_e = torch.argmax(e, dim=1)\n",
    "            classes_y = torch.argmax(y, dim=1)\n",
    "            classes_y_fake = torch.argmax(y_fake, dim=1)\n",
    "\n",
    "            for idx in range(batch_size):\n",
    "                class_e = classes_e[idx]\n",
    "                metric = metrics[class_e]\n",
    "                metric.update_state(classes_x=classes_b[idx:idx+1], classes_y_pred=classes_y_fake[idx:idx+1], classes_y=classes_y[idx:idx+1])\n",
    "\n",
    "    return [metric.result() for metric in metrics]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pygame 2.4.0 (SDL 2.26.4, Python 3.10.7)\n",
      "Hello from the pygame community. https://www.pygame.org/contribute.html\n"
     ]
    }
   ],
   "source": [
    "import itertools\n",
    "\n",
    "from engines import EventTypes\n",
    "from tetris import CELL_COLORS\n",
    "\n",
    "def render_board(board):\n",
    "    height, width = board.shape\n",
    "    img = np.zeros((3, height, width))\n",
    "    for row in range(height):\n",
    "        for col in range(width):\n",
    "            img[:, row, col] = CELL_COLORS[board[row, col]]\n",
    "    img /= 255.0\n",
    "    return img\n",
    "\n",
    "real_label = 1.0\n",
    "fake_label = 0.0\n",
    "\n",
    "def train_loop(dataloader, gen, loss_fn, optimizer_gen):\n",
    "    gen.train()\n",
    "\n",
    "    size = len(dataloader.dataset)\n",
    "    for batch, ((b, e), y) in enumerate(dataloader):\n",
    "        batch_size = b.size(0)\n",
    "\n",
    "        b = b.to(device)\n",
    "        e = e.to(device)\n",
    "        y = y.to(device)\n",
    "\n",
    "        gen.zero_grad()\n",
    "\n",
    "        y_fake = gen(b, e)\n",
    "        err_dyn = loss_fn(y_fake, y)\n",
    "        err_dyn.backward()\n",
    "\n",
    "        optimizer_gen.step()\n",
    "\n",
    "\n",
    "def test_loop(split_name, dataloader, gen, loss_fn, tb_writer, epoch):\n",
    "    gen.eval()\n",
    "\n",
    "    loss_gen = 0.0\n",
    "    cell_accuracy = metrics.CellAccuracy()\n",
    "    board_accuracy = metrics.BoardAccuracy()\n",
    "    spawn_recall = metrics.SpawnRecall()\n",
    "\n",
    "    num_batches = len(dataloader)\n",
    "    with torch.no_grad():        \n",
    "        for batch, ((b, e), y) in enumerate(dataloader):\n",
    "            batch_size = b.size(0)\n",
    "\n",
    "            b = b.to(device)\n",
    "            e = e.to(device)\n",
    "            y = y.to(device)\n",
    "\n",
    "            y_fake = gen(b, e)\n",
    "        \n",
    "            loss_gen += loss_fn(y_fake, y).item()\n",
    "\n",
    "            classes_b = torch.argmax(b, dim=1)\n",
    "            classes_e = torch.argmax(e, dim=1)\n",
    "            classes_y = torch.argmax(y, dim=1)\n",
    "            classes_y_fake = torch.argmax(y_fake, dim=1)\n",
    "            cell_accuracy.update_state(classes_y_fake, classes_y)\n",
    "            board_accuracy.update_state(classes_y_fake, classes_y)\n",
    "\n",
    "            spawn_recall.update_state(classes_b, classes_y_fake, classes_y)\n",
    "\n",
    "    loss_gen /= num_batches\n",
    "\n",
    "    print(f\"{split_name} error: \\n G loss: {loss_gen:>8f}, cell accuracy: {(cell_accuracy.result()):>0.1%}, board accuracy: {(board_accuracy.result()):>0.1%} \\n\")\n",
    "\n",
    "    tb_writer.add_scalar(f\"Loss/{split_name}\", loss_gen, epoch)\n",
    "    tb_writer.add_scalar(f\"Cell accuracy/{split_name}\", cell_accuracy.result(), epoch)\n",
    "    tb_writer.add_scalar(f\"Board accuracy/{split_name}\", board_accuracy.result(), epoch)\n",
    "    tb_writer.add_scalar(f\"Spawn recall/{split_name}\", spawn_recall.result(), epoch)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(run_name, gen_factory, epochs):\n",
    "\n",
    "    learning_rate = 1e-4\n",
    "\n",
    "    gen = gen_factory()\n",
    "\n",
    "    loss_fn = nn.MSELoss()\n",
    "    optimizer_gen = torch.optim.Adam(gen.parameters(), lr=learning_rate)\n",
    "\n",
    "    log_dir = os.path.join(\"runs\", \"gen_with_rec_loss\")\n",
    "    log_subdir = os.path.join(log_dir, run_name + \"_\" + datetime.datetime.now().strftime(\"%Y-%m-%d_%H-%M-%S\"))\n",
    "    tb_writer = SummaryWriter(log_subdir)\n",
    "\n",
    "    try:\n",
    "        for epoch in range(epochs):\n",
    "            print(f\"Epoch {epoch}\\n-------------------------------\")\n",
    "            train_loop(train_dataloader, gen, loss_fn, optimizer_gen)\n",
    "            test_loop(\"train\", train_dataloader, gen, loss_fn, tb_writer, epoch)\n",
    "            test_loop(\"test\", test_dataloader, gen, loss_fn, tb_writer, epoch)\n",
    "            gen_zero_grads = 0\n",
    "            for name, weight in gen.named_parameters():\n",
    "                tb_writer.add_histogram(f\"Weights/{name}\", weight, epoch)\n",
    "                if weight.grad is not None:\n",
    "                    tb_writer.add_histogram(f\"Gradients/{name}\", weight.grad, epoch)\n",
    "                    gen_zero_grads += weight.grad.numel() - weight.grad.count_nonzero().item()\n",
    "            tb_writer.add_scalar(f\"Zero gradients\", gen_zero_grads, epoch)\n",
    "    finally:\n",
    "        tb_writer.close()\n",
    "        \n",
    "    print(\"Done!\")\n",
    "    return gen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parameters: 779336\n"
     ]
    }
   ],
   "source": [
    "NUM_RANDOM_INPUTS = 4\n",
    "\n",
    "\n",
    "from models import Conv2dLeakyReLU, ConvTranspose2dLeakyReLU, LinearLeakyReLU\n",
    "\n",
    "\n",
    "class GameganGenerator(nn.Module):\n",
    "    def __init__(self, leak=0.0):\n",
    "        super().__init__()\n",
    "\n",
    "        self.leak = leak\n",
    "\n",
    "        self.board_encoder = models.GameganBoardEncoder()\n",
    "\n",
    "        self.event_embedding = LinearLeakyReLU(NUM_EVENT_TYPES, 256, negative_slope=leak)\n",
    "        self.random_embedding = LinearLeakyReLU(NUM_RANDOM_INPUTS, 256, negative_slope=leak)\n",
    "\n",
    "        self.random_event_encoder = nn.Sequential(\n",
    "            LinearLeakyReLU(512, 256, negative_slope=leak),\n",
    "            nn.Linear(256, 256)\n",
    "        )\n",
    "\n",
    "        self.dynamics = nn.Sequential(\n",
    "            LinearLeakyReLU(512, 256, negative_slope=leak),\n",
    "            LinearLeakyReLU(256, 256, negative_slope=leak),\n",
    "        )\n",
    "\n",
    "        self.renderer = models.GameganRenderer()\n",
    "\n",
    "    def forward(self, b, e):\n",
    "        batch_size, cell_channels, height, width = b.shape\n",
    "\n",
    "        # Encode board state\n",
    "        s = self.board_encoder(b)\n",
    "\n",
    "        # Embed events\n",
    "        e = self.event_embedding(e)\n",
    "\n",
    "        # Generate and embed random inputs\n",
    "        z = torch.rand(batch_size, NUM_RANDOM_INPUTS, device=device)\n",
    "        z = self.random_embedding(z)\n",
    "\n",
    "        # Encode events and random inputs\n",
    "        v = self.random_event_encoder(torch.cat((e, z), dim=1))\n",
    "\n",
    "        # Apply game dynamics\n",
    "        h = torch.cat((s, v), dim=1)\n",
    "        h = self.dynamics(h)\n",
    "\n",
    "        # Render new board\n",
    "        y = self.renderer(h)\n",
    "        return y\n",
    "\n",
    "\n",
    "print(f\"Parameters: {count_parameters(GameganGenerator())}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.037781, cell accuracy: 75.8%, board accuracy: 0.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.037943, cell accuracy: 75.7%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 1\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.030361, cell accuracy: 81.6%, board accuracy: 0.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.030594, cell accuracy: 81.4%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 2\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.025210, cell accuracy: 85.4%, board accuracy: 0.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.025535, cell accuracy: 85.2%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 3\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.021622, cell accuracy: 87.8%, board accuracy: 0.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.022029, cell accuracy: 87.5%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 4\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.019417, cell accuracy: 89.2%, board accuracy: 0.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.019917, cell accuracy: 88.9%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 5\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.017666, cell accuracy: 90.4%, board accuracy: 0.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.018226, cell accuracy: 90.0%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 6\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.016157, cell accuracy: 91.2%, board accuracy: 0.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.016864, cell accuracy: 90.8%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 7\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.015180, cell accuracy: 91.8%, board accuracy: 0.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.015941, cell accuracy: 91.4%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 8\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.014351, cell accuracy: 92.3%, board accuracy: 0.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.015148, cell accuracy: 91.9%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 9\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.013544, cell accuracy: 92.8%, board accuracy: 0.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.014430, cell accuracy: 92.3%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 10\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.012780, cell accuracy: 93.2%, board accuracy: 0.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.013740, cell accuracy: 92.7%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 11\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.012293, cell accuracy: 93.5%, board accuracy: 0.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.013326, cell accuracy: 92.9%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 12\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.011835, cell accuracy: 93.8%, board accuracy: 0.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.012898, cell accuracy: 93.2%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 13\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.011366, cell accuracy: 94.0%, board accuracy: 0.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.012476, cell accuracy: 93.4%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 14\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.010937, cell accuracy: 94.3%, board accuracy: 0.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.012098, cell accuracy: 93.6%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 15\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.010550, cell accuracy: 94.5%, board accuracy: 0.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.011780, cell accuracy: 93.8%, board accuracy: 0.0% \n",
      "\n",
      "Epoch 16\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.010258, cell accuracy: 94.7%, board accuracy: 0.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.011494, cell accuracy: 94.0%, board accuracy: 0.1% \n",
      "\n",
      "Epoch 17\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.010036, cell accuracy: 94.8%, board accuracy: 0.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.011351, cell accuracy: 94.1%, board accuracy: 0.1% \n",
      "\n",
      "Epoch 18\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.009680, cell accuracy: 95.0%, board accuracy: 0.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.010992, cell accuracy: 94.3%, board accuracy: 0.1% \n",
      "\n",
      "Epoch 19\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.009531, cell accuracy: 95.1%, board accuracy: 0.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.010887, cell accuracy: 94.3%, board accuracy: 0.1% \n",
      "\n",
      "Epoch 20\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.009298, cell accuracy: 95.2%, board accuracy: 0.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.010732, cell accuracy: 94.4%, board accuracy: 0.1% \n",
      "\n",
      "Epoch 21\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.008925, cell accuracy: 95.4%, board accuracy: 0.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.010376, cell accuracy: 94.6%, board accuracy: 0.1% \n",
      "\n",
      "Epoch 22\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.008811, cell accuracy: 95.5%, board accuracy: 0.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.010271, cell accuracy: 94.7%, board accuracy: 0.1% \n",
      "\n",
      "Epoch 23\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.008578, cell accuracy: 95.6%, board accuracy: 0.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.010093, cell accuracy: 94.8%, board accuracy: 0.1% \n",
      "\n",
      "Epoch 24\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.008349, cell accuracy: 95.7%, board accuracy: 0.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.009881, cell accuracy: 94.9%, board accuracy: 0.1% \n",
      "\n",
      "Epoch 25\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.008179, cell accuracy: 95.8%, board accuracy: 0.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.009738, cell accuracy: 95.0%, board accuracy: 0.1% \n",
      "\n",
      "Epoch 26\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.008018, cell accuracy: 95.9%, board accuracy: 0.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.009617, cell accuracy: 95.0%, board accuracy: 0.2% \n",
      "\n",
      "Epoch 27\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.007859, cell accuracy: 96.0%, board accuracy: 0.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.009476, cell accuracy: 95.1%, board accuracy: 0.2% \n",
      "\n",
      "Epoch 28\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.007730, cell accuracy: 96.0%, board accuracy: 0.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.009402, cell accuracy: 95.1%, board accuracy: 0.2% \n",
      "\n",
      "Epoch 29\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.007544, cell accuracy: 96.2%, board accuracy: 0.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.009212, cell accuracy: 95.3%, board accuracy: 0.1% \n",
      "\n",
      "Epoch 30\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.007551, cell accuracy: 96.2%, board accuracy: 0.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.009242, cell accuracy: 95.2%, board accuracy: 0.1% \n",
      "\n",
      "Epoch 31\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.007369, cell accuracy: 96.3%, board accuracy: 0.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.009112, cell accuracy: 95.3%, board accuracy: 0.2% \n",
      "\n",
      "Epoch 32\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.007168, cell accuracy: 96.4%, board accuracy: 0.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008934, cell accuracy: 95.4%, board accuracy: 0.2% \n",
      "\n",
      "Epoch 33\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.007105, cell accuracy: 96.4%, board accuracy: 0.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008899, cell accuracy: 95.4%, board accuracy: 0.2% \n",
      "\n",
      "Epoch 34\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.007064, cell accuracy: 96.4%, board accuracy: 0.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008853, cell accuracy: 95.5%, board accuracy: 0.3% \n",
      "\n",
      "Epoch 35\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.006852, cell accuracy: 96.5%, board accuracy: 0.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008699, cell accuracy: 95.5%, board accuracy: 0.2% \n",
      "\n",
      "Epoch 36\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.006788, cell accuracy: 96.6%, board accuracy: 0.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008618, cell accuracy: 95.6%, board accuracy: 0.2% \n",
      "\n",
      "Epoch 37\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.006641, cell accuracy: 96.6%, board accuracy: 0.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008537, cell accuracy: 95.6%, board accuracy: 0.4% \n",
      "\n",
      "Epoch 38\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.006584, cell accuracy: 96.7%, board accuracy: 0.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008454, cell accuracy: 95.7%, board accuracy: 0.4% \n",
      "\n",
      "Epoch 39\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.006474, cell accuracy: 96.7%, board accuracy: 0.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008388, cell accuracy: 95.7%, board accuracy: 0.4% \n",
      "\n",
      "Epoch 40\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.006431, cell accuracy: 96.8%, board accuracy: 1.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008350, cell accuracy: 95.7%, board accuracy: 0.4% \n",
      "\n",
      "Epoch 41\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.006350, cell accuracy: 96.8%, board accuracy: 0.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008315, cell accuracy: 95.7%, board accuracy: 0.5% \n",
      "\n",
      "Epoch 42\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.006305, cell accuracy: 96.8%, board accuracy: 0.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008233, cell accuracy: 95.8%, board accuracy: 0.4% \n",
      "\n",
      "Epoch 43\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.006137, cell accuracy: 96.9%, board accuracy: 1.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008090, cell accuracy: 95.9%, board accuracy: 0.4% \n",
      "\n",
      "Epoch 44\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.006085, cell accuracy: 96.9%, board accuracy: 1.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008056, cell accuracy: 95.9%, board accuracy: 0.4% \n",
      "\n",
      "Epoch 45\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.006120, cell accuracy: 96.9%, board accuracy: 1.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008112, cell accuracy: 95.9%, board accuracy: 0.3% \n",
      "\n",
      "Epoch 46\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.006023, cell accuracy: 97.0%, board accuracy: 1.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.008029, cell accuracy: 95.9%, board accuracy: 0.4% \n",
      "\n",
      "Epoch 47\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005848, cell accuracy: 97.1%, board accuracy: 1.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007881, cell accuracy: 96.0%, board accuracy: 0.5% \n",
      "\n",
      "Epoch 48\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005904, cell accuracy: 97.0%, board accuracy: 1.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007950, cell accuracy: 95.9%, board accuracy: 0.6% \n",
      "\n",
      "Epoch 49\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005699, cell accuracy: 97.1%, board accuracy: 1.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007771, cell accuracy: 96.0%, board accuracy: 0.7% \n",
      "\n",
      "Epoch 50\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005704, cell accuracy: 97.1%, board accuracy: 1.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007787, cell accuracy: 96.0%, board accuracy: 0.5% \n",
      "\n",
      "Epoch 51\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005585, cell accuracy: 97.2%, board accuracy: 1.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007688, cell accuracy: 96.1%, board accuracy: 0.6% \n",
      "\n",
      "Epoch 52\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005551, cell accuracy: 97.2%, board accuracy: 1.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007697, cell accuracy: 96.1%, board accuracy: 0.5% \n",
      "\n",
      "Epoch 53\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005455, cell accuracy: 97.3%, board accuracy: 1.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007609, cell accuracy: 96.1%, board accuracy: 0.7% \n",
      "\n",
      "Epoch 54\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005412, cell accuracy: 97.3%, board accuracy: 2.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007557, cell accuracy: 96.2%, board accuracy: 0.8% \n",
      "\n",
      "Epoch 55\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005296, cell accuracy: 97.4%, board accuracy: 2.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007477, cell accuracy: 96.2%, board accuracy: 0.8% \n",
      "\n",
      "Epoch 56\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005278, cell accuracy: 97.4%, board accuracy: 2.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007500, cell accuracy: 96.2%, board accuracy: 0.9% \n",
      "\n",
      "Epoch 57\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005393, cell accuracy: 97.3%, board accuracy: 2.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007633, cell accuracy: 96.1%, board accuracy: 0.8% \n",
      "\n",
      "Epoch 58\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005236, cell accuracy: 97.4%, board accuracy: 2.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007466, cell accuracy: 96.2%, board accuracy: 0.9% \n",
      "\n",
      "Epoch 59\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005198, cell accuracy: 97.4%, board accuracy: 2.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007430, cell accuracy: 96.2%, board accuracy: 1.0% \n",
      "\n",
      "Epoch 60\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005104, cell accuracy: 97.5%, board accuracy: 2.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007369, cell accuracy: 96.3%, board accuracy: 1.2% \n",
      "\n",
      "Epoch 61\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005050, cell accuracy: 97.5%, board accuracy: 2.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007353, cell accuracy: 96.3%, board accuracy: 1.1% \n",
      "\n",
      "Epoch 62\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.005083, cell accuracy: 97.5%, board accuracy: 2.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007377, cell accuracy: 96.2%, board accuracy: 0.8% \n",
      "\n",
      "Epoch 63\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004904, cell accuracy: 97.6%, board accuracy: 3.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007196, cell accuracy: 96.4%, board accuracy: 1.0% \n",
      "\n",
      "Epoch 64\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004946, cell accuracy: 97.6%, board accuracy: 2.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007264, cell accuracy: 96.3%, board accuracy: 0.8% \n",
      "\n",
      "Epoch 65\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004814, cell accuracy: 97.6%, board accuracy: 3.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007179, cell accuracy: 96.4%, board accuracy: 1.1% \n",
      "\n",
      "Epoch 66\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004732, cell accuracy: 97.7%, board accuracy: 3.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007079, cell accuracy: 96.4%, board accuracy: 1.3% \n",
      "\n",
      "Epoch 67\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004687, cell accuracy: 97.7%, board accuracy: 3.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007054, cell accuracy: 96.4%, board accuracy: 1.2% \n",
      "\n",
      "Epoch 68\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004646, cell accuracy: 97.7%, board accuracy: 3.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007043, cell accuracy: 96.4%, board accuracy: 1.4% \n",
      "\n",
      "Epoch 69\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004655, cell accuracy: 97.7%, board accuracy: 3.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007096, cell accuracy: 96.4%, board accuracy: 1.2% \n",
      "\n",
      "Epoch 70\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004611, cell accuracy: 97.7%, board accuracy: 3.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007040, cell accuracy: 96.4%, board accuracy: 1.2% \n",
      "\n",
      "Epoch 71\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004550, cell accuracy: 97.8%, board accuracy: 4.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006968, cell accuracy: 96.5%, board accuracy: 1.5% \n",
      "\n",
      "Epoch 72\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004529, cell accuracy: 97.8%, board accuracy: 3.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006990, cell accuracy: 96.5%, board accuracy: 1.2% \n",
      "\n",
      "Epoch 73\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004578, cell accuracy: 97.7%, board accuracy: 3.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007048, cell accuracy: 96.5%, board accuracy: 1.1% \n",
      "\n",
      "Epoch 74\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004485, cell accuracy: 97.8%, board accuracy: 3.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006957, cell accuracy: 96.5%, board accuracy: 1.4% \n",
      "\n",
      "Epoch 75\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004398, cell accuracy: 97.8%, board accuracy: 4.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006897, cell accuracy: 96.5%, board accuracy: 1.5% \n",
      "\n",
      "Epoch 76\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004470, cell accuracy: 97.8%, board accuracy: 4.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.007005, cell accuracy: 96.5%, board accuracy: 1.4% \n",
      "\n",
      "Epoch 77\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004377, cell accuracy: 97.9%, board accuracy: 4.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006862, cell accuracy: 96.5%, board accuracy: 1.5% \n",
      "\n",
      "Epoch 78\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004302, cell accuracy: 97.9%, board accuracy: 4.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006835, cell accuracy: 96.6%, board accuracy: 1.7% \n",
      "\n",
      "Epoch 79\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004351, cell accuracy: 97.9%, board accuracy: 4.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006887, cell accuracy: 96.5%, board accuracy: 1.8% \n",
      "\n",
      "Epoch 80\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004194, cell accuracy: 98.0%, board accuracy: 5.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006704, cell accuracy: 96.6%, board accuracy: 1.7% \n",
      "\n",
      "Epoch 81\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004179, cell accuracy: 98.0%, board accuracy: 5.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006739, cell accuracy: 96.6%, board accuracy: 1.8% \n",
      "\n",
      "Epoch 82\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004186, cell accuracy: 98.0%, board accuracy: 5.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006744, cell accuracy: 96.6%, board accuracy: 2.1% \n",
      "\n",
      "Epoch 83\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004170, cell accuracy: 98.0%, board accuracy: 5.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006771, cell accuracy: 96.6%, board accuracy: 1.8% \n",
      "\n",
      "Epoch 84\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004101, cell accuracy: 98.0%, board accuracy: 5.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006716, cell accuracy: 96.6%, board accuracy: 1.8% \n",
      "\n",
      "Epoch 85\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004088, cell accuracy: 98.0%, board accuracy: 5.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006656, cell accuracy: 96.7%, board accuracy: 2.1% \n",
      "\n",
      "Epoch 86\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004078, cell accuracy: 98.0%, board accuracy: 5.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006718, cell accuracy: 96.6%, board accuracy: 1.8% \n",
      "\n",
      "Epoch 87\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004016, cell accuracy: 98.0%, board accuracy: 6.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006622, cell accuracy: 96.7%, board accuracy: 2.0% \n",
      "\n",
      "Epoch 88\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.004043, cell accuracy: 98.0%, board accuracy: 6.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006718, cell accuracy: 96.6%, board accuracy: 1.8% \n",
      "\n",
      "Epoch 89\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003914, cell accuracy: 98.1%, board accuracy: 6.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006556, cell accuracy: 96.7%, board accuracy: 2.3% \n",
      "\n",
      "Epoch 90\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003902, cell accuracy: 98.1%, board accuracy: 6.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006546, cell accuracy: 96.7%, board accuracy: 2.3% \n",
      "\n",
      "Epoch 91\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003835, cell accuracy: 98.1%, board accuracy: 7.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006492, cell accuracy: 96.7%, board accuracy: 2.4% \n",
      "\n",
      "Epoch 92\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003939, cell accuracy: 98.1%, board accuracy: 6.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006596, cell accuracy: 96.7%, board accuracy: 2.4% \n",
      "\n",
      "Epoch 93\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003854, cell accuracy: 98.1%, board accuracy: 6.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006541, cell accuracy: 96.7%, board accuracy: 2.1% \n",
      "\n",
      "Epoch 94\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003832, cell accuracy: 98.1%, board accuracy: 6.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006552, cell accuracy: 96.7%, board accuracy: 2.2% \n",
      "\n",
      "Epoch 95\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003834, cell accuracy: 98.1%, board accuracy: 6.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006560, cell accuracy: 96.7%, board accuracy: 2.1% \n",
      "\n",
      "Epoch 96\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003827, cell accuracy: 98.1%, board accuracy: 7.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006596, cell accuracy: 96.7%, board accuracy: 2.2% \n",
      "\n",
      "Epoch 97\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003746, cell accuracy: 98.2%, board accuracy: 7.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006484, cell accuracy: 96.8%, board accuracy: 2.3% \n",
      "\n",
      "Epoch 98\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003764, cell accuracy: 98.2%, board accuracy: 7.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006520, cell accuracy: 96.7%, board accuracy: 2.3% \n",
      "\n",
      "Epoch 99\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003766, cell accuracy: 98.2%, board accuracy: 7.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006543, cell accuracy: 96.7%, board accuracy: 2.1% \n",
      "\n",
      "Epoch 100\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003658, cell accuracy: 98.2%, board accuracy: 8.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006433, cell accuracy: 96.8%, board accuracy: 2.3% \n",
      "\n",
      "Epoch 101\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003696, cell accuracy: 98.2%, board accuracy: 7.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006463, cell accuracy: 96.8%, board accuracy: 2.5% \n",
      "\n",
      "Epoch 102\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003705, cell accuracy: 98.2%, board accuracy: 7.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006439, cell accuracy: 96.8%, board accuracy: 2.5% \n",
      "\n",
      "Epoch 103\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003558, cell accuracy: 98.3%, board accuracy: 8.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006380, cell accuracy: 96.8%, board accuracy: 2.9% \n",
      "\n",
      "Epoch 104\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003605, cell accuracy: 98.3%, board accuracy: 8.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006427, cell accuracy: 96.8%, board accuracy: 2.6% \n",
      "\n",
      "Epoch 105\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003623, cell accuracy: 98.2%, board accuracy: 8.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006459, cell accuracy: 96.8%, board accuracy: 2.2% \n",
      "\n",
      "Epoch 106\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003598, cell accuracy: 98.3%, board accuracy: 8.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006435, cell accuracy: 96.8%, board accuracy: 2.4% \n",
      "\n",
      "Epoch 107\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003497, cell accuracy: 98.3%, board accuracy: 9.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006350, cell accuracy: 96.8%, board accuracy: 2.5% \n",
      "\n",
      "Epoch 108\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003448, cell accuracy: 98.3%, board accuracy: 9.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006329, cell accuracy: 96.8%, board accuracy: 2.5% \n",
      "\n",
      "Epoch 109\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003491, cell accuracy: 98.3%, board accuracy: 9.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006360, cell accuracy: 96.8%, board accuracy: 2.6% \n",
      "\n",
      "Epoch 110\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003474, cell accuracy: 98.3%, board accuracy: 9.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006300, cell accuracy: 96.9%, board accuracy: 2.8% \n",
      "\n",
      "Epoch 111\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003406, cell accuracy: 98.4%, board accuracy: 9.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006290, cell accuracy: 96.9%, board accuracy: 2.9% \n",
      "\n",
      "Epoch 112\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003499, cell accuracy: 98.3%, board accuracy: 8.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006396, cell accuracy: 96.8%, board accuracy: 2.4% \n",
      "\n",
      "Epoch 113\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003360, cell accuracy: 98.4%, board accuracy: 10.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006275, cell accuracy: 96.9%, board accuracy: 2.8% \n",
      "\n",
      "Epoch 114\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003425, cell accuracy: 98.4%, board accuracy: 9.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006323, cell accuracy: 96.8%, board accuracy: 2.9% \n",
      "\n",
      "Epoch 115\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003313, cell accuracy: 98.4%, board accuracy: 10.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006265, cell accuracy: 96.9%, board accuracy: 2.9% \n",
      "\n",
      "Epoch 116\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003345, cell accuracy: 98.4%, board accuracy: 9.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006327, cell accuracy: 96.8%, board accuracy: 2.8% \n",
      "\n",
      "Epoch 117\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003299, cell accuracy: 98.4%, board accuracy: 10.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006284, cell accuracy: 96.9%, board accuracy: 2.8% \n",
      "\n",
      "Epoch 118\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003260, cell accuracy: 98.4%, board accuracy: 11.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006220, cell accuracy: 96.9%, board accuracy: 3.3% \n",
      "\n",
      "Epoch 119\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003326, cell accuracy: 98.4%, board accuracy: 10.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006266, cell accuracy: 96.9%, board accuracy: 2.7% \n",
      "\n",
      "Epoch 120\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003274, cell accuracy: 98.4%, board accuracy: 10.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006257, cell accuracy: 96.9%, board accuracy: 2.6% \n",
      "\n",
      "Epoch 121\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003272, cell accuracy: 98.4%, board accuracy: 10.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006273, cell accuracy: 96.9%, board accuracy: 2.6% \n",
      "\n",
      "Epoch 122\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003215, cell accuracy: 98.5%, board accuracy: 11.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006215, cell accuracy: 96.9%, board accuracy: 3.4% \n",
      "\n",
      "Epoch 123\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003153, cell accuracy: 98.5%, board accuracy: 12.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006130, cell accuracy: 97.0%, board accuracy: 3.0% \n",
      "\n",
      "Epoch 124\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003182, cell accuracy: 98.5%, board accuracy: 11.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006180, cell accuracy: 96.9%, board accuracy: 3.4% \n",
      "\n",
      "Epoch 125\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003122, cell accuracy: 98.5%, board accuracy: 12.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006147, cell accuracy: 96.9%, board accuracy: 3.3% \n",
      "\n",
      "Epoch 126\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003169, cell accuracy: 98.5%, board accuracy: 11.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006184, cell accuracy: 96.9%, board accuracy: 3.1% \n",
      "\n",
      "Epoch 127\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003163, cell accuracy: 98.5%, board accuracy: 11.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006209, cell accuracy: 96.9%, board accuracy: 3.3% \n",
      "\n",
      "Epoch 128\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003113, cell accuracy: 98.5%, board accuracy: 12.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006134, cell accuracy: 97.0%, board accuracy: 3.0% \n",
      "\n",
      "Epoch 129\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003228, cell accuracy: 98.4%, board accuracy: 11.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006301, cell accuracy: 96.9%, board accuracy: 2.9% \n",
      "\n",
      "Epoch 130\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003055, cell accuracy: 98.5%, board accuracy: 12.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006142, cell accuracy: 96.9%, board accuracy: 3.3% \n",
      "\n",
      "Epoch 131\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003036, cell accuracy: 98.6%, board accuracy: 12.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006102, cell accuracy: 97.0%, board accuracy: 3.2% \n",
      "\n",
      "Epoch 132\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003069, cell accuracy: 98.5%, board accuracy: 12.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006171, cell accuracy: 96.9%, board accuracy: 3.2% \n",
      "\n",
      "Epoch 133\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003083, cell accuracy: 98.5%, board accuracy: 12.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006159, cell accuracy: 96.9%, board accuracy: 3.1% \n",
      "\n",
      "Epoch 134\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003097, cell accuracy: 98.5%, board accuracy: 12.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006163, cell accuracy: 96.9%, board accuracy: 3.3% \n",
      "\n",
      "Epoch 135\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.003015, cell accuracy: 98.6%, board accuracy: 13.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006110, cell accuracy: 97.0%, board accuracy: 3.5% \n",
      "\n",
      "Epoch 136\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002948, cell accuracy: 98.6%, board accuracy: 13.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006046, cell accuracy: 97.0%, board accuracy: 3.1% \n",
      "\n",
      "Epoch 137\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002960, cell accuracy: 98.6%, board accuracy: 13.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006060, cell accuracy: 97.0%, board accuracy: 3.7% \n",
      "\n",
      "Epoch 138\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002978, cell accuracy: 98.6%, board accuracy: 13.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006137, cell accuracy: 97.0%, board accuracy: 3.6% \n",
      "\n",
      "Epoch 139\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002958, cell accuracy: 98.6%, board accuracy: 13.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006110, cell accuracy: 97.0%, board accuracy: 3.6% \n",
      "\n",
      "Epoch 140\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002930, cell accuracy: 98.6%, board accuracy: 14.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006108, cell accuracy: 97.0%, board accuracy: 3.3% \n",
      "\n",
      "Epoch 141\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002936, cell accuracy: 98.6%, board accuracy: 14.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006112, cell accuracy: 97.0%, board accuracy: 3.5% \n",
      "\n",
      "Epoch 142\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002935, cell accuracy: 98.6%, board accuracy: 13.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006093, cell accuracy: 97.0%, board accuracy: 3.6% \n",
      "\n",
      "Epoch 143\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002895, cell accuracy: 98.6%, board accuracy: 14.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006076, cell accuracy: 97.0%, board accuracy: 3.6% \n",
      "\n",
      "Epoch 144\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002853, cell accuracy: 98.7%, board accuracy: 15.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006024, cell accuracy: 97.0%, board accuracy: 3.8% \n",
      "\n",
      "Epoch 145\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002913, cell accuracy: 98.6%, board accuracy: 13.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006106, cell accuracy: 97.0%, board accuracy: 3.4% \n",
      "\n",
      "Epoch 146\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002940, cell accuracy: 98.6%, board accuracy: 13.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006118, cell accuracy: 97.0%, board accuracy: 3.9% \n",
      "\n",
      "Epoch 147\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002955, cell accuracy: 98.6%, board accuracy: 13.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006201, cell accuracy: 96.9%, board accuracy: 3.4% \n",
      "\n",
      "Epoch 148\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002862, cell accuracy: 98.6%, board accuracy: 14.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006108, cell accuracy: 97.0%, board accuracy: 3.6% \n",
      "\n",
      "Epoch 149\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002809, cell accuracy: 98.7%, board accuracy: 15.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006051, cell accuracy: 97.0%, board accuracy: 3.6% \n",
      "\n",
      "Epoch 150\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002886, cell accuracy: 98.6%, board accuracy: 13.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006115, cell accuracy: 97.0%, board accuracy: 3.3% \n",
      "\n",
      "Epoch 151\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002873, cell accuracy: 98.6%, board accuracy: 14.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006093, cell accuracy: 97.0%, board accuracy: 3.5% \n",
      "\n",
      "Epoch 152\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002871, cell accuracy: 98.6%, board accuracy: 14.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006120, cell accuracy: 97.0%, board accuracy: 3.3% \n",
      "\n",
      "Epoch 153\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002812, cell accuracy: 98.7%, board accuracy: 15.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006057, cell accuracy: 97.0%, board accuracy: 3.6% \n",
