AirfoilVAE_opt.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Optimized Variational Auto-Encoder (VAE) for Airfoil Shape Optimization\n",
    "Variational autoencoder defined by:  \n",
    "- 198 input coordinates  \n",
    "- 4 latent variables  \n",
    "- Symmetric [466, 167, 234] MLP architecture  \n",
    "- k = 5e-6 for the loss function  \n",
    "\n",
    "Training parameters:\n",
    "- Batch size = 32  \n",
    "- Epochs = 5000  \n",
    "- Optimizer = Adam (default)\n",
    "- Uses the whole dataset, not just training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import dependencies\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "\n",
    "import torch\n",
    "from torch import nn\n",
    "from torch.utils.data import DataLoader\n",
    "from torch.nn import functional as F\n",
    "from matplotlib import rc\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from AirfoilVAE import AirfoilVAE\n",
    "from compute_fid import compute_fid\n",
    "\n",
    "\n",
    "plt.style.use('seaborn-whitegrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using cuda device\n",
      "CUDA version: 11.1\n"
     ]
    }
   ],
   "source": [
    "# Library options\n",
    "pd.options.mode.chained_assignment = None  # default='warn'\n",
    "rc('font',**{'family':'sans-serif','sans-serif':['Helvetica']})\n",
    "rc('font',**{'family':'serif','serif':['Palatino']})\n",
    "rc('text', usetex=True)\n",
    "\n",
    "# Get CPU or GPU device for NN\n",
    "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "print(f\"Using {device} device\")\n",
    "print(f\"CUDA version: {torch.version.cuda}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Parameters\n",
    "batch_size = 256\n",
    "epochs = 5000\n",
    "kld_weight_coef = 5e-6\n",
    "hidden_dims = [466, 167, 234]\n",
    "latent_dim = 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Helper functions\n",
    "def airfoil_plot(airfoil_coords, linestyle=None, fig=None, label=None, title=None, spacing='cosine', n_points=198):\n",
    "    \"\"\"\n",
    "    Returns a plot of an airfoil. Used to visualize output of the optimizer. \n",
    "    Assumes 15 points for upper surface and 15 points for lower surface, with cosine spacing.\n",
    "    NOTE: This function should be edited depending on the database.\n",
    "    Inputs:\n",
    "        - airfoil_coords: pandas DataFrame with airfoil coordinates and other parameters\n",
    "    Outputs:\n",
    "        - Plot of airfoil shape\n",
    "    \"\"\"\n",
    "    if fig==None:\n",
    "        fig = plt.subplot2grid((1,3), (0,0), colspan = 3)\n",
    "    \n",
    "    # X coordinates\n",
    "    points_per_surf = int(n_points/2)\n",
    "    if spacing == 'cosine':\n",
    "        x = list(reversed([0.5*(1-np.cos(ang)) for ang in np.linspace(0,np.pi,points_per_surf+2)]))\n",
    "        aux_x = list([0.5*(1-np.cos(ang)) for ang in np.linspace(0,np.pi,points_per_surf+2)[1:points_per_surf+1]])\n",
    "        [x.append(i) for i in aux_x]\n",
    "        x.append(1)\n",
    "\n",
    "    elif spacing == 'linear':\n",
    "        x = list(reversed(list(np.linspace(0,1,points_per_surf+2))))\n",
    "        aux_x = list(list(np.linspace(0,1,points_per_surf+2)[1:points_per_surf+1]))\n",
    "        [x.append(i) for i in aux_x]\n",
    "        x.append(1)    \n",
    "\n",
    "    # Y coordinates\n",
    "    y = []\n",
    "    origin = (airfoil_coords.iloc[0][0]+airfoil_coords.iloc[0][points_per_surf])/2\n",
    "    y.append(0)\n",
    "    [y.append(j) for j in airfoil_coords.iloc[0][0:points_per_surf].values.tolist()]\n",
    "    y.append(origin)\n",
    "    #aux_y = list(reversed(airfoil_coords.iloc[points_per_surf:n_points].values.tolist()))\n",
    "    aux_y = list(airfoil_coords.iloc[0][points_per_surf:n_points].values.tolist())\n",
    "    [y.append(k) for k in aux_y]\n",
    "    y.append(0)\n",
    "\n",
    "    # Airfoil plot\n",
    "    if linestyle is not None:\n",
    "        fig.plot(x, y, label = label, color='black', linestyle=linestyle)\n",
    "    else:\n",
    "        fig.plot(x, y, label = label)\n",
    "    fig.set_xlim([-0.1,1.1])\n",
    "    fig.set_ylim([-0.2,0.3])\n",
    "    fig.set_ylabel('$y/c$')\n",
    "    fig.set_xlabel('$x/c$') \n",
    "    if title is not None:\n",
    "        fig.set_title(title, fontsize=16)\n",
    "    else:\n",
    "        fig.set_title('Airfoil plot', fontsize=16)\n",
    "    fig.legend(frameon=True)\n",
    "    if fig==None:\n",
    "        plt.show()\n",
    "    return\n",
    "\n",
    "\n",
    "def torch_test_split(X, y = None, test_size=0.2, seed=1234):\n",
    "    \"\"\"\n",
    "    Returns a train and test set in PyTorch tensor format from a numpy array dataset.\n",
    "    Inputs:\n",
    "        - X: numpy array with input data. Each row is a training/testing sample and each column is a feature.\n",
    "        - y: numpy array with output data. Each row is a training/testing sample and each column is an output.\n",
    "        - test_size: proportion of the dataset to be used as test set.\n",
    "        - seed: random seed for reproducibility.\n",
    "    Outputs:\n",
    "        - training_data: PyTorch tensor with training data.\n",
    "        - test_data: PyTorch tensor with test data.\n",
    "    \"\"\"\n",
    "    X_train_0, X_test_0, y_train_0, y_test_0 = train_test_split(X, y, test_size=test_size, random_state=seed)\n",
    "    X_train = torch.from_numpy(X_train_0).float()\n",
    "    X_test = torch.from_numpy(X_test_0).float()\n",
    "    y_train = torch.from_numpy(y_train_0).float()\n",
    "    y_test = torch.from_numpy(y_test_0).float()\n",
    "    training_data = []\n",
    "    testing_data = []\n",
    "    for i in range(len(X_train)):\n",
    "        training_data.append((X_train[i], y_train[i]))\n",
    "    for i in range(len(X_test)):\n",
    "        testing_data.append((X_test[i], y_test[i]))\n",
    "    return training_data, testing_data\n",
    "\n",
    "def normalize_data (data, scaler):\n",
    "    \"\"\"\n",
    "    Normalizes neural network inputs and outputs.\n",
    "    Inputs:\n",
    "        - data: data to be normalized. [np.array / pd.DataFrame]\n",
    "        - scaler: pre-fitted scaler object.\n",
    "    Outputs:\n",
    "        - normalized data. [pd.DataFrame]\n",
    "    \"\"\"\n",
    "    if type(data) == pd.DataFrame:\n",
    "        data = data.to_numpy().reshape(-1,scaler.n_features_in_)\n",
    "    elif type(data) == np.ndarray:\n",
    "        data = data.reshape(-1,scaler.n_features_in_)\n",
    "    else:\n",
    "        raise(TypeError('Input data must be either a pd.DataFrame or a np.ndarray'))\n",
    "    norm_data = pd.DataFrame(data = scaler.transform(data), columns = scaler.feature_names_in_)\n",
    "    return norm_data\n",
    "\n",
    "def denormalize_data (data, scaler):\n",
    "    \"\"\"\n",
    "    Denormalizes neural network inputs and outputs.\n",
    "    Inputs:\n",
    "        - data: data to be denormalized. [np.array / pd.DataFrame]\n",
    "        - scaler: pre-fitted scaler object.\n",
    "    Outputs:\n",
    "        - denormalized data. [pd.DataFrame]\n",
    "    \"\"\"\n",
    "    if type(data) == pd.DataFrame:\n",
    "        data = data.to_numpy().reshape(-1,scaler.n_features_in_)\n",
    "    elif type(data) == np.ndarray:\n",
    "        data = data.reshape(-1,scaler.n_features_in_)\n",
    "    else:\n",
    "        raise(TypeError('Input data must be either a pd.DataFrame or a np.ndarray'))\n",
    "    denorm_data = pd.DataFrame(data = scaler.inverse_transform(data), columns = scaler.feature_names_in_)\n",
    "    return denorm_data\n",
    "\n",
    "def init_weights(m):\n",
    "    \"\"\"\n",
    "    Resets all the weights in a given model. Uses a normal distribution with varying standard deviation for each weight depending on the layer type.\n",
    "    To be applied to a PyTorch model object as model.apply(init_weights).\n",
    "    Obtained from: https://stackoverflow.com/questions/64699434/reset-model-parameters-and-weights-of-a-network-pytorch-for-cross-validation\n",
    "    \"\"\"\n",
    "    if isinstance(m, nn.Embedding):\n",
    "        nn.init.normal_(m.weight, mean=0.0, std=0.1) ## or simply use your layer.reset_parameters()\n",
    "    if isinstance(m, nn.Linear):\n",
    "        nn.init.normal_(m.weight, mean=0.0, std=np.sqrt(1 / m.in_features))\n",
    "        if m.bias is not None: \n",
    "            nn.init.zeros_(m.bias)\n",
    "    if isinstance(m, nn.Conv1d):\n",
    "            nn.init.normal_(m.weight, mean=0.0, std=np.sqrt(4 / m.in_channels))\n",
    "            if m.bias is not None: \n",
    "                nn.init.zeros_(m.bias)\n",
    "                \n",
    "def train(dataloader, model, loss_fn, optimizer, loss_output = None, recon_output = None, kld_output = None, mse_output = None, weight = 1):\n",
    "    size = len(dataloader.dataset)\n",
    "    model.train()\n",
    "    batchnum = len(dataloader)\n",
    "    for batch, (X, y) in enumerate(dataloader):\n",
    "        X, y = X.to(device), y.to(device)\n",
    "\n",
    "        # Compute prediction error\n",
    "        pred = model(X)\n",
    "        loss = loss_fn(pred, weight = weight)\n",
    "\n",
    "        # Backpropagation\n",
    "        optimizer.zero_grad()\n",
    "        loss['loss'].backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        if batch % 10 == 0:\n",
    "            losspr, current = loss['loss'].item(), batch * len(X)\n",
    "            print(f\"loss: {losspr:>7f}  [{current:>5d}/{size:>5d}]\")\n",
    "        elif batch == batchnum-1:\n",
    "            losspr = loss['loss'].item()\n",
    "            print(f\"loss: {losspr:>7f}  [{size:>5d}/{size:>5d}]\")\n",
    "            \n",
    "    if loss_output is not None:\n",
    "        try:\n",
    "            loss_output.append(loss['loss'].item())\n",
    "            recon_output.append(loss['recon_loss'].item())\n",
    "            kld_output.append(loss['kl_loss'].item())\n",
    "            mse_output.append(loss['mse_loss'].item())\n",
    "        except:\n",
    "            pass\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of airfoil coordinates: 198\n",
      "Shape of X [N, C, H, W]: torch.Size([256, 198]) torch.float32\n",
      "Shape of y: torch.Size([256, 198]) torch.float32\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Roman\\anaconda3\\envs\\pytorch19\\lib\\site-packages\\sklearn\\base.py:450: UserWarning: X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# Define input dataset (.csv) name and path\n",
    "data_folder = './data/'\n",
    "dataset_name = 'NACA4Digit_Dataset15Point.csv'\n",
    "dataset_name = 'UIUC_dataset_198p.csv'\n",
    "\n",
    "# Import dataset\n",
    "airfoil_df = pd.read_csv(data_folder + dataset_name)\n",
    "try:\n",
    "    airfoil_df = airfoil_df.drop('Unnamed: 0', axis=1)    # Remove first column, counter\n",
    "except: pass\n",
    "num_coords = int(sum([1 for col in airfoil_df if col.startswith('y')]))\n",
    "print(f'Number of airfoil coordinates: {num_coords}')\n",
    "airfoil_df = airfoil_df.drop_duplicates(subset=['yU_1'], keep='first')    # Remove duplicate airfoil coordinates\n",
    "\n",
    "airfoil_df.head()\n",
    "\n",
    "# Data scaler fitting\n",
    "scaler = MinMaxScaler()\n",
    "scaler.fit(airfoil_df)\n",
    "\n",
    "# Assemble a DataFrame with all the minimum and maximum values of each column\n",
    "# For normalization and de-normalization. Gives an idea of the bounds.\n",
    "scaler_bounds = pd.DataFrame(data = np.stack([scaler.feature_names_in_, scaler.data_min_, scaler.data_max_], axis=1), columns=['property', 'min', 'max'])\n",
    "\n",
    "# Data normalization\n",
    "airfoil_df_norm = normalize_data(airfoil_df, scaler)\n",
    "\n",
    "# Input and \"output\" features\n",
    "# Input and output features are both the same for this dataset.\n",
    "try:\n",
    "    X = airfoil_df_norm.drop(['Cl', 'Cd', 'Cm', 'ReynoldsNumber', 'MachNumber', 'alpha'], axis=1).values\n",
    "except: \n",
    "    X = airfoil_df_norm.values\n",
    "\n",
    "# Data tensors\n",
    "training_data, test_data  = torch_test_split(X, X, test_size=1)\n",
    "\n",
    "train_dataloader = DataLoader(training_data, batch_size=batch_size)\n",
    "\n",
    "for X, y in train_dataloader:\n",
    "    print(f\"Shape of X [N, C, H, W]: {X.shape} {y.dtype}\")\n",
    "    print(f\"Shape of y: {y.shape} {y.dtype}\")\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert the scaler bounds variable to a dictionary for use with the sampler\n",
    "convert = False\n",
    "\n",
    "if convert is True:\n",
    "    scaler_dict = {}\n",
    "    for key in scaler_bounds['property']:\n",
    "        min = scaler_bounds[scaler_bounds['property'] == key]['min'].values[0]\n",
    "        max = scaler_bounds[scaler_bounds['property'] == key]['max'].values[0]\n",
    "        scaler_dict[key] = {'min': min, 'max': max}\n",
    "\n",
    "    with open('scaler_dict.json', 'w') as fp:\n",
    "        json.dump(scaler_dict, fp, indent=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AirfoilVAE(\n",
      "  (encoder): Sequential(\n",
      "    (0): Linear(in_features=198, out_features=466, bias=True)\n",
      "    (1): ELU(alpha=1.0)\n",
      "    (2): Sequential(\n",
      "      (0): Linear(in_features=466, out_features=167, bias=True)\n",
      "      (1): ELU(alpha=1.0)\n",
      "    )\n",
      "    (3): Sequential(\n",
      "      (0): Linear(in_features=167, out_features=234, bias=True)\n",
      "      (1): ELU(alpha=1.0)\n",
      "    )\n",
      "  )\n",
      "  (fc_mu): Linear(in_features=234, out_features=4, bias=True)\n",
      "  (fc_var): Linear(in_features=234, out_features=4, bias=True)\n",
      "  (decoder_input): Linear(in_features=4, out_features=234, bias=True)\n",
      "  (decoder): Sequential(\n",
      "    (0): Sequential(\n",
      "      (0): Linear(in_features=234, out_features=167, bias=True)\n",
      "      (1): ELU(alpha=1.0)\n",
      "    )\n",
      "    (1): Sequential(\n",
      "      (0): Linear(in_features=167, out_features=466, bias=True)\n",
      "      (1): ELU(alpha=1.0)\n",
      "    )\n",
      "    (2): Linear(in_features=466, out_features=198, bias=True)\n",
      "  )\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "# Define model - AirfoilVAE\n",
    "in_channels = num_coords\n",
    "\n",
    "model = AirfoilVAE(in_channels = in_channels,\n",
    "                   latent_dim = latent_dim,\n",
    "                   hidden_dims = hidden_dims).to(device)\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=0.0005, betas=(0.9, 0.999), eps=1e-08, weight_decay=0)\n",
    "print(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1\n",
      "-------------------------------\n",
      "loss: 0.317977  [    0/ 1426]\n",
      "loss: 0.179473  [ 1426/ 1426]\n",
      "Epoch 2\n",
      "-------------------------------\n",
      "loss: 0.125832  [    0/ 1426]\n",
      "loss: 0.053540  [ 1426/ 1426]\n",
      "Epoch 3\n",
      "-------------------------------\n",
      "loss: 0.027604  [    0/ 1426]\n",
      "loss: 0.028419  [ 1426/ 1426]\n",
      "Epoch 4\n",
      "-------------------------------\n",
      "loss: 0.025121  [    0/ 1426]\n",
      "loss: 0.016239  [ 1426/ 1426]\n",
      "Epoch 5\n",
      "-------------------------------\n",
      "loss: 0.012968  [    0/ 1426]\n",
      "loss: 0.012191  [ 1426/ 1426]\n",
      "Epoch 6\n",
      "-------------------------------\n",
      "loss: 0.008015  [    0/ 1426]\n",
      "loss: 0.012428  [ 1426/ 1426]\n",
      "Epoch 7\n",
      "-------------------------------\n",
      "loss: 0.008757  [    0/ 1426]\n",
      "loss: 0.010624  [ 1426/ 1426]\n",
      "Epoch 8\n",
      "-------------------------------\n",
      "loss: 0.007313  [    0/ 1426]\n",
      "loss: 0.009523  [ 1426/ 1426]\n",
      "Epoch 9\n",
      "-------------------------------\n",
      "loss: 0.006222  [    0/ 1426]\n",
      "loss: 0.009415  [ 1426/ 1426]\n",
      "Epoch 10\n",
      "-------------------------------\n",
      "loss: 0.006153  [    0/ 1426]\n",
      "loss: 0.009294  [ 1426/ 1426]\n",
      "Epoch 11\n",
      "-------------------------------\n",
      "loss: 0.006253  [    0/ 1426]\n",
      "loss: 0.009109  [ 1426/ 1426]\n",
      "Epoch 12\n",
      "-------------------------------\n",
      "loss: 0.005845  [    0/ 1426]\n",
      "loss: 0.009058  [ 1426/ 1426]\n",
      "Epoch 13\n",
      "-------------------------------\n",
      "loss: 0.005815  [    0/ 1426]\n",
      "loss: 0.009270  [ 1426/ 1426]\n",
      "Epoch 14\n",
      "-------------------------------\n",
      "loss: 0.005832  [    0/ 1426]\n",
      "loss: 0.008992  [ 1426/ 1426]\n",
      "Epoch 15\n",
      "-------------------------------\n",
      "loss: 0.005770  [    0/ 1426]\n",
      "loss: 0.008800  [ 1426/ 1426]\n",
      "Epoch 16\n",
      "-------------------------------\n",
      "loss: 0.005724  [    0/ 1426]\n",
      "loss: 0.008855  [ 1426/ 1426]\n",
      "Epoch 17\n",
      "-------------------------------\n",
      "loss: 0.005635  [    0/ 1426]\n",
      "loss: 0.008744  [ 1426/ 1426]\n",
      "Epoch 18\n",
      "-------------------------------\n",
      "loss: 0.005659  [    0/ 1426]\n",
      "loss: 0.008417  [ 1426/ 1426]\n",
      "Epoch 19\n",
      "-------------------------------\n",
      "loss: 0.005592  [    0/ 1426]\n",
      "loss: 0.008595  [ 1426/ 1426]\n",
      "Epoch 20\n",
      "-------------------------------\n",
      "loss: 0.005462  [    0/ 1426]\n",
      "loss: 0.007920  [ 1426/ 1426]\n",
      "Epoch 21\n",
      "-------------------------------\n",
      "loss: 0.005419  [    0/ 1426]\n",
      "loss: 0.007729  [ 1426/ 1426]\n",
      "Epoch 22\n",
      "-------------------------------\n",
      "loss: 0.005358  [    0/ 1426]\n",
      "loss: 0.007445  [ 1426/ 1426]\n",
      "Epoch 23\n",
      "-------------------------------\n",
      "loss: 0.005092  [    0/ 1426]\n",
      "loss: 0.006759  [ 1426/ 1426]\n",
      "Epoch 24\n",
      "-------------------------------\n",
      "loss: 0.004789  [    0/ 1426]\n",
      "loss: 0.006095  [ 1426/ 1426]\n",
      "Epoch 25\n",
      "-------------------------------\n",
      "loss: 0.004261  [    0/ 1426]\n",
      "loss: 0.005293  [ 1426/ 1426]\n",
      "Epoch 26\n",
      "-------------------------------\n",
      "loss: 0.003393  [    0/ 1426]\n",
      "loss: 0.004289  [ 1426/ 1426]\n",
      "Epoch 27\n",
      "-------------------------------\n",
      "loss: 0.002816  [    0/ 1426]\n",
      "loss: 0.003511  [ 1426/ 1426]\n",
      "Epoch 28\n",
      "-------------------------------\n",
      "loss: 0.002908  [    0/ 1426]\n",
      "loss: 0.003245  [ 1426/ 1426]\n",
      "Epoch 29\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 78\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 80\n",
      "-------------------------------\n",
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      "Epoch 81\n",
      "-------------------------------\n",
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      "Epoch 82\n",
      "-------------------------------\n",
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      "Epoch 83\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 85\n",
      "-------------------------------\n",
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      "Epoch 86\n",
      "-------------------------------\n",
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      "Epoch 87\n",
      "-------------------------------\n",
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      "Epoch 88\n",
      "-------------------------------\n",
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      "Epoch 89\n",
      "-------------------------------\n",
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      "Epoch 90\n",
      "-------------------------------\n",
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      "Epoch 91\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 93\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 96\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 157\n",
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      "-------------------------------\n",
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      "Epoch 159\n",
      "-------------------------------\n",
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      "Epoch 160\n",
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      "Epoch 161\n",
      "-------------------------------\n",
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      "Epoch 162\n",
      "-------------------------------\n",
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      "Epoch 163\n",
      "-------------------------------\n",
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      "Epoch 164\n",
      "-------------------------------\n",
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      "Epoch 165\n",
      "-------------------------------\n",
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      "Epoch 166\n",
      "-------------------------------\n",
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      "Epoch 167\n",
      "-------------------------------\n",
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      "Epoch 168\n",
      "-------------------------------\n",
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      "Epoch 169\n",
      "-------------------------------\n",
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      "Epoch 170\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 208\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 211\n",
      "-------------------------------\n",
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      "Epoch 212\n",
      "-------------------------------\n",
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      "Epoch 213\n",
      "-------------------------------\n",
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      "Epoch 214\n",
      "-------------------------------\n",
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      "Epoch 215\n",
      "-------------------------------\n",
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      "Epoch 216\n",
      "-------------------------------\n",
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      "Epoch 217\n",
      "-------------------------------\n",
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      "Epoch 218\n",
      "-------------------------------\n",
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      "Epoch 219\n",
      "-------------------------------\n",
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      "Epoch 220\n",
      "-------------------------------\n",
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      "Epoch 221\n",
      "-------------------------------\n",
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      "Epoch 222\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 224\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 228\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 230\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 235\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 237\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 240\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 270\n",
      "-------------------------------\n",
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      "Epoch 271\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 274\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 277\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 280\n",
      "-------------------------------\n",
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      "Epoch 281\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 283\n",
      "-------------------------------\n",
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      "Epoch 284\n",
      "-------------------------------\n",
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      "Epoch 285\n",
      "-------------------------------\n",
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      "Epoch 286\n",
      "-------------------------------\n",
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      "Epoch 287\n",
      "-------------------------------\n",
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      "Epoch 288\n",
      "-------------------------------\n",
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      "Epoch 289\n",
      "-------------------------------\n",
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      "Epoch 290\n",
      "-------------------------------\n",
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      "Epoch 291\n",
      "-------------------------------\n",
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      "Epoch 292\n",
      "-------------------------------\n",
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      "Epoch 293\n",
      "-------------------------------\n",
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      "Epoch 294\n",
      "-------------------------------\n",
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      "Epoch 295\n",
      "-------------------------------\n",
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      "Epoch 296\n",
      "-------------------------------\n",
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      "Epoch 297\n",
      "-------------------------------\n",
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      "loss: 0.000528  [ 1426/ 1426]\n",
      "Epoch 298\n",
      "-------------------------------\n",
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      "Epoch 299\n",
      "-------------------------------\n",
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      "loss: 0.000515  [ 1426/ 1426]\n",
      "Epoch 300\n",
      "-------------------------------\n",
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      "loss: 0.000501  [ 1426/ 1426]\n",
      "Epoch 301\n",
      "-------------------------------\n",
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      "Epoch 302\n",
      "-------------------------------\n",
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      "loss: 0.000498  [ 1426/ 1426]\n",
      "Epoch 303\n",
      "-------------------------------\n",
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      "Epoch 304\n",
      "-------------------------------\n",
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      "Epoch 305\n",
      "-------------------------------\n",
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      "loss: 0.000501  [ 1426/ 1426]\n",
      "Epoch 306\n",
      "-------------------------------\n",
      "loss: 0.000606  [    0/ 1426]\n",
      "loss: 0.000494  [ 1426/ 1426]\n",
      "Epoch 307\n",
      "-------------------------------\n",
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      "loss: 0.000501  [ 1426/ 1426]\n",
      "Epoch 308\n",
      "-------------------------------\n",
      "loss: 0.000603  [    0/ 1426]\n",
      "loss: 0.000494  [ 1426/ 1426]\n",
      "Epoch 309\n",
      "-------------------------------\n",
      "loss: 0.000600  [    0/ 1426]\n",
      "loss: 0.000494  [ 1426/ 1426]\n",
      "Epoch 310\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 336\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 339\n",
      "-------------------------------\n",
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      "Epoch 340\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 349\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 351\n",
      "-------------------------------\n",
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      "Epoch 352\n",
      "-------------------------------\n",
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      "Epoch 353\n",
      "-------------------------------\n",
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      "Epoch 354\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 356\n",
      "-------------------------------\n",
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      "Epoch 357\n",
      "-------------------------------\n",
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      "Epoch 358\n",
      "-------------------------------\n",
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      "Epoch 359\n",
      "-------------------------------\n",
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      "Epoch 360\n",
      "-------------------------------\n",
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      "Epoch 361\n",
      "-------------------------------\n",
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      "Epoch 362\n",
      "-------------------------------\n",
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      "Epoch 363\n",
      "-------------------------------\n",
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      "Epoch 364\n",
      "-------------------------------\n",
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      "Epoch 365\n",
      "-------------------------------\n",
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      "Epoch 366\n",
      "-------------------------------\n",
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      "Epoch 367\n",
      "-------------------------------\n",
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      "Epoch 368\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 370\n",
      "-------------------------------\n",
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      "Epoch 371\n",
      "-------------------------------\n",
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      "Epoch 372\n",
      "-------------------------------\n",
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      "Epoch 373\n",
      "-------------------------------\n",
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      "Epoch 374\n",
      "-------------------------------\n",
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      "Epoch 375\n",
      "-------------------------------\n",
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      "Epoch 376\n",
      "-------------------------------\n",
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      "Epoch 377\n",
      "-------------------------------\n",
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      "Epoch 378\n",
      "-------------------------------\n",
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      "Epoch 379\n",
      "-------------------------------\n",
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      "Epoch 380\n",
      "-------------------------------\n",
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      "Epoch 381\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 383\n",
      "-------------------------------\n",
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      "Epoch 384\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 387\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 390\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 395\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 401\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 406\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 409\n",
      "-------------------------------\n",
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      "Epoch 410\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 413\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 415\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 418\n",
      "-------------------------------\n",
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      "Epoch 419\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 421\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 427\n",
      "-------------------------------\n",
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      "Epoch 428\n",
      "-------------------------------\n",
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      "Epoch 429\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 431\n",
      "-------------------------------\n",
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      "Epoch 432\n",
      "-------------------------------\n",
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      "Epoch 433\n",
      "-------------------------------\n",
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      "Epoch 434\n",
      "-------------------------------\n",
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      "loss: 0.000516  [ 1426/ 1426]\n",
      "Epoch 435\n",
      "-------------------------------\n",
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      "loss: 0.000512  [ 1426/ 1426]\n",
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      "-------------------------------\n",
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      "loss: 0.000540  [ 1426/ 1426]\n",
      "Epoch 437\n",
      "-------------------------------\n",
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      "loss: 0.000509  [ 1426/ 1426]\n",
      "Epoch 438\n",
      "-------------------------------\n",
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      "Epoch 439\n",
      "-------------------------------\n",
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      "loss: 0.000508  [ 1426/ 1426]\n",
      "Epoch 440\n",
      "-------------------------------\n",
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      "loss: 0.000501  [ 1426/ 1426]\n",
      "Epoch 441\n",
      "-------------------------------\n",
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      "loss: 0.000518  [ 1426/ 1426]\n",
      "Epoch 442\n",
      "-------------------------------\n",
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      "loss: 0.000529  [ 1426/ 1426]\n",
      "Epoch 443\n",
      "-------------------------------\n",
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      "loss: 0.000494  [ 1426/ 1426]\n",
      "Epoch 444\n",
      "-------------------------------\n",
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      "Epoch 445\n",
      "-------------------------------\n",
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      "loss: 0.000499  [ 1426/ 1426]\n",
      "Epoch 446\n",
      "-------------------------------\n",
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      "loss: 0.000538  [ 1426/ 1426]\n",
      "Epoch 447\n",
      "-------------------------------\n",
      "loss: 0.000599  [    0/ 1426]\n",
      "loss: 0.000604  [ 1426/ 1426]\n",
      "Epoch 448\n",
      "-------------------------------\n",
      "loss: 0.000667  [    0/ 1426]\n",
      "loss: 0.000604  [ 1426/ 1426]\n",
      "Epoch 449\n",
      "-------------------------------\n",
      "loss: 0.000605  [    0/ 1426]\n",
      "loss: 0.000540  [ 1426/ 1426]\n",
      "Epoch 450\n",
      "-------------------------------\n",
      "loss: 0.000565  [    0/ 1426]\n",
      "loss: 0.000534  [ 1426/ 1426]\n",
      "Epoch 451\n",
      "-------------------------------\n",
      "loss: 0.000591  [    0/ 1426]\n",
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      "Epoch 452\n",
      "-------------------------------\n",
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      "Epoch 453\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 455\n",
      "-------------------------------\n",
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      "Epoch 456\n",
      "-------------------------------\n",
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      "Epoch 457\n",
      "-------------------------------\n",
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      "Epoch 458\n",
      "-------------------------------\n",
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      "Epoch 459\n",
      "-------------------------------\n",
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      "Epoch 460\n",
      "-------------------------------\n",
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      "Epoch 461\n",
      "-------------------------------\n",
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      "Epoch 462\n",
      "-------------------------------\n",
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      "Epoch 463\n",
      "-------------------------------\n",
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      "Epoch 464\n",
      "-------------------------------\n",
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      "Epoch 465\n",
      "-------------------------------\n",
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      "Epoch 466\n",
      "-------------------------------\n",
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      "Epoch 467\n",
      "-------------------------------\n",
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      "Epoch 468\n",
      "-------------------------------\n",
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      "Epoch 469\n",
      "-------------------------------\n",
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      "Epoch 470\n",
      "-------------------------------\n",
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      "Epoch 471\n",
      "-------------------------------\n",
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      "Epoch 472\n",
      "-------------------------------\n",
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      "Epoch 473\n",
      "-------------------------------\n",
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      "Epoch 474\n",
      "-------------------------------\n",
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      "Epoch 475\n",
      "-------------------------------\n",
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      "Epoch 476\n",
      "-------------------------------\n",
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      "Epoch 477\n",
      "-------------------------------\n",
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      "Epoch 478\n",
      "-------------------------------\n",
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      "Epoch 479\n",
      "-------------------------------\n",
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      "Epoch 480\n",
      "-------------------------------\n",
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      "Epoch 481\n",
      "-------------------------------\n",
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      "Epoch 482\n",
      "-------------------------------\n",
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      "Epoch 483\n",
      "-------------------------------\n",
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      "Epoch 484\n",
      "-------------------------------\n",
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      "Epoch 485\n",
      "-------------------------------\n",
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      "Epoch 486\n",
      "-------------------------------\n",
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      "Epoch 487\n",
      "-------------------------------\n",
      "loss: 0.000535  [    0/ 1426]\n",
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      "Epoch 488\n",
      "-------------------------------\n",
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      "Epoch 489\n",
      "-------------------------------\n",
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      "Epoch 490\n",
      "-------------------------------\n",
      "loss: 0.000535  [    0/ 1426]\n",
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      "Epoch 491\n",
      "-------------------------------\n",
      "loss: 0.000541  [    0/ 1426]\n",
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      "Epoch 492\n",
      "-------------------------------\n",
      "loss: 0.000793  [    0/ 1426]\n",
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      "Epoch 493\n",
      "-------------------------------\n",
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      "Epoch 494\n",
      "-------------------------------\n",
      "loss: 0.000590  [    0/ 1426]\n",
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      "Epoch 495\n",
      "-------------------------------\n",
      "loss: 0.000620  [    0/ 1426]\n",
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      "Epoch 496\n",
      "-------------------------------\n",
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      "Epoch 497\n",
      "-------------------------------\n",
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      "Epoch 498\n",
      "-------------------------------\n",
      "loss: 0.000554  [    0/ 1426]\n",
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      "Epoch 499\n",
      "-------------------------------\n",
      "loss: 0.000540  [    0/ 1426]\n",
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      "Epoch 500\n",
      "-------------------------------\n",
      "loss: 0.000537  [    0/ 1426]\n",
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      "Epoch 501\n",
      "-------------------------------\n",
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      "Epoch 502\n",
      "-------------------------------\n",
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      "Epoch 503\n",
      "-------------------------------\n",
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      "Epoch 504\n",
      "-------------------------------\n",
      "loss: 0.000536  [    0/ 1426]\n",
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      "Epoch 505\n",
      "-------------------------------\n",
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      "Epoch 506\n",
      "-------------------------------\n",
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      "Epoch 507\n",
      "-------------------------------\n",
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      "Epoch 508\n",
      "-------------------------------\n",
      "loss: 0.000539  [    0/ 1426]\n",
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      "Epoch 509\n",
      "-------------------------------\n",
      "loss: 0.000538  [    0/ 1426]\n",
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      "Epoch 510\n",
      "-------------------------------\n",
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      "Epoch 511\n",
      "-------------------------------\n",
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      "Epoch 512\n",
      "-------------------------------\n",
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      "Epoch 513\n",
      "-------------------------------\n",
      "loss: 0.000534  [    0/ 1426]\n",
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      "Epoch 514\n",
      "-------------------------------\n",
      "loss: 0.000530  [    0/ 1426]\n",
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      "Epoch 515\n",
      "-------------------------------\n",
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      "Epoch 516\n",
      "-------------------------------\n",
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      "Epoch 517\n",
      "-------------------------------\n",
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      "Epoch 518\n",
      "-------------------------------\n",
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      "Epoch 519\n",
      "-------------------------------\n",
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      "Epoch 520\n",
      "-------------------------------\n",
      "loss: 0.000559  [    0/ 1426]\n",
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      "Epoch 521\n",
      "-------------------------------\n",
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      "Epoch 522\n",
      "-------------------------------\n",
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      "Epoch 523\n",
      "-------------------------------\n",
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      "Epoch 524\n",
      "-------------------------------\n",
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      "Epoch 525\n",
      "-------------------------------\n",
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      "Epoch 526\n",
      "-------------------------------\n",
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      "Epoch 527\n",
      "-------------------------------\n",
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      "Epoch 528\n",
      "-------------------------------\n",
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      "Epoch 529\n",
      "-------------------------------\n",
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      "Epoch 530\n",
      "-------------------------------\n",
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      "Epoch 531\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 533\n",
      "-------------------------------\n",
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      "Epoch 534\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 539\n",
      "-------------------------------\n",
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      "Epoch 540\n",
      "-------------------------------\n",
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      "Epoch 541\n",
      "-------------------------------\n",
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      "Epoch 542\n",
      "-------------------------------\n",
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      "Epoch 543\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 545\n",
      "-------------------------------\n",
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      "Epoch 546\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 548\n",
      "-------------------------------\n",
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      "Epoch 549\n",
      "-------------------------------\n",
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      "Epoch 550\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 552\n",
      "-------------------------------\n",
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      "Epoch 553\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 555\n",
      "-------------------------------\n",
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      "Epoch 556\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 558\n",
      "-------------------------------\n",
      "loss: 0.000647  [    0/ 1426]\n",
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      "Epoch 559\n",
      "-------------------------------\n",
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      "Epoch 560\n",
      "-------------------------------\n",
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      "Epoch 561\n",
      "-------------------------------\n",
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      "Epoch 562\n",
      "-------------------------------\n",
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      "Epoch 563\n",
      "-------------------------------\n",
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      "Epoch 564\n",
      "-------------------------------\n",
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      "Epoch 565\n",
      "-------------------------------\n",
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      "Epoch 566\n",
      "-------------------------------\n",
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      "Epoch 567\n",
      "-------------------------------\n",
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      "Epoch 568\n",
      "-------------------------------\n",
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      "Epoch 569\n",
      "-------------------------------\n",
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      "Epoch 570\n",
      "-------------------------------\n",
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      "Epoch 571\n",
      "-------------------------------\n",
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      "Epoch 572\n",
      "-------------------------------\n",
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      "Epoch 573\n",
      "-------------------------------\n",
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      "Epoch 574\n",
      "-------------------------------\n",
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      "Epoch 575\n",
      "-------------------------------\n",
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      "Epoch 576\n",
      "-------------------------------\n",
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      "Epoch 577\n",
      "-------------------------------\n",
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      "loss: 0.001031  [ 1426/ 1426]\n",
      "Epoch 578\n",
      "-------------------------------\n",
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      "loss: 0.000956  [ 1426/ 1426]\n",
      "Epoch 579\n",
      "-------------------------------\n",
      "loss: 0.000934  [    0/ 1426]\n",
      "loss: 0.000704  [ 1426/ 1426]\n",
      "Epoch 580\n",
      "-------------------------------\n",
      "loss: 0.000775  [    0/ 1426]\n",
      "loss: 0.000610  [ 1426/ 1426]\n",
      "Epoch 581\n",
      "-------------------------------\n",
      "loss: 0.000705  [    0/ 1426]\n",
      "loss: 0.000587  [ 1426/ 1426]\n",
      "Epoch 582\n",
      "-------------------------------\n",
      "loss: 0.000654  [    0/ 1426]\n",
      "loss: 0.000537  [ 1426/ 1426]\n",
      "Epoch 583\n",
      "-------------------------------\n",
      "loss: 0.000615  [    0/ 1426]\n",
      "loss: 0.000534  [ 1426/ 1426]\n",
      "Epoch 584\n",
      "-------------------------------\n",
      "loss: 0.000594  [    0/ 1426]\n",
      "loss: 0.000506  [ 1426/ 1426]\n",
      "Epoch 585\n",
      "-------------------------------\n",
      "loss: 0.000581  [    0/ 1426]\n",
      "loss: 0.000498  [ 1426/ 1426]\n",
      "Epoch 586\n",
      "-------------------------------\n",
      "loss: 0.000560  [    0/ 1426]\n",
      "loss: 0.000494  [ 1426/ 1426]\n",
      "Epoch 587\n",
      "-------------------------------\n",
      "loss: 0.000543  [    0/ 1426]\n",
      "loss: 0.000474  [ 1426/ 1426]\n",
      "Epoch 588\n",
      "-------------------------------\n",
      "loss: 0.000529  [    0/ 1426]\n",
      "loss: 0.000457  [ 1426/ 1426]\n",
      "Epoch 589\n",
      "-------------------------------\n",
      "loss: 0.000517  [    0/ 1426]\n",
      "loss: 0.000444  [ 1426/ 1426]\n",
      "Epoch 590\n",
      "-------------------------------\n",
      "loss: 0.000502  [    0/ 1426]\n",
      "loss: 0.000431  [ 1426/ 1426]\n",
      "Epoch 591\n",
      "-------------------------------\n",
      "loss: 0.000498  [    0/ 1426]\n",
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      "Epoch 592\n",
      "-------------------------------\n",
      "loss: 0.000478  [    0/ 1426]\n",
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      "Epoch 593\n",
      "-------------------------------\n",
      "loss: 0.000456  [    0/ 1426]\n",
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      "Epoch 594\n",
      "-------------------------------\n",
      "loss: 0.000442  [    0/ 1426]\n",
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      "Epoch 595\n",
      "-------------------------------\n",
      "loss: 0.000434  [    0/ 1426]\n",
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      "Epoch 596\n",
      "-------------------------------\n",
      "loss: 0.000421  [    0/ 1426]\n",
      "loss: 0.000395  [ 1426/ 1426]\n",
      "Epoch 597\n",
      "-------------------------------\n",
      "loss: 0.000443  [    0/ 1426]\n",
      "loss: 0.000367  [ 1426/ 1426]\n",
      "Epoch 598\n",
      "-------------------------------\n",
      "loss: 0.000414  [    0/ 1426]\n",
      "loss: 0.000361  [ 1426/ 1426]\n",
      "Epoch 599\n",
      "-------------------------------\n",
      "loss: 0.000408  [    0/ 1426]\n",
      "loss: 0.000373  [ 1426/ 1426]\n",
      "Epoch 600\n",
      "-------------------------------\n",
      "loss: 0.000437  [    0/ 1426]\n",
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      "Epoch 601\n",
      "-------------------------------\n",
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      "loss: 0.000411  [ 1426/ 1426]\n",
      "Epoch 602\n",
      "-------------------------------\n",
      "loss: 0.000439  [    0/ 1426]\n",
      "loss: 0.000356  [ 1426/ 1426]\n",
      "Epoch 603\n",
      "-------------------------------\n",
      "loss: 0.000408  [    0/ 1426]\n",
      "loss: 0.000372  [ 1426/ 1426]\n",
      "Epoch 604\n",
      "-------------------------------\n",
      "loss: 0.000409  [    0/ 1426]\n",
      "loss: 0.000364  [ 1426/ 1426]\n",
      "Epoch 605\n",
      "-------------------------------\n",
      "loss: 0.000397  [    0/ 1426]\n",
      "loss: 0.000346  [ 1426/ 1426]\n",
      "Epoch 606\n",
      "-------------------------------\n",
      "loss: 0.000406  [    0/ 1426]\n",
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      "Epoch 607\n",
      "-------------------------------\n",
      "loss: 0.000408  [    0/ 1426]\n",
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      "Epoch 608\n",
      "-------------------------------\n",
      "loss: 0.000390  [    0/ 1426]\n",
      "loss: 0.000348  [ 1426/ 1426]\n",
      "Epoch 609\n",
      "-------------------------------\n",
      "loss: 0.000385  [    0/ 1426]\n",
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      "Epoch 610\n",
      "-------------------------------\n",
      "loss: 0.000386  [    0/ 1426]\n",
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      "Epoch 611\n",
      "-------------------------------\n",
      "loss: 0.000383  [    0/ 1426]\n",
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      "Epoch 612\n",
      "-------------------------------\n",
      "loss: 0.000381  [    0/ 1426]\n",
      "loss: 0.000341  [ 1426/ 1426]\n",
      "Epoch 613\n",
      "-------------------------------\n",
      "loss: 0.000392  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 614\n",
      "-------------------------------\n",
      "loss: 0.000392  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 615\n",
      "-------------------------------\n",
      "loss: 0.000391  [    0/ 1426]\n",
      "loss: 0.000340  [ 1426/ 1426]\n",
      "Epoch 616\n",
      "-------------------------------\n",
      "loss: 0.000397  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 617\n",
      "-------------------------------\n",
      "loss: 0.000394  [    0/ 1426]\n",
      "loss: 0.000340  [ 1426/ 1426]\n",
      "Epoch 618\n",
      "-------------------------------\n",
      "loss: 0.000384  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 619\n",
      "-------------------------------\n",
      "loss: 0.000387  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 620\n",
      "-------------------------------\n",
      "loss: 0.000389  [    0/ 1426]\n",
      "loss: 0.000342  [ 1426/ 1426]\n",
      "Epoch 621\n",
      "-------------------------------\n",
      "loss: 0.000395  [    0/ 1426]\n",
      "loss: 0.000358  [ 1426/ 1426]\n",
      "Epoch 622\n",
      "-------------------------------\n",
      "loss: 0.000395  [    0/ 1426]\n",
      "loss: 0.000367  [ 1426/ 1426]\n",
      "Epoch 623\n",
      "-------------------------------\n",
      "loss: 0.000394  [    0/ 1426]\n",
      "loss: 0.000381  [ 1426/ 1426]\n",
      "Epoch 624\n",
      "-------------------------------\n",
      "loss: 0.000397  [    0/ 1426]\n",
      "loss: 0.000379  [ 1426/ 1426]\n",
      "Epoch 625\n",
      "-------------------------------\n",
      "loss: 0.000389  [    0/ 1426]\n",
      "loss: 0.000413  [ 1426/ 1426]\n",
      "Epoch 626\n",
      "-------------------------------\n",
      "loss: 0.000387  [    0/ 1426]\n",
      "loss: 0.000435  [ 1426/ 1426]\n",
      "Epoch 627\n",
      "-------------------------------\n",
      "loss: 0.000394  [    0/ 1426]\n",
      "loss: 0.000476  [ 1426/ 1426]\n",
      "Epoch 628\n",
      "-------------------------------\n",
      "loss: 0.000375  [    0/ 1426]\n",
      "loss: 0.000451  [ 1426/ 1426]\n",
      "Epoch 629\n",
      "-------------------------------\n",
      "loss: 0.000384  [    0/ 1426]\n",
      "loss: 0.000512  [ 1426/ 1426]\n",
      "Epoch 630\n",
      "-------------------------------\n",
