RadialBasisFunctionClustering.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "def rbf(x, c, s):\n",
    "    return np.exp(-1 / (2 * s ** 2) * (x - c) ** 2)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "def kmeans(X, k):\n",
    "    \"\"\"Performs k-means clustering for 1D input\n",
    "\n",
    "    Arguments:\n",
    "        X {ndarray} -- A Mx1 array of inputs\n",
    "        k {int} -- Number of clusters\n",
    "\n",
    "    Returns:\n",
    "        ndarray -- A kx1 array of final cluster centers\n",
    "    \"\"\"\n",
    "    # randomly select initial clusters from input data\n",
    "    clusters = np.random.choice(np.squeeze(X), size=k)\n",
    "    prevClusters = clusters.copy()\n",
    "    stds = np.zeros(k)\n",
    "    converged = False\n",
    "\n",
    "    while not converged:\n",
    "        \"\"\"\n",
    "        compute distances for each cluster center to each point\n",
    "        where (distances[i, j] represents the distance between the ith point and jth cluster)\n",
    "        \"\"\"\n",
    "        distances = np.squeeze(np.abs(X[:, np.newaxis] - clusters[np.newaxis, :]))\n",
    "        # find the cluster that's closest to each point\n",
    "        closestCluster = np.argmin(distances, axis=1)\n",
    "        # update clusters by taking the mean of all of the points assigned to that cluster\n",
    "        for i in range(k):\n",
    "            pointsForCluster = X[closestCluster == i]\n",
    "            if len(pointsForCluster) > 0:\n",
    "                clusters[i] = np.mean(pointsForCluster, axis=0)\n",
    "        # converge if clusters haven't moved\n",
    "        converged = np.linalg.norm(clusters - prevClusters) < 1e-6\n",
    "        prevClusters = clusters.copy()\n",
    "\n",
    "    distances = np.squeeze(np.abs(X[:, np.newaxis] - clusters[np.newaxis, :]))\n",
    "    closestCluster = np.argmin(distances, axis=1)\n",
    "    clustersWithNoPoints = []\n",
    "\n",
    "    for i in range(k):\n",
    "        pointsForCluster = X[closestCluster == i]\n",
    "        if len(pointsForCluster) < 2:\n",
    "            # keep track of clusters with no points or 1 point\n",
    "            clustersWithNoPoints.append(i)\n",
    "            continue\n",
    "        else:\n",
    "            stds[i] = np.std(X[closestCluster == i])\n",
    "\n",
    "    # if there are clusters with 0 or 1 points, take the mean std of the other clusters\n",
    "    if len(clustersWithNoPoints) > 0:\n",
    "        pointsToAverage = []\n",
    "        for i in range(k):\n",
    "            if i not in clustersWithNoPoints:\n",
    "                pointsToAverage.append(X[closestCluster == i])\n",
    "        pointsToAverage = np.concatenate(pointsToAverage).ravel()\n",
    "        stds[clustersWithNoPoints] = np.mean(np.std(pointsToAverage))\n",
    "\n",
    "    return clusters, stds"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "class RBFNet(object):\n",
    "    \"\"\"Implementation of a Radial Basis Function Network\"\"\"\n",
    "\n",
    "    def __init__(self, k=2, lr=0.01, epochs=100, rbf=rbf, inferStds=True):\n",
    "        self.k = k\n",
    "        self.lr = lr\n",
    "        self.epochs = epochs\n",
    "        self.rbf = rbf\n",
    "        self.inferStds = inferStds\n",
    "        self.w = np.random.randn(k)\n",
    "        self.b = np.random.randn(1)\n",
    "\n",
    "    def fit(self, X, y):\n",
    "        if self.inferStds:\n",
    "            # compute stds from data\n",
    "            self.centers, self.stds = kmeans(X, self.k)\n",
    "        else:\n",
    "            # use a fixed std\n",
    "            self.centers, _ = kmeans(X, self.k)\n",
    "            dMax = max([np.abs(c1 - c2) for c1 in self.centers for c2 in self.centers])\n",
    "            self.stds = np.repeat(dMax / np.sqrt(2 * self.k), self.k)\n",
    "\n",
    "        # training\n",
    "        for epoch in range(self.epochs):\n",
    "            for i in range(X.shape[0]):\n",
    "                # forward pass\n",
    "                a = np.array([self.rbf(X[i], c, s) for c, s, in zip(self.centers, self.stds)])\n",
    "                F = a.T.dot(self.w) + self.b\n",
    "                loss = (y[i] - F).flatten() ** 2\n",
    "                print('Loss: {0:.2f}'.format(loss[0]))\n",