      "\n",
      "Epoch 154\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002747, cell accuracy: 98.7%, board accuracy: 15.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006006, cell accuracy: 97.0%, board accuracy: 3.6% \n",
      "\n",
      "Epoch 155\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002822, cell accuracy: 98.7%, board accuracy: 14.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006123, cell accuracy: 96.9%, board accuracy: 3.9% \n",
      "\n",
      "Epoch 156\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002726, cell accuracy: 98.7%, board accuracy: 15.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006018, cell accuracy: 97.0%, board accuracy: 3.5% \n",
      "\n",
      "Epoch 157\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002751, cell accuracy: 98.7%, board accuracy: 15.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006047, cell accuracy: 97.0%, board accuracy: 3.4% \n",
      "\n",
      "Epoch 158\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002767, cell accuracy: 98.7%, board accuracy: 15.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006067, cell accuracy: 97.0%, board accuracy: 3.9% \n",
      "\n",
      "Epoch 159\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002719, cell accuracy: 98.7%, board accuracy: 15.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005982, cell accuracy: 97.0%, board accuracy: 3.7% \n",
      "\n",
      "Epoch 160\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002649, cell accuracy: 98.8%, board accuracy: 17.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005954, cell accuracy: 97.1%, board accuracy: 4.3% \n",
      "\n",
      "Epoch 161\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002697, cell accuracy: 98.7%, board accuracy: 16.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006037, cell accuracy: 97.0%, board accuracy: 3.4% \n",
      "\n",
      "Epoch 162\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002659, cell accuracy: 98.8%, board accuracy: 16.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005990, cell accuracy: 97.0%, board accuracy: 3.8% \n",
      "\n",
      "Epoch 163\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002622, cell accuracy: 98.8%, board accuracy: 17.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005946, cell accuracy: 97.1%, board accuracy: 3.8% \n",
      "\n",
      "Epoch 164\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002664, cell accuracy: 98.7%, board accuracy: 16.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006030, cell accuracy: 97.0%, board accuracy: 3.8% \n",
      "\n",
      "Epoch 165\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002610, cell accuracy: 98.8%, board accuracy: 17.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005964, cell accuracy: 97.1%, board accuracy: 4.2% \n",
      "\n",
      "Epoch 166\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002622, cell accuracy: 98.8%, board accuracy: 16.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005979, cell accuracy: 97.0%, board accuracy: 3.9% \n",
      "\n",
      "Epoch 167\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002608, cell accuracy: 98.8%, board accuracy: 17.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005959, cell accuracy: 97.0%, board accuracy: 4.0% \n",
      "\n",
      "Epoch 168\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002646, cell accuracy: 98.8%, board accuracy: 16.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006051, cell accuracy: 97.0%, board accuracy: 3.7% \n",
      "\n",
      "Epoch 169\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002682, cell accuracy: 98.7%, board accuracy: 15.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006072, cell accuracy: 97.0%, board accuracy: 3.8% \n",
      "\n",
      "Epoch 170\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002541, cell accuracy: 98.8%, board accuracy: 18.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005926, cell accuracy: 97.1%, board accuracy: 4.3% \n",
      "\n",
      "Epoch 171\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002552, cell accuracy: 98.8%, board accuracy: 18.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005947, cell accuracy: 97.0%, board accuracy: 4.3% \n",
      "\n",
      "Epoch 172\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002583, cell accuracy: 98.8%, board accuracy: 18.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006016, cell accuracy: 97.0%, board accuracy: 3.7% \n",
      "\n",
      "Epoch 173\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002514, cell accuracy: 98.8%, board accuracy: 18.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005910, cell accuracy: 97.1%, board accuracy: 3.8% \n",
      "\n",
      "Epoch 174\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002483, cell accuracy: 98.8%, board accuracy: 19.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005920, cell accuracy: 97.1%, board accuracy: 4.2% \n",
      "\n",
      "Epoch 175\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002574, cell accuracy: 98.8%, board accuracy: 17.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006009, cell accuracy: 97.0%, board accuracy: 3.6% \n",
      "\n",
      "Epoch 176\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002609, cell accuracy: 98.8%, board accuracy: 17.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006015, cell accuracy: 97.1%, board accuracy: 3.5% \n",
      "\n",
      "Epoch 177\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002535, cell accuracy: 98.8%, board accuracy: 18.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005960, cell accuracy: 97.1%, board accuracy: 4.1% \n",
      "\n",
      "Epoch 178\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002461, cell accuracy: 98.9%, board accuracy: 19.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005899, cell accuracy: 97.1%, board accuracy: 4.3% \n",
      "\n",
      "Epoch 179\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002487, cell accuracy: 98.8%, board accuracy: 18.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005937, cell accuracy: 97.1%, board accuracy: 4.5% \n",
      "\n",
      "Epoch 180\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002507, cell accuracy: 98.8%, board accuracy: 18.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005940, cell accuracy: 97.1%, board accuracy: 3.9% \n",
      "\n",
      "Epoch 181\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002496, cell accuracy: 98.8%, board accuracy: 18.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005952, cell accuracy: 97.1%, board accuracy: 4.0% \n",
      "\n",
      "Epoch 182\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002470, cell accuracy: 98.9%, board accuracy: 19.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005954, cell accuracy: 97.1%, board accuracy: 4.1% \n",
      "\n",
      "Epoch 183\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002434, cell accuracy: 98.9%, board accuracy: 19.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005907, cell accuracy: 97.1%, board accuracy: 4.3% \n",
      "\n",
      "Epoch 184\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002428, cell accuracy: 98.9%, board accuracy: 19.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005914, cell accuracy: 97.1%, board accuracy: 4.3% \n",
      "\n",
      "Epoch 185\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002503, cell accuracy: 98.8%, board accuracy: 18.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.006022, cell accuracy: 97.0%, board accuracy: 4.1% \n",
      "\n",
      "Epoch 186\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002398, cell accuracy: 98.9%, board accuracy: 20.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005915, cell accuracy: 97.1%, board accuracy: 4.5% \n",
      "\n",
      "Epoch 187\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002465, cell accuracy: 98.9%, board accuracy: 18.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005961, cell accuracy: 97.1%, board accuracy: 4.5% \n",
      "\n",
      "Epoch 188\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002405, cell accuracy: 98.9%, board accuracy: 19.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005903, cell accuracy: 97.1%, board accuracy: 4.0% \n",
      "\n",
      "Epoch 189\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002425, cell accuracy: 98.9%, board accuracy: 19.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005947, cell accuracy: 97.1%, board accuracy: 3.9% \n",
      "\n",
      "Epoch 190\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002433, cell accuracy: 98.9%, board accuracy: 19.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005985, cell accuracy: 97.0%, board accuracy: 3.7% \n",
      "\n",
      "Epoch 191\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002361, cell accuracy: 98.9%, board accuracy: 20.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005896, cell accuracy: 97.1%, board accuracy: 4.3% \n",
      "\n",
      "Epoch 192\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002354, cell accuracy: 98.9%, board accuracy: 20.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005918, cell accuracy: 97.1%, board accuracy: 4.5% \n",
      "\n",
      "Epoch 193\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002429, cell accuracy: 98.9%, board accuracy: 19.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005928, cell accuracy: 97.1%, board accuracy: 4.3% \n",
      "\n",
      "Epoch 194\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002353, cell accuracy: 98.9%, board accuracy: 20.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005868, cell accuracy: 97.1%, board accuracy: 4.4% \n",
      "\n",
      "Epoch 195\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002371, cell accuracy: 98.9%, board accuracy: 20.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005900, cell accuracy: 97.1%, board accuracy: 3.8% \n",
      "\n",
      "Epoch 196\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002364, cell accuracy: 98.9%, board accuracy: 20.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005938, cell accuracy: 97.1%, board accuracy: 3.9% \n",
      "\n",
      "Epoch 197\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002332, cell accuracy: 98.9%, board accuracy: 21.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005906, cell accuracy: 97.1%, board accuracy: 4.2% \n",
      "\n",
      "Epoch 198\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002269, cell accuracy: 99.0%, board accuracy: 22.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005851, cell accuracy: 97.1%, board accuracy: 4.7% \n",
      "\n",
      "Epoch 199\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002314, cell accuracy: 98.9%, board accuracy: 20.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005845, cell accuracy: 97.1%, board accuracy: 4.3% \n",
      "\n",
      "Epoch 200\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002341, cell accuracy: 98.9%, board accuracy: 20.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005893, cell accuracy: 97.1%, board accuracy: 4.3% \n",
      "\n",
      "Epoch 201\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002309, cell accuracy: 98.9%, board accuracy: 20.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005930, cell accuracy: 97.1%, board accuracy: 4.3% \n",
      "\n",
      "Epoch 202\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002282, cell accuracy: 98.9%, board accuracy: 21.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005845, cell accuracy: 97.1%, board accuracy: 4.7% \n",
      "\n",
      "Epoch 203\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002245, cell accuracy: 99.0%, board accuracy: 22.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005879, cell accuracy: 97.1%, board accuracy: 4.7% \n",
      "\n",
      "Epoch 204\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002322, cell accuracy: 98.9%, board accuracy: 21.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005928, cell accuracy: 97.1%, board accuracy: 4.8% \n",
      "\n",
      "Epoch 205\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002277, cell accuracy: 98.9%, board accuracy: 21.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005883, cell accuracy: 97.1%, board accuracy: 4.9% \n",
      "\n",
      "Epoch 206\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002277, cell accuracy: 98.9%, board accuracy: 21.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005899, cell accuracy: 97.1%, board accuracy: 4.2% \n",
      "\n",
      "Epoch 207\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002259, cell accuracy: 99.0%, board accuracy: 22.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005853, cell accuracy: 97.1%, board accuracy: 4.6% \n",
      "\n",
      "Epoch 208\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002200, cell accuracy: 99.0%, board accuracy: 23.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005864, cell accuracy: 97.1%, board accuracy: 4.9% \n",
      "\n",
      "Epoch 209\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002211, cell accuracy: 99.0%, board accuracy: 23.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005846, cell accuracy: 97.1%, board accuracy: 4.9% \n",
      "\n",
      "Epoch 210\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002199, cell accuracy: 99.0%, board accuracy: 23.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005841, cell accuracy: 97.1%, board accuracy: 4.9% \n",
      "\n",
      "Epoch 211\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002226, cell accuracy: 99.0%, board accuracy: 22.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005898, cell accuracy: 97.1%, board accuracy: 4.4% \n",
      "\n",
      "Epoch 212\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002271, cell accuracy: 98.9%, board accuracy: 21.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005958, cell accuracy: 97.1%, board accuracy: 4.2% \n",
      "\n",
      "Epoch 213\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002251, cell accuracy: 99.0%, board accuracy: 22.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005908, cell accuracy: 97.1%, board accuracy: 4.9% \n",
      "\n",
      "Epoch 214\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002191, cell accuracy: 99.0%, board accuracy: 23.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005932, cell accuracy: 97.1%, board accuracy: 5.0% \n",
      "\n",
      "Epoch 215\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002195, cell accuracy: 99.0%, board accuracy: 22.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005872, cell accuracy: 97.1%, board accuracy: 4.3% \n",
      "\n",
      "Epoch 216\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002174, cell accuracy: 99.0%, board accuracy: 23.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005908, cell accuracy: 97.1%, board accuracy: 4.7% \n",
      "\n",
      "Epoch 217\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002165, cell accuracy: 99.0%, board accuracy: 23.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005883, cell accuracy: 97.1%, board accuracy: 4.9% \n",
      "\n",
      "Epoch 218\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002134, cell accuracy: 99.0%, board accuracy: 24.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005844, cell accuracy: 97.1%, board accuracy: 5.0% \n",
      "\n",
      "Epoch 219\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002103, cell accuracy: 99.0%, board accuracy: 25.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005794, cell accuracy: 97.2%, board accuracy: 5.1% \n",
      "\n",
      "Epoch 220\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002077, cell accuracy: 99.1%, board accuracy: 26.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005795, cell accuracy: 97.1%, board accuracy: 4.9% \n",
      "\n",
      "Epoch 221\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002170, cell accuracy: 99.0%, board accuracy: 23.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005879, cell accuracy: 97.1%, board accuracy: 4.5% \n",
      "\n",
      "Epoch 222\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002225, cell accuracy: 99.0%, board accuracy: 21.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005928, cell accuracy: 97.1%, board accuracy: 4.0% \n",
      "\n",
      "Epoch 223\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002187, cell accuracy: 99.0%, board accuracy: 22.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005906, cell accuracy: 97.1%, board accuracy: 4.5% \n",
      "\n",
      "Epoch 224\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002131, cell accuracy: 99.0%, board accuracy: 23.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005892, cell accuracy: 97.1%, board accuracy: 5.0% \n",
      "\n",
      "Epoch 225\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002112, cell accuracy: 99.0%, board accuracy: 24.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005911, cell accuracy: 97.1%, board accuracy: 4.2% \n",
      "\n",
      "Epoch 226\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002143, cell accuracy: 99.0%, board accuracy: 23.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005853, cell accuracy: 97.1%, board accuracy: 5.0% \n",
      "\n",
      "Epoch 227\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002102, cell accuracy: 99.0%, board accuracy: 24.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005837, cell accuracy: 97.1%, board accuracy: 5.0% \n",
      "\n",
      "Epoch 228\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002063, cell accuracy: 99.1%, board accuracy: 25.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005860, cell accuracy: 97.1%, board accuracy: 4.7% \n",
      "\n",
      "Epoch 229\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002063, cell accuracy: 99.1%, board accuracy: 25.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005796, cell accuracy: 97.2%, board accuracy: 4.9% \n",
      "\n",
      "Epoch 230\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002063, cell accuracy: 99.1%, board accuracy: 25.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005840, cell accuracy: 97.2%, board accuracy: 4.8% \n",
      "\n",
      "Epoch 231\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002074, cell accuracy: 99.1%, board accuracy: 25.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005828, cell accuracy: 97.1%, board accuracy: 5.4% \n",
      "\n",
      "Epoch 232\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002114, cell accuracy: 99.0%, board accuracy: 24.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005934, cell accuracy: 97.1%, board accuracy: 4.5% \n",
      "\n",
      "Epoch 233\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002119, cell accuracy: 99.0%, board accuracy: 24.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005898, cell accuracy: 97.1%, board accuracy: 4.8% \n",
      "\n",
      "Epoch 234\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002121, cell accuracy: 99.0%, board accuracy: 23.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005853, cell accuracy: 97.1%, board accuracy: 4.9% \n",
      "\n",
      "Epoch 235\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002017, cell accuracy: 99.1%, board accuracy: 26.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005816, cell accuracy: 97.2%, board accuracy: 5.1% \n",
      "\n",
      "Epoch 236\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002024, cell accuracy: 99.1%, board accuracy: 25.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005777, cell accuracy: 97.2%, board accuracy: 5.3% \n",
      "\n",
      "Epoch 237\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002079, cell accuracy: 99.0%, board accuracy: 25.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005888, cell accuracy: 97.1%, board accuracy: 4.4% \n",
      "\n",
      "Epoch 238\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002042, cell accuracy: 99.1%, board accuracy: 25.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005829, cell accuracy: 97.2%, board accuracy: 5.2% \n",
      "\n",
      "Epoch 239\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002030, cell accuracy: 99.1%, board accuracy: 25.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005867, cell accuracy: 97.1%, board accuracy: 5.0% \n",
      "\n",
      "Epoch 240\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001990, cell accuracy: 99.1%, board accuracy: 26.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005792, cell accuracy: 97.2%, board accuracy: 5.0% \n",
      "\n",
      "Epoch 241\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002028, cell accuracy: 99.1%, board accuracy: 26.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005865, cell accuracy: 97.1%, board accuracy: 5.1% \n",
      "\n",
      "Epoch 242\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002035, cell accuracy: 99.1%, board accuracy: 25.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005855, cell accuracy: 97.1%, board accuracy: 5.2% \n",
      "\n",
      "Epoch 243\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002012, cell accuracy: 99.1%, board accuracy: 26.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005839, cell accuracy: 97.2%, board accuracy: 5.4% \n",
      "\n",
      "Epoch 244\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002031, cell accuracy: 99.1%, board accuracy: 25.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005843, cell accuracy: 97.2%, board accuracy: 5.1% \n",
      "\n",
      "Epoch 245\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002035, cell accuracy: 99.1%, board accuracy: 25.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005846, cell accuracy: 97.2%, board accuracy: 5.2% \n",
      "\n",
      "Epoch 246\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002003, cell accuracy: 99.1%, board accuracy: 26.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005814, cell accuracy: 97.2%, board accuracy: 5.5% \n",
      "\n",
      "Epoch 247\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002028, cell accuracy: 99.1%, board accuracy: 25.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005896, cell accuracy: 97.1%, board accuracy: 4.8% \n",
      "\n",
      "Epoch 248\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001962, cell accuracy: 99.1%, board accuracy: 27.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005832, cell accuracy: 97.2%, board accuracy: 5.5% \n",
      "\n",
      "Epoch 249\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001990, cell accuracy: 99.1%, board accuracy: 26.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005880, cell accuracy: 97.1%, board accuracy: 5.1% \n",
      "\n",
      "Epoch 250\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.002009, cell accuracy: 99.1%, board accuracy: 25.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005885, cell accuracy: 97.1%, board accuracy: 5.3% \n",
      "\n",
      "Epoch 251\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001927, cell accuracy: 99.1%, board accuracy: 27.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005764, cell accuracy: 97.2%, board accuracy: 5.5% \n",
      "\n",
      "Epoch 252\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001932, cell accuracy: 99.1%, board accuracy: 27.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005781, cell accuracy: 97.2%, board accuracy: 5.2% \n",
      "\n",
      "Epoch 253\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001924, cell accuracy: 99.1%, board accuracy: 27.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005789, cell accuracy: 97.2%, board accuracy: 5.7% \n",
      "\n",
      "Epoch 254\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001997, cell accuracy: 99.1%, board accuracy: 25.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005882, cell accuracy: 97.1%, board accuracy: 5.4% \n",
      "\n",
      "Epoch 255\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001941, cell accuracy: 99.1%, board accuracy: 27.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005811, cell accuracy: 97.2%, board accuracy: 4.7% \n",
      "\n",
      "Epoch 256\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001928, cell accuracy: 99.1%, board accuracy: 27.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005840, cell accuracy: 97.2%, board accuracy: 4.9% \n",
      "\n",
      "Epoch 257\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001982, cell accuracy: 99.1%, board accuracy: 26.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005879, cell accuracy: 97.1%, board accuracy: 4.9% \n",
      "\n",
      "Epoch 258\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001930, cell accuracy: 99.1%, board accuracy: 27.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005822, cell accuracy: 97.2%, board accuracy: 5.6% \n",
      "\n",
      "Epoch 259\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001927, cell accuracy: 99.1%, board accuracy: 27.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005843, cell accuracy: 97.1%, board accuracy: 5.0% \n",
      "\n",
      "Epoch 260\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001851, cell accuracy: 99.2%, board accuracy: 29.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005730, cell accuracy: 97.2%, board accuracy: 6.0% \n",
      "\n",
      "Epoch 261\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001908, cell accuracy: 99.1%, board accuracy: 28.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005805, cell accuracy: 97.2%, board accuracy: 5.3% \n",
      "\n",
      "Epoch 262\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001949, cell accuracy: 99.1%, board accuracy: 26.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005843, cell accuracy: 97.1%, board accuracy: 5.1% \n",
      "\n",
      "Epoch 263\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001906, cell accuracy: 99.1%, board accuracy: 28.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005844, cell accuracy: 97.2%, board accuracy: 5.2% \n",
      "\n",
      "Epoch 264\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001886, cell accuracy: 99.1%, board accuracy: 28.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005806, cell accuracy: 97.2%, board accuracy: 5.6% \n",
      "\n",
      "Epoch 265\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001861, cell accuracy: 99.2%, board accuracy: 29.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005790, cell accuracy: 97.2%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 266\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001885, cell accuracy: 99.1%, board accuracy: 28.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005871, cell accuracy: 97.1%, board accuracy: 5.0% \n",
      "\n",
      "Epoch 267\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001855, cell accuracy: 99.2%, board accuracy: 29.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005822, cell accuracy: 97.2%, board accuracy: 5.5% \n",
      "\n",
      "Epoch 268\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001879, cell accuracy: 99.1%, board accuracy: 28.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005832, cell accuracy: 97.2%, board accuracy: 5.4% \n",
      "\n",
      "Epoch 269\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001884, cell accuracy: 99.1%, board accuracy: 28.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005838, cell accuracy: 97.2%, board accuracy: 5.0% \n",
      "\n",
      "Epoch 270\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001828, cell accuracy: 99.2%, board accuracy: 29.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005791, cell accuracy: 97.2%, board accuracy: 5.6% \n",
      "\n",
      "Epoch 271\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001875, cell accuracy: 99.1%, board accuracy: 28.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005802, cell accuracy: 97.2%, board accuracy: 5.1% \n",
      "\n",
      "Epoch 272\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001830, cell accuracy: 99.2%, board accuracy: 29.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005773, cell accuracy: 97.2%, board accuracy: 5.2% \n",
      "\n",
      "Epoch 273\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001849, cell accuracy: 99.2%, board accuracy: 28.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005778, cell accuracy: 97.2%, board accuracy: 5.3% \n",
      "\n",
      "Epoch 274\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001843, cell accuracy: 99.2%, board accuracy: 29.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005750, cell accuracy: 97.2%, board accuracy: 5.7% \n",
      "\n",
      "Epoch 275\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001781, cell accuracy: 99.2%, board accuracy: 31.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005726, cell accuracy: 97.2%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 276\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001848, cell accuracy: 99.2%, board accuracy: 29.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005789, cell accuracy: 97.2%, board accuracy: 5.2% \n",
      "\n",
      "Epoch 277\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001856, cell accuracy: 99.2%, board accuracy: 28.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005879, cell accuracy: 97.1%, board accuracy: 5.1% \n",
      "\n",
      "Epoch 278\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001830, cell accuracy: 99.2%, board accuracy: 29.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005835, cell accuracy: 97.2%, board accuracy: 5.3% \n",
      "\n",
      "Epoch 279\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001782, cell accuracy: 99.2%, board accuracy: 30.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005745, cell accuracy: 97.2%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 280\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001863, cell accuracy: 99.2%, board accuracy: 28.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005851, cell accuracy: 97.2%, board accuracy: 5.2% \n",
      "\n",
      "Epoch 281\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001786, cell accuracy: 99.2%, board accuracy: 30.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005804, cell accuracy: 97.2%, board accuracy: 5.5% \n",
      "\n",
      "Epoch 282\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001802, cell accuracy: 99.2%, board accuracy: 29.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005818, cell accuracy: 97.2%, board accuracy: 5.5% \n",
      "\n",
      "Epoch 283\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001822, cell accuracy: 99.2%, board accuracy: 29.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005844, cell accuracy: 97.2%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 284\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001805, cell accuracy: 99.2%, board accuracy: 29.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005762, cell accuracy: 97.2%, board accuracy: 6.0% \n",
      "\n",
      "Epoch 285\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001747, cell accuracy: 99.2%, board accuracy: 31.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005782, cell accuracy: 97.2%, board accuracy: 6.3% \n",
      "\n",
      "Epoch 286\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001810, cell accuracy: 99.2%, board accuracy: 29.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005862, cell accuracy: 97.2%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 287\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001774, cell accuracy: 99.2%, board accuracy: 30.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005818, cell accuracy: 97.2%, board accuracy: 5.5% \n",
      "\n",
      "Epoch 288\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001765, cell accuracy: 99.2%, board accuracy: 30.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005743, cell accuracy: 97.2%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 289\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001823, cell accuracy: 99.2%, board accuracy: 29.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005860, cell accuracy: 97.1%, board accuracy: 5.7% \n",
      "\n",
      "Epoch 290\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001776, cell accuracy: 99.2%, board accuracy: 30.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005856, cell accuracy: 97.2%, board accuracy: 5.2% \n",
      "\n",
      "Epoch 291\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001756, cell accuracy: 99.2%, board accuracy: 31.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005789, cell accuracy: 97.2%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 292\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001782, cell accuracy: 99.2%, board accuracy: 29.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005866, cell accuracy: 97.1%, board accuracy: 5.3% \n",
      "\n",
      "Epoch 293\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001729, cell accuracy: 99.2%, board accuracy: 32.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005780, cell accuracy: 97.2%, board accuracy: 5.6% \n",
      "\n",
      "Epoch 294\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001766, cell accuracy: 99.2%, board accuracy: 30.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005800, cell accuracy: 97.2%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 295\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001800, cell accuracy: 99.2%, board accuracy: 30.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005897, cell accuracy: 97.1%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 296\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001705, cell accuracy: 99.2%, board accuracy: 32.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005793, cell accuracy: 97.2%, board accuracy: 6.1% \n",
      "\n",
      "Epoch 297\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001866, cell accuracy: 99.1%, board accuracy: 28.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005938, cell accuracy: 97.1%, board accuracy: 5.6% \n",
      "\n",
      "Epoch 298\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001730, cell accuracy: 99.2%, board accuracy: 31.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005761, cell accuracy: 97.2%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 299\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001725, cell accuracy: 99.2%, board accuracy: 31.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005750, cell accuracy: 97.2%, board accuracy: 5.5% \n",
      "\n",
      "Epoch 300\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001782, cell accuracy: 99.2%, board accuracy: 30.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005782, cell accuracy: 97.2%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 301\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001751, cell accuracy: 99.2%, board accuracy: 30.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005840, cell accuracy: 97.2%, board accuracy: 5.3% \n",
      "\n",
      "Epoch 302\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001719, cell accuracy: 99.2%, board accuracy: 32.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005793, cell accuracy: 97.2%, board accuracy: 6.0% \n",
      "\n",
      "Epoch 303\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001696, cell accuracy: 99.2%, board accuracy: 32.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005778, cell accuracy: 97.2%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 304\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001672, cell accuracy: 99.2%, board accuracy: 32.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005752, cell accuracy: 97.2%, board accuracy: 5.7% \n",
      "\n",
      "Epoch 305\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001684, cell accuracy: 99.2%, board accuracy: 32.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005726, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 306\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001708, cell accuracy: 99.2%, board accuracy: 32.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005769, cell accuracy: 97.2%, board accuracy: 6.1% \n",
      "\n",
      "Epoch 307\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001684, cell accuracy: 99.2%, board accuracy: 32.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005746, cell accuracy: 97.2%, board accuracy: 6.0% \n",
      "\n",
      "Epoch 308\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001756, cell accuracy: 99.2%, board accuracy: 30.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005854, cell accuracy: 97.2%, board accuracy: 5.7% \n",
      "\n",
      "Epoch 309\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001696, cell accuracy: 99.2%, board accuracy: 32.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005825, cell accuracy: 97.2%, board accuracy: 5.6% \n",
      "\n",
      "Epoch 310\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001757, cell accuracy: 99.2%, board accuracy: 30.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005834, cell accuracy: 97.2%, board accuracy: 6.0% \n",
      "\n",
      "Epoch 311\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001734, cell accuracy: 99.2%, board accuracy: 30.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005775, cell accuracy: 97.2%, board accuracy: 5.7% \n",
      "\n",
      "Epoch 312\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001649, cell accuracy: 99.3%, board accuracy: 33.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005726, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 313\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001706, cell accuracy: 99.2%, board accuracy: 31.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005829, cell accuracy: 97.2%, board accuracy: 5.6% \n",
      "\n",
      "Epoch 314\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001656, cell accuracy: 99.3%, board accuracy: 33.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005742, cell accuracy: 97.2%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 315\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001685, cell accuracy: 99.2%, board accuracy: 32.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005786, cell accuracy: 97.2%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 316\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001609, cell accuracy: 99.3%, board accuracy: 34.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005662, cell accuracy: 97.3%, board accuracy: 6.3% \n",
      "\n",
      "Epoch 317\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001671, cell accuracy: 99.2%, board accuracy: 32.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005776, cell accuracy: 97.2%, board accuracy: 5.7% \n",
      "\n",
      "Epoch 318\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001677, cell accuracy: 99.2%, board accuracy: 32.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005792, cell accuracy: 97.2%, board accuracy: 5.7% \n",
      "\n",
      "Epoch 319\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001652, cell accuracy: 99.3%, board accuracy: 33.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005777, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 320\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001625, cell accuracy: 99.3%, board accuracy: 33.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005695, cell accuracy: 97.3%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 321\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001627, cell accuracy: 99.3%, board accuracy: 34.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005713, cell accuracy: 97.3%, board accuracy: 6.0% \n",
      "\n",
      "Epoch 322\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001630, cell accuracy: 99.3%, board accuracy: 33.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005721, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 323\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001624, cell accuracy: 99.3%, board accuracy: 33.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005717, cell accuracy: 97.3%, board accuracy: 6.3% \n",
      "\n",
      "Epoch 324\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001685, cell accuracy: 99.2%, board accuracy: 32.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005785, cell accuracy: 97.2%, board accuracy: 5.7% \n",
      "\n",
      "Epoch 325\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001619, cell accuracy: 99.3%, board accuracy: 34.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005749, cell accuracy: 97.2%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 326\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001615, cell accuracy: 99.3%, board accuracy: 34.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005777, cell accuracy: 97.2%, board accuracy: 6.1% \n",
      "\n",
      "Epoch 327\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001667, cell accuracy: 99.2%, board accuracy: 32.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005781, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 328\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001608, cell accuracy: 99.3%, board accuracy: 34.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005729, cell accuracy: 97.2%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 329\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001678, cell accuracy: 99.2%, board accuracy: 32.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005805, cell accuracy: 97.2%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 330\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001596, cell accuracy: 99.3%, board accuracy: 35.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005739, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 331\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001582, cell accuracy: 99.3%, board accuracy: 35.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005726, cell accuracy: 97.2%, board accuracy: 6.0% \n",
      "\n",
      "Epoch 332\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001670, cell accuracy: 99.2%, board accuracy: 31.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005815, cell accuracy: 97.2%, board accuracy: 5.3% \n",
      "\n",
      "Epoch 333\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001607, cell accuracy: 99.3%, board accuracy: 34.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005746, cell accuracy: 97.2%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 334\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001587, cell accuracy: 99.3%, board accuracy: 35.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005746, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 335\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001573, cell accuracy: 99.3%, board accuracy: 35.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005702, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 336\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001581, cell accuracy: 99.3%, board accuracy: 34.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005711, cell accuracy: 97.3%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 337\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001626, cell accuracy: 99.3%, board accuracy: 33.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005738, cell accuracy: 97.3%, board accuracy: 6.3% \n",
      "\n",