      "loss: 0.000399  [    0/ 1426]\n",
      "loss: 0.000494  [ 1426/ 1426]\n",
      "Epoch 631\n",
      "-------------------------------\n",
      "loss: 0.000398  [    0/ 1426]\n",
      "loss: 0.000558  [ 1426/ 1426]\n",
      "Epoch 632\n",
      "-------------------------------\n",
      "loss: 0.000491  [    0/ 1426]\n",
      "loss: 0.000473  [ 1426/ 1426]\n",
      "Epoch 633\n",
      "-------------------------------\n",
      "loss: 0.000429  [    0/ 1426]\n",
      "loss: 0.000440  [ 1426/ 1426]\n",
      "Epoch 634\n",
      "-------------------------------\n",
      "loss: 0.000399  [    0/ 1426]\n",
      "loss: 0.000359  [ 1426/ 1426]\n",
      "Epoch 635\n",
      "-------------------------------\n",
      "loss: 0.000394  [    0/ 1426]\n",
      "loss: 0.000343  [ 1426/ 1426]\n",
      "Epoch 636\n",
      "-------------------------------\n",
      "loss: 0.000402  [    0/ 1426]\n",
      "loss: 0.000338  [ 1426/ 1426]\n",
      "Epoch 637\n",
      "-------------------------------\n",
      "loss: 0.000384  [    0/ 1426]\n",
      "loss: 0.000340  [ 1426/ 1426]\n",
      "Epoch 638\n",
      "-------------------------------\n",
      "loss: 0.000387  [    0/ 1426]\n",
      "loss: 0.000341  [ 1426/ 1426]\n",
      "Epoch 639\n",
      "-------------------------------\n",
      "loss: 0.000383  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 640\n",
      "-------------------------------\n",
      "loss: 0.000379  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 641\n",
      "-------------------------------\n",
      "loss: 0.000371  [    0/ 1426]\n",
      "loss: 0.000360  [ 1426/ 1426]\n",
      "Epoch 642\n",
      "-------------------------------\n",
      "loss: 0.000412  [    0/ 1426]\n",
      "loss: 0.000343  [ 1426/ 1426]\n",
      "Epoch 643\n",
      "-------------------------------\n",
      "loss: 0.000371  [    0/ 1426]\n",
      "loss: 0.000353  [ 1426/ 1426]\n",
      "Epoch 644\n",
      "-------------------------------\n",
      "loss: 0.000384  [    0/ 1426]\n",
      "loss: 0.000331  [ 1426/ 1426]\n",
      "Epoch 645\n",
      "-------------------------------\n",
      "loss: 0.000374  [    0/ 1426]\n",
      "loss: 0.000338  [ 1426/ 1426]\n",
      "Epoch 646\n",
      "-------------------------------\n",
      "loss: 0.000371  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 647\n",
      "-------------------------------\n",
      "loss: 0.000382  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 648\n",
      "-------------------------------\n",
      "loss: 0.000386  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 649\n",
      "-------------------------------\n",
      "loss: 0.000366  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 650\n",
      "-------------------------------\n",
      "loss: 0.000367  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 651\n",
      "-------------------------------\n",
      "loss: 0.000371  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 652\n",
      "-------------------------------\n",
      "loss: 0.000378  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 653\n",
      "-------------------------------\n",
      "loss: 0.000369  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 654\n",
      "-------------------------------\n",
      "loss: 0.000377  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 655\n",
      "-------------------------------\n",
      "loss: 0.000379  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 656\n",
      "-------------------------------\n",
      "loss: 0.000378  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 657\n",
      "-------------------------------\n",
      "loss: 0.000371  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 658\n",
      "-------------------------------\n",
      "loss: 0.000366  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 659\n",
      "-------------------------------\n",
      "loss: 0.000369  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 660\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 661\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 662\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 663\n",
      "-------------------------------\n",
      "loss: 0.000367  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 664\n",
      "-------------------------------\n",
      "loss: 0.000375  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 665\n",
      "-------------------------------\n",
      "loss: 0.000366  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 666\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 667\n",
      "-------------------------------\n",
      "loss: 0.000358  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 668\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 669\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 670\n",
      "-------------------------------\n",
      "loss: 0.000361  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 671\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 672\n",
      "-------------------------------\n",
      "loss: 0.000356  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 673\n",
      "-------------------------------\n",
      "loss: 0.000356  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 674\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 675\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 676\n",
      "-------------------------------\n",
      "loss: 0.000366  [    0/ 1426]\n",
      "loss: 0.000346  [ 1426/ 1426]\n",
      "Epoch 677\n",
      "-------------------------------\n",
      "loss: 0.000362  [    0/ 1426]\n",
      "loss: 0.000351  [ 1426/ 1426]\n",
      "Epoch 678\n",
      "-------------------------------\n",
      "loss: 0.000384  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 679\n",
      "-------------------------------\n",
      "loss: 0.000356  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 680\n",
      "-------------------------------\n",
      "loss: 0.000356  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 681\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 682\n",
      "-------------------------------\n",
      "loss: 0.000356  [    0/ 1426]\n",
      "loss: 0.000359  [ 1426/ 1426]\n",
      "Epoch 683\n",
      "-------------------------------\n",
      "loss: 0.000390  [    0/ 1426]\n",
      "loss: 0.000341  [ 1426/ 1426]\n",
      "Epoch 684\n",
      "-------------------------------\n",
      "loss: 0.000379  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 685\n",
      "-------------------------------\n",
      "loss: 0.000369  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 686\n",
      "-------------------------------\n",
      "loss: 0.000365  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 687\n",
      "-------------------------------\n",
      "loss: 0.000368  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 688\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 689\n",
      "-------------------------------\n",
      "loss: 0.000356  [    0/ 1426]\n",
      "loss: 0.000326  [ 1426/ 1426]\n",
      "Epoch 690\n",
      "-------------------------------\n",
      "loss: 0.000359  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 691\n",
      "-------------------------------\n",
      "loss: 0.000359  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 692\n",
      "-------------------------------\n",
      "loss: 0.000355  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 693\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000344  [ 1426/ 1426]\n",
      "Epoch 694\n",
      "-------------------------------\n",
      "loss: 0.000373  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 695\n",
      "-------------------------------\n",
      "loss: 0.000355  [    0/ 1426]\n",
      "loss: 0.000333  [ 1426/ 1426]\n",
      "Epoch 696\n",
      "-------------------------------\n",
      "loss: 0.000375  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 697\n",
      "-------------------------------\n",
      "loss: 0.000364  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 698\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 699\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 700\n",
      "-------------------------------\n",
      "loss: 0.000361  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 701\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 702\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 703\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 704\n",
      "-------------------------------\n",
      "loss: 0.000351  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 705\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 706\n",
      "-------------------------------\n",
      "loss: 0.000375  [    0/ 1426]\n",
      "loss: 0.000435  [ 1426/ 1426]\n",
      "Epoch 707\n",
      "-------------------------------\n",
      "loss: 0.000508  [    0/ 1426]\n",
      "loss: 0.000527  [ 1426/ 1426]\n",
      "Epoch 708\n",
      "-------------------------------\n",
      "loss: 0.000458  [    0/ 1426]\n",
      "loss: 0.000391  [ 1426/ 1426]\n",
      "Epoch 709\n",
      "-------------------------------\n",
      "loss: 0.000406  [    0/ 1426]\n",
      "loss: 0.000351  [ 1426/ 1426]\n",
      "Epoch 710\n",
      "-------------------------------\n",
      "loss: 0.000364  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 711\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 712\n",
      "-------------------------------\n",
      "loss: 0.000355  [    0/ 1426]\n",
      "loss: 0.000350  [ 1426/ 1426]\n",
      "Epoch 713\n",
      "-------------------------------\n",
      "loss: 0.000382  [    0/ 1426]\n",
      "loss: 0.000430  [ 1426/ 1426]\n",
      "Epoch 714\n",
      "-------------------------------\n",
      "loss: 0.000453  [    0/ 1426]\n",
      "loss: 0.000359  [ 1426/ 1426]\n",
      "Epoch 715\n",
      "-------------------------------\n",
      "loss: 0.000394  [    0/ 1426]\n",
      "loss: 0.000380  [ 1426/ 1426]\n",
      "Epoch 716\n",
      "-------------------------------\n",
      "loss: 0.000367  [    0/ 1426]\n",
      "loss: 0.000407  [ 1426/ 1426]\n",
      "Epoch 717\n",
      "-------------------------------\n",
      "loss: 0.000410  [    0/ 1426]\n",
      "loss: 0.000406  [ 1426/ 1426]\n",
      "Epoch 718\n",
      "-------------------------------\n",
      "loss: 0.000372  [    0/ 1426]\n",
      "loss: 0.000448  [ 1426/ 1426]\n",
      "Epoch 719\n",
      "-------------------------------\n",
      "loss: 0.000448  [    0/ 1426]\n",
      "loss: 0.000466  [ 1426/ 1426]\n",
      "Epoch 720\n",
      "-------------------------------\n",
      "loss: 0.000409  [    0/ 1426]\n",
      "loss: 0.000424  [ 1426/ 1426]\n",
      "Epoch 721\n",
      "-------------------------------\n",
      "loss: 0.000380  [    0/ 1426]\n",
      "loss: 0.000455  [ 1426/ 1426]\n",
      "Epoch 722\n",
      "-------------------------------\n",
      "loss: 0.000390  [    0/ 1426]\n",
      "loss: 0.000455  [ 1426/ 1426]\n",
      "Epoch 723\n",
      "-------------------------------\n",
      "loss: 0.000372  [    0/ 1426]\n",
      "loss: 0.000436  [ 1426/ 1426]\n",
      "Epoch 724\n",
      "-------------------------------\n",
      "loss: 0.000369  [    0/ 1426]\n",
      "loss: 0.000403  [ 1426/ 1426]\n",
      "Epoch 725\n",
      "-------------------------------\n",
      "loss: 0.000388  [    0/ 1426]\n",
      "loss: 0.000547  [ 1426/ 1426]\n",
      "Epoch 726\n",
      "-------------------------------\n",
      "loss: 0.000670  [    0/ 1426]\n",
      "loss: 0.000440  [ 1426/ 1426]\n",
      "Epoch 727\n",
      "-------------------------------\n",
      "loss: 0.000574  [    0/ 1426]\n",
      "loss: 0.000420  [ 1426/ 1426]\n",
      "Epoch 728\n",
      "-------------------------------\n",
      "loss: 0.000501  [    0/ 1426]\n",
      "loss: 0.000428  [ 1426/ 1426]\n",
      "Epoch 729\n",
      "-------------------------------\n",
      "loss: 0.000412  [    0/ 1426]\n",
      "loss: 0.000371  [ 1426/ 1426]\n",
      "Epoch 730\n",
      "-------------------------------\n",
      "loss: 0.000416  [    0/ 1426]\n",
      "loss: 0.000364  [ 1426/ 1426]\n",
      "Epoch 731\n",
      "-------------------------------\n",
      "loss: 0.000371  [    0/ 1426]\n",
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      "Epoch 732\n",
      "-------------------------------\n",
      "loss: 0.000374  [    0/ 1426]\n",
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      "Epoch 733\n",
      "-------------------------------\n",
      "loss: 0.000359  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 734\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000333  [ 1426/ 1426]\n",
      "Epoch 735\n",
      "-------------------------------\n",
      "loss: 0.000354  [    0/ 1426]\n",
      "loss: 0.000333  [ 1426/ 1426]\n",
      "Epoch 736\n",
      "-------------------------------\n",
      "loss: 0.000358  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 737\n",
      "-------------------------------\n",
      "loss: 0.000348  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 738\n",
      "-------------------------------\n",
      "loss: 0.000351  [    0/ 1426]\n",
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      "Epoch 739\n",
      "-------------------------------\n",
      "loss: 0.000350  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 740\n",
      "-------------------------------\n",
      "loss: 0.000349  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 741\n",
      "-------------------------------\n",
      "loss: 0.000358  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 742\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 743\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
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      "Epoch 744\n",
      "-------------------------------\n",
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      "Epoch 745\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
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      "Epoch 746\n",
      "-------------------------------\n",
      "loss: 0.000348  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 747\n",
      "-------------------------------\n",
      "loss: 0.000385  [    0/ 1426]\n",
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      "Epoch 748\n",
      "-------------------------------\n",
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      "loss: 0.000350  [ 1426/ 1426]\n",
      "Epoch 749\n",
      "-------------------------------\n",
      "loss: 0.000371  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 750\n",
      "-------------------------------\n",
      "loss: 0.000351  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 751\n",
      "-------------------------------\n",
      "loss: 0.000361  [    0/ 1426]\n",
      "loss: 0.000343  [ 1426/ 1426]\n",
      "Epoch 752\n",
      "-------------------------------\n",
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      "loss: 0.000348  [ 1426/ 1426]\n",
      "Epoch 753\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000351  [ 1426/ 1426]\n",
      "Epoch 754\n",
      "-------------------------------\n",
      "loss: 0.000364  [    0/ 1426]\n",
      "loss: 0.000390  [ 1426/ 1426]\n",
      "Epoch 755\n",
      "-------------------------------\n",
      "loss: 0.000421  [    0/ 1426]\n",
      "loss: 0.000385  [ 1426/ 1426]\n",
      "Epoch 756\n",
      "-------------------------------\n",
      "loss: 0.000355  [    0/ 1426]\n",
      "loss: 0.000421  [ 1426/ 1426]\n",
      "Epoch 757\n",
      "-------------------------------\n",
      "loss: 0.000427  [    0/ 1426]\n",
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      "Epoch 758\n",
      "-------------------------------\n",
      "loss: 0.000375  [    0/ 1426]\n",
      "loss: 0.000352  [ 1426/ 1426]\n",
      "Epoch 759\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000364  [ 1426/ 1426]\n",
      "Epoch 760\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000356  [ 1426/ 1426]\n",
      "Epoch 761\n",
      "-------------------------------\n",
      "loss: 0.000378  [    0/ 1426]\n",
      "loss: 0.000369  [ 1426/ 1426]\n",
      "Epoch 762\n",
      "-------------------------------\n",
      "loss: 0.000372  [    0/ 1426]\n",
      "loss: 0.000365  [ 1426/ 1426]\n",
      "Epoch 763\n",
      "-------------------------------\n",
      "loss: 0.000358  [    0/ 1426]\n",
      "loss: 0.000371  [ 1426/ 1426]\n",
      "Epoch 764\n",
      "-------------------------------\n",
      "loss: 0.000370  [    0/ 1426]\n",
      "loss: 0.000354  [ 1426/ 1426]\n",
      "Epoch 765\n",
      "-------------------------------\n",
      "loss: 0.000358  [    0/ 1426]\n",
      "loss: 0.000349  [ 1426/ 1426]\n",
      "Epoch 766\n",
      "-------------------------------\n",
      "loss: 0.000361  [    0/ 1426]\n",
      "loss: 0.000346  [ 1426/ 1426]\n",
      "Epoch 767\n",
      "-------------------------------\n",
      "loss: 0.000362  [    0/ 1426]\n",
      "loss: 0.000376  [ 1426/ 1426]\n",
      "Epoch 768\n",
      "-------------------------------\n",
      "loss: 0.000380  [    0/ 1426]\n",
      "loss: 0.000353  [ 1426/ 1426]\n",
      "Epoch 769\n",
      "-------------------------------\n",
      "loss: 0.000370  [    0/ 1426]\n",
      "loss: 0.000343  [ 1426/ 1426]\n",
      "Epoch 770\n",
      "-------------------------------\n",
      "loss: 0.000355  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 771\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 772\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000340  [ 1426/ 1426]\n",
      "Epoch 773\n",
      "-------------------------------\n",
      "loss: 0.000362  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 774\n",
      "-------------------------------\n",
      "loss: 0.000356  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 775\n",
      "-------------------------------\n",
      "loss: 0.000354  [    0/ 1426]\n",
      "loss: 0.000356  [ 1426/ 1426]\n",
      "Epoch 776\n",
      "-------------------------------\n",
      "loss: 0.000391  [    0/ 1426]\n",
      "loss: 0.000331  [ 1426/ 1426]\n",
      "Epoch 777\n",
      "-------------------------------\n",
      "loss: 0.000356  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 778\n",
      "-------------------------------\n",
      "loss: 0.000362  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 779\n",
      "-------------------------------\n",
      "loss: 0.000354  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 780\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 781\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 782\n",
      "-------------------------------\n",
      "loss: 0.000348  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 783\n",
      "-------------------------------\n",
      "loss: 0.000378  [    0/ 1426]\n",
      "loss: 0.000396  [ 1426/ 1426]\n",
      "Epoch 784\n",
      "-------------------------------\n",
      "loss: 0.000420  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 785\n",
      "-------------------------------\n",
      "loss: 0.000368  [    0/ 1426]\n",
      "loss: 0.000326  [ 1426/ 1426]\n",
      "Epoch 786\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 787\n",
      "-------------------------------\n",
      "loss: 0.000381  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 788\n",
      "-------------------------------\n",
      "loss: 0.000364  [    0/ 1426]\n",
      "loss: 0.000331  [ 1426/ 1426]\n",
      "Epoch 789\n",
      "-------------------------------\n",
      "loss: 0.000366  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 790\n",
      "-------------------------------\n",
      "loss: 0.000372  [    0/ 1426]\n",
      "loss: 0.000370  [ 1426/ 1426]\n",
      "Epoch 791\n",
      "-------------------------------\n",
      "loss: 0.000409  [    0/ 1426]\n",
      "loss: 0.000438  [ 1426/ 1426]\n",
      "Epoch 792\n",
      "-------------------------------\n",
      "loss: 0.000464  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 793\n",
      "-------------------------------\n",
      "loss: 0.000370  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 794\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000371  [ 1426/ 1426]\n",
      "Epoch 795\n",
      "-------------------------------\n",
      "loss: 0.000376  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 796\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 797\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 798\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000331  [ 1426/ 1426]\n",
      "Epoch 799\n",
      "-------------------------------\n",
      "loss: 0.000349  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 800\n",
      "-------------------------------\n",
      "loss: 0.000364  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 801\n",
      "-------------------------------\n",
      "loss: 0.000359  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 802\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 803\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000346  [ 1426/ 1426]\n",
      "Epoch 804\n",
      "-------------------------------\n",
      "loss: 0.000380  [    0/ 1426]\n",
      "loss: 0.000340  [ 1426/ 1426]\n",
      "Epoch 805\n",
      "-------------------------------\n",
      "loss: 0.000384  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 806\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000338  [ 1426/ 1426]\n",
      "Epoch 807\n",
      "-------------------------------\n",
      "loss: 0.000368  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 808\n",
      "-------------------------------\n",
      "loss: 0.000359  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 809\n",
      "-------------------------------\n",
      "loss: 0.000364  [    0/ 1426]\n",
      "loss: 0.000345  [ 1426/ 1426]\n",
      "Epoch 810\n",
      "-------------------------------\n",
      "loss: 0.000393  [    0/ 1426]\n",
      "loss: 0.000356  [ 1426/ 1426]\n",
      "Epoch 811\n",
      "-------------------------------\n",
      "loss: 0.000370  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 812\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 813\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 814\n",
      "-------------------------------\n",
      "loss: 0.000373  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 815\n",
      "-------------------------------\n",
      "loss: 0.000361  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 816\n",
      "-------------------------------\n",
      "loss: 0.000362  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 817\n",
      "-------------------------------\n",
      "loss: 0.000355  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 818\n",
      "-------------------------------\n",
      "loss: 0.000358  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 819\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 820\n",
      "-------------------------------\n",
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      "loss: 0.000345  [ 1426/ 1426]\n",
      "Epoch 821\n",
      "-------------------------------\n",
      "loss: 0.000390  [    0/ 1426]\n",
      "loss: 0.000423  [ 1426/ 1426]\n",
      "Epoch 822\n",
      "-------------------------------\n",
      "loss: 0.000477  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 823\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000345  [ 1426/ 1426]\n",
      "Epoch 824\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 825\n",
      "-------------------------------\n",
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      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 826\n",
      "-------------------------------\n",
      "loss: 0.000355  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 827\n",
      "-------------------------------\n",
      "loss: 0.000359  [    0/ 1426]\n",
      "loss: 0.000405  [ 1426/ 1426]\n",
      "Epoch 828\n",
      "-------------------------------\n",
      "loss: 0.000486  [    0/ 1426]\n",
      "loss: 0.000455  [ 1426/ 1426]\n",
      "Epoch 829\n",
      "-------------------------------\n",
      "loss: 0.000392  [    0/ 1426]\n",
      "loss: 0.000378  [ 1426/ 1426]\n",
      "Epoch 830\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000359  [ 1426/ 1426]\n",
      "Epoch 831\n",
      "-------------------------------\n",
      "loss: 0.000376  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 832\n",
      "-------------------------------\n",
      "loss: 0.000369  [    0/ 1426]\n",
      "loss: 0.000343  [ 1426/ 1426]\n",
      "Epoch 833\n",
      "-------------------------------\n",
      "loss: 0.000356  [    0/ 1426]\n",
      "loss: 0.000349  [ 1426/ 1426]\n",
      "Epoch 834\n",
      "-------------------------------\n",
      "loss: 0.000372  [    0/ 1426]\n",
      "loss: 0.000339  [ 1426/ 1426]\n",
      "Epoch 835\n",
      "-------------------------------\n",
      "loss: 0.000370  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 836\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 837\n",
      "-------------------------------\n",
      "loss: 0.000348  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 838\n",
      "-------------------------------\n",
      "loss: 0.000344  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 839\n",
      "-------------------------------\n",
      "loss: 0.000343  [    0/ 1426]\n",
      "loss: 0.000326  [ 1426/ 1426]\n",
      "Epoch 840\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000326  [ 1426/ 1426]\n",
      "Epoch 841\n",
      "-------------------------------\n",
      "loss: 0.000365  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 842\n",
      "-------------------------------\n",
      "loss: 0.000344  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 843\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 844\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 845\n",
      "-------------------------------\n",
      "loss: 0.000343  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 846\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 847\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 848\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 849\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 850\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 851\n",
      "-------------------------------\n",
      "loss: 0.000358  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 852\n",
      "-------------------------------\n",
      "loss: 0.000338  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 853\n",
      "-------------------------------\n",
      "loss: 0.000344  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 854\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 855\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000326  [ 1426/ 1426]\n",
      "Epoch 856\n",
      "-------------------------------\n",
      "loss: 0.000354  [    0/ 1426]\n",
      "loss: 0.000365  [ 1426/ 1426]\n",
      "Epoch 857\n",
      "-------------------------------\n",
      "loss: 0.000402  [    0/ 1426]\n",
      "loss: 0.000341  [ 1426/ 1426]\n",
      "Epoch 858\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 859\n",
      "-------------------------------\n",
      "loss: 0.000355  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 860\n",
      "-------------------------------\n",
      "loss: 0.000336  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 861\n",
      "-------------------------------\n",
      "loss: 0.000343  [    0/ 1426]\n",
      "loss: 0.000326  [ 1426/ 1426]\n",
      "Epoch 862\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000346  [ 1426/ 1426]\n",
      "Epoch 863\n",
      "-------------------------------\n",
      "loss: 0.000385  [    0/ 1426]\n",
      "loss: 0.000359  [ 1426/ 1426]\n",
      "Epoch 864\n",
      "-------------------------------\n",
      "loss: 0.000382  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 865\n",
      "-------------------------------\n",
      "loss: 0.000351  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 866\n",
      "-------------------------------\n",
      "loss: 0.000362  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 867\n",
      "-------------------------------\n",
      "loss: 0.000339  [    0/ 1426]\n",
      "loss: 0.000344  [ 1426/ 1426]\n",
      "Epoch 868\n",
      "-------------------------------\n",
      "loss: 0.000365  [    0/ 1426]\n",
      "loss: 0.000340  [ 1426/ 1426]\n",
      "Epoch 869\n",
      "-------------------------------\n",
      "loss: 0.000374  [    0/ 1426]\n",
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      "Epoch 870\n",
      "-------------------------------\n",
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      "Epoch 871\n",
      "-------------------------------\n",
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      "Epoch 872\n",
      "-------------------------------\n",
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      "Epoch 873\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 875\n",
      "-------------------------------\n",
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      "Epoch 876\n",
      "-------------------------------\n",
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      "Epoch 877\n",
      "-------------------------------\n",
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      "Epoch 878\n",
      "-------------------------------\n",
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      "Epoch 879\n",
      "-------------------------------\n",
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      "Epoch 880\n",
      "-------------------------------\n",
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      "Epoch 881\n",
      "-------------------------------\n",
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      "Epoch 882\n",
      "-------------------------------\n",
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      "Epoch 883\n",
      "-------------------------------\n",
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      "Epoch 884\n",
      "-------------------------------\n",
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      "Epoch 885\n",
      "-------------------------------\n",
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      "Epoch 886\n",
      "-------------------------------\n",
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      "Epoch 887\n",
      "-------------------------------\n",
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      "Epoch 888\n",
      "-------------------------------\n",
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      "Epoch 889\n",
      "-------------------------------\n",
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      "Epoch 890\n",
      "-------------------------------\n",
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      "Epoch 891\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 893\n",
      "-------------------------------\n",
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      "Epoch 894\n",
      "-------------------------------\n",
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      "loss: 0.000343  [ 1426/ 1426]\n",
      "Epoch 895\n",
      "-------------------------------\n",
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      "Epoch 896\n",
      "-------------------------------\n",
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      "Epoch 897\n",
      "-------------------------------\n",
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      "Epoch 898\n",
      "-------------------------------\n",
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      "loss: 0.000392  [ 1426/ 1426]\n",
      "Epoch 899\n",
      "-------------------------------\n",
      "loss: 0.000407  [    0/ 1426]\n",
      "loss: 0.000399  [ 1426/ 1426]\n",
      "Epoch 900\n",
      "-------------------------------\n",
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      "loss: 0.000378  [ 1426/ 1426]\n",
      "Epoch 901\n",
      "-------------------------------\n",
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      "Epoch 902\n",
      "-------------------------------\n",
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      "Epoch 903\n",
      "-------------------------------\n",
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      "Epoch 904\n",
      "-------------------------------\n",
      "loss: 0.000355  [    0/ 1426]\n",
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      "Epoch 905\n",
      "-------------------------------\n",
      "loss: 0.000349  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 906\n",
      "-------------------------------\n",
      "loss: 0.000349  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 907\n",
      "-------------------------------\n",
      "loss: 0.000336  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 908\n",
      "-------------------------------\n",
      "loss: 0.000335  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 909\n",
      "-------------------------------\n",
      "loss: 0.000332  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 910\n",
      "-------------------------------\n",
      "loss: 0.000337  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 911\n",
      "-------------------------------\n",
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      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 912\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 913\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 914\n",
      "-------------------------------\n",
      "loss: 0.000331  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 915\n",
      "-------------------------------\n",
      "loss: 0.000339  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 916\n",
      "-------------------------------\n",
      "loss: 0.000338  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 917\n",
      "-------------------------------\n",
      "loss: 0.000341  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 918\n",
      "-------------------------------\n",
      "loss: 0.000345  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 919\n",
      "-------------------------------\n",
      "loss: 0.000343  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 920\n",
      "-------------------------------\n",
      "loss: 0.000341  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 921\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 922\n",
      "-------------------------------\n",
      "loss: 0.000354  [    0/ 1426]\n",
      "loss: 0.000340  [ 1426/ 1426]\n",
      "Epoch 923\n",
      "-------------------------------\n",
      "loss: 0.000366  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 924\n",
      "-------------------------------\n",
      "loss: 0.000331  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 925\n",
      "-------------------------------\n",
      "loss: 0.000335  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 926\n",
      "-------------------------------\n",
      "loss: 0.000333  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 927\n",
      "-------------------------------\n",
      "loss: 0.000335  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 928\n",
      "-------------------------------\n",
      "loss: 0.000329  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 929\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 930\n",
      "-------------------------------\n",
      "loss: 0.000327  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 931\n",
      "-------------------------------\n",
      "loss: 0.000332  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 932\n",
      "-------------------------------\n",
      "loss: 0.000354  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 933\n",
      "-------------------------------\n",
      "loss: 0.000343  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 934\n",
      "-------------------------------\n",
      "loss: 0.000338  [    0/ 1426]\n",
      "loss: 0.000363  [ 1426/ 1426]\n",
      "Epoch 935\n",
      "-------------------------------\n",
      "loss: 0.000395  [    0/ 1426]\n",
      "loss: 0.000345  [ 1426/ 1426]\n",
      "Epoch 936\n",
      "-------------------------------\n",
      "loss: 0.000376  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 937\n",
      "-------------------------------\n",
      "loss: 0.000343  [    0/ 1426]\n",
      "loss: 0.000359  [ 1426/ 1426]\n",
      "Epoch 938\n",
      "-------------------------------\n",
      "loss: 0.000391  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 939\n",
      "-------------------------------\n",
      "loss: 0.000345  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 940\n",
      "-------------------------------\n",
      "loss: 0.000339  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 941\n",
      "-------------------------------\n",
      "loss: 0.000326  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 942\n",
      "-------------------------------\n",
      "loss: 0.000337  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 943\n",
      "-------------------------------\n",
      "loss: 0.000338  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 944\n",
      "-------------------------------\n",
      "loss: 0.000332  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 945\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 946\n",
      "-------------------------------\n",
      "loss: 0.000335  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 947\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 948\n",
      "-------------------------------\n",
      "loss: 0.000369  [    0/ 1426]\n",
      "loss: 0.000463  [ 1426/ 1426]\n",
      "Epoch 949\n",
      "-------------------------------\n",
      "loss: 0.000494  [    0/ 1426]\n",
      "loss: 0.000435  [ 1426/ 1426]\n",
      "Epoch 950\n",
      "-------------------------------\n",
      "loss: 0.000416  [    0/ 1426]\n",
      "loss: 0.000404  [ 1426/ 1426]\n",
      "Epoch 951\n",
      "-------------------------------\n",
      "loss: 0.000390  [    0/ 1426]\n",
      "loss: 0.000472  [ 1426/ 1426]\n",
      "Epoch 952\n",
      "-------------------------------\n",
      "loss: 0.000502  [    0/ 1426]\n",
      "loss: 0.000719  [ 1426/ 1426]\n",
      "Epoch 953\n",
      "-------------------------------\n",
      "loss: 0.000606  [    0/ 1426]\n",
      "loss: 0.000416  [ 1426/ 1426]\n",
      "Epoch 954\n",
      "-------------------------------\n",
      "loss: 0.000391  [    0/ 1426]\n",
      "loss: 0.000489  [ 1426/ 1426]\n",
      "Epoch 955\n",
      "-------------------------------\n",
      "loss: 0.000438  [    0/ 1426]\n",
      "loss: 0.000439  [ 1426/ 1426]\n",
      "Epoch 956\n",
      "-------------------------------\n",
      "loss: 0.000457  [    0/ 1426]\n",
      "loss: 0.000563  [ 1426/ 1426]\n",
      "Epoch 957\n",
      "-------------------------------\n",
      "loss: 0.000518  [    0/ 1426]\n",
      "loss: 0.000382  [ 1426/ 1426]\n",
      "Epoch 958\n",
      "-------------------------------\n",
      "loss: 0.000402  [    0/ 1426]\n",
      "loss: 0.000341  [ 1426/ 1426]\n",
      "Epoch 959\n",
      "-------------------------------\n",
      "loss: 0.000345  [    0/ 1426]\n",
      "loss: 0.000370  [ 1426/ 1426]\n",
      "Epoch 960\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000360  [ 1426/ 1426]\n",
      "Epoch 961\n",
      "-------------------------------\n",
      "loss: 0.000366  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 962\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 963\n",
      "-------------------------------\n",
      "loss: 0.000335  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 964\n",
      "-------------------------------\n",
      "loss: 0.000328  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 965\n",
      "-------------------------------\n",
      "loss: 0.000326  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 966\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 967\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 968\n",
      "-------------------------------\n",
      "loss: 0.000327  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 969\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 970\n",
      "-------------------------------\n",
      "loss: 0.000323  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 971\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 972\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 973\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 974\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 975\n",
      "-------------------------------\n",
      "loss: 0.000324  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 976\n",
      "-------------------------------\n",
      "loss: 0.000329  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 977\n",
      "-------------------------------\n",
      "loss: 0.000328  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 978\n",
      "-------------------------------\n",
      "loss: 0.000329  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 979\n",
      "-------------------------------\n",
      "loss: 0.000328  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 980\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 981\n",
      "-------------------------------\n",
      "loss: 0.000326  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 982\n",
      "-------------------------------\n",
      "loss: 0.000324  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 983\n",
      "-------------------------------\n",
      "loss: 0.000337  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 984\n",
      "-------------------------------\n",
      "loss: 0.000323  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 985\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 986\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 987\n",
      "-------------------------------\n",
      "loss: 0.000327  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 988\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 989\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 990\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 991\n",
      "-------------------------------\n",
      "loss: 0.000323  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 992\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 993\n",
      "-------------------------------\n",
      "loss: 0.000344  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 994\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 995\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 996\n",
      "-------------------------------\n",
      "loss: 0.000332  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 997\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 998\n",
      "-------------------------------\n",
      "loss: 0.000316  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 999\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 1000\n",
      "-------------------------------\n",
      "loss: 0.000329  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 1001\n",
      "-------------------------------\n",
      "loss: 0.000383  [    0/ 1426]\n",
      "loss: 0.000508  [ 1426/ 1426]\n",
      "Epoch 1002\n",
      "-------------------------------\n",
      "loss: 0.000491  [    0/ 1426]\n",
      "loss: 0.000379  [ 1426/ 1426]\n",
      "Epoch 1003\n",
      "-------------------------------\n",
      "loss: 0.000425  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 1004\n",
      "-------------------------------\n",
      "loss: 0.000362  [    0/ 1426]\n",
      "loss: 0.000343  [ 1426/ 1426]\n",
      "Epoch 1005\n",
      "-------------------------------\n",
      "loss: 0.000338  [    0/ 1426]\n",
      "loss: 0.000372  [ 1426/ 1426]\n",
      "Epoch 1006\n",
      "-------------------------------\n",
      "loss: 0.000373  [    0/ 1426]\n",
      "loss: 0.000340  [ 1426/ 1426]\n",
      "Epoch 1007\n",
      "-------------------------------\n",
      "loss: 0.000338  [    0/ 1426]\n",
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      "Epoch 1008\n",
      "-------------------------------\n",
      "loss: 0.000335  [    0/ 1426]\n",
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      "Epoch 1009\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
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      "Epoch 1010\n",
      "-------------------------------\n",
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      "Epoch 1011\n",
      "-------------------------------\n",
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      "Epoch 1012\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
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      "Epoch 1013\n",
      "-------------------------------\n",
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      "Epoch 1014\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
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      "Epoch 1015\n",
      "-------------------------------\n",
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      "Epoch 1016\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000331  [ 1426/ 1426]\n",
      "Epoch 1017\n",
      "-------------------------------\n",
      "loss: 0.000348  [    0/ 1426]\n",
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      "Epoch 1018\n",
      "-------------------------------\n",
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      "Epoch 1019\n",
      "-------------------------------\n",
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      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 1020\n",
      "-------------------------------\n",
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      "Epoch 1021\n",
      "-------------------------------\n",
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      "Epoch 1022\n",
      "-------------------------------\n",
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      "Epoch 1023\n",
      "-------------------------------\n",
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      "Epoch 1024\n",
      "-------------------------------\n",
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      "Epoch 1025\n",
      "-------------------------------\n",
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      "Epoch 1026\n",
      "-------------------------------\n",
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      "Epoch 1027\n",
      "-------------------------------\n",
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      "Epoch 1028\n",
      "-------------------------------\n",
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      "Epoch 1029\n",
      "-------------------------------\n",
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      "Epoch 1030\n",
      "-------------------------------\n",
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      "Epoch 1031\n",
      "-------------------------------\n",
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      "Epoch 1032\n",
      "-------------------------------\n",
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      "Epoch 1033\n",
      "-------------------------------\n",
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      "Epoch 1034\n",
      "-------------------------------\n",
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      "Epoch 1035\n",
      "-------------------------------\n",
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      "Epoch 1036\n",
      "-------------------------------\n",
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      "Epoch 1037\n",
      "-------------------------------\n",
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      "Epoch 1038\n",
      "-------------------------------\n",
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      "Epoch 1039\n",
      "-------------------------------\n",
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      "Epoch 1040\n",
      "-------------------------------\n",
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      "Epoch 1041\n",
      "-------------------------------\n",
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      "Epoch 1042\n",
      "-------------------------------\n",
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      "Epoch 1043\n",
      "-------------------------------\n",
      "loss: 0.000338  [    0/ 1426]\n",
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      "Epoch 1044\n",
      "-------------------------------\n",
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      "Epoch 1045\n",
      "-------------------------------\n",
      "loss: 0.000326  [    0/ 1426]\n",
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      "Epoch 1046\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
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      "Epoch 1047\n",
      "-------------------------------\n",
      "loss: 0.000327  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 1048\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 1049\n",
      "-------------------------------\n",
      "loss: 0.000316  [    0/ 1426]\n",
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      "Epoch 1050\n",
      "-------------------------------\n",
      "loss: 0.000311  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 1051\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
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      "Epoch 1052\n",
      "-------------------------------\n",
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      "Epoch 1053\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
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      "Epoch 1054\n",
      "-------------------------------\n",
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      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1055\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
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      "Epoch 1056\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 1057\n",
      "-------------------------------\n",
      "loss: 0.000331  [    0/ 1426]\n",
      "loss: 0.000400  [ 1426/ 1426]\n",
      "Epoch 1058\n",
      "-------------------------------\n",
      "loss: 0.000420  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 1059\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 1060\n",
      "-------------------------------\n",
      "loss: 0.000333  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 1061\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 1062\n",
      "-------------------------------\n",
      "loss: 0.000316  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 1063\n",
      "-------------------------------\n",
      "loss: 0.000334  [    0/ 1426]\n",
      "loss: 0.000351  [ 1426/ 1426]\n",
      "Epoch 1064\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 1065\n",
      "-------------------------------\n",
      "loss: 0.000354  [    0/ 1426]\n",
      "loss: 0.000407  [ 1426/ 1426]\n",
      "Epoch 1066\n",
      "-------------------------------\n",
      "loss: 0.000386  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 1067\n",
      "-------------------------------\n",
      "loss: 0.000326  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 1068\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 1069\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1070\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 1071\n",
      "-------------------------------\n",
      "loss: 0.000324  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 1072\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 1073\n",
      "-------------------------------\n",
      "loss: 0.000331  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 1074\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 1075\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1076\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 1077\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000351  [ 1426/ 1426]\n",
      "Epoch 1078\n",
      "-------------------------------\n",
      "loss: 0.000382  [    0/ 1426]\n",
      "loss: 0.000356  [ 1426/ 1426]\n",
      "Epoch 1079\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000370  [ 1426/ 1426]\n",
      "Epoch 1080\n",
      "-------------------------------\n",
      "loss: 0.000387  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 1081\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 1082\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 1083\n",
      "-------------------------------\n",
      "loss: 0.000333  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 1084\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 1085\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1086\n",
      "-------------------------------\n",
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      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 1087\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1088\n",
      "-------------------------------\n",
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      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1089\n",
      "-------------------------------\n",
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      "Epoch 1090\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 1091\n",
      "-------------------------------\n",
      "loss: 0.000311  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 1092\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1093\n",
      "-------------------------------\n",
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      "Epoch 1094\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1095\n",
      "-------------------------------\n",
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      "Epoch 1096\n",
      "-------------------------------\n",
      "loss: 0.000332  [    0/ 1426]\n",
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      "Epoch 1097\n",
      "-------------------------------\n",
      "loss: 0.000482  [    0/ 1426]\n",
      "loss: 0.000340  [ 1426/ 1426]\n",
      "Epoch 1098\n",
      "-------------------------------\n",
      "loss: 0.000332  [    0/ 1426]\n",
      "loss: 0.000339  [ 1426/ 1426]\n",
      "Epoch 1099\n",
      "-------------------------------\n",
      "loss: 0.000331  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 1100\n",
      "-------------------------------\n",
      "loss: 0.000323  [    0/ 1426]\n",
      "loss: 0.000392  [ 1426/ 1426]\n",
      "Epoch 1101\n",
      "-------------------------------\n",
      "loss: 0.000418  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 1102\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 1103\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 1104\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 1105\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 1106\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 1107\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1108\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000342  [ 1426/ 1426]\n",
      "Epoch 1109\n",
      "-------------------------------\n",
      "loss: 0.000350  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 1110\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 1111\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 1112\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1113\n",
      "-------------------------------\n",
      "loss: 0.000311  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 1114\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 1115\n",
      "-------------------------------\n",
      "loss: 0.000318  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1116\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1117\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 1118\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1119\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1120\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 1121\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000352  [ 1426/ 1426]\n",