      "Epoch 338\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001619, cell accuracy: 99.3%, board accuracy: 34.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005808, cell accuracy: 97.2%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 339\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001640, cell accuracy: 99.3%, board accuracy: 32.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005804, cell accuracy: 97.2%, board accuracy: 5.7% \n",
      "\n",
      "Epoch 340\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001678, cell accuracy: 99.2%, board accuracy: 31.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005897, cell accuracy: 97.2%, board accuracy: 5.5% \n",
      "\n",
      "Epoch 341\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001563, cell accuracy: 99.3%, board accuracy: 35.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005771, cell accuracy: 97.2%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 342\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001623, cell accuracy: 99.3%, board accuracy: 33.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005784, cell accuracy: 97.2%, board accuracy: 6.3% \n",
      "\n",
      "Epoch 343\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001548, cell accuracy: 99.3%, board accuracy: 35.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005744, cell accuracy: 97.2%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 344\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001570, cell accuracy: 99.3%, board accuracy: 35.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005744, cell accuracy: 97.2%, board accuracy: 6.4% \n",
      "\n",
      "Epoch 345\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001571, cell accuracy: 99.3%, board accuracy: 34.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005782, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 346\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001590, cell accuracy: 99.3%, board accuracy: 34.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005831, cell accuracy: 97.2%, board accuracy: 5.6% \n",
      "\n",
      "Epoch 347\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001581, cell accuracy: 99.3%, board accuracy: 34.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005815, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 348\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001616, cell accuracy: 99.3%, board accuracy: 33.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005818, cell accuracy: 97.2%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 349\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001589, cell accuracy: 99.3%, board accuracy: 34.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005792, cell accuracy: 97.2%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 350\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001573, cell accuracy: 99.3%, board accuracy: 34.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005755, cell accuracy: 97.2%, board accuracy: 6.3% \n",
      "\n",
      "Epoch 351\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001549, cell accuracy: 99.3%, board accuracy: 35.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005743, cell accuracy: 97.2%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 352\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001570, cell accuracy: 99.3%, board accuracy: 34.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005751, cell accuracy: 97.2%, board accuracy: 6.0% \n",
      "\n",
      "Epoch 353\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001561, cell accuracy: 99.3%, board accuracy: 35.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005750, cell accuracy: 97.2%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 354\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001561, cell accuracy: 99.3%, board accuracy: 34.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005771, cell accuracy: 97.2%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 355\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001566, cell accuracy: 99.3%, board accuracy: 34.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005791, cell accuracy: 97.2%, board accuracy: 6.1% \n",
      "\n",
      "Epoch 356\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001584, cell accuracy: 99.3%, board accuracy: 34.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005789, cell accuracy: 97.2%, board accuracy: 6.0% \n",
      "\n",
      "Epoch 357\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001525, cell accuracy: 99.3%, board accuracy: 36.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005742, cell accuracy: 97.2%, board accuracy: 6.0% \n",
      "\n",
      "Epoch 358\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001507, cell accuracy: 99.3%, board accuracy: 36.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005704, cell accuracy: 97.3%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 359\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001520, cell accuracy: 99.3%, board accuracy: 36.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005757, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 360\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001543, cell accuracy: 99.3%, board accuracy: 35.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005738, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 361\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001527, cell accuracy: 99.3%, board accuracy: 35.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005726, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 362\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001519, cell accuracy: 99.3%, board accuracy: 36.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005757, cell accuracy: 97.2%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 363\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001573, cell accuracy: 99.3%, board accuracy: 34.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005781, cell accuracy: 97.2%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 364\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001501, cell accuracy: 99.3%, board accuracy: 36.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005754, cell accuracy: 97.2%, board accuracy: 6.6% \n",
      "\n",
      "Epoch 365\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001522, cell accuracy: 99.3%, board accuracy: 36.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005815, cell accuracy: 97.2%, board accuracy: 6.0% \n",
      "\n",
      "Epoch 366\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001500, cell accuracy: 99.3%, board accuracy: 36.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005728, cell accuracy: 97.3%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 367\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001500, cell accuracy: 99.3%, board accuracy: 36.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005735, cell accuracy: 97.3%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 368\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001510, cell accuracy: 99.3%, board accuracy: 36.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005757, cell accuracy: 97.2%, board accuracy: 6.4% \n",
      "\n",
      "Epoch 369\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001523, cell accuracy: 99.3%, board accuracy: 35.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005747, cell accuracy: 97.3%, board accuracy: 6.0% \n",
      "\n",
      "Epoch 370\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001532, cell accuracy: 99.3%, board accuracy: 35.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005789, cell accuracy: 97.2%, board accuracy: 6.4% \n",
      "\n",
      "Epoch 371\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001484, cell accuracy: 99.3%, board accuracy: 37.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005727, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 372\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001637, cell accuracy: 99.3%, board accuracy: 31.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005754, cell accuracy: 97.3%, board accuracy: 5.6% \n",
      "\n",
      "Epoch 373\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001511, cell accuracy: 99.3%, board accuracy: 36.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005755, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 374\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001508, cell accuracy: 99.3%, board accuracy: 37.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005819, cell accuracy: 97.2%, board accuracy: 6.4% \n",
      "\n",
      "Epoch 375\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001494, cell accuracy: 99.3%, board accuracy: 36.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005743, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 376\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001541, cell accuracy: 99.3%, board accuracy: 35.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005827, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 377\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001490, cell accuracy: 99.3%, board accuracy: 36.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005689, cell accuracy: 97.3%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 378\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001487, cell accuracy: 99.3%, board accuracy: 36.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005740, cell accuracy: 97.3%, board accuracy: 6.0% \n",
      "\n",
      "Epoch 379\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001504, cell accuracy: 99.3%, board accuracy: 36.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005778, cell accuracy: 97.2%, board accuracy: 6.1% \n",
      "\n",
      "Epoch 380\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001495, cell accuracy: 99.3%, board accuracy: 36.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005703, cell accuracy: 97.3%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 381\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001531, cell accuracy: 99.3%, board accuracy: 35.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005781, cell accuracy: 97.2%, board accuracy: 5.6% \n",
      "\n",
      "Epoch 382\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001491, cell accuracy: 99.3%, board accuracy: 36.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005766, cell accuracy: 97.2%, board accuracy: 6.0% \n",
      "\n",
      "Epoch 383\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001473, cell accuracy: 99.3%, board accuracy: 37.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005754, cell accuracy: 97.2%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 384\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001447, cell accuracy: 99.4%, board accuracy: 38.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005688, cell accuracy: 97.3%, board accuracy: 6.4% \n",
      "\n",
      "Epoch 385\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001498, cell accuracy: 99.3%, board accuracy: 36.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005728, cell accuracy: 97.3%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 386\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001482, cell accuracy: 99.3%, board accuracy: 37.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005744, cell accuracy: 97.2%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 387\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001499, cell accuracy: 99.3%, board accuracy: 36.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005790, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 388\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001493, cell accuracy: 99.3%, board accuracy: 36.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005744, cell accuracy: 97.3%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 389\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001562, cell accuracy: 99.3%, board accuracy: 34.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005851, cell accuracy: 97.2%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 390\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001477, cell accuracy: 99.3%, board accuracy: 37.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005795, cell accuracy: 97.2%, board accuracy: 6.3% \n",
      "\n",
      "Epoch 391\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001445, cell accuracy: 99.4%, board accuracy: 38.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005729, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 392\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001455, cell accuracy: 99.3%, board accuracy: 37.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005766, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 393\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001475, cell accuracy: 99.3%, board accuracy: 36.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005759, cell accuracy: 97.3%, board accuracy: 6.3% \n",
      "\n",
      "Epoch 394\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001467, cell accuracy: 99.3%, board accuracy: 37.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005728, cell accuracy: 97.3%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 395\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001472, cell accuracy: 99.3%, board accuracy: 37.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005769, cell accuracy: 97.2%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 396\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001438, cell accuracy: 99.4%, board accuracy: 38.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005710, cell accuracy: 97.3%, board accuracy: 6.6% \n",
      "\n",
      "Epoch 397\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001460, cell accuracy: 99.3%, board accuracy: 37.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005742, cell accuracy: 97.3%, board accuracy: 6.6% \n",
      "\n",
      "Epoch 398\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001456, cell accuracy: 99.3%, board accuracy: 37.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005767, cell accuracy: 97.2%, board accuracy: 6.4% \n",
      "\n",
      "Epoch 399\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001461, cell accuracy: 99.3%, board accuracy: 37.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005784, cell accuracy: 97.3%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 400\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001465, cell accuracy: 99.3%, board accuracy: 37.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005735, cell accuracy: 97.3%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 401\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001413, cell accuracy: 99.4%, board accuracy: 39.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005712, cell accuracy: 97.3%, board accuracy: 6.8% \n",
      "\n",
      "Epoch 402\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001453, cell accuracy: 99.3%, board accuracy: 37.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005737, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 403\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001510, cell accuracy: 99.3%, board accuracy: 36.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005751, cell accuracy: 97.3%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 404\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001424, cell accuracy: 99.4%, board accuracy: 38.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005732, cell accuracy: 97.3%, board accuracy: 6.8% \n",
      "\n",
      "Epoch 405\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001443, cell accuracy: 99.4%, board accuracy: 37.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005763, cell accuracy: 97.2%, board accuracy: 6.4% \n",
      "\n",
      "Epoch 406\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001504, cell accuracy: 99.3%, board accuracy: 36.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005794, cell accuracy: 97.2%, board accuracy: 6.3% \n",
      "\n",
      "Epoch 407\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001417, cell accuracy: 99.4%, board accuracy: 38.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005715, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 408\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001421, cell accuracy: 99.4%, board accuracy: 38.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005710, cell accuracy: 97.3%, board accuracy: 6.3% \n",
      "\n",
      "Epoch 409\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001410, cell accuracy: 99.4%, board accuracy: 38.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005731, cell accuracy: 97.3%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 410\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001436, cell accuracy: 99.4%, board accuracy: 37.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005763, cell accuracy: 97.3%, board accuracy: 5.8% \n",
      "\n",
      "Epoch 411\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001426, cell accuracy: 99.4%, board accuracy: 38.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005746, cell accuracy: 97.3%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 412\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001459, cell accuracy: 99.3%, board accuracy: 36.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005766, cell accuracy: 97.3%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 413\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001414, cell accuracy: 99.4%, board accuracy: 38.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005740, cell accuracy: 97.3%, board accuracy: 6.3% \n",
      "\n",
      "Epoch 414\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001411, cell accuracy: 99.4%, board accuracy: 38.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005757, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 415\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001460, cell accuracy: 99.3%, board accuracy: 37.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005801, cell accuracy: 97.2%, board accuracy: 5.5% \n",
      "\n",
      "Epoch 416\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001406, cell accuracy: 99.4%, board accuracy: 39.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005714, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 417\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001410, cell accuracy: 99.4%, board accuracy: 38.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005756, cell accuracy: 97.3%, board accuracy: 5.9% \n",
      "\n",
      "Epoch 418\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001386, cell accuracy: 99.4%, board accuracy: 39.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005676, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 419\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001405, cell accuracy: 99.4%, board accuracy: 39.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005747, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 420\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001421, cell accuracy: 99.4%, board accuracy: 38.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005747, cell accuracy: 97.3%, board accuracy: 6.1% \n",
      "\n",
      "Epoch 421\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001422, cell accuracy: 99.4%, board accuracy: 38.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005757, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 422\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001375, cell accuracy: 99.4%, board accuracy: 40.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005685, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 423\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001380, cell accuracy: 99.4%, board accuracy: 40.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005714, cell accuracy: 97.3%, board accuracy: 6.8% \n",
      "\n",
      "Epoch 424\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001425, cell accuracy: 99.4%, board accuracy: 38.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005749, cell accuracy: 97.3%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 425\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001389, cell accuracy: 99.4%, board accuracy: 39.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005722, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 426\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001425, cell accuracy: 99.4%, board accuracy: 37.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005837, cell accuracy: 97.2%, board accuracy: 6.3% \n",
      "\n",
      "Epoch 427\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001384, cell accuracy: 99.4%, board accuracy: 39.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005729, cell accuracy: 97.3%, board accuracy: 6.8% \n",
      "\n",
      "Epoch 428\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001364, cell accuracy: 99.4%, board accuracy: 40.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005684, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 429\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001395, cell accuracy: 99.4%, board accuracy: 39.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005746, cell accuracy: 97.3%, board accuracy: 6.6% \n",
      "\n",
      "Epoch 430\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001378, cell accuracy: 99.4%, board accuracy: 39.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005732, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 431\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001368, cell accuracy: 99.4%, board accuracy: 40.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005721, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 432\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001344, cell accuracy: 99.4%, board accuracy: 41.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005661, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 433\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001378, cell accuracy: 99.4%, board accuracy: 40.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005726, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 434\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001386, cell accuracy: 99.4%, board accuracy: 39.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005736, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 435\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001362, cell accuracy: 99.4%, board accuracy: 40.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005743, cell accuracy: 97.3%, board accuracy: 6.4% \n",
      "\n",
      "Epoch 436\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001356, cell accuracy: 99.4%, board accuracy: 40.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005763, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 437\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001370, cell accuracy: 99.4%, board accuracy: 39.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005706, cell accuracy: 97.3%, board accuracy: 6.8% \n",
      "\n",
      "Epoch 438\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001380, cell accuracy: 99.4%, board accuracy: 39.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005736, cell accuracy: 97.3%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 439\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001347, cell accuracy: 99.4%, board accuracy: 40.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005684, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 440\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001345, cell accuracy: 99.4%, board accuracy: 41.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005718, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 441\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001352, cell accuracy: 99.4%, board accuracy: 40.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005702, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 442\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001398, cell accuracy: 99.4%, board accuracy: 39.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005689, cell accuracy: 97.3%, board accuracy: 6.4% \n",
      "\n",
      "Epoch 443\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001364, cell accuracy: 99.4%, board accuracy: 40.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005764, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 444\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001323, cell accuracy: 99.4%, board accuracy: 41.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005671, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 445\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001311, cell accuracy: 99.4%, board accuracy: 41.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005643, cell accuracy: 97.3%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 446\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001339, cell accuracy: 99.4%, board accuracy: 40.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005711, cell accuracy: 97.3%, board accuracy: 6.8% \n",
      "\n",
      "Epoch 447\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001363, cell accuracy: 99.4%, board accuracy: 40.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005810, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 448\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001340, cell accuracy: 99.4%, board accuracy: 40.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005708, cell accuracy: 97.3%, board accuracy: 7.2% \n",
      "\n",
      "Epoch 449\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001345, cell accuracy: 99.4%, board accuracy: 40.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005680, cell accuracy: 97.3%, board accuracy: 6.6% \n",
      "\n",
      "Epoch 450\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001377, cell accuracy: 99.4%, board accuracy: 39.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005735, cell accuracy: 97.3%, board accuracy: 6.6% \n",
      "\n",
      "Epoch 451\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001372, cell accuracy: 99.4%, board accuracy: 39.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005748, cell accuracy: 97.3%, board accuracy: 6.6% \n",
      "\n",
      "Epoch 452\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001367, cell accuracy: 99.4%, board accuracy: 39.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005738, cell accuracy: 97.3%, board accuracy: 6.8% \n",
      "\n",
      "Epoch 453\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001393, cell accuracy: 99.4%, board accuracy: 38.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005764, cell accuracy: 97.3%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 454\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001308, cell accuracy: 99.4%, board accuracy: 41.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005726, cell accuracy: 97.3%, board accuracy: 6.8% \n",
      "\n",
      "Epoch 455\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001357, cell accuracy: 99.4%, board accuracy: 40.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005731, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 456\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001342, cell accuracy: 99.4%, board accuracy: 40.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005705, cell accuracy: 97.3%, board accuracy: 6.4% \n",
      "\n",
      "Epoch 457\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001314, cell accuracy: 99.4%, board accuracy: 41.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005711, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 458\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001290, cell accuracy: 99.4%, board accuracy: 43.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005650, cell accuracy: 97.3%, board accuracy: 7.2% \n",
      "\n",
      "Epoch 459\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001316, cell accuracy: 99.4%, board accuracy: 41.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005694, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 460\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001348, cell accuracy: 99.4%, board accuracy: 40.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005717, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 461\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001392, cell accuracy: 99.4%, board accuracy: 38.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005798, cell accuracy: 97.2%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 462\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001309, cell accuracy: 99.4%, board accuracy: 42.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005721, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 463\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001319, cell accuracy: 99.4%, board accuracy: 41.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005709, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 464\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001305, cell accuracy: 99.4%, board accuracy: 42.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005650, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 465\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001369, cell accuracy: 99.4%, board accuracy: 39.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005802, cell accuracy: 97.3%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 466\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001304, cell accuracy: 99.4%, board accuracy: 42.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005734, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 467\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001331, cell accuracy: 99.4%, board accuracy: 40.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005711, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 468\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001292, cell accuracy: 99.4%, board accuracy: 42.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005710, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 469\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001288, cell accuracy: 99.4%, board accuracy: 42.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005634, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 470\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001385, cell accuracy: 99.4%, board accuracy: 38.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005835, cell accuracy: 97.2%, board accuracy: 6.2% \n",
      "\n",
      "Epoch 471\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001317, cell accuracy: 99.4%, board accuracy: 41.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005687, cell accuracy: 97.3%, board accuracy: 6.6% \n",
      "\n",
      "Epoch 472\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001310, cell accuracy: 99.4%, board accuracy: 41.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005716, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 473\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001320, cell accuracy: 99.4%, board accuracy: 41.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005753, cell accuracy: 97.3%, board accuracy: 7.2% \n",
      "\n",
      "Epoch 474\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001301, cell accuracy: 99.4%, board accuracy: 42.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005717, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 475\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001317, cell accuracy: 99.4%, board accuracy: 41.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005723, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 476\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001295, cell accuracy: 99.4%, board accuracy: 42.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005676, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 477\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001290, cell accuracy: 99.4%, board accuracy: 42.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005623, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 478\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001308, cell accuracy: 99.4%, board accuracy: 41.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005682, cell accuracy: 97.3%, board accuracy: 6.6% \n",
      "\n",
      "Epoch 479\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001298, cell accuracy: 99.4%, board accuracy: 42.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005713, cell accuracy: 97.3%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 480\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001292, cell accuracy: 99.4%, board accuracy: 42.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005694, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 481\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001253, cell accuracy: 99.4%, board accuracy: 43.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005686, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 482\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001304, cell accuracy: 99.4%, board accuracy: 41.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005775, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 483\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001307, cell accuracy: 99.4%, board accuracy: 42.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005710, cell accuracy: 97.3%, board accuracy: 6.8% \n",
      "\n",
      "Epoch 484\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001298, cell accuracy: 99.4%, board accuracy: 41.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005739, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 485\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001273, cell accuracy: 99.4%, board accuracy: 43.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005707, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 486\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001307, cell accuracy: 99.4%, board accuracy: 41.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005758, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 487\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001282, cell accuracy: 99.4%, board accuracy: 43.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005699, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 488\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001268, cell accuracy: 99.4%, board accuracy: 42.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005658, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 489\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001292, cell accuracy: 99.4%, board accuracy: 42.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005681, cell accuracy: 97.3%, board accuracy: 6.8% \n",
      "\n",
      "Epoch 490\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001306, cell accuracy: 99.4%, board accuracy: 41.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005784, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 491\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001271, cell accuracy: 99.4%, board accuracy: 42.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005685, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 492\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001272, cell accuracy: 99.4%, board accuracy: 42.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005730, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 493\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001315, cell accuracy: 99.4%, board accuracy: 40.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005778, cell accuracy: 97.3%, board accuracy: 6.5% \n",
      "\n",
      "Epoch 494\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001279, cell accuracy: 99.4%, board accuracy: 42.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005686, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 495\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001266, cell accuracy: 99.4%, board accuracy: 43.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005682, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 496\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001299, cell accuracy: 99.4%, board accuracy: 41.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005717, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 497\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001310, cell accuracy: 99.4%, board accuracy: 41.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005764, cell accuracy: 97.3%, board accuracy: 6.8% \n",
      "\n",
      "Epoch 498\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001247, cell accuracy: 99.4%, board accuracy: 44.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005635, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 499\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001276, cell accuracy: 99.4%, board accuracy: 42.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005720, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 500\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001261, cell accuracy: 99.4%, board accuracy: 43.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005692, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 501\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001302, cell accuracy: 99.4%, board accuracy: 41.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005686, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 502\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001241, cell accuracy: 99.4%, board accuracy: 43.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005694, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 503\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001275, cell accuracy: 99.4%, board accuracy: 42.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005722, cell accuracy: 97.3%, board accuracy: 6.4% \n",
      "\n",
      "Epoch 504\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001253, cell accuracy: 99.4%, board accuracy: 43.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005694, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 505\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001280, cell accuracy: 99.4%, board accuracy: 41.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005748, cell accuracy: 97.3%, board accuracy: 6.8% \n",
      "\n",
      "Epoch 506\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001252, cell accuracy: 99.4%, board accuracy: 43.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005685, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 507\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001263, cell accuracy: 99.4%, board accuracy: 43.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005730, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 508\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001237, cell accuracy: 99.4%, board accuracy: 44.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005686, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 509\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001239, cell accuracy: 99.5%, board accuracy: 44.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005701, cell accuracy: 97.3%, board accuracy: 6.4% \n",
      "\n",
      "Epoch 510\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001253, cell accuracy: 99.4%, board accuracy: 43.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005698, cell accuracy: 97.3%, board accuracy: 7.2% \n",
      "\n",
      "Epoch 511\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001240, cell accuracy: 99.4%, board accuracy: 43.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005631, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 512\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001268, cell accuracy: 99.4%, board accuracy: 42.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005729, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 513\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001248, cell accuracy: 99.4%, board accuracy: 43.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005707, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 514\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001270, cell accuracy: 99.4%, board accuracy: 42.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005728, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 515\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001239, cell accuracy: 99.4%, board accuracy: 44.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005695, cell accuracy: 97.3%, board accuracy: 7.2% \n",
      "\n",
      "Epoch 516\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001234, cell accuracy: 99.5%, board accuracy: 44.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005681, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 517\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001239, cell accuracy: 99.4%, board accuracy: 44.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005690, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 518\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001233, cell accuracy: 99.5%, board accuracy: 44.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005653, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 519\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001237, cell accuracy: 99.4%, board accuracy: 44.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005684, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 520\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001252, cell accuracy: 99.4%, board accuracy: 44.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005724, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 521\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001249, cell accuracy: 99.4%, board accuracy: 43.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005712, cell accuracy: 97.3%, board accuracy: 7.2% \n",
      "\n",