      "Epoch 1122\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 1123\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000339  [ 1426/ 1426]\n",
      "Epoch 1124\n",
      "-------------------------------\n",
      "loss: 0.000345  [    0/ 1426]\n",
      "loss: 0.000364  [ 1426/ 1426]\n",
      "Epoch 1125\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 1126\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 1127\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 1128\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000368  [ 1426/ 1426]\n",
      "Epoch 1129\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000372  [ 1426/ 1426]\n",
      "Epoch 1130\n",
      "-------------------------------\n",
      "loss: 0.000367  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 1131\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1132\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1133\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1134\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1135\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1136\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1137\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 1138\n",
      "-------------------------------\n",
      "loss: 0.000328  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1139\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 1140\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1141\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 1142\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1143\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 1144\n",
      "-------------------------------\n",
      "loss: 0.000323  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 1145\n",
      "-------------------------------\n",
      "loss: 0.000310  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 1146\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1147\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 1148\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1149\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 1150\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1151\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000411  [ 1426/ 1426]\n",
      "Epoch 1152\n",
      "-------------------------------\n",
      "loss: 0.000449  [    0/ 1426]\n",
      "loss: 0.000347  [ 1426/ 1426]\n",
      "Epoch 1153\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 1154\n",
      "-------------------------------\n",
      "loss: 0.000334  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 1155\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000381  [ 1426/ 1426]\n",
      "Epoch 1156\n",
      "-------------------------------\n",
      "loss: 0.000446  [    0/ 1426]\n",
      "loss: 0.000375  [ 1426/ 1426]\n",
      "Epoch 1157\n",
      "-------------------------------\n",
      "loss: 0.000402  [    0/ 1426]\n",
      "loss: 0.000359  [ 1426/ 1426]\n",
      "Epoch 1158\n",
      "-------------------------------\n",
      "loss: 0.000366  [    0/ 1426]\n",
      "loss: 0.000349  [ 1426/ 1426]\n",
      "Epoch 1159\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 1160\n",
      "-------------------------------\n",
      "loss: 0.000333  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 1161\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 1162\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 1163\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 1164\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1165\n",
      "-------------------------------\n",
      "loss: 0.000308  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 1166\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 1167\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 1168\n",
      "-------------------------------\n",
      "loss: 0.000327  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1169\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 1170\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 1171\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1172\n",
      "-------------------------------\n",
      "loss: 0.000310  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 1173\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 1174\n",
      "-------------------------------\n",
      "loss: 0.000311  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 1175\n",
      "-------------------------------\n",
      "loss: 0.000310  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 1176\n",
      "-------------------------------\n",
      "loss: 0.000341  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 1177\n",
      "-------------------------------\n",
      "loss: 0.000323  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 1178\n",
      "-------------------------------\n",
      "loss: 0.000327  [    0/ 1426]\n",
      "loss: 0.000421  [ 1426/ 1426]\n",
      "Epoch 1179\n",
      "-------------------------------\n",
      "loss: 0.000387  [    0/ 1426]\n",
      "loss: 0.000348  [ 1426/ 1426]\n",
      "Epoch 1180\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 1181\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 1182\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1183\n",
      "-------------------------------\n",
      "loss: 0.000311  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1184\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 1185\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 1186\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 1187\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1188\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1189\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 1190\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 1191\n",
      "-------------------------------\n",
      "loss: 0.000318  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1192\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1193\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1194\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000345  [ 1426/ 1426]\n",
      "Epoch 1195\n",
      "-------------------------------\n",
      "loss: 0.000367  [    0/ 1426]\n",
      "loss: 0.000342  [ 1426/ 1426]\n",
      "Epoch 1196\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000390  [ 1426/ 1426]\n",
      "Epoch 1197\n",
      "-------------------------------\n",
      "loss: 0.000422  [    0/ 1426]\n",
      "loss: 0.000389  [ 1426/ 1426]\n",
      "Epoch 1198\n",
      "-------------------------------\n",
      "loss: 0.000399  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 1199\n",
      "-------------------------------\n",
      "loss: 0.000334  [    0/ 1426]\n",
      "loss: 0.000352  [ 1426/ 1426]\n",
      "Epoch 1200\n",
      "-------------------------------\n",
      "loss: 0.000381  [    0/ 1426]\n",
      "loss: 0.000355  [ 1426/ 1426]\n",
      "Epoch 1201\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000326  [ 1426/ 1426]\n",
      "Epoch 1202\n",
      "-------------------------------\n",
      "loss: 0.000328  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 1203\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000370  [ 1426/ 1426]\n",
      "Epoch 1204\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 1205\n",
      "-------------------------------\n",
      "loss: 0.000329  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1206\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 1207\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 1208\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 1209\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1210\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 1211\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1212\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1213\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1214\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 1215\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 1216\n",
      "-------------------------------\n",
      "loss: 0.000324  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1217\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1218\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000396  [ 1426/ 1426]\n",
      "Epoch 1219\n",
      "-------------------------------\n",
      "loss: 0.000390  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 1220\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 1221\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000416  [ 1426/ 1426]\n",
      "Epoch 1222\n",
      "-------------------------------\n",
      "loss: 0.000422  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 1223\n",
      "-------------------------------\n",
      "loss: 0.000323  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 1224\n",
      "-------------------------------\n",
      "loss: 0.000318  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 1225\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1226\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 1227\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 1228\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1229\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1230\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1231\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1232\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 1233\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 1234\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1235\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 1236\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1237\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 1238\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1239\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1240\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1241\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 1242\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 1243\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1244\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 1245\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 1246\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 1247\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1248\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 1249\n",
      "-------------------------------\n",
      "loss: 0.000310  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 1250\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 1251\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1252\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 1253\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000360  [ 1426/ 1426]\n",
      "Epoch 1254\n",
      "-------------------------------\n",
      "loss: 0.000349  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 1255\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 1256\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000472  [ 1426/ 1426]\n",
      "Epoch 1257\n",
      "-------------------------------\n",
      "loss: 0.000484  [    0/ 1426]\n",
      "loss: 0.000393  [ 1426/ 1426]\n",
      "Epoch 1258\n",
      "-------------------------------\n",
      "loss: 0.000383  [    0/ 1426]\n",
      "loss: 0.000356  [ 1426/ 1426]\n",
      "Epoch 1259\n",
      "-------------------------------\n",
      "loss: 0.000394  [    0/ 1426]\n",
      "loss: 0.000614  [ 1426/ 1426]\n",
      "Epoch 1260\n",
      "-------------------------------\n",
      "loss: 0.000554  [    0/ 1426]\n",
      "loss: 0.000384  [ 1426/ 1426]\n",
      "Epoch 1261\n",
      "-------------------------------\n",
      "loss: 0.000393  [    0/ 1426]\n",
      "loss: 0.000472  [ 1426/ 1426]\n",
      "Epoch 1262\n",
      "-------------------------------\n",
      "loss: 0.000508  [    0/ 1426]\n",
      "loss: 0.000411  [ 1426/ 1426]\n",
      "Epoch 1263\n",
      "-------------------------------\n",
      "loss: 0.000538  [    0/ 1426]\n",
      "loss: 0.000525  [ 1426/ 1426]\n",
      "Epoch 1264\n",
      "-------------------------------\n",
      "loss: 0.000380  [    0/ 1426]\n",
      "loss: 0.000492  [ 1426/ 1426]\n",
      "Epoch 1265\n",
      "-------------------------------\n",
      "loss: 0.000468  [    0/ 1426]\n",
      "loss: 0.000436  [ 1426/ 1426]\n",
      "Epoch 1266\n",
      "-------------------------------\n",
      "loss: 0.000394  [    0/ 1426]\n",
      "loss: 0.000403  [ 1426/ 1426]\n",
      "Epoch 1267\n",
      "-------------------------------\n",
      "loss: 0.000376  [    0/ 1426]\n",
      "loss: 0.000374  [ 1426/ 1426]\n",
      "Epoch 1268\n",
      "-------------------------------\n",
      "loss: 0.000348  [    0/ 1426]\n",
      "loss: 0.000342  [ 1426/ 1426]\n",
      "Epoch 1269\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 1270\n",
      "-------------------------------\n",
      "loss: 0.000334  [    0/ 1426]\n",
      "loss: 0.000363  [ 1426/ 1426]\n",
      "Epoch 1271\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 1272\n",
      "-------------------------------\n",
      "loss: 0.000311  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 1273\n",
      "-------------------------------\n",
      "loss: 0.000310  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 1274\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 1275\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 1276\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1277\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1278\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 1279\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1280\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 1281\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 1282\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1283\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1284\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1285\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1286\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 1287\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1288\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1289\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 1290\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1291\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 1292\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 1293\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 1294\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1295\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1296\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 1297\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 1298\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 1299\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1300\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1301\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1302\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 1303\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1304\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1305\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1306\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 1307\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1308\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 1309\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 1310\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1311\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 1312\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1313\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 1314\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 1315\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 1316\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 1317\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1318\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1319\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1320\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1321\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1322\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 1323\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1324\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 1325\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 1326\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1327\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1328\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1329\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1330\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000373  [ 1426/ 1426]\n",
      "Epoch 1331\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 1332\n",
      "-------------------------------\n",
      "loss: 0.000318  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1333\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1334\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 1335\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 1336\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 1337\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 1338\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1339\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 1340\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1341\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 1342\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 1343\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 1344\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 1345\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1346\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 1347\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 1348\n",
      "-------------------------------\n",
      "loss: 0.000310  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 1349\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1350\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1351\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1352\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1353\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 1354\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1355\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 1356\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000341  [ 1426/ 1426]\n",
      "Epoch 1357\n",
      "-------------------------------\n",
      "loss: 0.000337  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1358\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 1359\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 1360\n",
      "-------------------------------\n",
      "loss: 0.000308  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1361\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
      "loss: 0.000445  [ 1426/ 1426]\n",
      "Epoch 1362\n",
      "-------------------------------\n",
      "loss: 0.000430  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 1363\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 1364\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1365\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 1366\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 1367\n",
      "-------------------------------\n",
      "loss: 0.000318  [    0/ 1426]\n",
      "loss: 0.000403  [ 1426/ 1426]\n",
      "Epoch 1368\n",
      "-------------------------------\n",
      "loss: 0.000375  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 1369\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 1370\n",
      "-------------------------------\n",
      "loss: 0.000310  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1371\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1372\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 1373\n",
      "-------------------------------\n",
      "loss: 0.000308  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 1374\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1375\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1376\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1377\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1378\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1379\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1380\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 1381\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 1382\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 1383\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1384\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 1385\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000347  [ 1426/ 1426]\n",
      "Epoch 1386\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1387\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000349  [ 1426/ 1426]\n",
      "Epoch 1388\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1389\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 1390\n",
      "-------------------------------\n",
      "loss: 0.000316  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1391\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 1392\n",
      "-------------------------------\n",
      "loss: 0.000310  [    0/ 1426]\n",
      "loss: 0.000364  [ 1426/ 1426]\n",
      "Epoch 1393\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 1394\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 1395\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 1396\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 1397\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000355  [ 1426/ 1426]\n",
      "Epoch 1398\n",
      "-------------------------------\n",
      "loss: 0.000368  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 1399\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 1400\n",
      "-------------------------------\n",
      "loss: 0.000345  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 1401\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1402\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 1403\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1404\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1405\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1406\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1407\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 1408\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 1409\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 1410\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1411\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1412\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1413\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1414\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 1415\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1416\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 1417\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 1418\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1419\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 1420\n",
      "-------------------------------\n",
      "loss: 0.000308  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1421\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 1422\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 1423\n",
      "-------------------------------\n",
      "loss: 0.000324  [    0/ 1426]\n",
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      "Epoch 1424\n",
      "-------------------------------\n",
      "loss: 0.000350  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 1425\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 1426\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 1427\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 1428\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 1429\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000381  [ 1426/ 1426]\n",
      "Epoch 1430\n",
      "-------------------------------\n",
      "loss: 0.000366  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 1431\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000342  [ 1426/ 1426]\n",
      "Epoch 1432\n",
      "-------------------------------\n",
      "loss: 0.000377  [    0/ 1426]\n",
      "loss: 0.000579  [ 1426/ 1426]\n",
      "Epoch 1433\n",
      "-------------------------------\n",
      "loss: 0.000402  [    0/ 1426]\n",
      "loss: 0.000369  [ 1426/ 1426]\n",
      "Epoch 1434\n",
      "-------------------------------\n",
      "loss: 0.000358  [    0/ 1426]\n",
      "loss: 0.000360  [ 1426/ 1426]\n",
      "Epoch 1435\n",
      "-------------------------------\n",
      "loss: 0.000379  [    0/ 1426]\n",
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      "Epoch 1436\n",
      "-------------------------------\n",
      "loss: 0.000462  [    0/ 1426]\n",
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      "Epoch 1437\n",
      "-------------------------------\n",
      "loss: 0.000410  [    0/ 1426]\n",
      "loss: 0.000384  [ 1426/ 1426]\n",
      "Epoch 1438\n",
      "-------------------------------\n",
      "loss: 0.000441  [    0/ 1426]\n",
      "loss: 0.000645  [ 1426/ 1426]\n",
      "Epoch 1439\n",
      "-------------------------------\n",
      "loss: 0.000576  [    0/ 1426]\n",
      "loss: 0.000534  [ 1426/ 1426]\n",
      "Epoch 1440\n",
      "-------------------------------\n",
      "loss: 0.000394  [    0/ 1426]\n",
      "loss: 0.000512  [ 1426/ 1426]\n",
      "Epoch 1441\n",
      "-------------------------------\n",
      "loss: 0.000521  [    0/ 1426]\n",
      "loss: 0.000542  [ 1426/ 1426]\n",
      "Epoch 1442\n",
      "-------------------------------\n",
      "loss: 0.000511  [    0/ 1426]\n",
      "loss: 0.000406  [ 1426/ 1426]\n",
      "Epoch 1443\n",
      "-------------------------------\n",
      "loss: 0.000420  [    0/ 1426]\n",
      "loss: 0.000394  [ 1426/ 1426]\n",
      "Epoch 1444\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000361  [ 1426/ 1426]\n",
      "Epoch 1445\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000348  [ 1426/ 1426]\n",
      "Epoch 1446\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 1447\n",
      "-------------------------------\n",
      "loss: 0.000308  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 1448\n",
      "-------------------------------\n",
      "loss: 0.000311  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 1449\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 1450\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1451\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 1452\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 1453\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 1454\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1455\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1456\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1457\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1458\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 1459\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1460\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1461\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 1462\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1463\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1464\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1465\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1466\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1467\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 1468\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1469\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1470\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1471\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 1472\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1473\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 1474\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 1475\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1476\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1477\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1478\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1479\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1480\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 1481\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 1482\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1483\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 1484\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 1485\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1486\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 1487\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1488\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 1489\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1490\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1491\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1492\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1493\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1494\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 1495\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1496\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1497\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 1498\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1499\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1500\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 1501\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1502\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 1503\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1504\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1505\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1506\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1507\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 1508\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1509\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1510\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1511\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1512\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1513\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1514\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1515\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 1516\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1517\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 1518\n",
      "-------------------------------\n",
      "loss: 0.000318  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 1519\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 1520\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1521\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 1522\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1523\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1524\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1525\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1526\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1527\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1528\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1529\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1530\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1531\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1532\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1533\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 1534\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1535\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 1536\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000356  [ 1426/ 1426]\n",
      "Epoch 1537\n",
      "-------------------------------\n",
      "loss: 0.000326  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 1538\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000388  [ 1426/ 1426]\n",
      "Epoch 1539\n",
      "-------------------------------\n",
      "loss: 0.000408  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 1540\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1541\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 1542\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1543\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1544\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 1545\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 1546\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1547\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1548\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1549\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1550\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1551\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 1552\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 1553\n",
      "-------------------------------\n",
      "loss: 0.000310  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 1554\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1555\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1556\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 1557\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1558\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1559\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 1560\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1561\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
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      "Epoch 1562\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1563\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 1564\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
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      "Epoch 1565\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1566\n",
      "-------------------------------\n",
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      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1567\n",
      "-------------------------------\n",
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      "Epoch 1568\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 1569\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 1570\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1571\n",
      "-------------------------------\n",
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      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1572\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1573\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
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      "Epoch 1574\n",
      "-------------------------------\n",
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      "Epoch 1575\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 1576\n",
      "-------------------------------\n",
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      "Epoch 1577\n",
      "-------------------------------\n",
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      "Epoch 1578\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000911  [ 1426/ 1426]\n",
      "Epoch 1579\n",
      "-------------------------------\n",
      "loss: 0.000554  [    0/ 1426]\n",
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      "Epoch 1580\n",
      "-------------------------------\n",
      "loss: 0.000525  [    0/ 1426]\n",
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      "Epoch 1581\n",
      "-------------------------------\n",
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      "Epoch 1582\n",
      "-------------------------------\n",
      "loss: 0.000553  [    0/ 1426]\n",
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      "Epoch 1583\n",
      "-------------------------------\n",
      "loss: 0.000393  [    0/ 1426]\n",
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      "Epoch 1584\n",
      "-------------------------------\n",
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      "Epoch 1585\n",
      "-------------------------------\n",
      "loss: 0.000571  [    0/ 1426]\n",
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      "Epoch 1586\n",
      "-------------------------------\n",
      "loss: 0.000497  [    0/ 1426]\n",
      "loss: 0.000437  [ 1426/ 1426]\n",
      "Epoch 1587\n",
      "-------------------------------\n",
      "loss: 0.000391  [    0/ 1426]\n",
      "loss: 0.000389  [ 1426/ 1426]\n",
      "Epoch 1588\n",
      "-------------------------------\n",
      "loss: 0.000333  [    0/ 1426]\n",
      "loss: 0.000338  [ 1426/ 1426]\n",
      "Epoch 1589\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 1590\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000347  [ 1426/ 1426]\n",
      "Epoch 1591\n",
      "-------------------------------\n",
      "loss: 0.000329  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 1592\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 1593\n",
      "-------------------------------\n",
      "loss: 0.000316  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 1594\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 1595\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1596\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 1597\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1598\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 1599\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1600\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1601\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1602\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1603\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 1604\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1605\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1606\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1607\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1608\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1609\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 1610\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1611\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1612\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1613\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1614\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1615\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1616\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 1617\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1618\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 1619\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 1620\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1621\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1622\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1623\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1624\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1625\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1626\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1627\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1628\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1629\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1630\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 1631\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1632\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 1633\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1634\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 1635\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1636\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1637\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 1638\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1639\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1640\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 1641\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1642\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1643\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 1644\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1645\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1646\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1647\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1648\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 1649\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1650\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1651\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1652\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1653\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1654\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 1655\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 1656\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1657\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 1658\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1659\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 1660\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1661\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1662\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1663\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1664\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1665\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 1666\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1667\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1668\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1669\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1670\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1671\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 1672\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 1673\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1674\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1675\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1676\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1677\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 1678\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1679\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 1680\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1681\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1682\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1683\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1684\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1685\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1686\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1687\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1688\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 1689\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1690\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1691\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 1692\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 1693\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 1694\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1695\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 1696\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1697\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1698\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000342  [ 1426/ 1426]\n",
      "Epoch 1699\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000351  [ 1426/ 1426]\n",
      "Epoch 1700\n",
      "-------------------------------\n",
      "loss: 0.000376  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 1701\n",
      "-------------------------------\n",
      "loss: 0.000318  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 1702\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 1703\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 1704\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1705\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1706\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1707\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1708\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1709\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 1710\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1711\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 1712\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1713\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1714\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1715\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 1716\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1717\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 1718\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 1719\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1720\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1721\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1722\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1723\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 1724\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1725\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1726\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1727\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1728\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1729\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1730\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1731\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 1732\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1733\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 1734\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1735\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1736\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 1737\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1738\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1739\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1740\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1741\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000342  [ 1426/ 1426]\n",
      "Epoch 1742\n",
      "-------------------------------\n",
      "loss: 0.000332  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1743\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 1744\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
      "loss: 0.000421  [ 1426/ 1426]\n",
      "Epoch 1745\n",
      "-------------------------------\n",
      "loss: 0.000327  [    0/ 1426]\n",
      "loss: 0.000362  [ 1426/ 1426]\n",
      "Epoch 1746\n",
      "-------------------------------\n",
      "loss: 0.000337  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 1747\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 1748\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1749\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000362  [ 1426/ 1426]\n",
      "Epoch 1750\n",
      "-------------------------------\n",
      "loss: 0.000332  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 1751\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1752\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1753\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 1754\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 1755\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1756\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1757\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1758\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 1759\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 1760\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1761\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 1762\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1763\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1764\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1765\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 1766\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1767\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1768\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1769\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1770\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1771\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1772\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 1773\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1774\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1775\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 1776\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1777\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000339  [ 1426/ 1426]\n",
      "Epoch 1778\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 1779\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 1780\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 1781\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1782\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 1783\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 1784\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 1785\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 1786\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 1787\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 1788\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 1789\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 1790\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1791\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 1792\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 1793\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1794\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1795\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 1796\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 1797\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1798\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 1799\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1800\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1801\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 1802\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 1803\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1804\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000326  [ 1426/ 1426]\n",
      "Epoch 1805\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 1806\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1807\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1808\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1809\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1810\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1811\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1812\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 1813\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 1814\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 1815\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 1816\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1817\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 1818\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 1819\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 1820\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 1821\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000361  [ 1426/ 1426]\n",
      "Epoch 1822\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 1823\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000387  [ 1426/ 1426]\n",
      "Epoch 1824\n",
      "-------------------------------\n",
      "loss: 0.000390  [    0/ 1426]\n",
      "loss: 0.000338  [ 1426/ 1426]\n",
      "Epoch 1825\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 1826\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 1827\n",
      "-------------------------------\n",
      "loss: 0.000328  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 1828\n",
      "-------------------------------\n",
      "loss: 0.000335  [    0/ 1426]\n",
      "loss: 0.000348  [ 1426/ 1426]\n",
      "Epoch 1829\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 1830\n",
      "-------------------------------\n",
      "loss: 0.000333  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 1831\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 1832\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 1833\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 1834\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 1835\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 1836\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
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      "Epoch 1837\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
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      "Epoch 1838\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
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      "Epoch 1839\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 1840\n",
      "-------------------------------\n",
      "loss: 0.000345  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 1841\n",
      "-------------------------------\n",
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      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 1842\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1843\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1844\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
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      "Epoch 1845\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
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      "Epoch 1846\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 1847\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
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      "Epoch 1848\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
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      "Epoch 1849\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
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      "Epoch 1850\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 1851\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 1852\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 1853\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 1854\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 1855\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1856\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 1857\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1858\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 1859\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 1860\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1861\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1862\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 1863\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1864\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1865\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1866\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1867\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1868\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 1869\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1870\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1871\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1872\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1873\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1874\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 1875\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 1876\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 1877\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 1878\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1879\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 1880\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1881\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1882\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1883\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1884\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 1885\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1886\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1887\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1888\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1889\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1890\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1891\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 1892\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1893\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1894\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1895\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 1896\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1897\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 1898\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 1899\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 1900\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 1901\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 1902\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 1903\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 1904\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 1905\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 1906\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1907\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1908\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1909\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1910\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 1911\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 1912\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 1913\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1914\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1915\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1916\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1917\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1918\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 1919\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1920\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 1921\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 1922\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1923\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 1924\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 1925\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 1926\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 1927\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 1928\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 1929\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 1930\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1931\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 1932\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1933\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 1934\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 1935\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 1936\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1937\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1938\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 1939\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 1940\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1941\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1942\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1943\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 1944\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 1945\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 1946\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 1947\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 1948\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1949\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 1950\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1951\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1952\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1953\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 1954\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 1955\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 1956\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 1957\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 1958\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 1959\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 1960\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 1961\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 1962\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 1963\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 1964\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 1965\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1966\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 1967\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 1968\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 1969\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 1970\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 1971\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 1972\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 1973\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 1974\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 1975\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 1976\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 1977\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 1978\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 1979\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 1980\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 1981\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 1982\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 1983\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 1984\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 1985\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 1986\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 1987\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 1988\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 1989\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 1990\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 1991\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 1992\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 1993\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 1994\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 1995\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 1996\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 1997\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 1998\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 1999\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2000\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 2001\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 2002\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 2003\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 2004\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 2005\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 2006\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 2007\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 2008\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 2009\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 2010\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 2011\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 2012\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 2013\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 2014\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 2015\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 2016\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 2017\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 2018\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 2019\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 2020\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 2021\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 2022\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 2023\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 2024\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 2025\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 2026\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 2027\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 2028\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 2029\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 2030\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 2031\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 2032\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 2033\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2034\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 2035\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 2036\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2037\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 2038\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 2039\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 2040\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2041\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 2042\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 2043\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2044\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2045\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 2046\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 2047\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 2048\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 2049\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 2050\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 2051\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 2052\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 2053\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 2054\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 2055\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 2056\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 2057\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 2058\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2059\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 2060\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2061\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2062\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 2063\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 2064\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 2065\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 2066\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 2067\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 2068\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 2069\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 2070\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 2071\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2072\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 2073\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 2074\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2075\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 2076\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 2077\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 2078\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 2079\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 2080\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 2081\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 2082\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 2083\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 2084\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 2085\n",
      "-------------------------------\n",
      "loss: 0.000324  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 2086\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 2087\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 2088\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 2089\n",
      "-------------------------------\n",
      "loss: 0.000316  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 2090\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 2091\n",
      "-------------------------------\n",
      "loss: 0.000343  [    0/ 1426]\n",
      "loss: 0.000391  [ 1426/ 1426]\n",
      "Epoch 2092\n",
      "-------------------------------\n",
      "loss: 0.000426  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 2093\n",
      "-------------------------------\n",
      "loss: 0.000348  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 2094\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 2095\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 2096\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 2097\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 2098\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2099\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2100\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2101\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 2102\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 2103\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2104\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 2105\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2106\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 2107\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 2108\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2109\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 2110\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 2111\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2112\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 2113\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2114\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
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      "Epoch 2115\n",
      "-------------------------------\n",
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      "Epoch 2116\n",
      "-------------------------------\n",
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      "Epoch 2117\n",
      "-------------------------------\n",
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      "Epoch 2118\n",
      "-------------------------------\n",
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      "Epoch 2119\n",
      "-------------------------------\n",
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      "Epoch 2120\n",
      "-------------------------------\n",
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      "Epoch 2121\n",
      "-------------------------------\n",
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      "Epoch 2122\n",
      "-------------------------------\n",
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      "Epoch 2123\n",
      "-------------------------------\n",
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      "Epoch 2124\n",
      "-------------------------------\n",
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      "Epoch 2125\n",
      "-------------------------------\n",
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      "Epoch 2126\n",
      "-------------------------------\n",
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      "Epoch 2127\n",
      "-------------------------------\n",
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      "Epoch 2128\n",
      "-------------------------------\n",
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      "Epoch 2129\n",
      "-------------------------------\n",
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      "Epoch 2130\n",
      "-------------------------------\n",
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      "Epoch 2131\n",
      "-------------------------------\n",
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      "Epoch 2132\n",
      "-------------------------------\n",
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      "Epoch 2133\n",
      "-------------------------------\n",
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      "Epoch 2134\n",
      "-------------------------------\n",
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      "Epoch 2135\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
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      "Epoch 2136\n",
      "-------------------------------\n",
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      "Epoch 2137\n",
      "-------------------------------\n",
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      "Epoch 2138\n",
      "-------------------------------\n",
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      "Epoch 2139\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
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      "Epoch 2140\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
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      "Epoch 2141\n",
      "-------------------------------\n",
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      "Epoch 2142\n",
      "-------------------------------\n",
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      "Epoch 2143\n",
      "-------------------------------\n",
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      "Epoch 2144\n",
      "-------------------------------\n",
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      "Epoch 2145\n",
      "-------------------------------\n",
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      "Epoch 2146\n",
      "-------------------------------\n",
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      "Epoch 2147\n",
      "-------------------------------\n",
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      "Epoch 2148\n",
      "-------------------------------\n",
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      "Epoch 2149\n",
      "-------------------------------\n",
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      "Epoch 2150\n",
      "-------------------------------\n",
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      "Epoch 2151\n",
      "-------------------------------\n",
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      "Epoch 2152\n",
      "-------------------------------\n",
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      "Epoch 2153\n",
      "-------------------------------\n",
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      "Epoch 2154\n",
      "-------------------------------\n",
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      "Epoch 2155\n",
      "-------------------------------\n",
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      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 2156\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2157\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
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      "Epoch 2158\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
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      "Epoch 2159\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
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      "Epoch 2160\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
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      "Epoch 2161\n",
      "-------------------------------\n",
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      "Epoch 2162\n",
      "-------------------------------\n",
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      "Epoch 2163\n",
      "-------------------------------\n",
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      "Epoch 2164\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
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      "Epoch 2165\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
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      "Epoch 2166\n",
      "-------------------------------\n",
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      "Epoch 2167\n",
      "-------------------------------\n",
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      "Epoch 2168\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 2169\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 2170\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 2171\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 2172\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
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      "Epoch 2173\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 2174\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 2175\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 2176\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 2177\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 2178\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 2179\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 2180\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2181\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 2182\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 2183\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 2184\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 2185\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 2186\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 2187\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
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      "Epoch 2188\n",
      "-------------------------------\n",
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      "Epoch 2189\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
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      "Epoch 2190\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 2191\n",
      "-------------------------------\n",
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      "Epoch 2192\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 2193\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
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      "Epoch 2194\n",
      "-------------------------------\n",
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      "Epoch 2195\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 2196\n",
      "-------------------------------\n",
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      "Epoch 2197\n",
      "-------------------------------\n",
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      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 2198\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 2199\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
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      "Epoch 2200\n",
      "-------------------------------\n",
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      "Epoch 2201\n",
      "-------------------------------\n",
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      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 2202\n",
      "-------------------------------\n",
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      "Epoch 2203\n",
      "-------------------------------\n",
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      "Epoch 2204\n",
      "-------------------------------\n",
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      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2205\n",
      "-------------------------------\n",
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      "Epoch 2206\n",
      "-------------------------------\n",
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      "Epoch 2207\n",
      "-------------------------------\n",
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      "Epoch 2208\n",
      "-------------------------------\n",
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      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2209\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 2210\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 2211\n",
      "-------------------------------\n",
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      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2212\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2213\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 2214\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 2215\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 2216\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2217\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 2218\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2219\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2220\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 2221\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2222\n",
      "-------------------------------\n",
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      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2223\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 2224\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
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      "Epoch 2225\n",
      "-------------------------------\n",
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      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 2226\n",
      "-------------------------------\n",
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      "Epoch 2227\n",
      "-------------------------------\n",
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      "Epoch 2228\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 2229\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2230\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 2231\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2232\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 2233\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 2234\n",
      "-------------------------------\n",
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      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2235\n",
      "-------------------------------\n",
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      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 2236\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 2237\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 2238\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 2239\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 2240\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 2241\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 2242\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 2243\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 2244\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 2245\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 2246\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 2247\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2248\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2249\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 2250\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 2251\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2252\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 2253\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
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      "Epoch 2254\n",
      "-------------------------------\n",
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      "Epoch 2255\n",
      "-------------------------------\n",
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      "Epoch 2256\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
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      "Epoch 2257\n",
      "-------------------------------\n",
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      "Epoch 2258\n",
      "-------------------------------\n",
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      "Epoch 2259\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
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      "Epoch 2260\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
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      "Epoch 2261\n",
      "-------------------------------\n",
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      "Epoch 2262\n",
      "-------------------------------\n",
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      "Epoch 2263\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
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      "Epoch 2264\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 2265\n",
      "-------------------------------\n",
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      "Epoch 2266\n",
      "-------------------------------\n",
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      "Epoch 2267\n",
      "-------------------------------\n",
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      "Epoch 2268\n",
      "-------------------------------\n",
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      "Epoch 2269\n",
      "-------------------------------\n",
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      "Epoch 2270\n",
      "-------------------------------\n",
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      "Epoch 2271\n",
      "-------------------------------\n",
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      "Epoch 2272\n",
      "-------------------------------\n",
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      "Epoch 2273\n",
      "-------------------------------\n",
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      "Epoch 2274\n",
      "-------------------------------\n",
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      "Epoch 2275\n",
      "-------------------------------\n",
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      "Epoch 2276\n",
      "-------------------------------\n",
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      "Epoch 2277\n",
      "-------------------------------\n",
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      "Epoch 2278\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
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      "Epoch 2279\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
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      "Epoch 2280\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2281\n",
      "-------------------------------\n",
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      "Epoch 2282\n",
      "-------------------------------\n",
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      "Epoch 2283\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
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      "Epoch 2284\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
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      "Epoch 2285\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
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      "Epoch 2286\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
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      "Epoch 2287\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 2288\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 2289\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 2290\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 2291\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 2292\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2293\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2294\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 2295\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 2296\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2297\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2298\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2299\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 2300\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 2301\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 2302\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 2303\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 2304\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 2305\n",
      "-------------------------------\n",
      "loss: 0.000334  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 2306\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 2307\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 2308\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 2309\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 2310\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 2311\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 2312\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 2313\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 2314\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 2315\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 2316\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 2317\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2318\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 2319\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 2320\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2321\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2322\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
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      "Epoch 2323\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2324\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 2325\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2326\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 2327\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
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      "Epoch 2328\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2329\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2330\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 2331\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2332\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 2333\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2334\n",
      "-------------------------------\n",
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      "Epoch 2335\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2336\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2337\n",
      "-------------------------------\n",
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      "Epoch 2338\n",
      "-------------------------------\n",
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      "Epoch 2339\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
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      "Epoch 2340\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 2341\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 2342\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 2343\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 2344\n",
      "-------------------------------\n",
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      "Epoch 2345\n",
      "-------------------------------\n",
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      "Epoch 2346\n",
      "-------------------------------\n",
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      "Epoch 2347\n",
      "-------------------------------\n",
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      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 2348\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 2349\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2350\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 2351\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 2352\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 2353\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2354\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2355\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 2356\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 2357\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 2358\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 2359\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2360\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 2361\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2362\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 2363\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2364\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 2365\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2366\n",
      "-------------------------------\n",
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      "Epoch 2367\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2368\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 2369\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 2370\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2371\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2372\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 2373\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2374\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2375\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2376\n",
      "-------------------------------\n",
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      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2377\n",
      "-------------------------------\n",
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      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2378\n",
      "-------------------------------\n",
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      "Epoch 2379\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 2380\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 2381\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2382\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 2383\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 2384\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 2385\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2386\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 2387\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 2388\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 2389\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 2390\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 2391\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2392\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2393\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 2394\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 2395\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 2396\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 2397\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 2398\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 2399\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 2400\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 2401\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 2402\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2403\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 2404\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2405\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2406\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 2407\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2408\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 2409\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 2410\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 2411\n",
      "-------------------------------\n",
      "loss: 0.000361  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 2412\n",
      "-------------------------------\n",
      "loss: 0.000364  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 2413\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 2414\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 2415\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 2416\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2417\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 2418\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2419\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2420\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 2421\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 2422\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2423\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2424\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2425\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 2426\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 2427\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2428\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2429\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2430\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2431\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2432\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2433\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 2434\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 2435\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2436\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2437\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2438\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2439\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2440\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2441\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2442\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2443\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2444\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2445\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2446\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2447\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 2448\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2449\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 2450\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2451\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 2452\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 2453\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2454\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 2455\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2456\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2457\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2458\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2459\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 2460\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2461\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 2462\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2463\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 2464\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 2465\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 2466\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 2467\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 2468\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 2469\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2470\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 2471\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 2472\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 2473\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2474\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 2475\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2476\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2477\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 2478\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2479\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 2480\n",
      "-------------------------------\n",
      "loss: 0.000334  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 2481\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 2482\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 2483\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 2484\n",
      "-------------------------------\n",
      "loss: 0.000328  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 2485\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 2486\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 2487\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 2488\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 2489\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 2490\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 2491\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2492\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2493\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2494\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2495\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2496\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2497\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2498\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2499\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2500\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2501\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 2502\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2503\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2504\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2505\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2506\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2507\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 2508\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2509\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2510\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2511\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2512\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2513\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2514\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2515\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2516\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2517\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 2518\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2519\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 2520\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2521\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 2522\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 2523\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2524\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2525\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2526\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2527\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2528\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2529\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
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      "Epoch 2530\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2531\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
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      "Epoch 2532\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2533\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
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      "Epoch 2534\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2535\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2536\n",
      "-------------------------------\n",
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      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2537\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 2538\n",
      "-------------------------------\n",
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      "Epoch 2539\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2540\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 2541\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
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      "Epoch 2542\n",
      "-------------------------------\n",
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      "Epoch 2543\n",
      "-------------------------------\n",
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      "Epoch 2544\n",
      "-------------------------------\n",
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      "Epoch 2545\n",
      "-------------------------------\n",
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      "Epoch 2546\n",
      "-------------------------------\n",
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      "Epoch 2547\n",
      "-------------------------------\n",
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      "Epoch 2548\n",
      "-------------------------------\n",
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      "Epoch 2549\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2550\n",
      "-------------------------------\n",
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      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 2551\n",
      "-------------------------------\n",
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      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2552\n",
      "-------------------------------\n",
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      "Epoch 2553\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 2554\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2555\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2556\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2557\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2558\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
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      "Epoch 2559\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 2560\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2561\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2562\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
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      "Epoch 2563\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2564\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2565\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 2566\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 2567\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 2568\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 2569\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2570\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 2571\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2572\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2573\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 2574\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2575\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2576\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2577\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2578\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2579\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 2580\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2581\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2582\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2583\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2584\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2585\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 2586\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2587\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2588\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 2589\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2590\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2591\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2592\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 2593\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2594\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2595\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 2596\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 2597\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2598\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2599\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2600\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 2601\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2602\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2603\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 2604\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2605\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 2606\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2607\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 2608\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 2609\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2610\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2611\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 2612\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2613\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 2614\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 2615\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 2616\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2617\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 2618\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 2619\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 2620\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2621\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 2622\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2623\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2624\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2625\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2626\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2627\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2628\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 2629\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 2630\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 2631\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 2632\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 2633\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 2634\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 2635\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2636\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2637\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 2638\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2639\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2640\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2641\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 2642\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 2643\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 2644\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 2645\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 2646\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 2647\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 2648\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 2649\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2650\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 2651\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 2652\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2653\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 2654\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 2655\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2656\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2657\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 2658\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 2659\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 2660\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 2661\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2662\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2663\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 2664\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 2665\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2666\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2667\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 2668\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2669\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2670\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2671\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2672\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2673\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2674\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2675\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2676\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 2677\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2678\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2679\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2680\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2681\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2682\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 2683\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2684\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2685\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2686\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2687\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2688\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 2689\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2690\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2691\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 2692\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2693\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2694\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2695\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2696\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2697\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2698\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2699\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2700\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2701\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2702\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2703\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2704\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2705\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2706\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2707\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2708\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2709\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 2710\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 2711\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2712\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000221  [ 1426/ 1426]\n",