      "Epoch 522\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001252, cell accuracy: 99.4%, board accuracy: 43.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005698, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 523\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001234, cell accuracy: 99.5%, board accuracy: 44.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005653, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 524\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001213, cell accuracy: 99.5%, board accuracy: 44.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005642, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 525\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001239, cell accuracy: 99.4%, board accuracy: 44.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005741, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 526\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001224, cell accuracy: 99.5%, board accuracy: 44.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005667, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 527\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001271, cell accuracy: 99.4%, board accuracy: 42.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005713, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 528\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001208, cell accuracy: 99.5%, board accuracy: 44.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005647, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 529\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001258, cell accuracy: 99.4%, board accuracy: 43.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005708, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 530\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001244, cell accuracy: 99.4%, board accuracy: 43.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005719, cell accuracy: 97.3%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 531\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001252, cell accuracy: 99.4%, board accuracy: 43.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005720, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 532\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001278, cell accuracy: 99.4%, board accuracy: 42.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005818, cell accuracy: 97.2%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 533\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001225, cell accuracy: 99.5%, board accuracy: 45.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005708, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 534\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001259, cell accuracy: 99.4%, board accuracy: 43.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005767, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 535\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001190, cell accuracy: 99.5%, board accuracy: 45.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005592, cell accuracy: 97.4%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 536\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001203, cell accuracy: 99.5%, board accuracy: 45.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005681, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 537\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001223, cell accuracy: 99.5%, board accuracy: 44.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005704, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 538\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001190, cell accuracy: 99.5%, board accuracy: 45.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005674, cell accuracy: 97.3%, board accuracy: 7.2% \n",
      "\n",
      "Epoch 539\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001216, cell accuracy: 99.5%, board accuracy: 44.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005720, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 540\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001215, cell accuracy: 99.5%, board accuracy: 44.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005661, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 541\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001234, cell accuracy: 99.4%, board accuracy: 43.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005754, cell accuracy: 97.3%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 542\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001246, cell accuracy: 99.4%, board accuracy: 43.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005725, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 543\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001215, cell accuracy: 99.5%, board accuracy: 44.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005711, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 544\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001186, cell accuracy: 99.5%, board accuracy: 46.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005624, cell accuracy: 97.4%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 545\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001227, cell accuracy: 99.5%, board accuracy: 44.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005638, cell accuracy: 97.4%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 546\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001208, cell accuracy: 99.5%, board accuracy: 45.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005680, cell accuracy: 97.3%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 547\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001197, cell accuracy: 99.5%, board accuracy: 45.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005692, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 548\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001212, cell accuracy: 99.5%, board accuracy: 44.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005674, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 549\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001209, cell accuracy: 99.5%, board accuracy: 45.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005689, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 550\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001205, cell accuracy: 99.5%, board accuracy: 45.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005688, cell accuracy: 97.3%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 551\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001228, cell accuracy: 99.4%, board accuracy: 44.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005745, cell accuracy: 97.3%, board accuracy: 6.8% \n",
      "\n",
      "Epoch 552\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001234, cell accuracy: 99.4%, board accuracy: 43.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005717, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 553\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001176, cell accuracy: 99.5%, board accuracy: 46.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005641, cell accuracy: 97.3%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 554\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001193, cell accuracy: 99.5%, board accuracy: 45.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005699, cell accuracy: 97.3%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 555\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001210, cell accuracy: 99.5%, board accuracy: 44.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005722, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 556\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001221, cell accuracy: 99.5%, board accuracy: 44.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005725, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 557\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001177, cell accuracy: 99.5%, board accuracy: 45.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005672, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 558\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001182, cell accuracy: 99.5%, board accuracy: 45.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005678, cell accuracy: 97.3%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 559\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001187, cell accuracy: 99.5%, board accuracy: 45.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005631, cell accuracy: 97.3%, board accuracy: 7.2% \n",
      "\n",
      "Epoch 560\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001214, cell accuracy: 99.5%, board accuracy: 44.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005728, cell accuracy: 97.3%, board accuracy: 7.2% \n",
      "\n",
      "Epoch 561\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001238, cell accuracy: 99.4%, board accuracy: 43.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005715, cell accuracy: 97.3%, board accuracy: 6.7% \n",
      "\n",
      "Epoch 562\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001222, cell accuracy: 99.5%, board accuracy: 44.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005794, cell accuracy: 97.3%, board accuracy: 6.8% \n",
      "\n",
      "Epoch 563\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001195, cell accuracy: 99.5%, board accuracy: 45.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005690, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 564\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001208, cell accuracy: 99.5%, board accuracy: 44.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005683, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 565\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001229, cell accuracy: 99.4%, board accuracy: 43.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005831, cell accuracy: 97.2%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 566\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001194, cell accuracy: 99.5%, board accuracy: 45.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005673, cell accuracy: 97.3%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 567\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001192, cell accuracy: 99.5%, board accuracy: 45.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005641, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 568\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001161, cell accuracy: 99.5%, board accuracy: 46.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005620, cell accuracy: 97.4%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 569\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001186, cell accuracy: 99.5%, board accuracy: 45.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005688, cell accuracy: 97.3%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 570\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001233, cell accuracy: 99.4%, board accuracy: 42.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005711, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 571\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001188, cell accuracy: 99.5%, board accuracy: 45.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005716, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 572\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001185, cell accuracy: 99.5%, board accuracy: 45.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005652, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 573\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001200, cell accuracy: 99.5%, board accuracy: 45.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005736, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 574\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001170, cell accuracy: 99.5%, board accuracy: 46.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005633, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 575\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001175, cell accuracy: 99.5%, board accuracy: 46.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005679, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 576\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001186, cell accuracy: 99.5%, board accuracy: 45.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005695, cell accuracy: 97.3%, board accuracy: 7.2% \n",
      "\n",
      "Epoch 577\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001146, cell accuracy: 99.5%, board accuracy: 47.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005637, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 578\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001180, cell accuracy: 99.5%, board accuracy: 46.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005716, cell accuracy: 97.3%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 579\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001177, cell accuracy: 99.5%, board accuracy: 46.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005729, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 580\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001160, cell accuracy: 99.5%, board accuracy: 46.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005654, cell accuracy: 97.3%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 581\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001159, cell accuracy: 99.5%, board accuracy: 46.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005650, cell accuracy: 97.3%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 582\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001151, cell accuracy: 99.5%, board accuracy: 46.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005661, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 583\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001196, cell accuracy: 99.5%, board accuracy: 44.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005730, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 584\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001165, cell accuracy: 99.5%, board accuracy: 46.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005690, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 585\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001175, cell accuracy: 99.5%, board accuracy: 45.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005682, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 586\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001167, cell accuracy: 99.5%, board accuracy: 46.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005646, cell accuracy: 97.3%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 587\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001214, cell accuracy: 99.5%, board accuracy: 44.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005703, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 588\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001141, cell accuracy: 99.5%, board accuracy: 46.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005636, cell accuracy: 97.4%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 589\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001167, cell accuracy: 99.5%, board accuracy: 46.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005682, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 590\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001154, cell accuracy: 99.5%, board accuracy: 46.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005682, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 591\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001160, cell accuracy: 99.5%, board accuracy: 46.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005667, cell accuracy: 97.3%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 592\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001183, cell accuracy: 99.5%, board accuracy: 45.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005725, cell accuracy: 97.3%, board accuracy: 7.2% \n",
      "\n",
      "Epoch 593\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001168, cell accuracy: 99.5%, board accuracy: 45.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005678, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 594\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001143, cell accuracy: 99.5%, board accuracy: 46.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005676, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 595\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001163, cell accuracy: 99.5%, board accuracy: 46.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005733, cell accuracy: 97.3%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 596\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001141, cell accuracy: 99.5%, board accuracy: 47.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005658, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 597\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001166, cell accuracy: 99.5%, board accuracy: 45.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005718, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 598\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001151, cell accuracy: 99.5%, board accuracy: 46.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005665, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 599\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001144, cell accuracy: 99.5%, board accuracy: 47.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005633, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 600\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001164, cell accuracy: 99.5%, board accuracy: 45.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005626, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 601\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001185, cell accuracy: 99.5%, board accuracy: 45.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005725, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 602\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001155, cell accuracy: 99.5%, board accuracy: 46.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005703, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 603\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001165, cell accuracy: 99.5%, board accuracy: 46.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005653, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 604\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001160, cell accuracy: 99.5%, board accuracy: 46.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005626, cell accuracy: 97.4%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 605\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001144, cell accuracy: 99.5%, board accuracy: 47.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005660, cell accuracy: 97.3%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 606\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001177, cell accuracy: 99.5%, board accuracy: 45.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005701, cell accuracy: 97.3%, board accuracy: 7.2% \n",
      "\n",
      "Epoch 607\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001165, cell accuracy: 99.5%, board accuracy: 46.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005699, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 608\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001165, cell accuracy: 99.5%, board accuracy: 46.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005691, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 609\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001166, cell accuracy: 99.5%, board accuracy: 45.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005679, cell accuracy: 97.3%, board accuracy: 6.9% \n",
      "\n",
      "Epoch 610\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001179, cell accuracy: 99.5%, board accuracy: 45.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005703, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 611\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001158, cell accuracy: 99.5%, board accuracy: 46.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005724, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 612\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001160, cell accuracy: 99.5%, board accuracy: 46.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005687, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 613\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001170, cell accuracy: 99.5%, board accuracy: 45.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005724, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 614\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001146, cell accuracy: 99.5%, board accuracy: 46.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005676, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 615\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001147, cell accuracy: 99.5%, board accuracy: 47.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005652, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 616\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001148, cell accuracy: 99.5%, board accuracy: 46.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005700, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 617\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001149, cell accuracy: 99.5%, board accuracy: 46.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005702, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 618\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001140, cell accuracy: 99.5%, board accuracy: 47.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005642, cell accuracy: 97.4%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 619\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001165, cell accuracy: 99.5%, board accuracy: 45.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005681, cell accuracy: 97.3%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 620\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001140, cell accuracy: 99.5%, board accuracy: 47.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005687, cell accuracy: 97.3%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 621\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001142, cell accuracy: 99.5%, board accuracy: 46.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005650, cell accuracy: 97.4%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 622\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001135, cell accuracy: 99.5%, board accuracy: 47.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005626, cell accuracy: 97.4%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 623\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001133, cell accuracy: 99.5%, board accuracy: 47.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005688, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 624\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001129, cell accuracy: 99.5%, board accuracy: 47.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005601, cell accuracy: 97.4%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 625\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001127, cell accuracy: 99.5%, board accuracy: 47.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005651, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 626\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001134, cell accuracy: 99.5%, board accuracy: 47.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005674, cell accuracy: 97.3%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 627\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001124, cell accuracy: 99.5%, board accuracy: 47.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005612, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 628\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001136, cell accuracy: 99.5%, board accuracy: 46.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005654, cell accuracy: 97.3%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 629\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001154, cell accuracy: 99.5%, board accuracy: 46.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005710, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 630\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001127, cell accuracy: 99.5%, board accuracy: 47.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005696, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 631\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001173, cell accuracy: 99.5%, board accuracy: 45.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005749, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 632\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001142, cell accuracy: 99.5%, board accuracy: 47.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005712, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 633\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001208, cell accuracy: 99.5%, board accuracy: 43.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005779, cell accuracy: 97.3%, board accuracy: 7.0% \n",
      "\n",
      "Epoch 634\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001168, cell accuracy: 99.5%, board accuracy: 46.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005651, cell accuracy: 97.3%, board accuracy: 7.1% \n",
      "\n",
      "Epoch 635\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001126, cell accuracy: 99.5%, board accuracy: 47.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005649, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 636\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001116, cell accuracy: 99.5%, board accuracy: 47.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005661, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 637\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001117, cell accuracy: 99.5%, board accuracy: 47.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005678, cell accuracy: 97.3%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 638\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001141, cell accuracy: 99.5%, board accuracy: 46.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005713, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 639\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001139, cell accuracy: 99.5%, board accuracy: 46.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005657, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 640\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001116, cell accuracy: 99.5%, board accuracy: 47.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005646, cell accuracy: 97.3%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 641\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001134, cell accuracy: 99.5%, board accuracy: 46.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005691, cell accuracy: 97.3%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 642\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001118, cell accuracy: 99.5%, board accuracy: 47.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005678, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 643\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001135, cell accuracy: 99.5%, board accuracy: 47.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005701, cell accuracy: 97.3%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 644\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001096, cell accuracy: 99.5%, board accuracy: 48.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005609, cell accuracy: 97.4%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 645\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001125, cell accuracy: 99.5%, board accuracy: 47.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005670, cell accuracy: 97.3%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 646\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001103, cell accuracy: 99.5%, board accuracy: 48.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005594, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 647\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001120, cell accuracy: 99.5%, board accuracy: 47.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005614, cell accuracy: 97.4%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 648\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001144, cell accuracy: 99.5%, board accuracy: 46.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005693, cell accuracy: 97.3%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 649\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001133, cell accuracy: 99.5%, board accuracy: 46.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005638, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 650\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001124, cell accuracy: 99.5%, board accuracy: 46.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005706, cell accuracy: 97.3%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 651\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001111, cell accuracy: 99.5%, board accuracy: 48.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005682, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 652\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001126, cell accuracy: 99.5%, board accuracy: 47.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005719, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 653\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001117, cell accuracy: 99.5%, board accuracy: 47.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005706, cell accuracy: 97.3%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 654\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001102, cell accuracy: 99.5%, board accuracy: 48.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005643, cell accuracy: 97.3%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 655\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001116, cell accuracy: 99.5%, board accuracy: 48.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005666, cell accuracy: 97.3%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 656\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001110, cell accuracy: 99.5%, board accuracy: 48.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005625, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 657\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001118, cell accuracy: 99.5%, board accuracy: 47.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005671, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 658\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001109, cell accuracy: 99.5%, board accuracy: 47.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005691, cell accuracy: 97.3%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 659\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001108, cell accuracy: 99.5%, board accuracy: 48.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005630, cell accuracy: 97.4%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 660\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001131, cell accuracy: 99.5%, board accuracy: 47.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005730, cell accuracy: 97.3%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 661\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001080, cell accuracy: 99.5%, board accuracy: 49.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005619, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 662\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001131, cell accuracy: 99.5%, board accuracy: 46.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005695, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 663\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001100, cell accuracy: 99.5%, board accuracy: 47.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005662, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 664\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001110, cell accuracy: 99.5%, board accuracy: 47.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005683, cell accuracy: 97.3%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 665\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001092, cell accuracy: 99.5%, board accuracy: 48.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005641, cell accuracy: 97.3%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 666\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001098, cell accuracy: 99.5%, board accuracy: 48.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005685, cell accuracy: 97.3%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 667\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001085, cell accuracy: 99.5%, board accuracy: 48.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005630, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 668\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001091, cell accuracy: 99.5%, board accuracy: 48.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005606, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 669\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001118, cell accuracy: 99.5%, board accuracy: 47.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005685, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 670\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001098, cell accuracy: 99.5%, board accuracy: 48.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005690, cell accuracy: 97.3%, board accuracy: 7.3% \n",
      "\n",
      "Epoch 671\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001078, cell accuracy: 99.5%, board accuracy: 48.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005614, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 672\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001100, cell accuracy: 99.5%, board accuracy: 48.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005640, cell accuracy: 97.4%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 673\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001084, cell accuracy: 99.5%, board accuracy: 49.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005618, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 674\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001112, cell accuracy: 99.5%, board accuracy: 47.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005691, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 675\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001096, cell accuracy: 99.5%, board accuracy: 48.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005676, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 676\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001084, cell accuracy: 99.5%, board accuracy: 48.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005679, cell accuracy: 97.3%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 677\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001101, cell accuracy: 99.5%, board accuracy: 48.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005660, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 678\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001099, cell accuracy: 99.5%, board accuracy: 48.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005695, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 679\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001108, cell accuracy: 99.5%, board accuracy: 47.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005639, cell accuracy: 97.4%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 680\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001097, cell accuracy: 99.5%, board accuracy: 48.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005682, cell accuracy: 97.3%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 681\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001099, cell accuracy: 99.5%, board accuracy: 48.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005632, cell accuracy: 97.4%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 682\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001091, cell accuracy: 99.5%, board accuracy: 48.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005639, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 683\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001148, cell accuracy: 99.5%, board accuracy: 45.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005769, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 684\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001085, cell accuracy: 99.5%, board accuracy: 48.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005667, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 685\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001127, cell accuracy: 99.5%, board accuracy: 46.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005693, cell accuracy: 97.3%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 686\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001097, cell accuracy: 99.5%, board accuracy: 48.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005676, cell accuracy: 97.3%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 687\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001106, cell accuracy: 99.5%, board accuracy: 47.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005702, cell accuracy: 97.3%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 688\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001102, cell accuracy: 99.5%, board accuracy: 47.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005687, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 689\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001076, cell accuracy: 99.5%, board accuracy: 49.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005651, cell accuracy: 97.4%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 690\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001087, cell accuracy: 99.5%, board accuracy: 48.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005606, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 691\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001082, cell accuracy: 99.5%, board accuracy: 48.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005631, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 692\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001068, cell accuracy: 99.5%, board accuracy: 49.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005630, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 693\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001091, cell accuracy: 99.5%, board accuracy: 48.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005698, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 694\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001115, cell accuracy: 99.5%, board accuracy: 47.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005729, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 695\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001057, cell accuracy: 99.5%, board accuracy: 49.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005641, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 696\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001101, cell accuracy: 99.5%, board accuracy: 47.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005653, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 697\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001060, cell accuracy: 99.5%, board accuracy: 49.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005634, cell accuracy: 97.4%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 698\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001114, cell accuracy: 99.5%, board accuracy: 47.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005722, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 699\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001087, cell accuracy: 99.5%, board accuracy: 48.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005629, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 700\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001082, cell accuracy: 99.5%, board accuracy: 48.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005641, cell accuracy: 97.4%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 701\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001092, cell accuracy: 99.5%, board accuracy: 47.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005703, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 702\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001089, cell accuracy: 99.5%, board accuracy: 48.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005674, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 703\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001081, cell accuracy: 99.5%, board accuracy: 49.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005671, cell accuracy: 97.4%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 704\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001074, cell accuracy: 99.5%, board accuracy: 49.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005636, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 705\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001095, cell accuracy: 99.5%, board accuracy: 48.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005662, cell accuracy: 97.3%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 706\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001078, cell accuracy: 99.5%, board accuracy: 48.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005617, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 707\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001065, cell accuracy: 99.5%, board accuracy: 49.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005613, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 708\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001077, cell accuracy: 99.5%, board accuracy: 48.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005646, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 709\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001064, cell accuracy: 99.5%, board accuracy: 49.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005651, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 710\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001084, cell accuracy: 99.5%, board accuracy: 48.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005684, cell accuracy: 97.3%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 711\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001056, cell accuracy: 99.5%, board accuracy: 49.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005616, cell accuracy: 97.4%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 712\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001064, cell accuracy: 99.5%, board accuracy: 49.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005614, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 713\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001090, cell accuracy: 99.5%, board accuracy: 48.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005676, cell accuracy: 97.3%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 714\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001066, cell accuracy: 99.5%, board accuracy: 49.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005654, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 715\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001071, cell accuracy: 99.5%, board accuracy: 49.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005621, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 716\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001060, cell accuracy: 99.5%, board accuracy: 49.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005635, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 717\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001086, cell accuracy: 99.5%, board accuracy: 48.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005661, cell accuracy: 97.4%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 718\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001034, cell accuracy: 99.5%, board accuracy: 50.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005612, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 719\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001052, cell accuracy: 99.5%, board accuracy: 50.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005627, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 720\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001062, cell accuracy: 99.5%, board accuracy: 49.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005638, cell accuracy: 97.4%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 721\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001094, cell accuracy: 99.5%, board accuracy: 48.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005681, cell accuracy: 97.3%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 722\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001079, cell accuracy: 99.5%, board accuracy: 48.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005639, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 723\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001045, cell accuracy: 99.5%, board accuracy: 49.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005591, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 724\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001098, cell accuracy: 99.5%, board accuracy: 47.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005703, cell accuracy: 97.3%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 725\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001069, cell accuracy: 99.5%, board accuracy: 48.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005615, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 726\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001048, cell accuracy: 99.5%, board accuracy: 50.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005648, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 727\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001075, cell accuracy: 99.5%, board accuracy: 48.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005685, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 728\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001105, cell accuracy: 99.5%, board accuracy: 47.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005731, cell accuracy: 97.3%, board accuracy: 7.5% \n",
      "\n",
      "Epoch 729\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001075, cell accuracy: 99.5%, board accuracy: 48.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005688, cell accuracy: 97.3%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 730\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001061, cell accuracy: 99.5%, board accuracy: 49.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005648, cell accuracy: 97.4%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 731\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001046, cell accuracy: 99.5%, board accuracy: 50.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005645, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 732\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001068, cell accuracy: 99.5%, board accuracy: 49.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005618, cell accuracy: 97.4%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 733\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001077, cell accuracy: 99.5%, board accuracy: 48.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005716, cell accuracy: 97.3%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 734\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001073, cell accuracy: 99.5%, board accuracy: 48.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005658, cell accuracy: 97.4%, board accuracy: 7.4% \n",
      "\n",
      "Epoch 735\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001039, cell accuracy: 99.5%, board accuracy: 49.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005615, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 736\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001043, cell accuracy: 99.5%, board accuracy: 50.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005601, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 737\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001048, cell accuracy: 99.5%, board accuracy: 49.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005599, cell accuracy: 97.4%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 738\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001068, cell accuracy: 99.5%, board accuracy: 48.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005644, cell accuracy: 97.4%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 739\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001067, cell accuracy: 99.5%, board accuracy: 48.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005666, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 740\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001056, cell accuracy: 99.5%, board accuracy: 49.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005605, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 741\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001061, cell accuracy: 99.5%, board accuracy: 48.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005614, cell accuracy: 97.4%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 742\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001062, cell accuracy: 99.5%, board accuracy: 49.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005646, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 743\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001045, cell accuracy: 99.5%, board accuracy: 49.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005638, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 744\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001051, cell accuracy: 99.5%, board accuracy: 49.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005658, cell accuracy: 97.3%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 745\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001038, cell accuracy: 99.5%, board accuracy: 50.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005626, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 746\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001040, cell accuracy: 99.5%, board accuracy: 50.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005617, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 747\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001033, cell accuracy: 99.5%, board accuracy: 50.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005607, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 748\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001059, cell accuracy: 99.5%, board accuracy: 49.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005629, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 749\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001058, cell accuracy: 99.5%, board accuracy: 49.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005660, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 750\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001046, cell accuracy: 99.5%, board accuracy: 49.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005638, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 751\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001032, cell accuracy: 99.5%, board accuracy: 50.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005572, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 752\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001031, cell accuracy: 99.5%, board accuracy: 50.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005581, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 753\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001043, cell accuracy: 99.5%, board accuracy: 49.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005681, cell accuracy: 97.3%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 754\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001029, cell accuracy: 99.5%, board accuracy: 50.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005596, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 755\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001044, cell accuracy: 99.5%, board accuracy: 49.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005656, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 756\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001041, cell accuracy: 99.5%, board accuracy: 49.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005620, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 757\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001045, cell accuracy: 99.5%, board accuracy: 49.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005635, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 758\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001031, cell accuracy: 99.5%, board accuracy: 50.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005600, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 759\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001065, cell accuracy: 99.5%, board accuracy: 48.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005681, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 760\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001062, cell accuracy: 99.5%, board accuracy: 48.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005661, cell accuracy: 97.4%, board accuracy: 7.7% \n",
      "\n",
      "Epoch 761\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001034, cell accuracy: 99.5%, board accuracy: 50.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005639, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 762\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001042, cell accuracy: 99.5%, board accuracy: 50.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005599, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 763\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001039, cell accuracy: 99.5%, board accuracy: 50.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005616, cell accuracy: 97.4%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 764\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001038, cell accuracy: 99.5%, board accuracy: 50.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005650, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 765\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001045, cell accuracy: 99.5%, board accuracy: 49.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005621, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 766\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001023, cell accuracy: 99.5%, board accuracy: 50.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005620, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 767\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001036, cell accuracy: 99.5%, board accuracy: 50.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005665, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 768\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001024, cell accuracy: 99.5%, board accuracy: 50.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005630, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 769\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001019, cell accuracy: 99.5%, board accuracy: 50.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005609, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 770\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001043, cell accuracy: 99.5%, board accuracy: 49.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005623, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 771\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001065, cell accuracy: 99.5%, board accuracy: 49.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005702, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 772\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001014, cell accuracy: 99.5%, board accuracy: 51.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005592, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 773\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001025, cell accuracy: 99.5%, board accuracy: 50.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005602, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 774\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001038, cell accuracy: 99.5%, board accuracy: 50.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005646, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 775\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001014, cell accuracy: 99.5%, board accuracy: 51.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005568, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 776\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001037, cell accuracy: 99.5%, board accuracy: 50.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005658, cell accuracy: 97.4%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 777\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001015, cell accuracy: 99.5%, board accuracy: 51.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005579, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 778\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001010, cell accuracy: 99.6%, board accuracy: 50.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005591, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 779\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000999, cell accuracy: 99.6%, board accuracy: 51.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005584, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 780\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001026, cell accuracy: 99.5%, board accuracy: 50.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005653, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 781\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001028, cell accuracy: 99.5%, board accuracy: 50.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005648, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 782\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001030, cell accuracy: 99.5%, board accuracy: 50.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005630, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 783\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001055, cell accuracy: 99.5%, board accuracy: 48.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005646, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 784\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001010, cell accuracy: 99.6%, board accuracy: 51.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005603, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 785\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001026, cell accuracy: 99.5%, board accuracy: 50.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005645, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 786\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001028, cell accuracy: 99.5%, board accuracy: 50.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005632, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 787\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001025, cell accuracy: 99.5%, board accuracy: 50.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005649, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 788\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001051, cell accuracy: 99.5%, board accuracy: 48.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005716, cell accuracy: 97.3%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 789\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001030, cell accuracy: 99.5%, board accuracy: 50.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005594, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 790\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001013, cell accuracy: 99.5%, board accuracy: 51.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005629, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 791\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001017, cell accuracy: 99.5%, board accuracy: 50.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005622, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 792\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001064, cell accuracy: 99.5%, board accuracy: 48.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005677, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 793\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001035, cell accuracy: 99.5%, board accuracy: 50.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005660, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 794\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001002, cell accuracy: 99.6%, board accuracy: 51.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005601, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 795\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001018, cell accuracy: 99.5%, board accuracy: 50.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005600, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 796\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001010, cell accuracy: 99.6%, board accuracy: 51.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005625, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 797\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001050, cell accuracy: 99.5%, board accuracy: 49.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005682, cell accuracy: 97.3%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 798\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001044, cell accuracy: 99.5%, board accuracy: 49.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005701, cell accuracy: 97.3%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 799\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001017, cell accuracy: 99.5%, board accuracy: 50.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005641, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 800\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001004, cell accuracy: 99.6%, board accuracy: 51.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005624, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 801\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001010, cell accuracy: 99.5%, board accuracy: 51.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005627, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 802\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001032, cell accuracy: 99.5%, board accuracy: 49.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005659, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 803\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001010, cell accuracy: 99.5%, board accuracy: 50.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005634, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 804\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001004, cell accuracy: 99.6%, board accuracy: 51.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005621, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 805\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001030, cell accuracy: 99.5%, board accuracy: 50.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005640, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 806\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001025, cell accuracy: 99.5%, board accuracy: 50.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005670, cell accuracy: 97.3%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 807\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001027, cell accuracy: 99.5%, board accuracy: 50.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005677, cell accuracy: 97.3%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 808\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001030, cell accuracy: 99.5%, board accuracy: 50.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005652, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 809\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000990, cell accuracy: 99.6%, board accuracy: 51.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005542, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 810\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000984, cell accuracy: 99.6%, board accuracy: 52.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005538, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 811\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001003, cell accuracy: 99.6%, board accuracy: 51.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005579, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 812\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001002, cell accuracy: 99.6%, board accuracy: 51.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005579, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 813\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001015, cell accuracy: 99.5%, board accuracy: 50.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005650, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 814\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001043, cell accuracy: 99.5%, board accuracy: 49.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005625, cell accuracy: 97.4%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 815\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001004, cell accuracy: 99.6%, board accuracy: 51.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005617, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 816\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001040, cell accuracy: 99.5%, board accuracy: 49.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005690, cell accuracy: 97.3%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 817\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000990, cell accuracy: 99.6%, board accuracy: 51.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005561, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 818\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001016, cell accuracy: 99.5%, board accuracy: 50.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005611, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 819\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000996, cell accuracy: 99.6%, board accuracy: 51.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005537, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 820\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000998, cell accuracy: 99.6%, board accuracy: 51.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005621, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 821\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001009, cell accuracy: 99.5%, board accuracy: 50.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005616, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 822\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001003, cell accuracy: 99.6%, board accuracy: 51.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005626, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 823\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000992, cell accuracy: 99.6%, board accuracy: 51.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005588, cell accuracy: 97.4%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 824\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001006, cell accuracy: 99.6%, board accuracy: 50.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005629, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 825\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001004, cell accuracy: 99.6%, board accuracy: 51.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005622, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 826\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000995, cell accuracy: 99.6%, board accuracy: 51.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005598, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 827\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000996, cell accuracy: 99.6%, board accuracy: 51.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005614, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 828\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001007, cell accuracy: 99.5%, board accuracy: 51.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005631, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 829\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000988, cell accuracy: 99.6%, board accuracy: 51.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005552, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 830\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001008, cell accuracy: 99.6%, board accuracy: 50.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005614, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 831\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000998, cell accuracy: 99.6%, board accuracy: 51.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005627, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 832\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001020, cell accuracy: 99.5%, board accuracy: 49.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005673, cell accuracy: 97.3%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 833\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000979, cell accuracy: 99.6%, board accuracy: 52.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005568, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 834\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000995, cell accuracy: 99.6%, board accuracy: 51.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005568, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 835\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000995, cell accuracy: 99.6%, board accuracy: 51.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005640, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 836\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000982, cell accuracy: 99.6%, board accuracy: 52.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005574, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 837\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001018, cell accuracy: 99.5%, board accuracy: 50.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005640, cell accuracy: 97.4%, board accuracy: 7.9% \n",
      "\n",
      "Epoch 838\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001007, cell accuracy: 99.5%, board accuracy: 50.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005622, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 839\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000981, cell accuracy: 99.6%, board accuracy: 52.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005583, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 840\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001014, cell accuracy: 99.5%, board accuracy: 50.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005636, cell accuracy: 97.4%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 841\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001063, cell accuracy: 99.5%, board accuracy: 48.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005715, cell accuracy: 97.3%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 842\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001023, cell accuracy: 99.5%, board accuracy: 50.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005678, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 843\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001026, cell accuracy: 99.5%, board accuracy: 49.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005703, cell accuracy: 97.3%, board accuracy: 7.8% \n",
      "\n",
      "Epoch 844\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000980, cell accuracy: 99.6%, board accuracy: 52.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005583, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 845\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000994, cell accuracy: 99.6%, board accuracy: 51.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005631, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 846\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000967, cell accuracy: 99.6%, board accuracy: 52.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005551, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 847\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000976, cell accuracy: 99.6%, board accuracy: 52.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005600, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 848\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000982, cell accuracy: 99.6%, board accuracy: 52.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005606, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 849\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001019, cell accuracy: 99.5%, board accuracy: 50.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005660, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 850\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000989, cell accuracy: 99.6%, board accuracy: 52.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005645, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 851\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000986, cell accuracy: 99.6%, board accuracy: 51.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005678, cell accuracy: 97.3%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 852\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000985, cell accuracy: 99.6%, board accuracy: 51.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005620, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 853\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000990, cell accuracy: 99.6%, board accuracy: 51.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005590, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 854\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000984, cell accuracy: 99.6%, board accuracy: 51.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005604, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 855\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000985, cell accuracy: 99.6%, board accuracy: 52.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005588, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 856\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000993, cell accuracy: 99.6%, board accuracy: 51.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005628, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 857\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000991, cell accuracy: 99.6%, board accuracy: 51.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005621, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 858\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000989, cell accuracy: 99.6%, board accuracy: 51.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005606, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 859\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000989, cell accuracy: 99.6%, board accuracy: 51.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005576, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 860\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000990, cell accuracy: 99.6%, board accuracy: 51.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005638, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 861\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000973, cell accuracy: 99.6%, board accuracy: 52.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005594, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 862\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000986, cell accuracy: 99.6%, board accuracy: 51.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005638, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 863\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001018, cell accuracy: 99.5%, board accuracy: 50.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005686, cell accuracy: 97.3%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 864\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000970, cell accuracy: 99.6%, board accuracy: 52.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005592, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 865\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000984, cell accuracy: 99.6%, board accuracy: 51.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005654, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 866\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001017, cell accuracy: 99.5%, board accuracy: 50.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005689, cell accuracy: 97.3%, board accuracy: 7.6% \n",
      "\n",
      "Epoch 867\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000983, cell accuracy: 99.6%, board accuracy: 51.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005579, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 868\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000984, cell accuracy: 99.6%, board accuracy: 51.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005612, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 869\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000989, cell accuracy: 99.6%, board accuracy: 51.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005612, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 870\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000977, cell accuracy: 99.6%, board accuracy: 52.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005571, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 871\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001002, cell accuracy: 99.6%, board accuracy: 50.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005661, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 872\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000980, cell accuracy: 99.6%, board accuracy: 52.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005618, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 873\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000997, cell accuracy: 99.6%, board accuracy: 51.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005622, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 874\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000987, cell accuracy: 99.6%, board accuracy: 51.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005600, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 875\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001001, cell accuracy: 99.6%, board accuracy: 51.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005631, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 876\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000963, cell accuracy: 99.6%, board accuracy: 52.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005585, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 877\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000964, cell accuracy: 99.6%, board accuracy: 52.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005578, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 878\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000986, cell accuracy: 99.6%, board accuracy: 51.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005636, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 879\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000995, cell accuracy: 99.6%, board accuracy: 51.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005638, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 880\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000984, cell accuracy: 99.6%, board accuracy: 52.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005664, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 881\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000999, cell accuracy: 99.6%, board accuracy: 51.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005647, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 882\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000998, cell accuracy: 99.6%, board accuracy: 50.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005667, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 883\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000981, cell accuracy: 99.6%, board accuracy: 51.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005628, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 884\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000958, cell accuracy: 99.6%, board accuracy: 53.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005573, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 885\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000964, cell accuracy: 99.6%, board accuracy: 52.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005600, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 886\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001002, cell accuracy: 99.6%, board accuracy: 50.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005693, cell accuracy: 97.3%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 887\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000970, cell accuracy: 99.6%, board accuracy: 52.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005602, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 888\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000986, cell accuracy: 99.6%, board accuracy: 51.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005625, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 889\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000976, cell accuracy: 99.6%, board accuracy: 52.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005565, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 890\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000975, cell accuracy: 99.6%, board accuracy: 51.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005602, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 891\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000948, cell accuracy: 99.6%, board accuracy: 53.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005547, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 892\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000988, cell accuracy: 99.6%, board accuracy: 51.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005648, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 893\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000982, cell accuracy: 99.6%, board accuracy: 51.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005662, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 894\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000963, cell accuracy: 99.6%, board accuracy: 52.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005555, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 895\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000978, cell accuracy: 99.6%, board accuracy: 51.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005654, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 896\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000981, cell accuracy: 99.6%, board accuracy: 51.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005618, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 897\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000972, cell accuracy: 99.6%, board accuracy: 52.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005614, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 898\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000956, cell accuracy: 99.6%, board accuracy: 52.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005587, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 899\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000968, cell accuracy: 99.6%, board accuracy: 52.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005585, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 900\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000956, cell accuracy: 99.6%, board accuracy: 52.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005573, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 901\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000958, cell accuracy: 99.6%, board accuracy: 52.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005566, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 902\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000946, cell accuracy: 99.6%, board accuracy: 53.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005543, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 903\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000963, cell accuracy: 99.6%, board accuracy: 52.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005612, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 904\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000969, cell accuracy: 99.6%, board accuracy: 52.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005570, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 905\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000971, cell accuracy: 99.6%, board accuracy: 52.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005607, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 906\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000937, cell accuracy: 99.6%, board accuracy: 53.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005526, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 907\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000969, cell accuracy: 99.6%, board accuracy: 52.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005604, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 908\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000959, cell accuracy: 99.6%, board accuracy: 52.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005621, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 909\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.001003, cell accuracy: 99.5%, board accuracy: 50.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005691, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 910\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000952, cell accuracy: 99.6%, board accuracy: 53.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005614, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 911\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000956, cell accuracy: 99.6%, board accuracy: 52.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005556, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 912\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000949, cell accuracy: 99.6%, board accuracy: 53.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005604, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 913\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000972, cell accuracy: 99.6%, board accuracy: 52.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005602, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 914\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000963, cell accuracy: 99.6%, board accuracy: 52.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005649, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 915\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000948, cell accuracy: 99.6%, board accuracy: 53.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005595, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 916\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000969, cell accuracy: 99.6%, board accuracy: 52.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005591, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 917\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000970, cell accuracy: 99.6%, board accuracy: 52.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005629, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 918\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000986, cell accuracy: 99.6%, board accuracy: 51.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005694, cell accuracy: 97.3%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 919\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000945, cell accuracy: 99.6%, board accuracy: 53.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005624, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 920\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000949, cell accuracy: 99.6%, board accuracy: 53.