      "Epoch 2713\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 2714\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2715\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2716\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2717\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 2718\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2719\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2720\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2721\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2722\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2723\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 2724\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2725\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2726\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2727\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 2728\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 2729\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2730\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2731\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 2732\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 2733\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2734\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2735\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 2736\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2737\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 2738\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2739\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2740\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2741\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2742\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2743\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2744\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2745\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2746\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2747\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 2748\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2749\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2750\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2751\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2752\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 2753\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2754\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2755\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2756\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2757\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 2758\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2759\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2760\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2761\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2762\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2763\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2764\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2765\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 2766\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 2767\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 2768\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2769\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 2770\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2771\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2772\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2773\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 2774\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 2775\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 2776\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 2777\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2778\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2779\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2780\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 2781\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2782\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2783\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 2784\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2785\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2786\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2787\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 2788\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2789\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2790\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2791\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 2792\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2793\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 2794\n",
      "-------------------------------\n",
      "loss: 0.000308  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 2795\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2796\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 2797\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 2798\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 2799\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2800\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2801\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 2802\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2803\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 2804\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 2805\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2806\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2807\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 2808\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 2809\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2810\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 2811\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 2812\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2813\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 2814\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 2815\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 2816\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 2817\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 2818\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 2819\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 2820\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 2821\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 2822\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 2823\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 2824\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2825\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 2826\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 2827\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 2828\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 2829\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 2830\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 2831\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 2832\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2833\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2834\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2835\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2836\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2837\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2838\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2839\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 2840\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2841\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2842\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2843\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2844\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 2845\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000216  [ 1426/ 1426]\n",
      "Epoch 2846\n",
      "-------------------------------\n",
      "loss: 0.000230  [    0/ 1426]\n",
      "loss: 0.000215  [ 1426/ 1426]\n",
      "Epoch 2847\n",
      "-------------------------------\n",
      "loss: 0.000228  [    0/ 1426]\n",
      "loss: 0.000217  [ 1426/ 1426]\n",
      "Epoch 2848\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000221  [ 1426/ 1426]\n",
      "Epoch 2849\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 2850\n",
      "-------------------------------\n",
      "loss: 0.000228  [    0/ 1426]\n",
      "loss: 0.000216  [ 1426/ 1426]\n",
      "Epoch 2851\n",
      "-------------------------------\n",
      "loss: 0.000228  [    0/ 1426]\n",
      "loss: 0.000217  [ 1426/ 1426]\n",
      "Epoch 2852\n",
      "-------------------------------\n",
      "loss: 0.000228  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 2853\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 2854\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2855\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 2856\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000221  [ 1426/ 1426]\n",
      "Epoch 2857\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 2858\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2859\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2860\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2861\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2862\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 2863\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2864\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 2865\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 2866\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2867\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2868\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2869\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 2870\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2871\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2872\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 2873\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 2874\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2875\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2876\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 2877\n",
      "-------------------------------\n",
      "loss: 0.000230  [    0/ 1426]\n",
      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 2878\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 2879\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2880\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 2881\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 2882\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2883\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 2884\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000216  [ 1426/ 1426]\n",
      "Epoch 2885\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 2886\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2887\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 2888\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 2889\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2890\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 2891\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2892\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2893\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2894\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2895\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 2896\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 2897\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 2898\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2899\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2900\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2901\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2902\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2903\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 2904\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 2905\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2906\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 2907\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000221  [ 1426/ 1426]\n",
      "Epoch 2908\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2909\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 2910\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 2911\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 2912\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 2913\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2914\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 2915\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2916\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 2917\n",
      "-------------------------------\n",
      "loss: 0.000228  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 2918\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 2919\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000221  [ 1426/ 1426]\n",
      "Epoch 2920\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2921\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2922\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2923\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 2924\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000221  [ 1426/ 1426]\n",
      "Epoch 2925\n",
      "-------------------------------\n",
      "loss: 0.000227  [    0/ 1426]\n",
      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 2926\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000214  [ 1426/ 1426]\n",
      "Epoch 2927\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 2928\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 2929\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 2930\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2931\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2932\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 2933\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 2934\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 2935\n",
      "-------------------------------\n",
      "loss: 0.000339  [    0/ 1426]\n",
      "loss: 0.000384  [ 1426/ 1426]\n",
      "Epoch 2936\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000500  [ 1426/ 1426]\n",
      "Epoch 2937\n",
      "-------------------------------\n",
      "loss: 0.000412  [    0/ 1426]\n",
      "loss: 0.000351  [ 1426/ 1426]\n",
      "Epoch 2938\n",
      "-------------------------------\n",
      "loss: 0.000427  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 2939\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 2940\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 2941\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 2942\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 2943\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 2944\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 2945\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2946\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2947\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 2948\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2949\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000217  [ 1426/ 1426]\n",
      "Epoch 2950\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2951\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2952\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 2953\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 2954\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 2955\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 2956\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 2957\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2958\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 2959\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 2960\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 2961\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000216  [ 1426/ 1426]\n",
      "Epoch 2962\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000217  [ 1426/ 1426]\n",
      "Epoch 2963\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 2964\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 2965\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2966\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2967\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2968\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2969\n",
      "-------------------------------\n",
      "loss: 0.000227  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2970\n",
      "-------------------------------\n",
      "loss: 0.000230  [    0/ 1426]\n",
      "loss: 0.000215  [ 1426/ 1426]\n",
      "Epoch 2971\n",
      "-------------------------------\n",
      "loss: 0.000228  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2972\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 2973\n",
      "-------------------------------\n",
      "loss: 0.000225  [    0/ 1426]\n",
      "loss: 0.000221  [ 1426/ 1426]\n",
      "Epoch 2974\n",
      "-------------------------------\n",
      "loss: 0.000230  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 2975\n",
      "-------------------------------\n",
      "loss: 0.000226  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 2976\n",
      "-------------------------------\n",
      "loss: 0.000227  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2977\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000217  [ 1426/ 1426]\n",
      "Epoch 2978\n",
      "-------------------------------\n",
      "loss: 0.000226  [    0/ 1426]\n",
      "loss: 0.000216  [ 1426/ 1426]\n",
      "Epoch 2979\n",
      "-------------------------------\n",
      "loss: 0.000225  [    0/ 1426]\n",
      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 2980\n",
      "-------------------------------\n",
      "loss: 0.000227  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 2981\n",
      "-------------------------------\n",
      "loss: 0.000228  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 2982\n",
      "-------------------------------\n",
      "loss: 0.000228  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 2983\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 2984\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2985\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 2986\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 2987\n",
      "-------------------------------\n",
      "loss: 0.000227  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 2988\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 2989\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 2990\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 2991\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000216  [ 1426/ 1426]\n",
      "Epoch 2992\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 2993\n",
      "-------------------------------\n",
      "loss: 0.000227  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 2994\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2995\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000221  [ 1426/ 1426]\n",
      "Epoch 2996\n",
      "-------------------------------\n",
      "loss: 0.000230  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2997\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 2998\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 2999\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 3000\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 3001\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 3002\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 3003\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 3004\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 3005\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 3006\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 3007\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 3008\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 3009\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 3010\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 3011\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 3012\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 3013\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 3014\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 3015\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 3016\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 3017\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 3018\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 3019\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000216  [ 1426/ 1426]\n",
      "Epoch 3020\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 3021\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 3022\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 3023\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 3024\n",
      "-------------------------------\n",
      "loss: 0.000230  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 3025\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 3026\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 3027\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 3028\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 3029\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 3030\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 3031\n",
      "-------------------------------\n",
      "loss: 0.000227  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 3032\n",
      "-------------------------------\n",
      "loss: 0.000230  [    0/ 1426]\n",
      "loss: 0.000217  [ 1426/ 1426]\n",
      "Epoch 3033\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 3034\n",
      "-------------------------------\n",
      "loss: 0.000224  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 3035\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 3036\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 3037\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 3038\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 3039\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 3040\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 3041\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 3042\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 3043\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 3044\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 3045\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 3046\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 3047\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 3048\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 3049\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 3050\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 3051\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 3052\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 3053\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 3054\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 3055\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 3056\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 3057\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 3058\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 3059\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 3060\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 3061\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 3062\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 3063\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 3064\n",
      "-------------------------------\n",
      "loss: 0.000230  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 3065\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 3066\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 3067\n",
      "-------------------------------\n",
      "loss: 0.000227  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 3068\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 3069\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 3070\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 3071\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 3072\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000217  [ 1426/ 1426]\n",
      "Epoch 3073\n",
      "-------------------------------\n",
      "loss: 0.000226  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 3074\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000216  [ 1426/ 1426]\n",
      "Epoch 3075\n",
      "-------------------------------\n",
      "loss: 0.000226  [    0/ 1426]\n",
      "loss: 0.000220  [ 1426/ 1426]\n",
      "Epoch 3076\n",
      "-------------------------------\n",
      "loss: 0.000226  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 3077\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000215  [ 1426/ 1426]\n",
      "Epoch 3078\n",
      "-------------------------------\n",
      "loss: 0.000228  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 3079\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 3080\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 3081\n",
      "-------------------------------\n",
      "loss: 0.000226  [    0/ 1426]\n",
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      "Epoch 3082\n",
      "-------------------------------\n",
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      "Epoch 3083\n",
      "-------------------------------\n",
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      "Epoch 3084\n",
      "-------------------------------\n",
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      "Epoch 3085\n",
      "-------------------------------\n",
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      "Epoch 3086\n",
      "-------------------------------\n",
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      "Epoch 3087\n",
      "-------------------------------\n",
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      "Epoch 3088\n",
      "-------------------------------\n",
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      "Epoch 3089\n",
      "-------------------------------\n",
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      "Epoch 3090\n",
      "-------------------------------\n",
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      "Epoch 3091\n",
      "-------------------------------\n",
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      "Epoch 3092\n",
      "-------------------------------\n",
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      "Epoch 3093\n",
      "-------------------------------\n",
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      "Epoch 3094\n",
      "-------------------------------\n",
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      "Epoch 3095\n",
      "-------------------------------\n",
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      "Epoch 3096\n",
      "-------------------------------\n",
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      "Epoch 3097\n",
      "-------------------------------\n",
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      "Epoch 3098\n",
      "-------------------------------\n",
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      "Epoch 3099\n",
      "-------------------------------\n",
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      "Epoch 3100\n",
      "-------------------------------\n",
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      "Epoch 3101\n",
      "-------------------------------\n",
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      "Epoch 3102\n",
      "-------------------------------\n",
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      "Epoch 3103\n",
      "-------------------------------\n",
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      "Epoch 3104\n",
      "-------------------------------\n",
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      "Epoch 3105\n",
      "-------------------------------\n",
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      "Epoch 3106\n",
      "-------------------------------\n",
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      "Epoch 3107\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
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      "Epoch 3108\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
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      "Epoch 3109\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 3110\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
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      "Epoch 3111\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
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      "Epoch 3112\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
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      "Epoch 3113\n",
      "-------------------------------\n",
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      "Epoch 3114\n",
      "-------------------------------\n",
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      "Epoch 3115\n",
      "-------------------------------\n",
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      "Epoch 3116\n",
      "-------------------------------\n",
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      "Epoch 3117\n",
      "-------------------------------\n",
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      "Epoch 3118\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000211  [ 1426/ 1426]\n",
      "Epoch 3119\n",
      "-------------------------------\n",
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      "Epoch 3120\n",
      "-------------------------------\n",
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      "Epoch 3121\n",
      "-------------------------------\n",
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      "Epoch 3122\n",
      "-------------------------------\n",
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      "Epoch 3123\n",
      "-------------------------------\n",
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      "Epoch 3124\n",
      "-------------------------------\n",
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      "Epoch 3125\n",
      "-------------------------------\n",
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      "Epoch 3126\n",
      "-------------------------------\n",
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      "Epoch 3127\n",
      "-------------------------------\n",
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      "Epoch 3128\n",
      "-------------------------------\n",
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      "Epoch 3129\n",
      "-------------------------------\n",
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      "Epoch 3130\n",
      "-------------------------------\n",
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      "Epoch 3131\n",
      "-------------------------------\n",
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      "Epoch 3132\n",
      "-------------------------------\n",
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      "Epoch 3133\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
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      "Epoch 3134\n",
      "-------------------------------\n",
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      "Epoch 3135\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
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      "Epoch 3136\n",
      "-------------------------------\n",
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      "Epoch 3137\n",
      "-------------------------------\n",
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      "Epoch 3138\n",
      "-------------------------------\n",
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      "Epoch 3139\n",
      "-------------------------------\n",
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      "Epoch 3140\n",
      "-------------------------------\n",
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      "Epoch 3141\n",
      "-------------------------------\n",
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      "Epoch 3142\n",
      "-------------------------------\n",
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      "Epoch 3143\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
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      "Epoch 3144\n",
      "-------------------------------\n",
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      "Epoch 3145\n",
      "-------------------------------\n",
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      "Epoch 3146\n",
      "-------------------------------\n",
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      "Epoch 3147\n",
      "-------------------------------\n",
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      "Epoch 3148\n",
      "-------------------------------\n",
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      "Epoch 3149\n",
      "-------------------------------\n",
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      "Epoch 3150\n",
      "-------------------------------\n",
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      "Epoch 3151\n",
      "-------------------------------\n",
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      "Epoch 3152\n",
      "-------------------------------\n",
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      "Epoch 3153\n",
      "-------------------------------\n",
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      "Epoch 3154\n",
      "-------------------------------\n",
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      "Epoch 3155\n",
      "-------------------------------\n",
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      "Epoch 3156\n",
      "-------------------------------\n",
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      "Epoch 3157\n",
      "-------------------------------\n",
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      "Epoch 3158\n",
      "-------------------------------\n",
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      "Epoch 3159\n",
      "-------------------------------\n",
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      "Epoch 3160\n",
      "-------------------------------\n",
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      "Epoch 3161\n",
      "-------------------------------\n",
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      "Epoch 3162\n",
      "-------------------------------\n",
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      "Epoch 3163\n",
      "-------------------------------\n",
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      "Epoch 3164\n",
      "-------------------------------\n",
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      "Epoch 3165\n",
      "-------------------------------\n",
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      "Epoch 3166\n",
      "-------------------------------\n",
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      "Epoch 3167\n",
      "-------------------------------\n",
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      "Epoch 3168\n",
      "-------------------------------\n",
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      "Epoch 3169\n",
      "-------------------------------\n",
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      "Epoch 3170\n",
      "-------------------------------\n",
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      "Epoch 3171\n",
      "-------------------------------\n",
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      "Epoch 3172\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 3174\n",
      "-------------------------------\n",
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      "Epoch 3175\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 3177\n",
      "-------------------------------\n",
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      "Epoch 3178\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 3180\n",
      "-------------------------------\n",
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      "Epoch 3181\n",
      "-------------------------------\n",
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      "Epoch 3182\n",
      "-------------------------------\n",
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      "Epoch 3183\n",
      "-------------------------------\n",
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      "Epoch 3184\n",
      "-------------------------------\n",
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      "Epoch 3185\n",
      "-------------------------------\n",
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      "Epoch 3186\n",
      "-------------------------------\n",
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      "Epoch 3187\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 3189\n",
      "-------------------------------\n",
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      "Epoch 3190\n",
      "-------------------------------\n",
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      "Epoch 3191\n",
      "-------------------------------\n",
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      "Epoch 3192\n",
      "-------------------------------\n",
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      "Epoch 3193\n",
      "-------------------------------\n",
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      "Epoch 3195\n",
      "-------------------------------\n",
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      "Epoch 3196\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 3198\n",
      "-------------------------------\n",
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      "Epoch 3199\n",
      "-------------------------------\n",
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      "Epoch 3200\n",
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      "Epoch 3201\n",
      "-------------------------------\n",
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      "Epoch 3202\n",
      "-------------------------------\n",
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      "Epoch 3203\n",
      "-------------------------------\n",
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      "Epoch 3204\n",
      "-------------------------------\n",
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      "Epoch 3205\n",
      "-------------------------------\n",
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      "Epoch 3206\n",
      "-------------------------------\n",
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      "Epoch 3207\n",
      "-------------------------------\n",
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      "Epoch 3208\n",
      "-------------------------------\n",
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      "Epoch 3209\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 3210\n",
      "-------------------------------\n",
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      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 3211\n",
      "-------------------------------\n",
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      "Epoch 3212\n",
      "-------------------------------\n",
      "loss: 0.000230  [    0/ 1426]\n",
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      "Epoch 3213\n",
      "-------------------------------\n",
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      "Epoch 3214\n",
      "-------------------------------\n",
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      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 3215\n",
      "-------------------------------\n",
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      "Epoch 3216\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
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      "Epoch 3217\n",
      "-------------------------------\n",
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      "Epoch 3218\n",
      "-------------------------------\n",
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      "Epoch 3219\n",
      "-------------------------------\n",
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      "Epoch 3220\n",
      "-------------------------------\n",
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      "Epoch 3221\n",
      "-------------------------------\n",
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      "Epoch 3222\n",
      "-------------------------------\n",
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      "Epoch 3223\n",
      "-------------------------------\n",
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      "Epoch 3224\n",
      "-------------------------------\n",
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      "Epoch 3225\n",
      "-------------------------------\n",
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      "Epoch 3226\n",
      "-------------------------------\n",
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      "Epoch 3227\n",
      "-------------------------------\n",
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      "Epoch 3228\n",
      "-------------------------------\n",
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      "Epoch 3229\n",
      "-------------------------------\n",
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      "Epoch 3230\n",
      "-------------------------------\n",
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      "Epoch 3231\n",
      "-------------------------------\n",
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      "Epoch 3232\n",
      "-------------------------------\n",
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      "Epoch 3233\n",
      "-------------------------------\n",
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      "Epoch 3234\n",
      "-------------------------------\n",
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      "Epoch 3235\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 3237\n",
      "-------------------------------\n",
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      "Epoch 3238\n",
      "-------------------------------\n",
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      "Epoch 3239\n",
      "-------------------------------\n",
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      "Epoch 3240\n",
      "-------------------------------\n",
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      "-------------------------------\n",
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      "Epoch 3242\n",
      "-------------------------------\n",
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      "Epoch 3243\n",
      "-------------------------------\n",
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      "Epoch 3244\n",
      "-------------------------------\n",
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      "Epoch 3245\n",
      "-------------------------------\n",
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      "Epoch 3246\n",
      "-------------------------------\n",
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      "Epoch 3247\n",
      "-------------------------------\n",
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      "Epoch 3248\n",
      "-------------------------------\n",
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      "Epoch 3249\n",
      "-------------------------------\n",
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      "Epoch 3250\n",
      "-------------------------------\n",
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      "Epoch 3251\n",
      "-------------------------------\n",
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      "Epoch 3252\n",
      "-------------------------------\n",
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      "Epoch 3253\n",
      "-------------------------------\n",
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      "Epoch 3254\n",
      "-------------------------------\n",
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      "Epoch 3255\n",
      "-------------------------------\n",
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      "Epoch 3256\n",
      "-------------------------------\n",
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      "Epoch 3257\n",
      "-------------------------------\n",
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      "Epoch 3258\n",
      "-------------------------------\n",
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      "Epoch 3259\n",
      "-------------------------------\n",
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      "Epoch 3260\n",
      "-------------------------------\n",
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      "Epoch 3261\n",
      "-------------------------------\n",
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      "Epoch 3262\n",
      "-------------------------------\n",
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      "Epoch 3263\n",
      "-------------------------------\n",
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      "Epoch 3264\n",
      "-------------------------------\n",
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      "Epoch 3265\n",
      "-------------------------------\n",
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      "Epoch 3266\n",
      "-------------------------------\n",
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      "Epoch 3267\n",
      "-------------------------------\n",
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      "Epoch 3268\n",
      "-------------------------------\n",
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      "Epoch 3269\n",
      "-------------------------------\n",
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      "Epoch 3270\n",
      "-------------------------------\n",
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      "Epoch 3271\n",
      "-------------------------------\n",
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      "Epoch 3272\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
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      "Epoch 3273\n",
      "-------------------------------\n",
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      "Epoch 3274\n",
      "-------------------------------\n",
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      "Epoch 3275\n",
      "-------------------------------\n",
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      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 3276\n",
      "-------------------------------\n",
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      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 3277\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 3278\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
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      "Epoch 3279\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
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      "Epoch 3280\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 3281\n",
      "-------------------------------\n",
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      "Epoch 3282\n",
      "-------------------------------\n",
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      "Epoch 3283\n",
      "-------------------------------\n",
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      "Epoch 3284\n",
      "-------------------------------\n",
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      "Epoch 3285\n",
      "-------------------------------\n",
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      "Epoch 3286\n",
      "-------------------------------\n",
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      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 3287\n",
      "-------------------------------\n",
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      "Epoch 3288\n",
      "-------------------------------\n",
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      "Epoch 3289\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
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      "Epoch 3290\n",
      "-------------------------------\n",
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      "Epoch 3291\n",
      "-------------------------------\n",
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      "Epoch 3292\n",
      "-------------------------------\n",
      "loss: 0.000226  [    0/ 1426]\n",
      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 3293\n",
      "-------------------------------\n",
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      "Epoch 3294\n",
      "-------------------------------\n",
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      "Epoch 3295\n",
      "-------------------------------\n",
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      "Epoch 3296\n",
      "-------------------------------\n",
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      "Epoch 3297\n",
      "-------------------------------\n",
      "loss: 0.000220  [    0/ 1426]\n",
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      "Epoch 3298\n",
      "-------------------------------\n",
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      "Epoch 3299\n",
      "-------------------------------\n",
      "loss: 0.000221  [    0/ 1426]\n",
      "loss: 0.000215  [ 1426/ 1426]\n",
      "Epoch 3300\n",
      "-------------------------------\n",
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      "Epoch 3301\n",
      "-------------------------------\n",
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      "Epoch 3302\n",
      "-------------------------------\n",
      "loss: 0.000221  [    0/ 1426]\n",
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      "Epoch 3303\n",
      "-------------------------------\n",
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      "Epoch 3304\n",
      "-------------------------------\n",
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      "Epoch 3305\n",
      "-------------------------------\n",
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      "Epoch 3306\n",
      "-------------------------------\n",
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      "Epoch 3307\n",
      "-------------------------------\n",
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      "Epoch 3308\n",
      "-------------------------------\n",
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      "Epoch 3309\n",
      "-------------------------------\n",
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      "Epoch 3310\n",
      "-------------------------------\n",
      "loss: 0.000227  [    0/ 1426]\n",
      "loss: 0.000211  [ 1426/ 1426]\n",
      "Epoch 3311\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
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      "Epoch 3312\n",
      "-------------------------------\n",
      "loss: 0.000221  [    0/ 1426]\n",
      "loss: 0.000207  [ 1426/ 1426]\n",
      "Epoch 3313\n",
      "-------------------------------\n",
      "loss: 0.000227  [    0/ 1426]\n",
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      "Epoch 3314\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
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      "Epoch 3315\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000214  [ 1426/ 1426]\n",
      "Epoch 3316\n",
      "-------------------------------\n",
      "loss: 0.000228  [    0/ 1426]\n",
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      "Epoch 3317\n",
      "-------------------------------\n",
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      "Epoch 3318\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 3319\n",
      "-------------------------------\n",
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      "loss: 0.000215  [ 1426/ 1426]\n",
      "Epoch 3320\n",
      "-------------------------------\n",
      "loss: 0.000223  [    0/ 1426]\n",
      "loss: 0.000212  [ 1426/ 1426]\n",
      "Epoch 3321\n",
      "-------------------------------\n",
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      "Epoch 3322\n",
      "-------------------------------\n",
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      "Epoch 3323\n",
      "-------------------------------\n",
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      "Epoch 3324\n",
      "-------------------------------\n",
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      "loss: 0.000214  [ 1426/ 1426]\n",
      "Epoch 3325\n",
      "-------------------------------\n",
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      "Epoch 3326\n",
      "-------------------------------\n",
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      "Epoch 3327\n",
      "-------------------------------\n",
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      "Epoch 3328\n",
      "-------------------------------\n",
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      "Epoch 3329\n",
      "-------------------------------\n",
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      "Epoch 3330\n",
      "-------------------------------\n",
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      "Epoch 3331\n",
      "-------------------------------\n",
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      "Epoch 3332\n",
      "-------------------------------\n",
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      "Epoch 3333\n",
      "-------------------------------\n",
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      "Epoch 3334\n",
      "-------------------------------\n",
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      "Epoch 3335\n",
      "-------------------------------\n",
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      "Epoch 3336\n",
      "-------------------------------\n",
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      "Epoch 3337\n",
      "-------------------------------\n",
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      "Epoch 3338\n",
      "-------------------------------\n",
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      "Epoch 3339\n",
      "-------------------------------\n",
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      "Epoch 3340\n",
      "-------------------------------\n",
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      "Epoch 3341\n",
      "-------------------------------\n",
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      "Epoch 3342\n",
      "-------------------------------\n",
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      "Epoch 3343\n",
      "-------------------------------\n",
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      "Epoch 3344\n",
      "-------------------------------\n",
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      "Epoch 3345\n",
      "-------------------------------\n",