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005579, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 921\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000975, cell accuracy: 99.6%, board accuracy: 52.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005641, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 922\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000952, cell accuracy: 99.6%, board accuracy: 52.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005596, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 923\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000962, cell accuracy: 99.6%, board accuracy: 52.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005609, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 924\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000942, cell accuracy: 99.6%, board accuracy: 53.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005591, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 925\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000955, cell accuracy: 99.6%, board accuracy: 52.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005603, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 926\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000954, cell accuracy: 99.6%, board accuracy: 52.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005568, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 927\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000957, cell accuracy: 99.6%, board accuracy: 53.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005637, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 928\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000960, cell accuracy: 99.6%, board accuracy: 52.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005586, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 929\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000949, cell accuracy: 99.6%, board accuracy: 52.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005635, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 930\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000962, cell accuracy: 99.6%, board accuracy: 52.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005605, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 931\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000956, cell accuracy: 99.6%, board accuracy: 52.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005595, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 932\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000959, cell accuracy: 99.6%, board accuracy: 52.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005586, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 933\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000955, cell accuracy: 99.6%, board accuracy: 52.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005641, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 934\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000957, cell accuracy: 99.6%, board accuracy: 52.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005591, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 935\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000967, cell accuracy: 99.6%, board accuracy: 52.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005648, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 936\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000946, cell accuracy: 99.6%, board accuracy: 53.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005594, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 937\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000948, cell accuracy: 99.6%, board accuracy: 53.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005564, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 938\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000937, cell accuracy: 99.6%, board accuracy: 53.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005604, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 939\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000927, cell accuracy: 99.6%, board accuracy: 54.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005524, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 940\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000959, cell accuracy: 99.6%, board accuracy: 52.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005596, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 941\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000935, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005587, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 942\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000932, cell accuracy: 99.6%, board accuracy: 54.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005528, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 943\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000942, cell accuracy: 99.6%, board accuracy: 53.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005568, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 944\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000949, cell accuracy: 99.6%, board accuracy: 52.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005596, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 945\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000957, cell accuracy: 99.6%, board accuracy: 52.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005594, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 946\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000935, cell accuracy: 99.6%, board accuracy: 53.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005602, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 947\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000926, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005520, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 948\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000958, cell accuracy: 99.6%, board accuracy: 52.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005566, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 949\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000948, cell accuracy: 99.6%, board accuracy: 53.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005588, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 950\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000943, cell accuracy: 99.6%, board accuracy: 53.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005635, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 951\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000954, cell accuracy: 99.6%, board accuracy: 52.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005629, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 952\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000931, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005547, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 953\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000941, cell accuracy: 99.6%, board accuracy: 53.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005570, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 954\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000944, cell accuracy: 99.6%, board accuracy: 53.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005574, cell accuracy: 97.4%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 955\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000931, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005559, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 956\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000933, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005554, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 957\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000942, cell accuracy: 99.6%, board accuracy: 53.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005573, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 958\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000942, cell accuracy: 99.6%, board accuracy: 53.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005601, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 959\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000959, cell accuracy: 99.6%, board accuracy: 52.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005624, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 960\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000926, cell accuracy: 99.6%, board accuracy: 54.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005577, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 961\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000951, cell accuracy: 99.6%, board accuracy: 52.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005664, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 962\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000937, cell accuracy: 99.6%, board accuracy: 53.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005598, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 963\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000925, cell accuracy: 99.6%, board accuracy: 54.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005555, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 964\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000927, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005598, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 965\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000942, cell accuracy: 99.6%, board accuracy: 53.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005641, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 966\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000949, cell accuracy: 99.6%, board accuracy: 53.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005628, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 967\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000942, cell accuracy: 99.6%, board accuracy: 53.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005608, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 968\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000933, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005594, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 969\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000942, cell accuracy: 99.6%, board accuracy: 53.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005591, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 970\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000924, cell accuracy: 99.6%, board accuracy: 54.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005546, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 971\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000940, cell accuracy: 99.6%, board accuracy: 53.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005610, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 972\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000954, cell accuracy: 99.6%, board accuracy: 52.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005627, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 973\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000928, cell accuracy: 99.6%, board accuracy: 53.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005601, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 974\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000912, cell accuracy: 99.6%, board accuracy: 54.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005512, cell accuracy: 97.4%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 975\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000923, cell accuracy: 99.6%, board accuracy: 54.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005549, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 976\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000929, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005575, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 977\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000931, cell accuracy: 99.6%, board accuracy: 53.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005569, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 978\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000927, cell accuracy: 99.6%, board accuracy: 53.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005564, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 979\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000949, cell accuracy: 99.6%, board accuracy: 52.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005650, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 980\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000933, cell accuracy: 99.6%, board accuracy: 53.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005624, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 981\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000931, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005596, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 982\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000923, cell accuracy: 99.6%, board accuracy: 54.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005534, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 983\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000922, cell accuracy: 99.6%, board accuracy: 54.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005583, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 984\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000931, cell accuracy: 99.6%, board accuracy: 53.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005588, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 985\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000918, cell accuracy: 99.6%, board accuracy: 54.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005537, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 986\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000918, cell accuracy: 99.6%, board accuracy: 54.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005568, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 987\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000920, cell accuracy: 99.6%, board accuracy: 54.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005591, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 988\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000955, cell accuracy: 99.6%, board accuracy: 53.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005672, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 989\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000931, cell accuracy: 99.6%, board accuracy: 53.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005579, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 990\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000941, cell accuracy: 99.6%, board accuracy: 53.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005617, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 991\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000941, cell accuracy: 99.6%, board accuracy: 53.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005576, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 992\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000931, cell accuracy: 99.6%, board accuracy: 53.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005587, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 993\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000930, cell accuracy: 99.6%, board accuracy: 53.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005574, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 994\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000921, cell accuracy: 99.6%, board accuracy: 54.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005534, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 995\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000934, cell accuracy: 99.6%, board accuracy: 53.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005579, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 996\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000929, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005558, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 997\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000931, cell accuracy: 99.6%, board accuracy: 53.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005538, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 998\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000932, cell accuracy: 99.6%, board accuracy: 53.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005576, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 999\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000932, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005608, cell accuracy: 97.4%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1000\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000921, cell accuracy: 99.6%, board accuracy: 54.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005552, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1001\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000928, cell accuracy: 99.6%, board accuracy: 53.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005607, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1002\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000925, cell accuracy: 99.6%, board accuracy: 53.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005561, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1003\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000928, cell accuracy: 99.6%, board accuracy: 53.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005587, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1004\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000912, cell accuracy: 99.6%, board accuracy: 54.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005517, cell accuracy: 97.4%, board accuracy: 9.9% \n",
      "\n",
      "Epoch 1005\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000912, cell accuracy: 99.6%, board accuracy: 54.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005568, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1006\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000926, cell accuracy: 99.6%, board accuracy: 53.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005585, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1007\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000917, cell accuracy: 99.6%, board accuracy: 54.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005563, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1008\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000928, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005568, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 1009\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000922, cell accuracy: 99.6%, board accuracy: 54.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005604, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1010\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000912, cell accuracy: 99.6%, board accuracy: 54.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005548, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1011\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000912, cell accuracy: 99.6%, board accuracy: 54.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005525, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1012\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000909, cell accuracy: 99.6%, board accuracy: 54.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005520, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1013\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000926, cell accuracy: 99.6%, board accuracy: 53.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005582, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1014\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000914, cell accuracy: 99.6%, board accuracy: 54.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005573, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1015\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000947, cell accuracy: 99.6%, board accuracy: 52.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005671, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1016\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000927, cell accuracy: 99.6%, board accuracy: 53.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005616, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1017\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000922, cell accuracy: 99.6%, board accuracy: 54.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005553, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1018\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000920, cell accuracy: 99.6%, board accuracy: 54.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005612, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1019\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000941, cell accuracy: 99.6%, board accuracy: 53.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005643, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1020\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000936, cell accuracy: 99.6%, board accuracy: 53.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005621, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 1021\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000916, cell accuracy: 99.6%, board accuracy: 54.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005572, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1022\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000903, cell accuracy: 99.6%, board accuracy: 54.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005540, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1023\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000904, cell accuracy: 99.6%, board accuracy: 54.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005572, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1024\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000904, cell accuracy: 99.6%, board accuracy: 54.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005537, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1025\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000913, cell accuracy: 99.6%, board accuracy: 54.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005555, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1026\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000891, cell accuracy: 99.6%, board accuracy: 55.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005501, cell accuracy: 97.4%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1027\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000908, cell accuracy: 99.6%, board accuracy: 54.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005582, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1028\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000914, cell accuracy: 99.6%, board accuracy: 54.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005615, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1029\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000913, cell accuracy: 99.6%, board accuracy: 54.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005553, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1030\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000915, cell accuracy: 99.6%, board accuracy: 54.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005549, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1031\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000907, cell accuracy: 99.6%, board accuracy: 54.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005556, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1032\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000913, cell accuracy: 99.6%, board accuracy: 54.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005595, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1033\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000914, cell accuracy: 99.6%, board accuracy: 54.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005570, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1034\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000920, cell accuracy: 99.6%, board accuracy: 53.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005587, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 1035\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000913, cell accuracy: 99.6%, board accuracy: 54.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005611, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 1036\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000915, cell accuracy: 99.6%, board accuracy: 54.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005654, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1037\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000916, cell accuracy: 99.6%, board accuracy: 54.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005624, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1038\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000923, cell accuracy: 99.6%, board accuracy: 53.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005638, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1039\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000902, cell accuracy: 99.6%, board accuracy: 54.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005546, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1040\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000926, cell accuracy: 99.6%, board accuracy: 53.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005616, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1041\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000921, cell accuracy: 99.6%, board accuracy: 54.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005632, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1042\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000910, cell accuracy: 99.6%, board accuracy: 54.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005581, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1043\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000925, cell accuracy: 99.6%, board accuracy: 53.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005535, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1044\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000912, cell accuracy: 99.6%, board accuracy: 54.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005526, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1045\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000922, cell accuracy: 99.6%, board accuracy: 54.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005620, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1046\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000904, cell accuracy: 99.6%, board accuracy: 54.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005575, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1047\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000904, cell accuracy: 99.6%, board accuracy: 54.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005553, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1048\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000915, cell accuracy: 99.6%, board accuracy: 54.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005583, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1049\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000902, cell accuracy: 99.6%, board accuracy: 54.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005531, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1050\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000896, cell accuracy: 99.6%, board accuracy: 55.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005534, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1051\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000920, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005533, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1052\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000905, cell accuracy: 99.6%, board accuracy: 54.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005540, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1053\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000900, cell accuracy: 99.6%, board accuracy: 54.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005549, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1054\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000931, cell accuracy: 99.6%, board accuracy: 53.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005591, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1055\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000910, cell accuracy: 99.6%, board accuracy: 54.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005581, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1056\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000893, cell accuracy: 99.6%, board accuracy: 55.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005524, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1057\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000904, cell accuracy: 99.6%, board accuracy: 54.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005512, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1058\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000896, cell accuracy: 99.6%, board accuracy: 55.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005576, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1059\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000909, cell accuracy: 99.6%, board accuracy: 54.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005540, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1060\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000894, cell accuracy: 99.6%, board accuracy: 55.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005521, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1061\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000894, cell accuracy: 99.6%, board accuracy: 55.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005531, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1062\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000916, cell accuracy: 99.6%, board accuracy: 54.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005643, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1063\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000888, cell accuracy: 99.6%, board accuracy: 55.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005557, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1064\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000906, cell accuracy: 99.6%, board accuracy: 54.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005597, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1065\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000897, cell accuracy: 99.6%, board accuracy: 54.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005597, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1066\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000905, cell accuracy: 99.6%, board accuracy: 54.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005575, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1067\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000911, cell accuracy: 99.6%, board accuracy: 54.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005526, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1068\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000896, cell accuracy: 99.6%, board accuracy: 55.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005484, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1069\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000907, cell accuracy: 99.6%, board accuracy: 54.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005555, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1070\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000894, cell accuracy: 99.6%, board accuracy: 55.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005535, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1071\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000947, cell accuracy: 99.6%, board accuracy: 52.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005568, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 1072\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000904, cell accuracy: 99.6%, board accuracy: 54.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005539, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1073\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000900, cell accuracy: 99.6%, board accuracy: 54.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005533, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1074\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000898, cell accuracy: 99.6%, board accuracy: 54.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005588, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1075\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000902, cell accuracy: 99.6%, board accuracy: 54.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005571, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1076\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000904, cell accuracy: 99.6%, board accuracy: 54.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005574, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1077\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000913, cell accuracy: 99.6%, board accuracy: 54.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005597, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1078\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000896, cell accuracy: 99.6%, board accuracy: 54.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005556, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1079\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000924, cell accuracy: 99.6%, board accuracy: 53.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005587, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1080\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000895, cell accuracy: 99.6%, board accuracy: 55.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005598, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1081\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000887, cell accuracy: 99.6%, board accuracy: 55.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005501, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1082\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000892, cell accuracy: 99.6%, board accuracy: 55.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005560, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1083\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000885, cell accuracy: 99.6%, board accuracy: 55.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005550, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1084\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000911, cell accuracy: 99.6%, board accuracy: 54.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005622, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 1085\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000899, cell accuracy: 99.6%, board accuracy: 54.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005565, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1086\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000883, cell accuracy: 99.6%, board accuracy: 55.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005525, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1087\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000896, cell accuracy: 99.6%, board accuracy: 55.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005539, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1088\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000892, cell accuracy: 99.6%, board accuracy: 55.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005543, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1089\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000907, cell accuracy: 99.6%, board accuracy: 54.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005590, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1090\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000905, cell accuracy: 99.6%, board accuracy: 54.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005605, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1091\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000888, cell accuracy: 99.6%, board accuracy: 55.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005562, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1092\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000906, cell accuracy: 99.6%, board accuracy: 54.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005599, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1093\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000899, cell accuracy: 99.6%, board accuracy: 54.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005581, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1094\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000903, cell accuracy: 99.6%, board accuracy: 54.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005620, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 1095\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000891, cell accuracy: 99.6%, board accuracy: 55.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005545, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1096\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000903, cell accuracy: 99.6%, board accuracy: 54.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005562, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1097\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000897, cell accuracy: 99.6%, board accuracy: 55.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005568, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1098\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000896, cell accuracy: 99.6%, board accuracy: 55.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005574, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1099\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000889, cell accuracy: 99.6%, board accuracy: 55.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005505, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1100\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000918, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005634, cell accuracy: 97.4%, board accuracy: 8.0% \n",
      "\n",
      "Epoch 1101\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000876, cell accuracy: 99.6%, board accuracy: 56.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005505, cell accuracy: 97.5%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1102\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000884, cell accuracy: 99.6%, board accuracy: 55.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005531, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1103\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000892, cell accuracy: 99.6%, board accuracy: 55.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005590, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1104\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000883, cell accuracy: 99.6%, board accuracy: 55.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005561, cell accuracy: 97.4%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1105\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000898, cell accuracy: 99.6%, board accuracy: 54.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005599, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 1106\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000882, cell accuracy: 99.6%, board accuracy: 55.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005548, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1107\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000895, cell accuracy: 99.6%, board accuracy: 55.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005523, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1108\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000890, cell accuracy: 99.6%, board accuracy: 55.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005622, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 1109\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000882, cell accuracy: 99.6%, board accuracy: 55.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005525, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1110\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000884, cell accuracy: 99.6%, board accuracy: 55.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005513, cell accuracy: 97.4%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1111\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000888, cell accuracy: 99.6%, board accuracy: 55.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005549, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1112\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000900, cell accuracy: 99.6%, board accuracy: 54.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005583, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1113\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000896, cell accuracy: 99.6%, board accuracy: 54.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005580, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1114\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000882, cell accuracy: 99.6%, board accuracy: 55.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005547, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1115\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000906, cell accuracy: 99.6%, board accuracy: 54.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005581, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1116\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000901, cell accuracy: 99.6%, board accuracy: 54.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005623, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1117\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000906, cell accuracy: 99.6%, board accuracy: 54.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005590, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1118\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000884, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005547, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1119\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000884, cell accuracy: 99.6%, board accuracy: 55.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005543, cell accuracy: 97.4%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1120\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000873, cell accuracy: 99.6%, board accuracy: 55.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005522, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1121\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000911, cell accuracy: 99.6%, board accuracy: 53.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005647, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1122\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000886, cell accuracy: 99.6%, board accuracy: 55.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005555, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1123\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000880, cell accuracy: 99.6%, board accuracy: 55.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005569, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1124\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000880, cell accuracy: 99.6%, board accuracy: 55.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005572, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1125\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000876, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005552, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1126\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000888, cell accuracy: 99.6%, board accuracy: 55.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005570, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1127\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000889, cell accuracy: 99.6%, board accuracy: 55.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005572, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1128\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000887, cell accuracy: 99.6%, board accuracy: 55.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005583, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1129\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000886, cell accuracy: 99.6%, board accuracy: 55.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005581, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1130\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000875, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005536, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1131\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000907, cell accuracy: 99.6%, board accuracy: 54.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005547, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1132\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000891, cell accuracy: 99.6%, board accuracy: 54.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005606, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1133\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000896, cell accuracy: 99.6%, board accuracy: 55.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005591, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1134\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000896, cell accuracy: 99.6%, board accuracy: 54.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005567, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1135\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000886, cell accuracy: 99.6%, board accuracy: 55.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005587, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1136\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000893, cell accuracy: 99.6%, board accuracy: 55.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005610, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1137\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000883, cell accuracy: 99.6%, board accuracy: 55.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005605, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1138\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000890, cell accuracy: 99.6%, board accuracy: 55.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005592, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1139\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000873, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005528, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1140\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000885, cell accuracy: 99.6%, board accuracy: 55.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005540, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1141\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000861, cell accuracy: 99.6%, board accuracy: 56.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005500, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1142\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000881, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005548, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1143\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000889, cell accuracy: 99.6%, board accuracy: 55.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005562, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1144\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000870, cell accuracy: 99.6%, board accuracy: 55.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005584, cell accuracy: 97.4%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1145\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000872, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005556, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1146\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000880, cell accuracy: 99.6%, board accuracy: 55.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005551, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1147\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000886, cell accuracy: 99.6%, board accuracy: 55.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005541, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1148\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000892, cell accuracy: 99.6%, board accuracy: 54.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005583, cell accuracy: 97.4%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1149\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000891, cell accuracy: 99.6%, board accuracy: 54.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005560, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1150\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000869, cell accuracy: 99.6%, board accuracy: 56.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005545, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1151\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000871, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005550, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1152\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000885, cell accuracy: 99.6%, board accuracy: 55.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005570, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1153\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000878, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005526, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1154\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000881, cell accuracy: 99.6%, board accuracy: 55.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005585, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1155\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000902, cell accuracy: 99.6%, board accuracy: 54.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005620, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1156\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000884, cell accuracy: 99.6%, board accuracy: 55.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005543, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1157\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000881, cell accuracy: 99.6%, board accuracy: 55.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005552, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1158\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000866, cell accuracy: 99.6%, board accuracy: 56.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005535, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1159\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000880, cell accuracy: 99.6%, board accuracy: 55.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005538, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1160\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000871, cell accuracy: 99.6%, board accuracy: 56.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005540, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1161\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000879, cell accuracy: 99.6%, board accuracy: 55.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005561, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1162\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000867, cell accuracy: 99.6%, board accuracy: 56.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005584, cell accuracy: 97.4%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1163\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000874, cell accuracy: 99.6%, board accuracy: 56.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005559, cell accuracy: 97.4%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1164\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000879, cell accuracy: 99.6%, board accuracy: 55.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005619, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1165\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000879, cell accuracy: 99.6%, board accuracy: 55.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005593, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1166\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000876, cell accuracy: 99.6%, board accuracy: 55.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005573, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1167\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000879, cell accuracy: 99.6%, board accuracy: 55.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005582, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1168\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000880, cell accuracy: 99.6%, board accuracy: 55.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005574, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1169\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000870, cell accuracy: 99.6%, board accuracy: 56.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005564, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1170\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000878, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005608, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 1171\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000896, cell accuracy: 99.6%, board accuracy: 54.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005681, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 1172\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000878, cell accuracy: 99.6%, board accuracy: 55.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005563, cell accuracy: 97.4%, board accuracy: 8.4% \n",
      "\n",
      "Epoch 1173\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000904, cell accuracy: 99.6%, board accuracy: 53.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005599, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1174\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000870, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005562, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1175\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000873, cell accuracy: 99.6%, board accuracy: 55.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005563, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1176\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000862, cell accuracy: 99.6%, board accuracy: 56.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005500, cell accuracy: 97.5%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1177\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000888, cell accuracy: 99.6%, board accuracy: 55.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005567, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1178\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000875, cell accuracy: 99.6%, board accuracy: 55.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005537, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1179\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000864, cell accuracy: 99.6%, board accuracy: 56.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005529, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1180\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000866, cell accuracy: 99.6%, board accuracy: 56.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005571, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1181\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000867, cell accuracy: 99.6%, board accuracy: 56.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005531, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1182\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000882, cell accuracy: 99.6%, board accuracy: 55.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005587, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1183\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000863, cell accuracy: 99.6%, board accuracy: 56.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005521, cell accuracy: 97.5%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1184\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000853, cell accuracy: 99.6%, board accuracy: 56.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005523, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1185\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000870, cell accuracy: 99.6%, board accuracy: 55.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005595, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1186\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000903, cell accuracy: 99.6%, board accuracy: 54.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005658, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 1187\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000873, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005607, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1188\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000872, cell accuracy: 99.6%, board accuracy: 56.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005542, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1189\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000862, cell accuracy: 99.6%, board accuracy: 56.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005507, cell accuracy: 97.5%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1190\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000856, cell accuracy: 99.6%, board accuracy: 56.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005522, cell accuracy: 97.5%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1191\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000863, cell accuracy: 99.6%, board accuracy: 56.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005590, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 1192\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000868, cell accuracy: 99.6%, board accuracy: 56.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005574, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1193\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000864, cell accuracy: 99.6%, board accuracy: 56.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005513, cell accuracy: 97.5%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1194\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000869, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005570, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1195\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000862, cell accuracy: 99.6%, board accuracy: 56.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005528, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1196\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000871, cell accuracy: 99.6%, board accuracy: 55.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005567, cell accuracy: 97.4%, board accuracy: 8.3% \n",
      "\n",
      "Epoch 1197\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000873, cell accuracy: 99.6%, board accuracy: 56.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005613, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1198\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000856, cell accuracy: 99.6%, board accuracy: 56.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005530, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1199\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000873, cell accuracy: 99.6%, board accuracy: 55.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005571, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1200\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000879, cell accuracy: 99.6%, board accuracy: 55.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005607, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1201\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000855, cell accuracy: 99.6%, board accuracy: 56.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005505, cell accuracy: 97.5%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1202\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000857, cell accuracy: 99.6%, board accuracy: 56.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005553, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1203\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000871, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005591, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1204\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000860, cell accuracy: 99.6%, board accuracy: 56.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005512, cell accuracy: 97.5%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1205\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000865, cell accuracy: 99.6%, board accuracy: 56.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005575, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1206\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000854, cell accuracy: 99.6%, board accuracy: 56.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005522, cell accuracy: 97.5%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1207\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000880, cell accuracy: 99.6%, board accuracy: 55.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005575, cell accuracy: 97.4%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1208\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000885, cell accuracy: 99.6%, board accuracy: 54.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005581, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1209\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000855, cell accuracy: 99.6%, board accuracy: 56.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005540, cell accuracy: 97.4%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1210\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000865, cell accuracy: 99.6%, board accuracy: 56.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005531, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1211\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000883, cell accuracy: 99.6%, board accuracy: 55.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005640, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 1212\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000864, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005554, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1213\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000869, cell accuracy: 99.6%, board accuracy: 55.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005593, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1214\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000866, cell accuracy: 99.6%, board accuracy: 56.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005534, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1215\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000850, cell accuracy: 99.6%, board accuracy: 56.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005511, cell accuracy: 97.5%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1216\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000865, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005537, cell accuracy: 97.4%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1217\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000851, cell accuracy: 99.6%, board accuracy: 56.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005511, cell accuracy: 97.5%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1218\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000869, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005614, cell accuracy: 97.4%, board accuracy: 8.2% \n",
      "\n",
      "Epoch 1219\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000863, cell accuracy: 99.6%, board accuracy: 56.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005623, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1220\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000863, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005589, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1221\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000855, cell accuracy: 99.6%, board accuracy: 56.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005557, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1222\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000858, cell accuracy: 99.6%, board accuracy: 56.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005558, cell accuracy: 97.4%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1223\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000847, cell accuracy: 99.6%, board accuracy: 56.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005549, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1224\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000860, cell accuracy: 99.6%, board accuracy: 56.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005570, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1225\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000850, cell accuracy: 99.6%, board accuracy: 56.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005557, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1226\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000851, cell accuracy: 99.6%, board accuracy: 56.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005519, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1227\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000883, cell accuracy: 99.6%, board accuracy: 55.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005610, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1228\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000864, cell accuracy: 99.6%, board accuracy: 56.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005557, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1229\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000841, cell accuracy: 99.6%, board accuracy: 56.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005515, cell accuracy: 97.5%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1230\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000856, cell accuracy: 99.6%, board accuracy: 56.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005579, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1231\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000862, cell accuracy: 99.6%, board accuracy: 56.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005523, cell accuracy: 97.5%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1232\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000847, cell accuracy: 99.6%, board accuracy: 56.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005524, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1233\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000854, cell accuracy: 99.6%, board accuracy: 56.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005535, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1234\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000839, cell accuracy: 99.6%, board accuracy: 57.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005492, cell accuracy: 97.5%, board accuracy: 10.2% \n",
      "\n",
      "Epoch 1235\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000845, cell accuracy: 99.6%, board accuracy: 56.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005498, cell accuracy: 97.5%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1236\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000851, cell accuracy: 99.6%, board accuracy: 56.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005547, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1237\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000848, cell accuracy: 99.6%, board accuracy: 56.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005553, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1238\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000848, cell accuracy: 99.6%, board accuracy: 56.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005556, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1239\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000850, cell accuracy: 99.6%, board accuracy: 56.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005503, cell accuracy: 97.5%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1240\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000853, cell accuracy: 99.6%, board accuracy: 56.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005530, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1241\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000842, cell accuracy: 99.6%, board accuracy: 56.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005506, cell accuracy: 97.5%, board accuracy: 10.0% \n",
      "\n",
      "Epoch 1242\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000855, cell accuracy: 99.6%, board accuracy: 56.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005521, cell accuracy: 97.5%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1243\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000853, cell accuracy: 99.6%, board accuracy: 56.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005531, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1244\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000840, cell accuracy: 99.6%, board accuracy: 57.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005491, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1245\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000872, cell accuracy: 99.6%, board accuracy: 55.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005572, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1246\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000851, cell accuracy: 99.6%, board accuracy: 56.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005508, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1247\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000856, cell accuracy: 99.6%, board accuracy: 56.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005565, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1248\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000873, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005569, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1249\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000836, cell accuracy: 99.6%, board accuracy: 57.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005462, cell accuracy: 97.5%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1250\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000851, cell accuracy: 99.6%, board accuracy: 56.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005550, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1251\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000840, cell accuracy: 99.6%, board accuracy: 57.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005532, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1252\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000851, cell accuracy: 99.6%, board accuracy: 56.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005558, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1253\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000858, cell accuracy: 99.6%, board accuracy: 56.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005590, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1254\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000842, cell accuracy: 99.6%, board accuracy: 56.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005507, cell accuracy: 97.5%, board accuracy: 10.0% \n",
      "\n",
      "Epoch 1255\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000854, cell accuracy: 99.6%, board accuracy: 56.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005563, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1256\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000857, cell accuracy: 99.6%, board accuracy: 56.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005555, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1257\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000849, cell accuracy: 99.6%, board accuracy: 56.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005583, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1258\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000864, cell accuracy: 99.6%, board accuracy: 56.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005591, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1259\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000856, cell accuracy: 99.6%, board accuracy: 56.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005602, cell accuracy: 97.4%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1260\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000849, cell accuracy: 99.6%, board accuracy: 56.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005547, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1261\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000853, cell accuracy: 99.6%, board accuracy: 56.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005564, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1262\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000864, cell accuracy: 99.6%, board accuracy: 56.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005583, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1263\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000852, cell accuracy: 99.6%, board accuracy: 56.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005533, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1264\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000856, cell accuracy: 99.6%, board accuracy: 56.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005504, cell accuracy: 97.5%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1265\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000843, cell accuracy: 99.6%, board accuracy: 56.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005541, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1266\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000840, cell accuracy: 99.6%, board accuracy: 57.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005492, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1267\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000846, cell accuracy: 99.6%, board accuracy: 56.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005520, cell accuracy: 97.5%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1268\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000847, cell accuracy: 99.6%, board accuracy: 56.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005567, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1269\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000831, cell accuracy: 99.6%, board accuracy: 57.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005546, cell accuracy: 97.4%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1270\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000845, cell accuracy: 99.6%, board accuracy: 56.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005552, cell accuracy: 97.4%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1271\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000860, cell accuracy: 99.6%, board accuracy: 56.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005578, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1272\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000838, cell accuracy: 99.6%, board accuracy: 57.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005523, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1273\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000842, cell accuracy: 99.6%, board accuracy: 57.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005535, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1274\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000853, cell accuracy: 99.6%, board accuracy: 56.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005567, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1275\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000835, cell accuracy: 99.6%, board accuracy: 57.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005500, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1276\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000860, cell accuracy: 99.6%, board accuracy: 56.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005566, cell accuracy: 97.4%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1277\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000839, cell accuracy: 99.6%, board accuracy: 56.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005513, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1278\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000836, cell accuracy: 99.6%, board accuracy: 57.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005531, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1279\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000846, cell accuracy: 99.6%, board accuracy: 56.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005548, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1280\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000838, cell accuracy: 99.6%, board accuracy: 57.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005520, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1281\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000851, cell accuracy: 99.6%, board accuracy: 56.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005602, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1282\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000846, cell accuracy: 99.6%, board accuracy: 56.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005558, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1283\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000841, cell accuracy: 99.6%, board accuracy: 56.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005548, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1284\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000833, cell accuracy: 99.6%, board accuracy: 57.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005486, cell accuracy: 97.5%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1285\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000834, cell accuracy: 99.6%, board accuracy: 57.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005482, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1286\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000845, cell accuracy: 99.6%, board accuracy: 56.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005551, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1287\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000839, cell accuracy: 99.6%, board accuracy: 56.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005558, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1288\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000866, cell accuracy: 99.6%, board accuracy: 55.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005645, cell accuracy: 97.4%, board accuracy: 8.1% \n",
      "\n",
      "Epoch 1289\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000834, cell accuracy: 99.6%, board accuracy: 57.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005508, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1290\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000831, cell accuracy: 99.6%, board accuracy: 57.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005504, cell accuracy: 97.5%, board accuracy: 10.0% \n",
      "\n",
      "Epoch 1291\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000847, cell accuracy: 99.6%, board accuracy: 56.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005528, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1292\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000860, cell accuracy: 99.6%, board accuracy: 55.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005583, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1293\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000834, cell accuracy: 99.6%, board accuracy: 57.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005525, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1294\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000837, cell accuracy: 99.6%, board accuracy: 57.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005533, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1295\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000853, cell accuracy: 99.6%, board accuracy: 56.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005556, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1296\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000834, cell accuracy: 99.6%, board accuracy: 57.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005506, cell accuracy: 97.5%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1297\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000836, cell accuracy: 99.6%, board accuracy: 57.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005592, cell accuracy: 97.4%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1298\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000824, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005497, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1299\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000827, cell accuracy: 99.6%, board accuracy: 57.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005529, cell accuracy: 97.4%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1300\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000836, cell accuracy: 99.6%, board accuracy: 57.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005567, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1301\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000839, cell accuracy: 99.6%, board accuracy: 57.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005529, cell accuracy: 97.4%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1302\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000835, cell accuracy: 99.6%, board accuracy: 57.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005566, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1303\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000846, cell accuracy: 99.6%, board accuracy: 56.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005560, cell accuracy: 97.4%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1304\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000858, cell accuracy: 99.6%, board accuracy: 56.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005576, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1305\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000841, cell accuracy: 99.6%, board accuracy: 56.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005539, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1306\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000833, cell accuracy: 99.6%, board accuracy: 57.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005510, cell accuracy: 97.5%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1307\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000851, cell accuracy: 99.6%, board accuracy: 56.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005589, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1308\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000846, cell accuracy: 99.6%, board accuracy: 56.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005573, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1309\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000843, cell accuracy: 99.6%, board accuracy: 56.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005571, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1310\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000832, cell accuracy: 99.6%, board accuracy: 57.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005533, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1311\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000830, cell accuracy: 99.6%, board accuracy: 57.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005553, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1312\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000840, cell accuracy: 99.6%, board accuracy: 56.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005574, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1313\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000838, cell accuracy: 99.6%, board accuracy: 57.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005551, cell accuracy: 97.4%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1314\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000837, cell accuracy: 99.6%, board accuracy: 56.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005506, cell accuracy: 97.5%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1315\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000833, cell accuracy: 99.6%, board accuracy: 57.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005509, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1316\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000836, cell accuracy: 99.6%, board accuracy: 57.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005572, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1317\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000828, cell accuracy: 99.6%, board accuracy: 57.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005523, cell accuracy: 97.5%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1318\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000826, cell accuracy: 99.6%, board accuracy: 57.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005519, cell accuracy: 97.5%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1319\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000849, cell accuracy: 99.6%, board accuracy: 56.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005512, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1320\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000846, cell accuracy: 99.6%, board accuracy: 56.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005523, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1321\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000832, cell accuracy: 99.6%, board accuracy: 57.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005515, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1322\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000826, cell accuracy: 99.6%, board accuracy: 57.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005510, cell accuracy: 97.5%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1323\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000847, cell accuracy: 99.6%, board accuracy: 56.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005550, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1324\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000827, cell accuracy: 99.6%, board accuracy: 57.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005499, cell accuracy: 97.5%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1325\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000842, cell accuracy: 99.6%, board accuracy: 56.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005572, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1326\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000836, cell accuracy: 99.6%, board accuracy: 57.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005510, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1327\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000818, cell accuracy: 99.6%, board accuracy: 58.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005522, cell accuracy: 97.4%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1328\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000822, cell accuracy: 99.6%, board accuracy: 57.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005510, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1329\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000834, cell accuracy: 99.6%, board accuracy: 57.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005547, cell accuracy: 97.4%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1330\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000822, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005511, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1331\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000821, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005471, cell accuracy: 97.5%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1332\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000829, cell accuracy: 99.6%, board accuracy: 57.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005498, cell accuracy: 97.5%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1333\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000814, cell accuracy: 99.6%, board accuracy: 58.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005503, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1334\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000833, cell accuracy: 99.6%, board accuracy: 57.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005539, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1335\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000847, cell accuracy: 99.6%, board accuracy: 56.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005626, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1336\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000837, cell accuracy: 99.6%, board accuracy: 56.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005542, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1337\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000820, cell accuracy: 99.6%, board accuracy: 57.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005525, cell accuracy: 97.5%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1338\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000826, cell accuracy: 99.6%, board accuracy: 57.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005512, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1339\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000821, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005527, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1340\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000847, cell accuracy: 99.6%, board accuracy: 56.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005556, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1341\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000836, cell accuracy: 99.6%, board accuracy: 57.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005570, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1342\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000835, cell accuracy: 99.6%, board accuracy: 57.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005553, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1343\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000830, cell accuracy: 99.6%, board accuracy: 57.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005539, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1344\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000825, cell accuracy: 99.6%, board accuracy: 57.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005479, cell accuracy: 97.5%, board accuracy: 10.0% \n",