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      "Epoch 3346\n",
      "-------------------------------\n",
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      "Epoch 3347\n",
      "-------------------------------\n",
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      "Epoch 3348\n",
      "-------------------------------\n",
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      "Epoch 3349\n",
      "-------------------------------\n",
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      "Epoch 3350\n",
      "-------------------------------\n",
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      "Epoch 3351\n",
      "-------------------------------\n",
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      "Epoch 3352\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
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      "Epoch 3353\n",
      "-------------------------------\n",
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      "Epoch 3354\n",
      "-------------------------------\n",
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      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 3355\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
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      "Epoch 3356\n",
      "-------------------------------\n",
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      "Epoch 3357\n",
      "-------------------------------\n",
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      "Epoch 3358\n",
      "-------------------------------\n",
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      "Epoch 3359\n",
      "-------------------------------\n",
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      "Epoch 3360\n",
      "-------------------------------\n",
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      "Epoch 3361\n",
      "-------------------------------\n",
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      "Epoch 3362\n",
      "-------------------------------\n",
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      "Epoch 3363\n",
      "-------------------------------\n",
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      "Epoch 3364\n",
      "-------------------------------\n",
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      "Epoch 3365\n",
      "-------------------------------\n",
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      "Epoch 3366\n",
      "-------------------------------\n",
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      "Epoch 3367\n",
      "-------------------------------\n",
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      "Epoch 3368\n",
      "-------------------------------\n",
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      "Epoch 3369\n",
      "-------------------------------\n",
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      "Epoch 3370\n",
      "-------------------------------\n",
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      "Epoch 3371\n",
      "-------------------------------\n",
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      "Epoch 3372\n",
      "-------------------------------\n",
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      "Epoch 3373\n",
      "-------------------------------\n",
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      "Epoch 3374\n",
      "-------------------------------\n",
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      "Epoch 3375\n",
      "-------------------------------\n",
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      "Epoch 3376\n",
      "-------------------------------\n",
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      "Epoch 3377\n",
      "-------------------------------\n",
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      "Epoch 3378\n",
      "-------------------------------\n",
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      "Epoch 3379\n",
      "-------------------------------\n",
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      "Epoch 3380\n",
      "-------------------------------\n",
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      "Epoch 3381\n",
      "-------------------------------\n",
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      "Epoch 3382\n",
      "-------------------------------\n",
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      "Epoch 3383\n",
      "-------------------------------\n",
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      "Epoch 3384\n",
      "-------------------------------\n",
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      "Epoch 3385\n",
      "-------------------------------\n",
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      "Epoch 3386\n",
      "-------------------------------\n",
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      "Epoch 3387\n",
      "-------------------------------\n",
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      "Epoch 3388\n",
      "-------------------------------\n",
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      "Epoch 3389\n",
      "-------------------------------\n",
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      "Epoch 3390\n",
      "-------------------------------\n",
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      "Epoch 3391\n",
      "-------------------------------\n",
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      "Epoch 3392\n",
      "-------------------------------\n",
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      "Epoch 3393\n",
      "-------------------------------\n",
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      "Epoch 3394\n",
      "-------------------------------\n",
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      "Epoch 3395\n",
      "-------------------------------\n",
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      "Epoch 3396\n",
      "-------------------------------\n",
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      "Epoch 3397\n",
      "-------------------------------\n",
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      "Epoch 3398\n",
      "-------------------------------\n",
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      "Epoch 3399\n",
      "-------------------------------\n",
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      "Epoch 3400\n",
      "-------------------------------\n",
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      "Epoch 3401\n",
      "-------------------------------\n",
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      "Epoch 3402\n",
      "-------------------------------\n",
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      "Epoch 3403\n",
      "-------------------------------\n",
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      "Epoch 3404\n",
      "-------------------------------\n",
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      "Epoch 3405\n",
      "-------------------------------\n",
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      "Epoch 3406\n",
      "-------------------------------\n",
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      "Epoch 3407\n",
      "-------------------------------\n",
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      "Epoch 3408\n",
      "-------------------------------\n",
      "loss: 0.000228  [    0/ 1426]\n",
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      "Epoch 3409\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
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      "Epoch 3410\n",
      "-------------------------------\n",
      "loss: 0.000232  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 3411\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
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      "Epoch 3412\n",
      "-------------------------------\n",
      "loss: 0.000228  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 3413\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 3414\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 3415\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
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      "Epoch 3416\n",
      "-------------------------------\n",
      "loss: 0.000228  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 3417\n",
      "-------------------------------\n",
      "loss: 0.000228  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 3418\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 3419\n",
      "-------------------------------\n",
      "loss: 0.000233  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 3420\n",
      "-------------------------------\n",
      "loss: 0.000226  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 3421\n",
      "-------------------------------\n",
      "loss: 0.000231  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 3422\n",
      "-------------------------------\n",
      "loss: 0.000226  [    0/ 1426]\n",
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      "Epoch 3423\n",
      "-------------------------------\n",
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      "Epoch 3424\n",
      "-------------------------------\n",
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      "loss: 0.000211  [ 1426/ 1426]\n",
      "Epoch 3425\n",
      "-------------------------------\n",
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      "Epoch 3426\n",
      "-------------------------------\n",
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      "loss: 0.000210  [ 1426/ 1426]\n",
      "Epoch 3427\n",
      "-------------------------------\n",
      "loss: 0.000221  [    0/ 1426]\n",
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      "Epoch 3428\n",
      "-------------------------------\n",
      "loss: 0.000215  [    0/ 1426]\n",
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      "Epoch 3429\n",
      "-------------------------------\n",
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      "Epoch 3430\n",
      "-------------------------------\n",
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      "loss: 0.000213  [ 1426/ 1426]\n",
      "Epoch 3431\n",
      "-------------------------------\n",
      "loss: 0.000222  [    0/ 1426]\n",
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      "Epoch 3432\n",
      "-------------------------------\n",
      "loss: 0.000223  [    0/ 1426]\n",
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      "Epoch 3433\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
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      "Epoch 3434\n",
      "-------------------------------\n",
      "loss: 0.000221  [    0/ 1426]\n",
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      "Epoch 3435\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 3436\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
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      "Epoch 3437\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
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      "Epoch 3438\n",
      "-------------------------------\n",
      "loss: 0.000234  [    0/ 1426]\n",
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      "Epoch 3439\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
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      "Epoch 3440\n",
      "-------------------------------\n",
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      "Epoch 3441\n",
      "-------------------------------\n",
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      "Epoch 3442\n",
      "-------------------------------\n",
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      "Epoch 3443\n",
      "-------------------------------\n",
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      "Epoch 3444\n",
      "-------------------------------\n",
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      "Epoch 3445\n",
      "-------------------------------\n",
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      "Epoch 3446\n",
      "-------------------------------\n",
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      "Epoch 3447\n",
      "-------------------------------\n",
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      "Epoch 3448\n",
      "-------------------------------\n",
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      "Epoch 3449\n",
      "-------------------------------\n",
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      "Epoch 3450\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
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      "Epoch 3451\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
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      "Epoch 3452\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 3453\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
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      "Epoch 3454\n",
      "-------------------------------\n",
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      "Epoch 3455\n",
      "-------------------------------\n",
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      "Epoch 3456\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
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      "Epoch 3457\n",
      "-------------------------------\n",
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      "Epoch 3458\n",
      "-------------------------------\n",
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      "Epoch 3459\n",
      "-------------------------------\n",
      "loss: 0.000223  [    0/ 1426]\n",
      "loss: 0.000214  [ 1426/ 1426]\n",
      "Epoch 3460\n",
      "-------------------------------\n",
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      "Epoch 3461\n",
      "-------------------------------\n",
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      "Epoch 3462\n",
      "-------------------------------\n",
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      "Epoch 3463\n",
      "-------------------------------\n",
      "loss: 0.000227  [    0/ 1426]\n",
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      "Epoch 3464\n",
      "-------------------------------\n",
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      "Epoch 3465\n",
      "-------------------------------\n",
      "loss: 0.000222  [    0/ 1426]\n",
      "loss: 0.000213  [ 1426/ 1426]\n",
      "Epoch 3466\n",
      "-------------------------------\n",
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      "Epoch 3467\n",
      "-------------------------------\n",
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      "Epoch 3468\n",
      "-------------------------------\n",
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      "Epoch 3469\n",
      "-------------------------------\n",
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      "Epoch 3470\n",
      "-------------------------------\n",
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      "Epoch 3471\n",
      "-------------------------------\n",
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      "Epoch 3472\n",
      "-------------------------------\n",
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      "Epoch 3473\n",
      "-------------------------------\n",
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      "Epoch 3474\n",
      "-------------------------------\n",
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      "Epoch 3475\n",
      "-------------------------------\n",
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      "Epoch 3476\n",
      "-------------------------------\n",
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      "Epoch 3477\n",
      "-------------------------------\n",
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      "Epoch 3478\n",
      "-------------------------------\n",
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      "Epoch 3479\n",
      "-------------------------------\n",
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      "loss: 0.000209  [ 1426/ 1426]\n",
      "Epoch 3480\n",
      "-------------------------------\n",
      "loss: 0.000221  [    0/ 1426]\n",
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      "Epoch 3481\n",
      "-------------------------------\n",
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      "Epoch 3482\n",
      "-------------------------------\n",
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      "Epoch 3483\n",
      "-------------------------------\n",
      "loss: 0.000213  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 3484\n",
      "-------------------------------\n",
      "loss: 0.000223  [    0/ 1426]\n",
      "loss: 0.000206  [ 1426/ 1426]\n",
      "Epoch 3485\n",
      "-------------------------------\n",
      "loss: 0.000218  [    0/ 1426]\n",
      "loss: 0.000214  [ 1426/ 1426]\n",
      "Epoch 3486\n",
      "-------------------------------\n",
      "loss: 0.000219  [    0/ 1426]\n",
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      "Epoch 3487\n",
      "-------------------------------\n",
      "loss: 0.000230  [    0/ 1426]\n",
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      "Epoch 3488\n",
      "-------------------------------\n",
      "loss: 0.000219  [    0/ 1426]\n",
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      "Epoch 3489\n",
      "-------------------------------\n",
      "loss: 0.000219  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 3490\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 3491\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 3492\n",
      "-------------------------------\n",
      "loss: 0.000226  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 3493\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 3494\n",
      "-------------------------------\n",
      "loss: 0.000235  [    0/ 1426]\n",
      "loss: 0.000218  [ 1426/ 1426]\n",
      "Epoch 3495\n",
      "-------------------------------\n",
      "loss: 0.000221  [    0/ 1426]\n",
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      "Epoch 3496\n",
      "-------------------------------\n",
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      "Epoch 3497\n",
      "-------------------------------\n",
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      "Epoch 3498\n",
      "-------------------------------\n",
      "loss: 0.000229  [    0/ 1426]\n",
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      "Epoch 3499\n",
      "-------------------------------\n",
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      "Epoch 3500\n",
      "-------------------------------\n",
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      "Epoch 3501\n",
      "-------------------------------\n",
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      "Epoch 3502\n",
      "-------------------------------\n",
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      "Epoch 3503\n",
      "-------------------------------\n",
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      "Epoch 3504\n",
      "-------------------------------\n",
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      "Epoch 3505\n",
      "-------------------------------\n",
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      "Epoch 3506\n",
      "-------------------------------\n",
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      "Epoch 3507\n",
      "-------------------------------\n",
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      "Epoch 3508\n",
      "-------------------------------\n",
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      "Epoch 3509\n",
      "-------------------------------\n",
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      "Epoch 3510\n",
      "-------------------------------\n",
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      "Epoch 3511\n",
      "-------------------------------\n",
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      "Epoch 3512\n",
      "-------------------------------\n",
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      "Epoch 3513\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
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      "Epoch 3514\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
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      "Epoch 3515\n",
      "-------------------------------\n",
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      "Epoch 3516\n",
      "-------------------------------\n",
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      "Epoch 3517\n",
      "-------------------------------\n",
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      "Epoch 3518\n",
      "-------------------------------\n",
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      "Epoch 3519\n",
      "-------------------------------\n",
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      "Epoch 3520\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
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      "Epoch 3521\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
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      "Epoch 3522\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
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      "Epoch 3523\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
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      "Epoch 3524\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
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      "Epoch 3525\n",
      "-------------------------------\n",
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      "Epoch 3526\n",
      "-------------------------------\n",
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      "Epoch 3527\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000843  [ 1426/ 1426]\n",
      "Epoch 3528\n",
      "-------------------------------\n",
      "loss: 0.001166  [    0/ 1426]\n",
      "loss: 0.003977  [ 1426/ 1426]\n",
      "Epoch 3529\n",
      "-------------------------------\n",
      "loss: 0.004550  [    0/ 1426]\n",
      "loss: 0.069616  [ 1426/ 1426]\n",
      "Epoch 3530\n",
      "-------------------------------\n",
      "loss: 0.029320  [    0/ 1426]\n",
      "loss: 0.056943  [ 1426/ 1426]\n",
      "Epoch 3531\n",
      "-------------------------------\n",
      "loss: 0.018177  [    0/ 1426]\n",
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      "Epoch 3532\n",
      "-------------------------------\n",
      "loss: 0.011883  [    0/ 1426]\n",
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      "Epoch 3533\n",
      "-------------------------------\n",
      "loss: 0.018868  [    0/ 1426]\n",
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      "Epoch 3534\n",
      "-------------------------------\n",
      "loss: 0.006061  [    0/ 1426]\n",
      "loss: 0.004406  [ 1426/ 1426]\n",
      "Epoch 3535\n",
      "-------------------------------\n",
      "loss: 0.004938  [    0/ 1426]\n",
      "loss: 0.004546  [ 1426/ 1426]\n",
      "Epoch 3536\n",
      "-------------------------------\n",
      "loss: 0.003420  [    0/ 1426]\n",
      "loss: 0.002906  [ 1426/ 1426]\n",
      "Epoch 3537\n",
      "-------------------------------\n",
      "loss: 0.002333  [    0/ 1426]\n",
      "loss: 0.002290  [ 1426/ 1426]\n",
      "Epoch 3538\n",
      "-------------------------------\n",
      "loss: 0.001695  [    0/ 1426]\n",
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      "Epoch 3539\n",
      "-------------------------------\n",
      "loss: 0.005724  [    0/ 1426]\n",
      "loss: 0.002380  [ 1426/ 1426]\n",
      "Epoch 3540\n",
      "-------------------------------\n",
      "loss: 0.002065  [    0/ 1426]\n",
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      "Epoch 3541\n",
      "-------------------------------\n",
      "loss: 0.001517  [    0/ 1426]\n",
      "loss: 0.001818  [ 1426/ 1426]\n",
      "Epoch 3542\n",
      "-------------------------------\n",
      "loss: 0.001433  [    0/ 1426]\n",
      "loss: 0.001398  [ 1426/ 1426]\n",
      "Epoch 3543\n",
      "-------------------------------\n",
      "loss: 0.001122  [    0/ 1426]\n",
      "loss: 0.000998  [ 1426/ 1426]\n",
      "Epoch 3544\n",
      "-------------------------------\n",
      "loss: 0.000869  [    0/ 1426]\n",
      "loss: 0.000899  [ 1426/ 1426]\n",
      "Epoch 3545\n",
      "-------------------------------\n",
      "loss: 0.000816  [    0/ 1426]\n",
      "loss: 0.000821  [ 1426/ 1426]\n",
      "Epoch 3546\n",
      "-------------------------------\n",
      "loss: 0.000805  [    0/ 1426]\n",
      "loss: 0.000774  [ 1426/ 1426]\n",
      "Epoch 3547\n",
      "-------------------------------\n",
      "loss: 0.000716  [    0/ 1426]\n",
      "loss: 0.000735  [ 1426/ 1426]\n",
      "Epoch 3548\n",
      "-------------------------------\n",
      "loss: 0.000715  [    0/ 1426]\n",
      "loss: 0.000714  [ 1426/ 1426]\n",
      "Epoch 3549\n",
      "-------------------------------\n",
      "loss: 0.000701  [    0/ 1426]\n",
      "loss: 0.000686  [ 1426/ 1426]\n",
      "Epoch 3550\n",
      "-------------------------------\n",
      "loss: 0.000682  [    0/ 1426]\n",
      "loss: 0.000667  [ 1426/ 1426]\n",
      "Epoch 3551\n",
      "-------------------------------\n",
      "loss: 0.000668  [    0/ 1426]\n",
      "loss: 0.000649  [ 1426/ 1426]\n",
      "Epoch 3552\n",
      "-------------------------------\n",
      "loss: 0.000660  [    0/ 1426]\n",
      "loss: 0.000637  [ 1426/ 1426]\n",
      "Epoch 3553\n",
      "-------------------------------\n",
      "loss: 0.000656  [    0/ 1426]\n",
      "loss: 0.000621  [ 1426/ 1426]\n",
      "Epoch 3554\n",
      "-------------------------------\n",
      "loss: 0.000648  [    0/ 1426]\n",
      "loss: 0.000608  [ 1426/ 1426]\n",
      "Epoch 3555\n",
      "-------------------------------\n",
      "loss: 0.000644  [    0/ 1426]\n",
      "loss: 0.000598  [ 1426/ 1426]\n",
      "Epoch 3556\n",
      "-------------------------------\n",
      "loss: 0.000639  [    0/ 1426]\n",
      "loss: 0.000589  [ 1426/ 1426]\n",
      "Epoch 3557\n",
      "-------------------------------\n",
      "loss: 0.000633  [    0/ 1426]\n",
      "loss: 0.000578  [ 1426/ 1426]\n",
      "Epoch 3558\n",
      "-------------------------------\n",
      "loss: 0.000629  [    0/ 1426]\n",
      "loss: 0.000567  [ 1426/ 1426]\n",
      "Epoch 3559\n",
      "-------------------------------\n",
      "loss: 0.000626  [    0/ 1426]\n",
      "loss: 0.000560  [ 1426/ 1426]\n",
      "Epoch 3560\n",
      "-------------------------------\n",
      "loss: 0.000623  [    0/ 1426]\n",
      "loss: 0.000553  [ 1426/ 1426]\n",
      "Epoch 3561\n",
      "-------------------------------\n",
      "loss: 0.000613  [    0/ 1426]\n",
      "loss: 0.000543  [ 1426/ 1426]\n",
      "Epoch 3562\n",
      "-------------------------------\n",
      "loss: 0.000611  [    0/ 1426]\n",
      "loss: 0.000534  [ 1426/ 1426]\n",
      "Epoch 3563\n",
      "-------------------------------\n",
      "loss: 0.000609  [    0/ 1426]\n",
      "loss: 0.000527  [ 1426/ 1426]\n",
      "Epoch 3564\n",
      "-------------------------------\n",
      "loss: 0.000605  [    0/ 1426]\n",
      "loss: 0.000521  [ 1426/ 1426]\n",
      "Epoch 3565\n",
      "-------------------------------\n",
      "loss: 0.000603  [    0/ 1426]\n",
      "loss: 0.000514  [ 1426/ 1426]\n",
      "Epoch 3566\n",
      "-------------------------------\n",
      "loss: 0.000599  [    0/ 1426]\n",
      "loss: 0.000506  [ 1426/ 1426]\n",
      "Epoch 3567\n",
      "-------------------------------\n",
      "loss: 0.000594  [    0/ 1426]\n",
      "loss: 0.000501  [ 1426/ 1426]\n",
      "Epoch 3568\n",
      "-------------------------------\n",
      "loss: 0.000593  [    0/ 1426]\n",
      "loss: 0.000495  [ 1426/ 1426]\n",
      "Epoch 3569\n",
      "-------------------------------\n",
      "loss: 0.000588  [    0/ 1426]\n",
      "loss: 0.000492  [ 1426/ 1426]\n",
      "Epoch 3570\n",
      "-------------------------------\n",
      "loss: 0.000583  [    0/ 1426]\n",
      "loss: 0.000487  [ 1426/ 1426]\n",
      "Epoch 3571\n",
      "-------------------------------\n",
      "loss: 0.000581  [    0/ 1426]\n",
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      "Epoch 3572\n",
      "-------------------------------\n",
      "loss: 0.000578  [    0/ 1426]\n",
      "loss: 0.000475  [ 1426/ 1426]\n",
      "Epoch 3573\n",
      "-------------------------------\n",
      "loss: 0.000575  [    0/ 1426]\n",
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      "Epoch 3574\n",
      "-------------------------------\n",
      "loss: 0.000570  [    0/ 1426]\n",
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      "Epoch 3575\n",
      "-------------------------------\n",
      "loss: 0.000569  [    0/ 1426]\n",
      "loss: 0.000462  [ 1426/ 1426]\n",
      "Epoch 3576\n",
      "-------------------------------\n",
      "loss: 0.000569  [    0/ 1426]\n",
      "loss: 0.000457  [ 1426/ 1426]\n",
      "Epoch 3577\n",
      "-------------------------------\n",
      "loss: 0.000565  [    0/ 1426]\n",
      "loss: 0.000454  [ 1426/ 1426]\n",
      "Epoch 3578\n",
      "-------------------------------\n",
      "loss: 0.000560  [    0/ 1426]\n",
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      "Epoch 3579\n",
      "-------------------------------\n",
      "loss: 0.000556  [    0/ 1426]\n",
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      "Epoch 3580\n",
      "-------------------------------\n",
      "loss: 0.000555  [    0/ 1426]\n",
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      "Epoch 3581\n",
      "-------------------------------\n",
      "loss: 0.000553  [    0/ 1426]\n",
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      "Epoch 3582\n",
      "-------------------------------\n",
      "loss: 0.000550  [    0/ 1426]\n",
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      "Epoch 3583\n",
      "-------------------------------\n",
      "loss: 0.000547  [    0/ 1426]\n",
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      "Epoch 3584\n",
      "-------------------------------\n",
      "loss: 0.000545  [    0/ 1426]\n",
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      "Epoch 3585\n",
      "-------------------------------\n",
      "loss: 0.000542  [    0/ 1426]\n",
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      "Epoch 3586\n",
      "-------------------------------\n",
      "loss: 0.000540  [    0/ 1426]\n",
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      "Epoch 3587\n",
      "-------------------------------\n",
      "loss: 0.000537  [    0/ 1426]\n",
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      "Epoch 3588\n",
      "-------------------------------\n",
      "loss: 0.000539  [    0/ 1426]\n",
      "loss: 0.000423  [ 1426/ 1426]\n",
      "Epoch 3589\n",
      "-------------------------------\n",
      "loss: 0.000534  [    0/ 1426]\n",
      "loss: 0.000422  [ 1426/ 1426]\n",
      "Epoch 3590\n",
      "-------------------------------\n",
      "loss: 0.000532  [    0/ 1426]\n",
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      "Epoch 3591\n",
      "-------------------------------\n",
      "loss: 0.000530  [    0/ 1426]\n",
      "loss: 0.000417  [ 1426/ 1426]\n",
      "Epoch 3592\n",
      "-------------------------------\n",
      "loss: 0.000529  [    0/ 1426]\n",
      "loss: 0.000415  [ 1426/ 1426]\n",
      "Epoch 3593\n",
      "-------------------------------\n",
      "loss: 0.000527  [    0/ 1426]\n",
      "loss: 0.000413  [ 1426/ 1426]\n",
      "Epoch 3594\n",
      "-------------------------------\n",
      "loss: 0.000524  [    0/ 1426]\n",
      "loss: 0.000413  [ 1426/ 1426]\n",
      "Epoch 3595\n",
      "-------------------------------\n",
      "loss: 0.000523  [    0/ 1426]\n",
      "loss: 0.000408  [ 1426/ 1426]\n",
      "Epoch 3596\n",
      "-------------------------------\n",
      "loss: 0.000521  [    0/ 1426]\n",
      "loss: 0.000407  [ 1426/ 1426]\n",
      "Epoch 3597\n",
      "-------------------------------\n",
      "loss: 0.000517  [    0/ 1426]\n",
      "loss: 0.000406  [ 1426/ 1426]\n",
      "Epoch 3598\n",
      "-------------------------------\n",
      "loss: 0.000516  [    0/ 1426]\n",
      "loss: 0.000403  [ 1426/ 1426]\n",
      "Epoch 3599\n",
      "-------------------------------\n",
      "loss: 0.000514  [    0/ 1426]\n",
      "loss: 0.000403  [ 1426/ 1426]\n",
      "Epoch 3600\n",
      "-------------------------------\n",
      "loss: 0.000515  [    0/ 1426]\n",
      "loss: 0.000403  [ 1426/ 1426]\n",
      "Epoch 3601\n",
      "-------------------------------\n",
      "loss: 0.000512  [    0/ 1426]\n",
      "loss: 0.000399  [ 1426/ 1426]\n",
      "Epoch 3602\n",
      "-------------------------------\n",
      "loss: 0.000511  [    0/ 1426]\n",
      "loss: 0.000396  [ 1426/ 1426]\n",
      "Epoch 3603\n",
      "-------------------------------\n",
      "loss: 0.000508  [    0/ 1426]\n",
      "loss: 0.000395  [ 1426/ 1426]\n",
      "Epoch 3604\n",
      "-------------------------------\n",
      "loss: 0.000509  [    0/ 1426]\n",
      "loss: 0.000394  [ 1426/ 1426]\n",
      "Epoch 3605\n",
      "-------------------------------\n",
      "loss: 0.000504  [    0/ 1426]\n",
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      "Epoch 3606\n",
      "-------------------------------\n",
      "loss: 0.000505  [    0/ 1426]\n",
      "loss: 0.000393  [ 1426/ 1426]\n",
      "Epoch 3607\n",
      "-------------------------------\n",
      "loss: 0.000504  [    0/ 1426]\n",
      "loss: 0.000389  [ 1426/ 1426]\n",
      "Epoch 3608\n",
      "-------------------------------\n",
      "loss: 0.000502  [    0/ 1426]\n",
      "loss: 0.000388  [ 1426/ 1426]\n",
      "Epoch 3609\n",
      "-------------------------------\n",
      "loss: 0.000502  [    0/ 1426]\n",
      "loss: 0.000387  [ 1426/ 1426]\n",
      "Epoch 3610\n",
      "-------------------------------\n",
      "loss: 0.000500  [    0/ 1426]\n",
      "loss: 0.000386  [ 1426/ 1426]\n",
      "Epoch 3611\n",
      "-------------------------------\n",
      "loss: 0.000501  [    0/ 1426]\n",
      "loss: 0.000385  [ 1426/ 1426]\n",
      "Epoch 3612\n",
      "-------------------------------\n",
      "loss: 0.000495  [    0/ 1426]\n",
      "loss: 0.000382  [ 1426/ 1426]\n",
      "Epoch 3613\n",
      "-------------------------------\n",
      "loss: 0.000493  [    0/ 1426]\n",
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      "Epoch 3614\n",
      "-------------------------------\n",
      "loss: 0.000493  [    0/ 1426]\n",
      "loss: 0.000383  [ 1426/ 1426]\n",
      "Epoch 3615\n",
      "-------------------------------\n",
      "loss: 0.000491  [    0/ 1426]\n",
      "loss: 0.000380  [ 1426/ 1426]\n",
      "Epoch 3616\n",
      "-------------------------------\n",
      "loss: 0.000490  [    0/ 1426]\n",
      "loss: 0.000380  [ 1426/ 1426]\n",
      "Epoch 3617\n",
      "-------------------------------\n",
      "loss: 0.000487  [    0/ 1426]\n",
      "loss: 0.000378  [ 1426/ 1426]\n",
      "Epoch 3618\n",
      "-------------------------------\n",
      "loss: 0.000488  [    0/ 1426]\n",
      "loss: 0.000376  [ 1426/ 1426]\n",
      "Epoch 3619\n",
      "-------------------------------\n",
      "loss: 0.000487  [    0/ 1426]\n",
      "loss: 0.000376  [ 1426/ 1426]\n",
      "Epoch 3620\n",
      "-------------------------------\n",
      "loss: 0.000484  [    0/ 1426]\n",
      "loss: 0.000373  [ 1426/ 1426]\n",
      "Epoch 3621\n",
      "-------------------------------\n",
      "loss: 0.000483  [    0/ 1426]\n",
      "loss: 0.000371  [ 1426/ 1426]\n",
      "Epoch 3622\n",
      "-------------------------------\n",
      "loss: 0.000484  [    0/ 1426]\n",
      "loss: 0.000372  [ 1426/ 1426]\n",
      "Epoch 3623\n",
      "-------------------------------\n",
      "loss: 0.000482  [    0/ 1426]\n",
      "loss: 0.000371  [ 1426/ 1426]\n",
      "Epoch 3624\n",
      "-------------------------------\n",
      "loss: 0.000481  [    0/ 1426]\n",
      "loss: 0.000372  [ 1426/ 1426]\n",
      "Epoch 3625\n",
      "-------------------------------\n",
      "loss: 0.000480  [    0/ 1426]\n",
      "loss: 0.000369  [ 1426/ 1426]\n",
      "Epoch 3626\n",
      "-------------------------------\n",
      "loss: 0.000480  [    0/ 1426]\n",
      "loss: 0.000367  [ 1426/ 1426]\n",
      "Epoch 3627\n",
      "-------------------------------\n",
      "loss: 0.000479  [    0/ 1426]\n",
      "loss: 0.000368  [ 1426/ 1426]\n",
      "Epoch 3628\n",
      "-------------------------------\n",
      "loss: 0.000476  [    0/ 1426]\n",
      "loss: 0.000366  [ 1426/ 1426]\n",
      "Epoch 3629\n",
      "-------------------------------\n",
      "loss: 0.000475  [    0/ 1426]\n",
      "loss: 0.000368  [ 1426/ 1426]\n",
      "Epoch 3630\n",
      "-------------------------------\n",
      "loss: 0.000475  [    0/ 1426]\n",
      "loss: 0.000363  [ 1426/ 1426]\n",
      "Epoch 3631\n",
      "-------------------------------\n",
      "loss: 0.000473  [    0/ 1426]\n",
      "loss: 0.000364  [ 1426/ 1426]\n",
      "Epoch 3632\n",
      "-------------------------------\n",
      "loss: 0.000471  [    0/ 1426]\n",
      "loss: 0.000361  [ 1426/ 1426]\n",
      "Epoch 3633\n",
      "-------------------------------\n",
      "loss: 0.000469  [    0/ 1426]\n",
      "loss: 0.000361  [ 1426/ 1426]\n",
      "Epoch 3634\n",
      "-------------------------------\n",
      "loss: 0.000470  [    0/ 1426]\n",
      "loss: 0.000360  [ 1426/ 1426]\n",
      "Epoch 3635\n",
      "-------------------------------\n",
      "loss: 0.000469  [    0/ 1426]\n",
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      "Epoch 3636\n",
      "-------------------------------\n",
      "loss: 0.000469  [    0/ 1426]\n",
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      "Epoch 3637\n",
      "-------------------------------\n",
      "loss: 0.000467  [    0/ 1426]\n",
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      "Epoch 3638\n",
      "-------------------------------\n",
      "loss: 0.000467  [    0/ 1426]\n",
      "loss: 0.000358  [ 1426/ 1426]\n",
      "Epoch 3639\n",
      "-------------------------------\n",
      "loss: 0.000465  [    0/ 1426]\n",
      "loss: 0.000357  [ 1426/ 1426]\n",
      "Epoch 3640\n",
      "-------------------------------\n",
      "loss: 0.000465  [    0/ 1426]\n",
      "loss: 0.000356  [ 1426/ 1426]\n",
      "Epoch 3641\n",
      "-------------------------------\n",
      "loss: 0.000463  [    0/ 1426]\n",
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      "Epoch 3642\n",
      "-------------------------------\n",
      "loss: 0.000462  [    0/ 1426]\n",
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      "Epoch 3643\n",
      "-------------------------------\n",
      "loss: 0.000461  [    0/ 1426]\n",
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      "Epoch 3644\n",
      "-------------------------------\n",
      "loss: 0.000460  [    0/ 1426]\n",
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      "Epoch 3645\n",
      "-------------------------------\n",
      "loss: 0.000458  [    0/ 1426]\n",
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      "Epoch 3646\n",
      "-------------------------------\n",
      "loss: 0.000458  [    0/ 1426]\n",
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      "Epoch 3647\n",
      "-------------------------------\n",
      "loss: 0.000458  [    0/ 1426]\n",
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      "Epoch 3648\n",
      "-------------------------------\n",
      "loss: 0.000456  [    0/ 1426]\n",
      "loss: 0.000351  [ 1426/ 1426]\n",
      "Epoch 3649\n",
      "-------------------------------\n",
      "loss: 0.000454  [    0/ 1426]\n",
      "loss: 0.000349  [ 1426/ 1426]\n",
      "Epoch 3650\n",
      "-------------------------------\n",
      "loss: 0.000455  [    0/ 1426]\n",
      "loss: 0.000351  [ 1426/ 1426]\n",
      "Epoch 3651\n",
      "-------------------------------\n",
      "loss: 0.000454  [    0/ 1426]\n",
      "loss: 0.000349  [ 1426/ 1426]\n",
      "Epoch 3652\n",
      "-------------------------------\n",
      "loss: 0.000452  [    0/ 1426]\n",
      "loss: 0.000347  [ 1426/ 1426]\n",
      "Epoch 3653\n",
      "-------------------------------\n",
      "loss: 0.000452  [    0/ 1426]\n",
      "loss: 0.000347  [ 1426/ 1426]\n",
      "Epoch 3654\n",
      "-------------------------------\n",
      "loss: 0.000450  [    0/ 1426]\n",
      "loss: 0.000348  [ 1426/ 1426]\n",
      "Epoch 3655\n",
      "-------------------------------\n",
      "loss: 0.000449  [    0/ 1426]\n",
      "loss: 0.000347  [ 1426/ 1426]\n",
      "Epoch 3656\n",
      "-------------------------------\n",
      "loss: 0.000450  [    0/ 1426]\n",
      "loss: 0.000347  [ 1426/ 1426]\n",
      "Epoch 3657\n",
      "-------------------------------\n",
      "loss: 0.000447  [    0/ 1426]\n",
      "loss: 0.000346  [ 1426/ 1426]\n",
      "Epoch 3658\n",
      "-------------------------------\n",
      "loss: 0.000450  [    0/ 1426]\n",
      "loss: 0.000345  [ 1426/ 1426]\n",
      "Epoch 3659\n",
      "-------------------------------\n",
      "loss: 0.000448  [    0/ 1426]\n",
      "loss: 0.000345  [ 1426/ 1426]\n",
      "Epoch 3660\n",
      "-------------------------------\n",
      "loss: 0.000446  [    0/ 1426]\n",
      "loss: 0.000344  [ 1426/ 1426]\n",
      "Epoch 3661\n",
      "-------------------------------\n",
      "loss: 0.000445  [    0/ 1426]\n",
      "loss: 0.000342  [ 1426/ 1426]\n",
      "Epoch 3662\n",
      "-------------------------------\n",
      "loss: 0.000443  [    0/ 1426]\n",
      "loss: 0.000343  [ 1426/ 1426]\n",
      "Epoch 3663\n",
      "-------------------------------\n",
      "loss: 0.000443  [    0/ 1426]\n",
      "loss: 0.000342  [ 1426/ 1426]\n",
      "Epoch 3664\n",
      "-------------------------------\n",
      "loss: 0.000442  [    0/ 1426]\n",
      "loss: 0.000341  [ 1426/ 1426]\n",
      "Epoch 3665\n",
      "-------------------------------\n",
      "loss: 0.000442  [    0/ 1426]\n",
      "loss: 0.000341  [ 1426/ 1426]\n",
      "Epoch 3666\n",
      "-------------------------------\n",
      "loss: 0.000440  [    0/ 1426]\n",
      "loss: 0.000341  [ 1426/ 1426]\n",
      "Epoch 3667\n",
      "-------------------------------\n",
      "loss: 0.000438  [    0/ 1426]\n",
      "loss: 0.000343  [ 1426/ 1426]\n",
      "Epoch 3668\n",
      "-------------------------------\n",
      "loss: 0.000439  [    0/ 1426]\n",
      "loss: 0.000340  [ 1426/ 1426]\n",
      "Epoch 3669\n",
      "-------------------------------\n",
      "loss: 0.000436  [    0/ 1426]\n",
      "loss: 0.000340  [ 1426/ 1426]\n",
      "Epoch 3670\n",
      "-------------------------------\n",
      "loss: 0.000437  [    0/ 1426]\n",
      "loss: 0.000341  [ 1426/ 1426]\n",
      "Epoch 3671\n",
      "-------------------------------\n",
      "loss: 0.000437  [    0/ 1426]\n",
      "loss: 0.000340  [ 1426/ 1426]\n",
      "Epoch 3672\n",
      "-------------------------------\n",
      "loss: 0.000435  [    0/ 1426]\n",
      "loss: 0.000339  [ 1426/ 1426]\n",
      "Epoch 3673\n",
      "-------------------------------\n",
      "loss: 0.000435  [    0/ 1426]\n",
      "loss: 0.000338  [ 1426/ 1426]\n",
      "Epoch 3674\n",
      "-------------------------------\n",
      "loss: 0.000434  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 3675\n",
      "-------------------------------\n",
      "loss: 0.000434  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 3676\n",
      "-------------------------------\n",
      "loss: 0.000433  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 3677\n",
      "-------------------------------\n",
      "loss: 0.000432  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 3678\n",
      "-------------------------------\n",
      "loss: 0.000429  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 3679\n",
      "-------------------------------\n",
      "loss: 0.000429  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 3680\n",
      "-------------------------------\n",
      "loss: 0.000429  [    0/ 1426]\n",
      "loss: 0.000338  [ 1426/ 1426]\n",
      "Epoch 3681\n",
      "-------------------------------\n",
      "loss: 0.000429  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 3682\n",
      "-------------------------------\n",
      "loss: 0.000426  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 3683\n",
      "-------------------------------\n",
      "loss: 0.000423  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 3684\n",
      "-------------------------------\n",
      "loss: 0.000424  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 3685\n",
      "-------------------------------\n",
      "loss: 0.000423  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 3686\n",
      "-------------------------------\n",
      "loss: 0.000423  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 3687\n",
      "-------------------------------\n",
      "loss: 0.000421  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 3688\n",
      "-------------------------------\n",
      "loss: 0.000422  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 3689\n",
      "-------------------------------\n",
      "loss: 0.000420  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 3690\n",
      "-------------------------------\n",
      "loss: 0.000422  [    0/ 1426]\n",
      "loss: 0.000338  [ 1426/ 1426]\n",
      "Epoch 3691\n",
      "-------------------------------\n",
      "loss: 0.000424  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 3692\n",
      "-------------------------------\n",
      "loss: 0.000419  [    0/ 1426]\n",
      "loss: 0.000339  [ 1426/ 1426]\n",
      "Epoch 3693\n",
      "-------------------------------\n",
      "loss: 0.000419  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 3694\n",
      "-------------------------------\n",
      "loss: 0.000418  [    0/ 1426]\n",
      "loss: 0.000331  [ 1426/ 1426]\n",
      "Epoch 3695\n",
      "-------------------------------\n",
      "loss: 0.000418  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 3696\n",
      "-------------------------------\n",
      "loss: 0.000416  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 3697\n",
      "-------------------------------\n",
      "loss: 0.000415  [    0/ 1426]\n",
      "loss: 0.000331  [ 1426/ 1426]\n",
      "Epoch 3698\n",
      "-------------------------------\n",
      "loss: 0.000413  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 3699\n",
      "-------------------------------\n",
      "loss: 0.000413  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 3700\n",
      "-------------------------------\n",
      "loss: 0.000412  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 3701\n",
      "-------------------------------\n",
      "loss: 0.000414  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 3702\n",
      "-------------------------------\n",
      "loss: 0.000411  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 3703\n",
      "-------------------------------\n",
      "loss: 0.000411  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 3704\n",
      "-------------------------------\n",
      "loss: 0.000408  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 3705\n",
      "-------------------------------\n",
      "loss: 0.000409  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 3706\n",
      "-------------------------------\n",
      "loss: 0.000407  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 3707\n",
      "-------------------------------\n",
      "loss: 0.000408  [    0/ 1426]\n",
      "loss: 0.000326  [ 1426/ 1426]\n",
      "Epoch 3708\n",
      "-------------------------------\n",
      "loss: 0.000408  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 3709\n",
      "-------------------------------\n",
      "loss: 0.000405  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 3710\n",
      "-------------------------------\n",
      "loss: 0.000407  [    0/ 1426]\n",
      "loss: 0.000338  [ 1426/ 1426]\n",
      "Epoch 3711\n",
      "-------------------------------\n",
      "loss: 0.000411  [    0/ 1426]\n",
      "loss: 0.000346  [ 1426/ 1426]\n",
      "Epoch 3712\n",
      "-------------------------------\n",
      "loss: 0.000416  [    0/ 1426]\n",
      "loss: 0.000349  [ 1426/ 1426]\n",
      "Epoch 3713\n",
      "-------------------------------\n",
      "loss: 0.000422  [    0/ 1426]\n",
      "loss: 0.000354  [ 1426/ 1426]\n",
      "Epoch 3714\n",
      "-------------------------------\n",
      "loss: 0.000418  [    0/ 1426]\n",
      "loss: 0.000345  [ 1426/ 1426]\n",
      "Epoch 3715\n",
      "-------------------------------\n",
      "loss: 0.000411  [    0/ 1426]\n",
      "loss: 0.000345  [ 1426/ 1426]\n",
      "Epoch 3716\n",
      "-------------------------------\n",
      "loss: 0.000406  [    0/ 1426]\n",
      "loss: 0.000338  [ 1426/ 1426]\n",
      "Epoch 3717\n",
      "-------------------------------\n",
      "loss: 0.000398  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 3718\n",
      "-------------------------------\n",
      "loss: 0.000401  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 3719\n",
      "-------------------------------\n",
      "loss: 0.000400  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 3720\n",
      "-------------------------------\n",
      "loss: 0.000396  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 3721\n",
      "-------------------------------\n",
      "loss: 0.000396  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 3722\n",
      "-------------------------------\n",
      "loss: 0.000398  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 3723\n",
      "-------------------------------\n",
      "loss: 0.000397  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 3724\n",
      "-------------------------------\n",
      "loss: 0.000393  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 3725\n",
      "-------------------------------\n",
      "loss: 0.000393  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 3726\n",
      "-------------------------------\n",
      "loss: 0.000396  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 3727\n",
      "-------------------------------\n",
      "loss: 0.000395  [    0/ 1426]\n",
      "loss: 0.000341  [ 1426/ 1426]\n",
      "Epoch 3728\n",
      "-------------------------------\n",
      "loss: 0.000406  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 3729\n",
      "-------------------------------\n",
      "loss: 0.000397  [    0/ 1426]\n",
      "loss: 0.000333  [ 1426/ 1426]\n",
      "Epoch 3730\n",
      "-------------------------------\n",
      "loss: 0.000393  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 3731\n",
      "-------------------------------\n",
      "loss: 0.000394  [    0/ 1426]\n",
      "loss: 0.000333  [ 1426/ 1426]\n",
      "Epoch 3732\n",
      "-------------------------------\n",
      "loss: 0.000391  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 3733\n",
      "-------------------------------\n",
      "loss: 0.000390  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 3734\n",
      "-------------------------------\n",
      "loss: 0.000388  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 3735\n",
      "-------------------------------\n",
      "loss: 0.000386  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 3736\n",
      "-------------------------------\n",
      "loss: 0.000387  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 3737\n",
      "-------------------------------\n",
      "loss: 0.000388  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 3738\n",
      "-------------------------------\n",
      "loss: 0.000384  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 3739\n",
      "-------------------------------\n",
      "loss: 0.000384  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 3740\n",
      "-------------------------------\n",
      "loss: 0.000388  [    0/ 1426]\n",
      "loss: 0.000326  [ 1426/ 1426]\n",
      "Epoch 3741\n",
      "-------------------------------\n",
      "loss: 0.000387  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 3742\n",
      "-------------------------------\n",
      "loss: 0.000394  [    0/ 1426]\n",
      "loss: 0.000333  [ 1426/ 1426]\n",
      "Epoch 3743\n",
      "-------------------------------\n",
      "loss: 0.000397  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 3744\n",
      "-------------------------------\n",
      "loss: 0.000409  [    0/ 1426]\n",
      "loss: 0.000326  [ 1426/ 1426]\n",
      "Epoch 3745\n",
      "-------------------------------\n",
      "loss: 0.000395  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 3746\n",
      "-------------------------------\n",
      "loss: 0.000384  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 3747\n",
      "-------------------------------\n",
      "loss: 0.000380  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 3748\n",
      "-------------------------------\n",
      "loss: 0.000380  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 3749\n",
      "-------------------------------\n",
      "loss: 0.000381  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 3750\n",
      "-------------------------------\n",
      "loss: 0.000396  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 3751\n",
      "-------------------------------\n",
      "loss: 0.000387  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 3752\n",
      "-------------------------------\n",
      "loss: 0.000379  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3753\n",
      "-------------------------------\n",
      "loss: 0.000379  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 3754\n",
      "-------------------------------\n",
      "loss: 0.000377  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 3755\n",
      "-------------------------------\n",
      "loss: 0.000375  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 3756\n",
      "-------------------------------\n",
      "loss: 0.000376  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 3757\n",
      "-------------------------------\n",
      "loss: 0.000382  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3758\n",
      "-------------------------------\n",
      "loss: 0.000380  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 3759\n",
      "-------------------------------\n",
      "loss: 0.000374  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 3760\n",
      "-------------------------------\n",
      "loss: 0.000374  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 3761\n",
      "-------------------------------\n",
      "loss: 0.000373  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 3762\n",
      "-------------------------------\n",
      "loss: 0.000375  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 3763\n",
      "-------------------------------\n",
      "loss: 0.000374  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3764\n",
      "-------------------------------\n",
      "loss: 0.000373  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 3765\n",
      "-------------------------------\n",
      "loss: 0.000393  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 3766\n",
      "-------------------------------\n",
      "loss: 0.000372  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 3767\n",
      "-------------------------------\n",
      "loss: 0.000369  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 3768\n",
      "-------------------------------\n",
      "loss: 0.000371  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 3769\n",
      "-------------------------------\n",
      "loss: 0.000369  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 3770\n",
      "-------------------------------\n",