      "\n",
      "Epoch 1345\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000832, cell accuracy: 99.6%, board accuracy: 57.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005541, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1346\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000853, cell accuracy: 99.6%, board accuracy: 56.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005634, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1347\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000827, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005489, cell accuracy: 97.5%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1348\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000843, cell accuracy: 99.6%, board accuracy: 56.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005592, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1349\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000839, cell accuracy: 99.6%, board accuracy: 56.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005579, cell accuracy: 97.4%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1350\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000839, cell accuracy: 99.6%, board accuracy: 57.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005585, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1351\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000817, cell accuracy: 99.6%, board accuracy: 57.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005523, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1352\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000852, cell accuracy: 99.6%, board accuracy: 56.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005560, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1353\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000835, cell accuracy: 99.6%, board accuracy: 57.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005554, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1354\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000821, cell accuracy: 99.6%, board accuracy: 57.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005519, cell accuracy: 97.5%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1355\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000818, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005526, cell accuracy: 97.5%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1356\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000822, cell accuracy: 99.6%, board accuracy: 57.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005547, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1357\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000832, cell accuracy: 99.6%, board accuracy: 57.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005557, cell accuracy: 97.4%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1358\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000831, cell accuracy: 99.6%, board accuracy: 57.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005509, cell accuracy: 97.5%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1359\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000825, cell accuracy: 99.6%, board accuracy: 57.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005532, cell accuracy: 97.4%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1360\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000822, cell accuracy: 99.6%, board accuracy: 57.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005493, cell accuracy: 97.5%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1361\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000827, cell accuracy: 99.6%, board accuracy: 57.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005499, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1362\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000828, cell accuracy: 99.6%, board accuracy: 57.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005512, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1363\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000837, cell accuracy: 99.6%, board accuracy: 56.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005600, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1364\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000817, cell accuracy: 99.6%, board accuracy: 57.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005514, cell accuracy: 97.5%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1365\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000823, cell accuracy: 99.6%, board accuracy: 57.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005482, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1366\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000829, cell accuracy: 99.6%, board accuracy: 57.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005513, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1367\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000811, cell accuracy: 99.6%, board accuracy: 58.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005477, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1368\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000829, cell accuracy: 99.6%, board accuracy: 57.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005521, cell accuracy: 97.5%, board accuracy: 9.9% \n",
      "\n",
      "Epoch 1369\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000836, cell accuracy: 99.6%, board accuracy: 56.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005547, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1370\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000822, cell accuracy: 99.6%, board accuracy: 57.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005543, cell accuracy: 97.4%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1371\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000828, cell accuracy: 99.6%, board accuracy: 57.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005560, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1372\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000821, cell accuracy: 99.6%, board accuracy: 57.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005533, cell accuracy: 97.4%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1373\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000816, cell accuracy: 99.6%, board accuracy: 58.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005503, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1374\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000812, cell accuracy: 99.6%, board accuracy: 58.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005511, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1375\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000832, cell accuracy: 99.6%, board accuracy: 57.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005557, cell accuracy: 97.4%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1376\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000830, cell accuracy: 99.6%, board accuracy: 57.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005577, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1377\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000814, cell accuracy: 99.6%, board accuracy: 57.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005507, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1378\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000828, cell accuracy: 99.6%, board accuracy: 57.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005543, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1379\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000837, cell accuracy: 99.6%, board accuracy: 57.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005553, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1380\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000829, cell accuracy: 99.6%, board accuracy: 57.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005552, cell accuracy: 97.4%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1381\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000817, cell accuracy: 99.6%, board accuracy: 57.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005503, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1382\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000821, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005506, cell accuracy: 97.5%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1383\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000822, cell accuracy: 99.6%, board accuracy: 57.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005552, cell accuracy: 97.4%, board accuracy: 9.9% \n",
      "\n",
      "Epoch 1384\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000805, cell accuracy: 99.6%, board accuracy: 58.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005458, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1385\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000827, cell accuracy: 99.6%, board accuracy: 57.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005575, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1386\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000815, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005514, cell accuracy: 97.5%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1387\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000814, cell accuracy: 99.6%, board accuracy: 57.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005528, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1388\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000808, cell accuracy: 99.6%, board accuracy: 58.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005500, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1389\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000819, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005568, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1390\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000828, cell accuracy: 99.6%, board accuracy: 57.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005552, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1391\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000819, cell accuracy: 99.6%, board accuracy: 57.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005539, cell accuracy: 97.4%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1392\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000810, cell accuracy: 99.6%, board accuracy: 58.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005540, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1393\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000826, cell accuracy: 99.6%, board accuracy: 57.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005593, cell accuracy: 97.4%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1394\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000811, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005542, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1395\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000816, cell accuracy: 99.6%, board accuracy: 57.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005537, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1396\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000810, cell accuracy: 99.6%, board accuracy: 58.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005491, cell accuracy: 97.5%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1397\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000815, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005574, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1398\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000806, cell accuracy: 99.6%, board accuracy: 58.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005504, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1399\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000808, cell accuracy: 99.6%, board accuracy: 58.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005496, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1400\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000809, cell accuracy: 99.6%, board accuracy: 58.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005548, cell accuracy: 97.5%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1401\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000808, cell accuracy: 99.6%, board accuracy: 58.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005543, cell accuracy: 97.4%, board accuracy: 8.7% \n",
      "\n",
      "Epoch 1402\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000826, cell accuracy: 99.6%, board accuracy: 57.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005570, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1403\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000807, cell accuracy: 99.6%, board accuracy: 58.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005518, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1404\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000820, cell accuracy: 99.6%, board accuracy: 57.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005547, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1405\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000804, cell accuracy: 99.6%, board accuracy: 58.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005514, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1406\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000816, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005551, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1407\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000829, cell accuracy: 99.6%, board accuracy: 57.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005567, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1408\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000806, cell accuracy: 99.6%, board accuracy: 58.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005519, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1409\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000811, cell accuracy: 99.6%, board accuracy: 58.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005513, cell accuracy: 97.5%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1410\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000808, cell accuracy: 99.6%, board accuracy: 58.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005530, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1411\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000822, cell accuracy: 99.6%, board accuracy: 57.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005598, cell accuracy: 97.4%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1412\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000802, cell accuracy: 99.6%, board accuracy: 58.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005517, cell accuracy: 97.5%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1413\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000811, cell accuracy: 99.6%, board accuracy: 58.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005567, cell accuracy: 97.4%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1414\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000808, cell accuracy: 99.6%, board accuracy: 58.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005524, cell accuracy: 97.5%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1415\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000813, cell accuracy: 99.6%, board accuracy: 57.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005497, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1416\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000816, cell accuracy: 99.6%, board accuracy: 57.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005534, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1417\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000799, cell accuracy: 99.6%, board accuracy: 58.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005519, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1418\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000798, cell accuracy: 99.6%, board accuracy: 58.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005491, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1419\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000816, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005611, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1420\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000808, cell accuracy: 99.6%, board accuracy: 58.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005545, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1421\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000814, cell accuracy: 99.6%, board accuracy: 58.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005552, cell accuracy: 97.4%, board accuracy: 9.9% \n",
      "\n",
      "Epoch 1422\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000801, cell accuracy: 99.6%, board accuracy: 58.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005505, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1423\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000810, cell accuracy: 99.6%, board accuracy: 58.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005510, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1424\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000799, cell accuracy: 99.6%, board accuracy: 58.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005502, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1425\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000809, cell accuracy: 99.6%, board accuracy: 57.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005526, cell accuracy: 97.5%, board accuracy: 8.8% \n",
      "\n",
      "Epoch 1426\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000807, cell accuracy: 99.6%, board accuracy: 58.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005537, cell accuracy: 97.4%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1427\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000801, cell accuracy: 99.6%, board accuracy: 58.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005539, cell accuracy: 97.5%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1428\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000821, cell accuracy: 99.6%, board accuracy: 57.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005608, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1429\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000800, cell accuracy: 99.6%, board accuracy: 58.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005492, cell accuracy: 97.5%, board accuracy: 10.0% \n",
      "\n",
      "Epoch 1430\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000801, cell accuracy: 99.6%, board accuracy: 58.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005501, cell accuracy: 97.5%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1431\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000804, cell accuracy: 99.6%, board accuracy: 58.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005557, cell accuracy: 97.4%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1432\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000810, cell accuracy: 99.6%, board accuracy: 58.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005543, cell accuracy: 97.5%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1433\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000806, cell accuracy: 99.6%, board accuracy: 58.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005510, cell accuracy: 97.5%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1434\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000805, cell accuracy: 99.6%, board accuracy: 58.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005517, cell accuracy: 97.5%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1435\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000798, cell accuracy: 99.6%, board accuracy: 58.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005508, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1436\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000815, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005564, cell accuracy: 97.4%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1437\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000801, cell accuracy: 99.6%, board accuracy: 58.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005536, cell accuracy: 97.5%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1438\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000815, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005518, cell accuracy: 97.5%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1439\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000804, cell accuracy: 99.6%, board accuracy: 58.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005519, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1440\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000789, cell accuracy: 99.6%, board accuracy: 59.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005449, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1441\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000821, cell accuracy: 99.6%, board accuracy: 57.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005603, cell accuracy: 97.4%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1442\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000810, cell accuracy: 99.6%, board accuracy: 58.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005481, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1443\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000803, cell accuracy: 99.6%, board accuracy: 58.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005501, cell accuracy: 97.5%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1444\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000817, cell accuracy: 99.6%, board accuracy: 57.5% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005535, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1445\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000805, cell accuracy: 99.6%, board accuracy: 58.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005513, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1446\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000799, cell accuracy: 99.6%, board accuracy: 58.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005468, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1447\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000812, cell accuracy: 99.6%, board accuracy: 57.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005553, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1448\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000795, cell accuracy: 99.6%, board accuracy: 58.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005509, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1449\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000797, cell accuracy: 99.6%, board accuracy: 58.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005512, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1450\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000806, cell accuracy: 99.6%, board accuracy: 58.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005507, cell accuracy: 97.5%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1451\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000819, cell accuracy: 99.6%, board accuracy: 57.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005514, cell accuracy: 97.5%, board accuracy: 8.5% \n",
      "\n",
      "Epoch 1452\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000805, cell accuracy: 99.6%, board accuracy: 58.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005511, cell accuracy: 97.5%, board accuracy: 9.9% \n",
      "\n",
      "Epoch 1453\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000795, cell accuracy: 99.6%, board accuracy: 58.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005512, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1454\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000808, cell accuracy: 99.6%, board accuracy: 58.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005529, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1455\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000786, cell accuracy: 99.6%, board accuracy: 59.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005467, cell accuracy: 97.5%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1456\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000801, cell accuracy: 99.6%, board accuracy: 58.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005516, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1457\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000790, cell accuracy: 99.6%, board accuracy: 59.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005453, cell accuracy: 97.5%, board accuracy: 10.0% \n",
      "\n",
      "Epoch 1458\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000815, cell accuracy: 99.6%, board accuracy: 57.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005533, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1459\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000796, cell accuracy: 99.6%, board accuracy: 58.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005517, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1460\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000827, cell accuracy: 99.6%, board accuracy: 57.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005615, cell accuracy: 97.4%, board accuracy: 9.1% \n",
      "\n",
      "Epoch 1461\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000794, cell accuracy: 99.6%, board accuracy: 58.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005486, cell accuracy: 97.5%, board accuracy: 9.9% \n",
      "\n",
      "Epoch 1462\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000800, cell accuracy: 99.6%, board accuracy: 58.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005513, cell accuracy: 97.5%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1463\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000793, cell accuracy: 99.6%, board accuracy: 58.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005521, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1464\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000792, cell accuracy: 99.6%, board accuracy: 58.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005494, cell accuracy: 97.5%, board accuracy: 10.0% \n",
      "\n",
      "Epoch 1465\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000795, cell accuracy: 99.6%, board accuracy: 58.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005512, cell accuracy: 97.5%, board accuracy: 10.0% \n",
      "\n",
      "Epoch 1466\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000813, cell accuracy: 99.6%, board accuracy: 57.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005599, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1467\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000801, cell accuracy: 99.6%, board accuracy: 58.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005535, cell accuracy: 97.4%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1468\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000795, cell accuracy: 99.6%, board accuracy: 59.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005506, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1469\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000792, cell accuracy: 99.6%, board accuracy: 58.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005491, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1470\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000791, cell accuracy: 99.6%, board accuracy: 58.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005518, cell accuracy: 97.5%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1471\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000787, cell accuracy: 99.6%, board accuracy: 59.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005512, cell accuracy: 97.5%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1472\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000803, cell accuracy: 99.6%, board accuracy: 58.2% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005533, cell accuracy: 97.5%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1473\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000793, cell accuracy: 99.6%, board accuracy: 58.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005488, cell accuracy: 97.5%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1474\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000806, cell accuracy: 99.6%, board accuracy: 58.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005534, cell accuracy: 97.4%, board accuracy: 8.6% \n",
      "\n",
      "Epoch 1475\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000795, cell accuracy: 99.6%, board accuracy: 58.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005508, cell accuracy: 97.5%, board accuracy: 9.3% \n",
      "\n",
      "Epoch 1476\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000809, cell accuracy: 99.6%, board accuracy: 58.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005527, cell accuracy: 97.5%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1477\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000798, cell accuracy: 99.6%, board accuracy: 58.3% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005522, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1478\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000800, cell accuracy: 99.6%, board accuracy: 58.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005550, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1479\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000809, cell accuracy: 99.6%, board accuracy: 57.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005515, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1480\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000795, cell accuracy: 99.6%, board accuracy: 58.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005513, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1481\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000797, cell accuracy: 99.6%, board accuracy: 58.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005521, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1482\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000787, cell accuracy: 99.6%, board accuracy: 58.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005472, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1483\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000806, cell accuracy: 99.6%, board accuracy: 57.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005482, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1484\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000784, cell accuracy: 99.6%, board accuracy: 59.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005464, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1485\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000790, cell accuracy: 99.6%, board accuracy: 58.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005544, cell accuracy: 97.5%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1486\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000805, cell accuracy: 99.6%, board accuracy: 58.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005549, cell accuracy: 97.4%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1487\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000797, cell accuracy: 99.6%, board accuracy: 58.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005537, cell accuracy: 97.5%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1488\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000785, cell accuracy: 99.6%, board accuracy: 59.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005464, cell accuracy: 97.5%, board accuracy: 10.2% \n",
      "\n",
      "Epoch 1489\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000786, cell accuracy: 99.6%, board accuracy: 58.8% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005452, cell accuracy: 97.5%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1490\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000814, cell accuracy: 99.6%, board accuracy: 57.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005586, cell accuracy: 97.4%, board accuracy: 9.0% \n",
      "\n",
      "Epoch 1491\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000807, cell accuracy: 99.6%, board accuracy: 58.0% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005545, cell accuracy: 97.4%, board accuracy: 9.5% \n",
      "\n",
      "Epoch 1492\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000786, cell accuracy: 99.6%, board accuracy: 58.9% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005488, cell accuracy: 97.5%, board accuracy: 9.7% \n",
      "\n",
      "Epoch 1493\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000796, cell accuracy: 99.6%, board accuracy: 58.6% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005511, cell accuracy: 97.5%, board accuracy: 9.4% \n",
      "\n",
      "Epoch 1494\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000793, cell accuracy: 99.6%, board accuracy: 58.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005518, cell accuracy: 97.5%, board accuracy: 9.2% \n",
      "\n",
      "Epoch 1495\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000794, cell accuracy: 99.6%, board accuracy: 58.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005540, cell accuracy: 97.4%, board accuracy: 8.9% \n",
      "\n",
      "Epoch 1496\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000795, cell accuracy: 99.6%, board accuracy: 58.7% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005499, cell accuracy: 97.5%, board accuracy: 9.6% \n",
      "\n",
      "Epoch 1497\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000799, cell accuracy: 99.6%, board accuracy: 58.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005538, cell accuracy: 97.4%, board accuracy: 9.8% \n",
      "\n",
      "Epoch 1498\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000796, cell accuracy: 99.6%, board accuracy: 58.4% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005527, cell accuracy: 97.5%, board accuracy: 9.9% \n",
      "\n",
      "Epoch 1499\n",
      "-------------------------------\n",
      "train error: \n",
      " G loss: 0.000781, cell accuracy: 99.6%, board accuracy: 59.1% \n",
      "\n",
      "test error: \n",
      " G loss: 0.005487, cell accuracy: 97.5%, board accuracy: 9.3% \n",
      "\n",
      "Done!\n"
     ]
    }
   ],
   "source": [
    "gen = train(\n",
    "    run_name=\"more_indep_data\",\n",
    "    gen_factory=lambda: GameganGenerator(leak=0.2).to(device),\n",
    "    epochs=1500\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stats for event type 'Drop':\n",
      "  Cell accuracy (train): 99.74%\n",
      "  Cell accuracy (test): 97.36%\n",
      "  Board accuracy (train): 65.98%\n",
      "  Board accuracy (test): 8.01%\n",
      "\n",
      "Stats for event type 'Left':\n",
      "  Cell accuracy (train): 99.70%\n",
      "  Cell accuracy (test): 97.88%\n",
      "  Board accuracy (train): 62.89%\n",
      "  Board accuracy (test): 14.37%\n",
      "\n",
      "Stats for event type 'Right':\n",
      "  Cell accuracy (train): 99.71%\n",
      "  Cell accuracy (test): 98.03%\n",
      "  Board accuracy (train): 63.71%\n",
      "  Board accuracy (test): 16.04%\n",
      "\n",
      "Stats for event type 'Rotate':\n",
      "  Cell accuracy (train): 99.48%\n",
      "  Cell accuracy (test): 97.50%\n",
      "  Board accuracy (train): 40.34%\n",
      "  Board accuracy (test): 4.42%\n",
      "\n",
      "Stats for event type 'Insta-drop':\n",
      "  Cell accuracy (train): 99.12%\n",
      "  Cell accuracy (test): 96.16%\n",
      "  Board accuracy (train): 26.61%\n",
      "  Board accuracy (test): 0.00%\n",
      "\n"
     ]
    }
   ],
   "source": [
    "cell_accuracies_train = compute_metric_by_event(metrics.CellAccuracy, train_dataloader)\n",
    "cell_accuracies_test = compute_metric_by_event(metrics.CellAccuracy, test_dataloader)\n",
    "board_accuracies_train = compute_metric_by_event(metrics.BoardAccuracy, train_dataloader)\n",
    "board_accuracies_test = compute_metric_by_event(metrics.BoardAccuracy, test_dataloader)\n",
    "\n",
    "for event_type in range(NUM_EVENT_TYPES):\n",
    "    print(f\"Stats for event type '{EVENT_NAMES[event_type]}':\")\n",
    "    print(f\"  Cell accuracy (train): {cell_accuracies_train[event_type]:.2%}\")\n",
    "    print(f\"  Cell accuracy (test): {cell_accuracies_test[event_type]:.2%}\")\n",
    "    print(f\"  Board accuracy (train): {board_accuracies_train[event_type]:.2%}\")\n",
    "    print(f\"  Board accuracy (test): {board_accuracies_test[event_type]:.2%}\")\n",
    "    print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_prediction(example):\n",
    "    (b, e), y = example\n",
    "    pred = gen(b.to(device).unsqueeze(0), e.to(device).unsqueeze(0)).squeeze(0).cpu()\n",
    "    b, e, y, pred = b.argmax(0), e.argmax(0), y.argmax(0), pred.argmax(0)\n",
    "\n",
    "    fig, axs = plt.subplots(1, 3)\n",
    "    fig.suptitle(f\"Prediction vs reality\\nEvent = {EVENT_NAMES[e]}\")\n",
    "\n",
    "    for ax in axs:\n",
    "        ax.xaxis.set_visible(False)\n",
    "        ax.yaxis.set_visible(False)\n",
    "\n",
    "    axs[0].set_title(\"Input\")\n",
    "    axs[1].set_title(\"Predicted\")\n",
    "    axs[2].set_title(\"Reality\")\n",
    "\n",
    "    num_mistakes = (y != pred).type(torch.int).sum().item()\n",
    "    print(f\"Mistakes: {num_mistakes}\")\n",
    "    axs[0].imshow(render_board(b).transpose((1, 2, 0)), vmin=0, vmax=1)\n",
    "    axs[1].imshow(render_board(pred).transpose((1, 2, 0)), vmin=0, vmax=1)\n",
    "    axs[2].imshow(render_board(y).transpose((1, 2, 0)), vmin=0, vmax=1)\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Showing prediction for training example 5476\n",
      "Mistakes: 0\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show a random training prediction vs reality\n",
    "import random\n",
    "\n",
    "idx = random.randrange(len(train_dataset))\n",
    "print(f\"Showing prediction for training example {idx}\")\n",
    "show_prediction(train_dataset[idx])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.save(gen.state_dict(), \"gamegan_emulator.pth\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.7"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}