      "loss: 0.000372  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 3771\n",
      "-------------------------------\n",
      "loss: 0.000370  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 3772\n",
      "-------------------------------\n",
      "loss: 0.000383  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 3773\n",
      "-------------------------------\n",
      "loss: 0.000368  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 3774\n",
      "-------------------------------\n",
      "loss: 0.000382  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 3775\n",
      "-------------------------------\n",
      "loss: 0.000367  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 3776\n",
      "-------------------------------\n",
      "loss: 0.000368  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 3777\n",
      "-------------------------------\n",
      "loss: 0.000368  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 3778\n",
      "-------------------------------\n",
      "loss: 0.000368  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3779\n",
      "-------------------------------\n",
      "loss: 0.000367  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 3780\n",
      "-------------------------------\n",
      "loss: 0.000370  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 3781\n",
      "-------------------------------\n",
      "loss: 0.000382  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3782\n",
      "-------------------------------\n",
      "loss: 0.000369  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3783\n",
      "-------------------------------\n",
      "loss: 0.000365  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3784\n",
      "-------------------------------\n",
      "loss: 0.000367  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 3785\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 3786\n",
      "-------------------------------\n",
      "loss: 0.000379  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3787\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 3788\n",
      "-------------------------------\n",
      "loss: 0.000368  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3789\n",
      "-------------------------------\n",
      "loss: 0.000364  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 3790\n",
      "-------------------------------\n",
      "loss: 0.000373  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 3791\n",
      "-------------------------------\n",
      "loss: 0.000367  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 3792\n",
      "-------------------------------\n",
      "loss: 0.000362  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3793\n",
      "-------------------------------\n",
      "loss: 0.000362  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 3794\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 3795\n",
      "-------------------------------\n",
      "loss: 0.000367  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 3796\n",
      "-------------------------------\n",
      "loss: 0.000361  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 3797\n",
      "-------------------------------\n",
      "loss: 0.000371  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 3798\n",
      "-------------------------------\n",
      "loss: 0.000364  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3799\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 3800\n",
      "-------------------------------\n",
      "loss: 0.000370  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 3801\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000338  [ 1426/ 1426]\n",
      "Epoch 3802\n",
      "-------------------------------\n",
      "loss: 0.000386  [    0/ 1426]\n",
      "loss: 0.000353  [ 1426/ 1426]\n",
      "Epoch 3803\n",
      "-------------------------------\n",
      "loss: 0.000390  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 3804\n",
      "-------------------------------\n",
      "loss: 0.000377  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 3805\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 3806\n",
      "-------------------------------\n",
      "loss: 0.000376  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 3807\n",
      "-------------------------------\n",
      "loss: 0.000361  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 3808\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 3809\n",
      "-------------------------------\n",
      "loss: 0.000364  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 3810\n",
      "-------------------------------\n",
      "loss: 0.000373  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 3811\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000331  [ 1426/ 1426]\n",
      "Epoch 3812\n",
      "-------------------------------\n",
      "loss: 0.000381  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 3813\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3814\n",
      "-------------------------------\n",
      "loss: 0.000361  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 3815\n",
      "-------------------------------\n",
      "loss: 0.000356  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 3816\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 3817\n",
      "-------------------------------\n",
      "loss: 0.000365  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3818\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000331  [ 1426/ 1426]\n",
      "Epoch 3819\n",
      "-------------------------------\n",
      "loss: 0.000371  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 3820\n",
      "-------------------------------\n",
      "loss: 0.000354  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 3821\n",
      "-------------------------------\n",
      "loss: 0.000367  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 3822\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 3823\n",
      "-------------------------------\n",
      "loss: 0.000358  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 3824\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 3825\n",
      "-------------------------------\n",
      "loss: 0.000358  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 3826\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 3827\n",
      "-------------------------------\n",
      "loss: 0.000371  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 3828\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 3829\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 3830\n",
      "-------------------------------\n",
      "loss: 0.000362  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 3831\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3832\n",
      "-------------------------------\n",
      "loss: 0.000361  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 3833\n",
      "-------------------------------\n",
      "loss: 0.000358  [    0/ 1426]\n",
      "loss: 0.000362  [ 1426/ 1426]\n",
      "Epoch 3834\n",
      "-------------------------------\n",
      "loss: 0.000415  [    0/ 1426]\n",
      "loss: 0.000347  [ 1426/ 1426]\n",
      "Epoch 3835\n",
      "-------------------------------\n",
      "loss: 0.000371  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 3836\n",
      "-------------------------------\n",
      "loss: 0.000379  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 3837\n",
      "-------------------------------\n",
      "loss: 0.000354  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 3838\n",
      "-------------------------------\n",
      "loss: 0.000362  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 3839\n",
      "-------------------------------\n",
      "loss: 0.000358  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 3840\n",
      "-------------------------------\n",
      "loss: 0.000350  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 3841\n",
      "-------------------------------\n",
      "loss: 0.000350  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 3842\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 3843\n",
      "-------------------------------\n",
      "loss: 0.000364  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 3844\n",
      "-------------------------------\n",
      "loss: 0.000362  [    0/ 1426]\n",
      "loss: 0.000321  [ 1426/ 1426]\n",
      "Epoch 3845\n",
      "-------------------------------\n",
      "loss: 0.000377  [    0/ 1426]\n",
      "loss: 0.000357  [ 1426/ 1426]\n",
      "Epoch 3846\n",
      "-------------------------------\n",
      "loss: 0.000381  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 3847\n",
      "-------------------------------\n",
      "loss: 0.000367  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 3848\n",
      "-------------------------------\n",
      "loss: 0.000350  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 3849\n",
      "-------------------------------\n",
      "loss: 0.000373  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 3850\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 3851\n",
      "-------------------------------\n",
      "loss: 0.000354  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 3852\n",
      "-------------------------------\n",
      "loss: 0.000351  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 3853\n",
      "-------------------------------\n",
      "loss: 0.000348  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 3854\n",
      "-------------------------------\n",
      "loss: 0.000349  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 3855\n",
      "-------------------------------\n",
      "loss: 0.000350  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 3856\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 3857\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000379  [ 1426/ 1426]\n",
      "Epoch 3858\n",
      "-------------------------------\n",
      "loss: 0.000415  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 3859\n",
      "-------------------------------\n",
      "loss: 0.000373  [    0/ 1426]\n",
      "loss: 0.000344  [ 1426/ 1426]\n",
      "Epoch 3860\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000348  [ 1426/ 1426]\n",
      "Epoch 3861\n",
      "-------------------------------\n",
      "loss: 0.000381  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 3862\n",
      "-------------------------------\n",
      "loss: 0.000359  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 3863\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 3864\n",
      "-------------------------------\n",
      "loss: 0.000368  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 3865\n",
      "-------------------------------\n",
      "loss: 0.000355  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 3866\n",
      "-------------------------------\n",
      "loss: 0.000350  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 3867\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 3868\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 3869\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 3870\n",
      "-------------------------------\n",
      "loss: 0.000344  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 3871\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 3872\n",
      "-------------------------------\n",
      "loss: 0.000345  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 3873\n",
      "-------------------------------\n",
      "loss: 0.000348  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 3874\n",
      "-------------------------------\n",
      "loss: 0.000349  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 3875\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 3876\n",
      "-------------------------------\n",
      "loss: 0.000370  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 3877\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 3878\n",
      "-------------------------------\n",
      "loss: 0.000345  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 3879\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000361  [ 1426/ 1426]\n",
      "Epoch 3880\n",
      "-------------------------------\n",
      "loss: 0.000413  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 3881\n",
      "-------------------------------\n",
      "loss: 0.000349  [    0/ 1426]\n",
      "loss: 0.000365  [ 1426/ 1426]\n",
      "Epoch 3882\n",
      "-------------------------------\n",
      "loss: 0.000395  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 3883\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 3884\n",
      "-------------------------------\n",
      "loss: 0.000344  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 3885\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 3886\n",
      "-------------------------------\n",
      "loss: 0.000341  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 3887\n",
      "-------------------------------\n",
      "loss: 0.000345  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 3888\n",
      "-------------------------------\n",
      "loss: 0.000344  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3889\n",
      "-------------------------------\n",
      "loss: 0.000349  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 3890\n",
      "-------------------------------\n",
      "loss: 0.000343  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 3891\n",
      "-------------------------------\n",
      "loss: 0.000366  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 3892\n",
      "-------------------------------\n",
      "loss: 0.000341  [    0/ 1426]\n",
      "loss: 0.000345  [ 1426/ 1426]\n",
      "Epoch 3893\n",
      "-------------------------------\n",
      "loss: 0.000385  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 3894\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 3895\n",
      "-------------------------------\n",
      "loss: 0.000373  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 3896\n",
      "-------------------------------\n",
      "loss: 0.000341  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 3897\n",
      "-------------------------------\n",
      "loss: 0.000345  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 3898\n",
      "-------------------------------\n",
      "loss: 0.000348  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 3899\n",
      "-------------------------------\n",
      "loss: 0.000366  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 3900\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 3901\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 3902\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 3903\n",
      "-------------------------------\n",
      "loss: 0.000350  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 3904\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 3905\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 3906\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 3907\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 3908\n",
      "-------------------------------\n",
      "loss: 0.000356  [    0/ 1426]\n",
      "loss: 0.000326  [ 1426/ 1426]\n",
      "Epoch 3909\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 3910\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 3911\n",
      "-------------------------------\n",
      "loss: 0.000359  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 3912\n",
      "-------------------------------\n",
      "loss: 0.000339  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 3913\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 3914\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000345  [ 1426/ 1426]\n",
      "Epoch 3915\n",
      "-------------------------------\n",
      "loss: 0.000401  [    0/ 1426]\n",
      "loss: 0.000366  [ 1426/ 1426]\n",
      "Epoch 3916\n",
      "-------------------------------\n",
      "loss: 0.000373  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 3917\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 3918\n",
      "-------------------------------\n",
      "loss: 0.000343  [    0/ 1426]\n",
      "loss: 0.000331  [ 1426/ 1426]\n",
      "Epoch 3919\n",
      "-------------------------------\n",
      "loss: 0.000370  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 3920\n",
      "-------------------------------\n",
      "loss: 0.000341  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 3921\n",
      "-------------------------------\n",
      "loss: 0.000338  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 3922\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 3923\n",
      "-------------------------------\n",
      "loss: 0.000339  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 3924\n",
      "-------------------------------\n",
      "loss: 0.000338  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 3925\n",
      "-------------------------------\n",
      "loss: 0.000339  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 3926\n",
      "-------------------------------\n",
      "loss: 0.000337  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 3927\n",
      "-------------------------------\n",
      "loss: 0.000341  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 3928\n",
      "-------------------------------\n",
      "loss: 0.000341  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 3929\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000343  [ 1426/ 1426]\n",
      "Epoch 3930\n",
      "-------------------------------\n",
      "loss: 0.000398  [    0/ 1426]\n",
      "loss: 0.000396  [ 1426/ 1426]\n",
      "Epoch 3931\n",
      "-------------------------------\n",
      "loss: 0.000396  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 3932\n",
      "-------------------------------\n",
      "loss: 0.000372  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 3933\n",
      "-------------------------------\n",
      "loss: 0.000337  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 3934\n",
      "-------------------------------\n",
      "loss: 0.000341  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 3935\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 3936\n",
      "-------------------------------\n",
      "loss: 0.000336  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 3937\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 3938\n",
      "-------------------------------\n",
      "loss: 0.000370  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 3939\n",
      "-------------------------------\n",
      "loss: 0.000338  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 3940\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 3941\n",
      "-------------------------------\n",
      "loss: 0.000334  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 3942\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 3943\n",
      "-------------------------------\n",
      "loss: 0.000335  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 3944\n",
      "-------------------------------\n",
      "loss: 0.000336  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 3945\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 3946\n",
      "-------------------------------\n",
      "loss: 0.000339  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 3947\n",
      "-------------------------------\n",
      "loss: 0.000338  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 3948\n",
      "-------------------------------\n",
      "loss: 0.000332  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 3949\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 3950\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 3951\n",
      "-------------------------------\n",
      "loss: 0.000337  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 3952\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 3953\n",
      "-------------------------------\n",
      "loss: 0.000331  [    0/ 1426]\n",
      "loss: 0.000331  [ 1426/ 1426]\n",
      "Epoch 3954\n",
      "-------------------------------\n",
      "loss: 0.000361  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 3955\n",
      "-------------------------------\n",
      "loss: 0.000337  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 3956\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
      "loss: 0.000328  [ 1426/ 1426]\n",
      "Epoch 3957\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 3958\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 3959\n",
      "-------------------------------\n",
      "loss: 0.000331  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 3960\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
      "loss: 0.000369  [ 1426/ 1426]\n",
      "Epoch 3961\n",
      "-------------------------------\n",
      "loss: 0.000422  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 3962\n",
      "-------------------------------\n",
      "loss: 0.000334  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 3963\n",
      "-------------------------------\n",
      "loss: 0.000339  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 3964\n",
      "-------------------------------\n",
      "loss: 0.000339  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 3965\n",
      "-------------------------------\n",
      "loss: 0.000350  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 3966\n",
      "-------------------------------\n",
      "loss: 0.000331  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 3967\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 3968\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 3969\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 3970\n",
      "-------------------------------\n",
      "loss: 0.000337  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 3971\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 3972\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 3973\n",
      "-------------------------------\n",
      "loss: 0.000329  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 3974\n",
      "-------------------------------\n",
      "loss: 0.000329  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 3975\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 3976\n",
      "-------------------------------\n",
      "loss: 0.000329  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 3977\n",
      "-------------------------------\n",
      "loss: 0.000328  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 3978\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 3979\n",
      "-------------------------------\n",
      "loss: 0.000343  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 3980\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 3981\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000330  [ 1426/ 1426]\n",
      "Epoch 3982\n",
      "-------------------------------\n",
      "loss: 0.000363  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 3983\n",
      "-------------------------------\n",
      "loss: 0.000358  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 3984\n",
      "-------------------------------\n",
      "loss: 0.000328  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 3985\n",
      "-------------------------------\n",
      "loss: 0.000354  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 3986\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 3987\n",
      "-------------------------------\n",
      "loss: 0.000334  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 3988\n",
      "-------------------------------\n",
      "loss: 0.000338  [    0/ 1426]\n",
      "loss: 0.000305  [ 1426/ 1426]\n",
      "Epoch 3989\n",
      "-------------------------------\n",
      "loss: 0.000332  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 3990\n",
      "-------------------------------\n",
      "loss: 0.000327  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 3991\n",
      "-------------------------------\n",
      "loss: 0.000329  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 3992\n",
      "-------------------------------\n",
      "loss: 0.000328  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 3993\n",
      "-------------------------------\n",
      "loss: 0.000333  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 3994\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 3995\n",
      "-------------------------------\n",
      "loss: 0.000327  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 3996\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 3997\n",
      "-------------------------------\n",
      "loss: 0.000326  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 3998\n",
      "-------------------------------\n",
      "loss: 0.000327  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 3999\n",
      "-------------------------------\n",
      "loss: 0.000326  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 4000\n",
      "-------------------------------\n",
      "loss: 0.000359  [    0/ 1426]\n",
      "loss: 0.000387  [ 1426/ 1426]\n",
      "Epoch 4001\n",
      "-------------------------------\n",
      "loss: 0.000432  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 4002\n",
      "-------------------------------\n",
      "loss: 0.000331  [    0/ 1426]\n",
      "loss: 0.000350  [ 1426/ 1426]\n",
      "Epoch 4003\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 4004\n",
      "-------------------------------\n",
      "loss: 0.000327  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 4005\n",
      "-------------------------------\n",
      "loss: 0.000382  [    0/ 1426]\n",
      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 4006\n",
      "-------------------------------\n",
      "loss: 0.000326  [    0/ 1426]\n",
      "loss: 0.000333  [ 1426/ 1426]\n",
      "Epoch 4007\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 4008\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 4009\n",
      "-------------------------------\n",
      "loss: 0.000331  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 4010\n",
      "-------------------------------\n",
      "loss: 0.000331  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 4011\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 4012\n",
      "-------------------------------\n",
      "loss: 0.000334  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 4013\n",
      "-------------------------------\n",
      "loss: 0.000337  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 4014\n",
      "-------------------------------\n",
      "loss: 0.000323  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 4015\n",
      "-------------------------------\n",
      "loss: 0.000323  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 4016\n",
      "-------------------------------\n",
      "loss: 0.000339  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 4017\n",
      "-------------------------------\n",
      "loss: 0.000323  [    0/ 1426]\n",
      "loss: 0.000338  [ 1426/ 1426]\n",
      "Epoch 4018\n",
      "-------------------------------\n",
      "loss: 0.000374  [    0/ 1426]\n",
      "loss: 0.000331  [ 1426/ 1426]\n",
      "Epoch 4019\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 4020\n",
      "-------------------------------\n",
      "loss: 0.000326  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 4021\n",
      "-------------------------------\n",
      "loss: 0.000332  [    0/ 1426]\n",
      "loss: 0.000316  [ 1426/ 1426]\n",
      "Epoch 4022\n",
      "-------------------------------\n",
      "loss: 0.000348  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 4023\n",
      "-------------------------------\n",
      "loss: 0.000329  [    0/ 1426]\n",
      "loss: 0.000323  [ 1426/ 1426]\n",
      "Epoch 4024\n",
      "-------------------------------\n",
      "loss: 0.000335  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 4025\n",
      "-------------------------------\n",
      "loss: 0.000324  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 4026\n",
      "-------------------------------\n",
      "loss: 0.000328  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 4027\n",
      "-------------------------------\n",
      "loss: 0.000332  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 4028\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 4029\n",
      "-------------------------------\n",
      "loss: 0.000330  [    0/ 1426]\n",
      "loss: 0.000349  [ 1426/ 1426]\n",
      "Epoch 4030\n",
      "-------------------------------\n",
      "loss: 0.000370  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 4031\n",
      "-------------------------------\n",
      "loss: 0.000339  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 4032\n",
      "-------------------------------\n",
      "loss: 0.000338  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 4033\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 4034\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 4035\n",
      "-------------------------------\n",
      "loss: 0.000324  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 4036\n",
      "-------------------------------\n",
      "loss: 0.000318  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 4037\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 4038\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 4039\n",
      "-------------------------------\n",
      "loss: 0.000333  [    0/ 1426]\n",
      "loss: 0.000370  [ 1426/ 1426]\n",
      "Epoch 4040\n",
      "-------------------------------\n",
      "loss: 0.000383  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 4041\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 4042\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000381  [ 1426/ 1426]\n",
      "Epoch 4043\n",
      "-------------------------------\n",
      "loss: 0.000388  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 4044\n",
      "-------------------------------\n",
      "loss: 0.000326  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 4045\n",
      "-------------------------------\n",
      "loss: 0.000338  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 4046\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000348  [ 1426/ 1426]\n",
      "Epoch 4047\n",
      "-------------------------------\n",
      "loss: 0.000355  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 4048\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 4049\n",
      "-------------------------------\n",
      "loss: 0.000334  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 4050\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000333  [ 1426/ 1426]\n",
      "Epoch 4051\n",
      "-------------------------------\n",
      "loss: 0.000347  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 4052\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 4053\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 4054\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 4055\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 4056\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 4057\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 4058\n",
      "-------------------------------\n",
      "loss: 0.000323  [    0/ 1426]\n",
      "loss: 0.000318  [ 1426/ 1426]\n",
      "Epoch 4059\n",
      "-------------------------------\n",
      "loss: 0.000336  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 4060\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 4061\n",
      "-------------------------------\n",
      "loss: 0.000344  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 4062\n",
      "-------------------------------\n",
      "loss: 0.000318  [    0/ 1426]\n",
      "loss: 0.000351  [ 1426/ 1426]\n",
      "Epoch 4063\n",
      "-------------------------------\n",
      "loss: 0.000371  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 4064\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
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      "Epoch 4065\n",
      "-------------------------------\n",
      "loss: 0.000316  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 4066\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 4067\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 4068\n",
      "-------------------------------\n",
      "loss: 0.000328  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 4069\n",
      "-------------------------------\n",
      "loss: 0.000360  [    0/ 1426]\n",
      "loss: 0.000322  [ 1426/ 1426]\n",
      "Epoch 4070\n",
      "-------------------------------\n",
      "loss: 0.000316  [    0/ 1426]\n",
      "loss: 0.000350  [ 1426/ 1426]\n",
      "Epoch 4071\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 4072\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 4073\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 4074\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 4075\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 4076\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000333  [ 1426/ 1426]\n",
      "Epoch 4077\n",
      "-------------------------------\n",
      "loss: 0.000350  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 4078\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 4079\n",
      "-------------------------------\n",
      "loss: 0.000348  [    0/ 1426]\n",
      "loss: 0.000326  [ 1426/ 1426]\n",
      "Epoch 4080\n",
      "-------------------------------\n",
      "loss: 0.000327  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 4081\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 4082\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 4083\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 4084\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 4085\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 4086\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000333  [ 1426/ 1426]\n",
      "Epoch 4087\n",
      "-------------------------------\n",
      "loss: 0.000335  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 4088\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 4089\n",
      "-------------------------------\n",
      "loss: 0.000316  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 4090\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 4091\n",
      "-------------------------------\n",
      "loss: 0.000316  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 4092\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 4093\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 4094\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 4095\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 4096\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 4097\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 4098\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 4099\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 4100\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 4101\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 4102\n",
      "-------------------------------\n",
      "loss: 0.000337  [    0/ 1426]\n",
      "loss: 0.000295  [ 1426/ 1426]\n",
      "Epoch 4103\n",
      "-------------------------------\n",
      "loss: 0.000318  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 4104\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 4105\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 4106\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 4107\n",
      "-------------------------------\n",
      "loss: 0.000311  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 4108\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 4109\n",
      "-------------------------------\n",
      "loss: 0.000334  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 4110\n",
      "-------------------------------\n",
      "loss: 0.000379  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 4111\n",
      "-------------------------------\n",
      "loss: 0.000311  [    0/ 1426]\n",
      "loss: 0.000353  [ 1426/ 1426]\n",
      "Epoch 4112\n",
      "-------------------------------\n",
      "loss: 0.000355  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 4113\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 4114\n",
      "-------------------------------\n",
      "loss: 0.000351  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 4115\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 4116\n",
      "-------------------------------\n",
      "loss: 0.000324  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 4117\n",
      "-------------------------------\n",
      "loss: 0.000308  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 4118\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000312  [ 1426/ 1426]\n",
      "Epoch 4119\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 4120\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 4121\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 4122\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 4123\n",
      "-------------------------------\n",
      "loss: 0.000323  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 4124\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 4125\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 4126\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000299  [ 1426/ 1426]\n",
      "Epoch 4127\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 4128\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 4129\n",
      "-------------------------------\n",
      "loss: 0.000308  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 4130\n",
      "-------------------------------\n",
      "loss: 0.000311  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 4131\n",
      "-------------------------------\n",
      "loss: 0.000308  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 4132\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 4133\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 4134\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 4135\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 4136\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
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      "Epoch 4137\n",
      "-------------------------------\n",
      "loss: 0.000308  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 4138\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000326  [ 1426/ 1426]\n",
      "Epoch 4139\n",
      "-------------------------------\n",
      "loss: 0.000370  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 4140\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000313  [ 1426/ 1426]\n",
      "Epoch 4141\n",
      "-------------------------------\n",
      "loss: 0.000336  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 4142\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 4143\n",
      "-------------------------------\n",
      "loss: 0.000327  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 4144\n",
      "-------------------------------\n",
      "loss: 0.000308  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 4145\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 4146\n",
      "-------------------------------\n",
      "loss: 0.000311  [    0/ 1426]\n",
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      "Epoch 4147\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
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      "Epoch 4148\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 4149\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 4150\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 4151\n",
      "-------------------------------\n",
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      "loss: 0.000329  [ 1426/ 1426]\n",
      "Epoch 4152\n",
      "-------------------------------\n",
      "loss: 0.000350  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 4153\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 4154\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000332  [ 1426/ 1426]\n",
      "Epoch 4155\n",
      "-------------------------------\n",
      "loss: 0.000334  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 4156\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 4157\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 4158\n",
      "-------------------------------\n",
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      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 4159\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000334  [ 1426/ 1426]\n",
      "Epoch 4160\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 4161\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 4162\n",
      "-------------------------------\n",
      "loss: 0.000323  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 4163\n",
      "-------------------------------\n",
      "loss: 0.000318  [    0/ 1426]\n",
      "loss: 0.000336  [ 1426/ 1426]\n",
      "Epoch 4164\n",
      "-------------------------------\n",
      "loss: 0.000353  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 4165\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4166\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 4167\n",
      "-------------------------------\n",
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      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 4168\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4169\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000293  [ 1426/ 1426]\n",
      "Epoch 4170\n",
      "-------------------------------\n",
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      "Epoch 4171\n",
      "-------------------------------\n",
      "loss: 0.000310  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 4172\n",
      "-------------------------------\n",
      "loss: 0.000327  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 4173\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 4174\n",
      "-------------------------------\n",
      "loss: 0.000317  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4175\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 4176\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000325  [ 1426/ 1426]\n",
      "Epoch 4177\n",
      "-------------------------------\n",
      "loss: 0.000318  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 4178\n",
      "-------------------------------\n",
      "loss: 0.000335  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 4179\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 4180\n",
      "-------------------------------\n",
      "loss: 0.000319  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 4181\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 4182\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 4183\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 4184\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 4185\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
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      "Epoch 4186\n",
      "-------------------------------\n",
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      "Epoch 4187\n",
      "-------------------------------\n",
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      "Epoch 4188\n",
      "-------------------------------\n",
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      "Epoch 4189\n",
      "-------------------------------\n",
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      "Epoch 4190\n",
      "-------------------------------\n",
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      "Epoch 4191\n",
      "-------------------------------\n",
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      "Epoch 4192\n",
      "-------------------------------\n",
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      "Epoch 4193\n",
      "-------------------------------\n",
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      "Epoch 4194\n",
      "-------------------------------\n",
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      "Epoch 4195\n",
      "-------------------------------\n",
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      "Epoch 4196\n",
      "-------------------------------\n",
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      "Epoch 4197\n",
      "-------------------------------\n",
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      "Epoch 4198\n",
      "-------------------------------\n",
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      "Epoch 4199\n",
      "-------------------------------\n",
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      "Epoch 4200\n",
      "-------------------------------\n",
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      "Epoch 4201\n",
      "-------------------------------\n",
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      "Epoch 4202\n",
      "-------------------------------\n",
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      "Epoch 4203\n",
      "-------------------------------\n",
      "loss: 0.000332  [    0/ 1426]\n",
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      "Epoch 4204\n",
      "-------------------------------\n",
      "loss: 0.000318  [    0/ 1426]\n",
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      "Epoch 4205\n",
      "-------------------------------\n",
      "loss: 0.000340  [    0/ 1426]\n",
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      "Epoch 4206\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
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      "Epoch 4207\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 4208\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4209\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 4210\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 4211\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 4212\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4213\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 4214\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 4215\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 4216\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 4217\n",
      "-------------------------------\n",
      "loss: 0.000324  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 4218\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 4219\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 4220\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 4221\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 4222\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 4223\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 4224\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 4225\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 4226\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4227\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 4228\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 4229\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 4230\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 4231\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000335  [ 1426/ 1426]\n",
      "Epoch 4232\n",
      "-------------------------------\n",
      "loss: 0.000332  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4233\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 4234\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 4235\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 4236\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 4237\n",
      "-------------------------------\n",
      "loss: 0.000308  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 4238\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 4239\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 4240\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 4241\n",
      "-------------------------------\n",
      "loss: 0.000321  [    0/ 1426]\n",
      "loss: 0.000366  [ 1426/ 1426]\n",
      "Epoch 4242\n",
      "-------------------------------\n",
      "loss: 0.000348  [    0/ 1426]\n",
      "loss: 0.000297  [ 1426/ 1426]\n",
      "Epoch 4243\n",
      "-------------------------------\n",
      "loss: 0.000316  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 4244\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 4245\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 4246\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 4247\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 4248\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 4249\n",
      "-------------------------------\n",
      "loss: 0.000336  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 4250\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000317  [ 1426/ 1426]\n",
      "Epoch 4251\n",
      "-------------------------------\n",
      "loss: 0.000329  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 4252\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 4253\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 4254\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 4255\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 4256\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 4257\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 4258\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 4259\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 4260\n",
      "-------------------------------\n",
      "loss: 0.000311  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 4261\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 4262\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 4263\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 4264\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 4265\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000320  [ 1426/ 1426]\n",
      "Epoch 4266\n",
      "-------------------------------\n",
      "loss: 0.000331  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 4267\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000327  [ 1426/ 1426]\n",
      "Epoch 4268\n",
      "-------------------------------\n",
      "loss: 0.000342  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4269\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000365  [ 1426/ 1426]\n",
      "Epoch 4270\n",
      "-------------------------------\n",
      "loss: 0.000357  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 4271\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 4272\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 4273\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000303  [ 1426/ 1426]\n",
      "Epoch 4274\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 4275\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 4276\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4277\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 4278\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 4279\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000324  [ 1426/ 1426]\n",
      "Epoch 4280\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000291  [ 1426/ 1426]\n",
      "Epoch 4281\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 4282\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 4283\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 4284\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000307  [ 1426/ 1426]\n",
      "Epoch 4285\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 4286\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 4287\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 4288\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 4289\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 4290\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 4291\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 4292\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 4293\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000315  [ 1426/ 1426]\n",
      "Epoch 4294\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 4295\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 4296\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 4297\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 4298\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 4299\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 4300\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 4301\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 4302\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 4303\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 4304\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 4305\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 4306\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 4307\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 4308\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 4309\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 4310\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 4311\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4312\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 4313\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 4314\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 4315\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 4316\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 4317\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 4318\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 4319\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 4320\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 4321\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 4322\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 4323\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
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      "Epoch 4324\n",
      "-------------------------------\n",
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      "Epoch 4325\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
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      "Epoch 4326\n",
      "-------------------------------\n",
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      "Epoch 4327\n",
      "-------------------------------\n",
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      "Epoch 4328\n",
      "-------------------------------\n",
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      "Epoch 4329\n",
      "-------------------------------\n",
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      "Epoch 4330\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
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      "Epoch 4331\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
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      "Epoch 4332\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 4333\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
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      "Epoch 4334\n",
      "-------------------------------\n",
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      "Epoch 4335\n",
      "-------------------------------\n",
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      "Epoch 4336\n",
      "-------------------------------\n",
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      "Epoch 4337\n",
      "-------------------------------\n",
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      "Epoch 4338\n",
      "-------------------------------\n",
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      "Epoch 4339\n",
      "-------------------------------\n",
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      "Epoch 4340\n",
      "-------------------------------\n",
      "loss: 0.000320  [    0/ 1426]\n",
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      "Epoch 4341\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
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      "Epoch 4342\n",
      "-------------------------------\n",
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      "Epoch 4343\n",
      "-------------------------------\n",
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      "Epoch 4344\n",
      "-------------------------------\n",
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      "Epoch 4345\n",
      "-------------------------------\n",
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      "Epoch 4346\n",
      "-------------------------------\n",
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      "Epoch 4347\n",
      "-------------------------------\n",
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      "Epoch 4348\n",
      "-------------------------------\n",
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      "Epoch 4349\n",
      "-------------------------------\n",
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      "Epoch 4350\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
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      "Epoch 4351\n",
      "-------------------------------\n",
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      "Epoch 4352\n",
      "-------------------------------\n",
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      "Epoch 4353\n",
      "-------------------------------\n",
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      "Epoch 4354\n",
      "-------------------------------\n",
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      "Epoch 4355\n",
      "-------------------------------\n",
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      "Epoch 4356\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
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      "Epoch 4357\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
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      "Epoch 4358\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
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      "Epoch 4359\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 4360\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 4361\n",
      "-------------------------------\n",
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      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 4362\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
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      "Epoch 4363\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
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      "Epoch 4364\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
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      "Epoch 4365\n",
      "-------------------------------\n",
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      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 4366\n",
      "-------------------------------\n",
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      "Epoch 4367\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 4368\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 4369\n",
      "-------------------------------\n",
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      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 4370\n",
      "-------------------------------\n",
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      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 4371\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 4372\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 4373\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 4374\n",
      "-------------------------------\n",
      "loss: 0.000314  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 4375\n",
      "-------------------------------\n",
      "loss: 0.000329  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 4376\n",
      "-------------------------------\n",
      "loss: 0.000361  [    0/ 1426]\n",
      "loss: 0.000310  [ 1426/ 1426]\n",
      "Epoch 4377\n",
      "-------------------------------\n",
      "loss: 0.000381  [    0/ 1426]\n",
      "loss: 0.000345  [ 1426/ 1426]\n",
      "Epoch 4378\n",
      "-------------------------------\n",
      "loss: 0.000386  [    0/ 1426]\n",
      "loss: 0.000382  [ 1426/ 1426]\n",
      "Epoch 4379\n",
      "-------------------------------\n",
      "loss: 0.000368  [    0/ 1426]\n",
      "loss: 0.000366  [ 1426/ 1426]\n",
      "Epoch 4380\n",
      "-------------------------------\n",
      "loss: 0.000307  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 4381\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 4382\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 4383\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 4384\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 4385\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 4386\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 4387\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4388\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 4389\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4390\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 4391\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 4392\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 4393\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 4394\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 4395\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 4396\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 4397\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 4398\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 4399\n",
      "-------------------------------\n",
      "loss: 0.000292  [    0/ 1426]\n",
      "loss: 0.000290  [ 1426/ 1426]\n",
      "Epoch 4400\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 4401\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 4402\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
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      "Epoch 4403\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 4404\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 4405\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 4406\n",
      "-------------------------------\n",
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      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 4407\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 4408\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 4409\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 4410\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 4411\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 4412\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 4413\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 4414\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000296  [ 1426/ 1426]\n",
      "Epoch 4415\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 4416\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
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      "Epoch 4417\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 4418\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 4419\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 4420\n",
      "-------------------------------\n",
      "loss: 0.000296  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 4421\n",
      "-------------------------------\n",
      "loss: 0.000288  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 4422\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 4423\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4424\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 4425\n",
      "-------------------------------\n",
      "loss: 0.000310  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 4426\n",
      "-------------------------------\n",
      "loss: 0.000301  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 4427\n",
      "-------------------------------\n",
      "loss: 0.000309  [    0/ 1426]\n",
      "loss: 0.000294  [ 1426/ 1426]\n",
      "Epoch 4428\n",
      "-------------------------------\n",
      "loss: 0.000310  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 4429\n",
      "-------------------------------\n",
      "loss: 0.000294  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 4430\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000285  [ 1426/ 1426]\n",
      "Epoch 4431\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 4432\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000306  [ 1426/ 1426]\n",
      "Epoch 4433\n",
      "-------------------------------\n",
      "loss: 0.000322  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 4434\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 4435\n",
      "-------------------------------\n",
      "loss: 0.000306  [    0/ 1426]\n",
      "loss: 0.000309  [ 1426/ 1426]\n",
      "Epoch 4436\n",
      "-------------------------------\n",
      "loss: 0.000291  [    0/ 1426]\n",
      "loss: 0.000288  [ 1426/ 1426]\n",
      "Epoch 4437\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 4438\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000275  [ 1426/ 1426]\n",
      "Epoch 4439\n",
      "-------------------------------\n",
      "loss: 0.000287  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 4440\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 4441\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 4442\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 4443\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 4444\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 4445\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4446\n",
      "-------------------------------\n",
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      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 4447\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 4448\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 4449\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 4450\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 4451\n",
      "-------------------------------\n",
      "loss: 0.000295  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 4452\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000286  [ 1426/ 1426]\n",
      "Epoch 4453\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000277  [ 1426/ 1426]\n",
      "Epoch 4454\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 4455\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 4456\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 4457\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 4458\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 4459\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 4460\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 4461\n",
      "-------------------------------\n",
      "loss: 0.000282  [    0/ 1426]\n",
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      "Epoch 4462\n",
      "-------------------------------\n",
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      "Epoch 4463\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
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      "Epoch 4464\n",
      "-------------------------------\n",
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      "Epoch 4465\n",
      "-------------------------------\n",
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      "Epoch 4466\n",
      "-------------------------------\n",
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      "Epoch 4467\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
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      "Epoch 4468\n",
      "-------------------------------\n",
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      "Epoch 4469\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
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      "Epoch 4470\n",
      "-------------------------------\n",
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      "Epoch 4471\n",
      "-------------------------------\n",
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      "Epoch 4472\n",
      "-------------------------------\n",
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      "Epoch 4473\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
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      "Epoch 4474\n",
      "-------------------------------\n",
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      "Epoch 4475\n",
      "-------------------------------\n",
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      "Epoch 4476\n",
      "-------------------------------\n",
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      "Epoch 4477\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
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      "Epoch 4478\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
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      "Epoch 4479\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
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      "Epoch 4480\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
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      "Epoch 4481\n",
      "-------------------------------\n",
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      "Epoch 4482\n",
      "-------------------------------\n",
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      "Epoch 4483\n",
      "-------------------------------\n",
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      "Epoch 4484\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
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      "Epoch 4485\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
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      "Epoch 4486\n",
      "-------------------------------\n",
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      "Epoch 4487\n",
      "-------------------------------\n",
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      "Epoch 4488\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
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      "Epoch 4489\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 4490\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 4491\n",
      "-------------------------------\n",
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      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4492\n",
      "-------------------------------\n",
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      "Epoch 4493\n",
      "-------------------------------\n",
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      "Epoch 4494\n",
      "-------------------------------\n",
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      "Epoch 4495\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4496\n",
      "-------------------------------\n",
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      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 4497\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
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      "Epoch 4498\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4499\n",
      "-------------------------------\n",
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      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4500\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 4501\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4502\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 4503\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4504\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4505\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4506\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4507\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4508\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 4509\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 4510\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 4511\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4512\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 4513\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4514\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 4515\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4516\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 4517\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4518\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 4519\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4520\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 4521\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 4522\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 4523\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 4524\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000289  [ 1426/ 1426]\n",
      "Epoch 4525\n",
      "-------------------------------\n",
      "loss: 0.000337  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 4526\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 4527\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 4528\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 4529\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 4530\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4531\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4532\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 4533\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 4534\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 4535\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 4536\n",
      "-------------------------------\n",
      "loss: 0.000297  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 4537\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4538\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4539\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 4540\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 4541\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 4542\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 4543\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 4544\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 4545\n",
      "-------------------------------\n",
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      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 4546\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4547\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 4548\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 4549\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 4550\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 4551\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 4552\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4553\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 4554\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4555\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 4556\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 4557\n",
      "-------------------------------\n",
      "loss: 0.000315  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 4558\n",
      "-------------------------------\n",
      "loss: 0.000285  [    0/ 1426]\n",
      "loss: 0.000339  [ 1426/ 1426]\n",
      "Epoch 4559\n",
      "-------------------------------\n",
      "loss: 0.000316  [    0/ 1426]\n",
      "loss: 0.000279  [ 1426/ 1426]\n",
      "Epoch 4560\n",
      "-------------------------------\n",
      "loss: 0.000299  [    0/ 1426]\n",
      "loss: 0.000268  [ 1426/ 1426]\n",
      "Epoch 4561\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 4562\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 4563\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 4564\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 4565\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 4566\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4567\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4568\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 4569\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 4570\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4571\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 4572\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4573\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4574\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4575\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4576\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4577\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 4578\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4579\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 4580\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 4581\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 4582\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4583\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 4584\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 4585\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4586\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 4587\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 4588\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 4589\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 4590\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 4591\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 4592\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4593\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4594\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 4595\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 4596\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 4597\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4598\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 4599\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
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      "Epoch 4600\n",
      "-------------------------------\n",
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      "Epoch 4601\n",
      "-------------------------------\n",
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      "Epoch 4602\n",
      "-------------------------------\n",
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      "Epoch 4603\n",
      "-------------------------------\n",
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      "Epoch 4604\n",
      "-------------------------------\n",
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      "Epoch 4605\n",
      "-------------------------------\n",
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      "Epoch 4606\n",
      "-------------------------------\n",
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      "Epoch 4607\n",
      "-------------------------------\n",
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      "Epoch 4608\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
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      "Epoch 4609\n",
      "-------------------------------\n",
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      "Epoch 4610\n",
      "-------------------------------\n",
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      "Epoch 4611\n",
      "-------------------------------\n",
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      "Epoch 4612\n",
      "-------------------------------\n",
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      "Epoch 4613\n",
      "-------------------------------\n",
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      "Epoch 4614\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
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      "Epoch 4615\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 4616\n",
      "-------------------------------\n",
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      "Epoch 4617\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
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      "Epoch 4618\n",
      "-------------------------------\n",
      "loss: 0.000313  [    0/ 1426]\n",
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      "Epoch 4619\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
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      "Epoch 4620\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
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      "Epoch 4621\n",
      "-------------------------------\n",
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      "Epoch 4622\n",
      "-------------------------------\n",
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      "Epoch 4623\n",
      "-------------------------------\n",
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      "Epoch 4624\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
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      "Epoch 4625\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
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      "Epoch 4626\n",
      "-------------------------------\n",
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      "Epoch 4627\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 4628\n",
      "-------------------------------\n",
      "loss: 0.000303  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 4629\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 4630\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 4631\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000292  [ 1426/ 1426]\n",
      "Epoch 4632\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4633\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 4634\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 4635\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 4636\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 4637\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000280  [ 1426/ 1426]\n",
      "Epoch 4638\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 4639\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 4640\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 4641\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 4642\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4643\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4644\n",
      "-------------------------------\n",
      "loss: 0.000286  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4645\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 4646\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 4647\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 4648\n",
      "-------------------------------\n",
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      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 4649\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
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      "Epoch 4650\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 4651\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4652\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 4653\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 4654\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 4655\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 4656\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 4657\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 4658\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 4659\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 4660\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 4661\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 4662\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4663\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 4664\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 4665\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4666\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 4667\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4668\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 4669\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 4670\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 4671\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 4672\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 4673\n",
      "-------------------------------\n",
      "loss: 0.000311  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 4674\n",
      "-------------------------------\n",
      "loss: 0.000293  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 4675\n",
      "-------------------------------\n",
      "loss: 0.000305  [    0/ 1426]\n",
      "loss: 0.000337  [ 1426/ 1426]\n",
      "Epoch 4676\n",
      "-------------------------------\n",
      "loss: 0.000325  [    0/ 1426]\n",
      "loss: 0.000308  [ 1426/ 1426]\n",
      "Epoch 4677\n",
      "-------------------------------\n",
      "loss: 0.000290  [    0/ 1426]\n",
      "loss: 0.000298  [ 1426/ 1426]\n",
      "Epoch 4678\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000311  [ 1426/ 1426]\n",
      "Epoch 4679\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 4680\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 4681\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 4682\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 4683\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 4684\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 4685\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 4686\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000253  [ 1426/ 1426]\n",
      "Epoch 4687\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 4688\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 4689\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 4690\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
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      "Epoch 4691\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
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      "Epoch 4692\n",
      "-------------------------------\n",
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      "Epoch 4693\n",
      "-------------------------------\n",
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      "Epoch 4694\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 4695\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000266  [ 1426/ 1426]\n",
      "Epoch 4696\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 4697\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4698\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 4699\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
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      "Epoch 4700\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 4701\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 4702\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000271  [ 1426/ 1426]\n",
      "Epoch 4703\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000267  [ 1426/ 1426]\n",
      "Epoch 4704\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000250  [ 1426/ 1426]\n",
      "Epoch 4705\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 4706\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000264  [ 1426/ 1426]\n",
      "Epoch 4707\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 4708\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 4709\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 4710\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 4711\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4712\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 4713\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 4714\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 4715\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 4716\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 4717\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 4718\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4719\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 4720\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 4721\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 4722\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4723\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 4724\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 4725\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 4726\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 4727\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 4728\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4729\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 4730\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4731\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4732\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 4733\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 4734\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4735\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 4736\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4737\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4738\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000252  [ 1426/ 1426]\n",
      "Epoch 4739\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4740\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4741\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
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      "Epoch 4742\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 4743\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4744\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000246  [ 1426/ 1426]\n",
      "Epoch 4745\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4746\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 4747\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4748\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 4749\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000270  [ 1426/ 1426]\n",
      "Epoch 4750\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4751\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 4752\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 4753\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 4754\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 4755\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 4756\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 4757\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 4758\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4759\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 4760\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 4761\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4762\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 4763\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 4764\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 4765\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 4766\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 4767\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4768\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 4769\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 4770\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 4771\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 4772\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 4773\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 4774\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 4775\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 4776\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 4777\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4778\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 4779\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 4780\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 4781\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 4782\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 4783\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 4784\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4785\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 4786\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 4787\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000314  [ 1426/ 1426]\n",
      "Epoch 4788\n",
      "-------------------------------\n",
      "loss: 0.000352  [    0/ 1426]\n",
      "loss: 0.000278  [ 1426/ 1426]\n",
      "Epoch 4789\n",
      "-------------------------------\n",
      "loss: 0.000304  [    0/ 1426]\n",
      "loss: 0.000319  [ 1426/ 1426]\n",
      "Epoch 4790\n",
      "-------------------------------\n",
      "loss: 0.000298  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4791\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000304  [ 1426/ 1426]\n",
      "Epoch 4792\n",
      "-------------------------------\n",
      "loss: 0.000346  [    0/ 1426]\n",
      "loss: 0.000251  [ 1426/ 1426]\n",
      "Epoch 4793\n",
      "-------------------------------\n",
      "loss: 0.000274  [    0/ 1426]\n",
      "loss: 0.000273  [ 1426/ 1426]\n",
      "Epoch 4794\n",
      "-------------------------------\n",
      "loss: 0.000269  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 4795\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 4796\n",
      "-------------------------------\n",
      "loss: 0.000311  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 4797\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 4798\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 4799\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 4800\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 4801\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000262  [ 1426/ 1426]\n",
      "Epoch 4802\n",
      "-------------------------------\n",
      "loss: 0.000273  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4803\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000254  [ 1426/ 1426]\n",
      "Epoch 4804\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 4805\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 4806\n",
      "-------------------------------\n",
      "loss: 0.000302  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 4807\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 4808\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 4809\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000281  [ 1426/ 1426]\n",
      "Epoch 4810\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000282  [ 1426/ 1426]\n",
      "Epoch 4811\n",
      "-------------------------------\n",
      "loss: 0.000272  [    0/ 1426]\n",
      "loss: 0.000301  [ 1426/ 1426]\n",
      "Epoch 4812\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000265  [ 1426/ 1426]\n",
      "Epoch 4813\n",
      "-------------------------------\n",
      "loss: 0.000275  [    0/ 1426]\n",
      "loss: 0.000284  [ 1426/ 1426]\n",
      "Epoch 4814\n",
      "-------------------------------\n",
      "loss: 0.000300  [    0/ 1426]\n",
      "loss: 0.000287  [ 1426/ 1426]\n",
      "Epoch 4815\n",
      "-------------------------------\n",
      "loss: 0.000283  [    0/ 1426]\n",
      "loss: 0.000300  [ 1426/ 1426]\n",
      "Epoch 4816\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 4817\n",
      "-------------------------------\n",
      "loss: 0.000289  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 4818\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 4819\n",
      "-------------------------------\n",
      "loss: 0.000276  [    0/ 1426]\n",
      "loss: 0.000272  [ 1426/ 1426]\n",
      "Epoch 4820\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000263  [ 1426/ 1426]\n",
      "Epoch 4821\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000302  [ 1426/ 1426]\n",
      "Epoch 4822\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000259  [ 1426/ 1426]\n",
      "Epoch 4823\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000276  [ 1426/ 1426]\n",
      "Epoch 4824\n",
      "-------------------------------\n",
      "loss: 0.000280  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4825\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 4826\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 4827\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 4828\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4829\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 4830\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 4831\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 4832\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 4833\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 4834\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4835\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 4836\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4837\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 4838\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4839\n",
      "-------------------------------\n",
      "loss: 0.000263  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 4840\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 4841\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 4842\n",
      "-------------------------------\n",
      "loss: 0.000265  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 4843\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 4844\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 4845\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 4846\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 4847\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 4848\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 4849\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 4850\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 4851\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 4852\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4853\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 4854\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 4855\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 4856\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4857\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 4858\n",
      "-------------------------------\n",
      "loss: 0.000278  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 4859\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 4860\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 4861\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 4862\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 4863\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4864\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 4865\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 4866\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000221  [ 1426/ 1426]\n",
      "Epoch 4867\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 4868\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 4869\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4870\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 4871\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4872\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 4873\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4874\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 4875\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 4876\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4877\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4878\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 4879\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 4880\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 4881\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 4882\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4883\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4884\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4885\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 4886\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4887\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 4888\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 4889\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 4890\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 4891\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4892\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 4893\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 4894\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4895\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4896\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 4897\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 4898\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 4899\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4900\n",
      "-------------------------------\n",
      "loss: 0.000270  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 4901\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000242  [ 1426/ 1426]\n",
      "Epoch 4902\n",
      "-------------------------------\n",
      "loss: 0.000251  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4903\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 4904\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4905\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 4906\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4907\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 4908\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 4909\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 4910\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 4911\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 4912\n",
      "-------------------------------\n",
      "loss: 0.000277  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4913\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4914\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 4915\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 4916\n",
      "-------------------------------\n",
      "loss: 0.000262  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 4917\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 4918\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 4919\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4920\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 4921\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 4922\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 4923\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4924\n",
      "-------------------------------\n",
      "loss: 0.000246  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 4925\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 4926\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 4927\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 4928\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 4929\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4930\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 4931\n",
      "-------------------------------\n",
      "loss: 0.000258  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 4932\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 4933\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 4934\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4935\n",
      "-------------------------------\n",
      "loss: 0.000264  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 4936\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 4937\n",
      "-------------------------------\n",
      "loss: 0.000241  [    0/ 1426]\n",
      "loss: 0.000256  [ 1426/ 1426]\n",
      "Epoch 4938\n",
      "-------------------------------\n",
      "loss: 0.000271  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 4939\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4940\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000235  [ 1426/ 1426]\n",
      "Epoch 4941\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4942\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000274  [ 1426/ 1426]\n",
      "Epoch 4943\n",
      "-------------------------------\n",
      "loss: 0.000284  [    0/ 1426]\n",
      "loss: 0.000239  [ 1426/ 1426]\n",
      "Epoch 4944\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000240  [ 1426/ 1426]\n",
      "Epoch 4945\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000247  [ 1426/ 1426]\n",
      "Epoch 4946\n",
      "-------------------------------\n",
      "loss: 0.000249  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 4947\n",
      "-------------------------------\n",
      "loss: 0.000255  [    0/ 1426]\n",
      "loss: 0.000283  [ 1426/ 1426]\n",
      "Epoch 4948\n",
      "-------------------------------\n",
      "loss: 0.000279  [    0/ 1426]\n",
      "loss: 0.000257  [ 1426/ 1426]\n",
      "Epoch 4949\n",
      "-------------------------------\n",
      "loss: 0.000268  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 4950\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 4951\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4952\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000228  [ 1426/ 1426]\n",
      "Epoch 4953\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 4954\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4955\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000243  [ 1426/ 1426]\n",
      "Epoch 4956\n",
      "-------------------------------\n",
      "loss: 0.000250  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 4957\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000248  [ 1426/ 1426]\n",
      "Epoch 4958\n",
      "-------------------------------\n",
      "loss: 0.000266  [    0/ 1426]\n",
      "loss: 0.000233  [ 1426/ 1426]\n",
      "Epoch 4959\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 4960\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 4961\n",
      "-------------------------------\n",
      "loss: 0.000252  [    0/ 1426]\n",
      "loss: 0.000223  [ 1426/ 1426]\n",
      "Epoch 4962\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000245  [ 1426/ 1426]\n",
      "Epoch 4963\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000260  [ 1426/ 1426]\n",
      "Epoch 4964\n",
      "-------------------------------\n",
      "loss: 0.000281  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4965\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000249  [ 1426/ 1426]\n",
      "Epoch 4966\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000234  [ 1426/ 1426]\n",
      "Epoch 4967\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 4968\n",
      "-------------------------------\n",
      "loss: 0.000260  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 4969\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Epoch 4970\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000237  [ 1426/ 1426]\n",
      "Epoch 4971\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000255  [ 1426/ 1426]\n",
      "Epoch 4972\n",
      "-------------------------------\n",
      "loss: 0.000267  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4973\n",
      "-------------------------------\n",
      "loss: 0.000242  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 4974\n",
      "-------------------------------\n",
      "loss: 0.000248  [    0/ 1426]\n",
      "loss: 0.000261  [ 1426/ 1426]\n",
      "Epoch 4975\n",
      "-------------------------------\n",
      "loss: 0.000261  [    0/ 1426]\n",
      "loss: 0.000241  [ 1426/ 1426]\n",
      "Epoch 4976\n",
      "-------------------------------\n",
      "loss: 0.000256  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4977\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 4978\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000231  [ 1426/ 1426]\n",
      "Epoch 4979\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 4980\n",
      "-------------------------------\n",
      "loss: 0.000254  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 4981\n",
      "-------------------------------\n",
      "loss: 0.000243  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 4982\n",
      "-------------------------------\n",
      "loss: 0.000237  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 4983\n",
      "-------------------------------\n",
      "loss: 0.000239  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 4984\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4985\n",
      "-------------------------------\n",
      "loss: 0.000253  [    0/ 1426]\n",
      "loss: 0.000232  [ 1426/ 1426]\n",
      "Epoch 4986\n",
      "-------------------------------\n",
      "loss: 0.000245  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 4987\n",
      "-------------------------------\n",
      "loss: 0.000236  [    0/ 1426]\n",
      "loss: 0.000226  [ 1426/ 1426]\n",
      "Epoch 4988\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000222  [ 1426/ 1426]\n",
      "Epoch 4989\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000225  [ 1426/ 1426]\n",
      "Epoch 4990\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000230  [ 1426/ 1426]\n",
      "Epoch 4991\n",
      "-------------------------------\n",
      "loss: 0.000238  [    0/ 1426]\n",
      "loss: 0.000224  [ 1426/ 1426]\n",
      "Epoch 4992\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000238  [ 1426/ 1426]\n",
      "Epoch 4993\n",
      "-------------------------------\n",
      "loss: 0.000257  [    0/ 1426]\n",
      "loss: 0.000219  [ 1426/ 1426]\n",
      "Epoch 4994\n",
      "-------------------------------\n",
      "loss: 0.000240  [    0/ 1426]\n",
      "loss: 0.000227  [ 1426/ 1426]\n",
      "Epoch 4995\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000229  [ 1426/ 1426]\n",
      "Epoch 4996\n",
      "-------------------------------\n",
      "loss: 0.000244  [    0/ 1426]\n",
      "loss: 0.000341  [ 1426/ 1426]\n",
      "Epoch 4997\n",
      "-------------------------------\n",
      "loss: 0.000365  [    0/ 1426]\n",
      "loss: 0.000269  [ 1426/ 1426]\n",
      "Epoch 4998\n",
      "-------------------------------\n",
      "loss: 0.000312  [    0/ 1426]\n",
      "loss: 0.000244  [ 1426/ 1426]\n",
      "Epoch 4999\n",
      "-------------------------------\n",
      "loss: 0.000247  [    0/ 1426]\n",
      "loss: 0.000258  [ 1426/ 1426]\n",
      "Epoch 5000\n",
      "-------------------------------\n",
      "loss: 0.000259  [    0/ 1426]\n",
      "loss: 0.000236  [ 1426/ 1426]\n",
      "Done!\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FID = 0.0078\n"
     ]
    }
   ],
   "source": [
    "# Run training\n",
    "loss_plot = []\n",
    "recon_plot = []\n",
    "kld_plot = []\n",
    "mse_plot = []\n",
    "for t in range(epochs):\n",
    "    kld_weight = kld_weight_coef*(t/20 if t/20 <= 1 else 1)\n",
    "    print(f\"Epoch {t+1}\\n-------------------------------\")\n",
    "    train(train_dataloader, model, model.loss_function, optimizer, loss_output = loss_plot, recon_output = recon_plot, kld_output = kld_plot, mse_output = mse_plot, weight = kld_weight)\n",
    "print(\"Done!\")\n",
    "\n",
    "# Loss plot\n",
    "plt.plot(range(1, epochs+1), loss_plot)\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Epoch') \n",
    "plt.title('Training loss', fontsize=16)\n",
    "plt.xlim([0,epochs])\n",
    "plt.show()\n",
    "\n",
    "# Compute FID\n",
    "sampled_norm = model.sample(10000, 'cuda', std_coef = 1)\n",
    "sampled = denormalize_data(sampled_norm.detach().cpu().numpy(),scaler)\n",
    "fid = compute_fid(airfoil_df.to_numpy(), sampled)\n",
    "print(f'FID = {fid:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FID = 0.0011\n"
     ]
    }
   ],
   "source": [
    "# Compute FID\n",
    "sampled_norm = model.sample(10000, device, std_coef = 1)\n",
    "sampled = denormalize_data(sampled_norm.detach().cpu().numpy(),scaler)\n",
    "fid = compute_fid(airfoil_df.to_numpy(), sampled)\n",
    "print(f'FID = {fid:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved PyTorch Model State to ./final_model/VAE_MLP466_198_4_5000ep_k5e-06_b256.pth\n"
     ]
    }
   ],
   "source": [
    "# Save the model\n",
    "save_model = True\n",
    "model_name = f'{model.name}_{epochs}ep_k{kld_weight_coef}_b{batch_size}.pth'\n",
    "\n",
    "if save_model:\n",
    "    trained_root = \"./final_model/\"\n",
    "    \n",
    "    model_path = trained_root + model_name\n",
    "    torch.save(model.state_dict(), model_path)\n",
    "    print(f\"Saved PyTorch Model State to {model_path}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Loading the model\n",
    "device = 'cpu'\n",
    "model = AirfoilVAE(in_channels = in_channels,\n",
    "            latent_dim = latent_dim,\n",
    "            hidden_dims = hidden_dims).to(device)\n",
    "\n",
    "model_root = \"./archive/trained_models/\"\n",
    "model_name = f'{model.name}_{epochs}ep_k{kld_weight_coef}_b{batch_size}.pth'\n",
    "\n",
    "model_path = model_root + model_name\n",
    "model.load_state_dict(torch.load(model_path, map_location=device))"
   ]
  }
 ],
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