    "                # backward pass\n",
    "                error = -(y[i] - F).flatten()\n",
    "                # online update\n",
    "                self.w = self.w - self.lr * a * error\n",
    "                self.b = self.b - self.lr * error\n",
    "\n",
    "    def predict(self, X):\n",
    "        y_pred = []\n",
    "\n",
    "        for i in range(X.shape[0]):\n",
    "            a = np.array([self.rbf(X[i], c, s) for c, s, in zip(self.centers, self.stds)])\n",
    "            F = a.T.dot(self.w) + self.b\n",
    "            y_pred.append(F)\n",
    "\n",
    "        return np.array(y_pred)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.collections.PathCollection at 0x7fb91b813fa0>"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sample inputs and add noise\n",
    "NUM_SAMPLES = 100\n",
    "X = np.random.uniform(0., 1., NUM_SAMPLES)\n",
    "X = np.sort(X, axis=0)\n",
    "noise = np.random.uniform(-0.1, 0.1, NUM_SAMPLES)\n",
    "y = np.sin(2 * np.pi * X) + noise\n",
    "plt.scatter(X, y)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss: 0.67\n",
      "Loss: 0.85\n",
      "Loss: 0.85\n",
      "Loss: 0.71\n",
      "Loss: 0.60\n",
      "Loss: 0.45\n",
      "Loss: 0.52\n",
      "Loss: 0.42\n",
      "Loss: 0.51\n",
      "Loss: 0.43\n",
      "Loss: 0.51\n",
      "Loss: 0.37\n",
      "Loss: 0.48\n",
      "Loss: 0.33\n",
      "Loss: 0.47\n",
      "Loss: 0.32\n",
      "Loss: 0.43\n",
      "Loss: 0.29\n",
      "Loss: 0.19\n",
      "Loss: 0.29\n",
      "Loss: 0.26\n",
      "Loss: 0.38\n",
      "Loss: 0.33\n",
      "Loss: 0.30\n",
      "Loss: 0.48\n",
      "Loss: 0.49\n",
      "Loss: 0.50\n",
      "Loss: 0.61\n",
      "Loss: 0.41\n",
      "Loss: 0.74\n",
      "Loss: 0.72\n",
      "Loss: 0.86\n",
      "Loss: 0.70\n",
      "Loss: 0.70\n",
      "Loss: 0.83\n",
      "Loss: 1.13\n",
      "Loss: 1.41\n",
      "Loss: 1.13\n",
      "Loss: 1.27\n",
      "Loss: 1.20\n",
      "Loss: 1.18\n",
      "Loss: 1.13\n",
      "Loss: 1.23\n",
      "Loss: 1.28\n",
      "Loss: 1.38\n",
      "Loss: 1.41\n",
      "Loss: 1.16\n",
      "Loss: 1.14\n",
      "Loss: 1.31\n",
      "Loss: 1.07\n",
      "Loss: 0.94\n",
      "Loss: 0.88\n",
      "Loss: 0.90\n",
      "Loss: 0.82\n",
      "Loss: 1.04\n",
      "Loss: 0.90\n",
      "Loss: 0.88\n",
      "Loss: 0.73\n",
      "Loss: 0.65\n",
      "Loss: 0.82\n",
      "Loss: 0.82\n",
      "Loss: 0.73\n",
      "Loss: 0.61\n",
      "Loss: 0.42\n",
      "Loss: 0.64\n",
      "Loss: 0.36\n",
      "Loss: 0.48\n",
      "Loss: 0.26\n",
      "Loss: 0.33\n",
      "Loss: 0.33\n",
      "Loss: 0.19\n",
      "Loss: 0.23\n",
      "Loss: 0.22\n",
      "Loss: 0.05\n",
      "Loss: 0.10\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.16\n",
      "Loss: 0.19\n",
      "Loss: 0.18\n",
      "Loss: 0.34\n",
      "Loss: 0.30\n",
      "Loss: 0.27\n",
      "Loss: 0.26\n",
      "Loss: 0.68\n",
      "Loss: 0.67\n",
      "Loss: 0.61\n",
      "Loss: 0.91\n",
      "Loss: 0.96\n",
      "Loss: 0.84\n",
      "Loss: 1.13\n",
      "Loss: 1.05\n",
      "Loss: 1.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.10\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.14\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.22\n",
      "Loss: 0.14\n",
      "Loss: 0.20\n",
      "Loss: 0.19\n",
      "Loss: 0.20\n",
      "Loss: 0.19\n",
      "Loss: 0.25\n",
      "Loss: 0.30\n",
      "Loss: 0.37\n",
      "Loss: 0.41\n",
      "Loss: 0.30\n",
      "Loss: 0.30\n",
      "Loss: 0.42\n",
      "Loss: 0.30\n",
      "Loss: 0.25\n",
      "Loss: 0.23\n",
      "Loss: 0.26\n",
      "Loss: 0.23\n",
      "Loss: 0.37\n",
      "Loss: 0.31\n",
      "Loss: 0.31\n",
      "Loss: 0.24\n",
      "Loss: 0.21\n",
      "Loss: 0.33\n",
      "Loss: 0.34\n",
      "Loss: 0.30\n",
      "Loss: 0.23\n",
      "Loss: 0.14\n",
      "Loss: 0.29\n",
      "Loss: 0.12\n",
      "Loss: 0.21\n",
      "Loss: 0.09\n",
      "Loss: 0.13\n",
      "Loss: 0.14\n",
      "Loss: 0.07\n",
      "Loss: 0.10\n",
      "Loss: 0.10\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.19\n",
      "Loss: 0.22\n",
      "Loss: 0.20\n",
      "Loss: 0.36\n",
      "Loss: 0.31\n",
      "Loss: 0.27\n",
      "Loss: 0.26\n",
      "Loss: 0.66\n",
      "Loss: 0.65\n",
      "Loss: 0.58\n",
      "Loss: 0.87\n",
      "Loss: 0.92\n",
      "Loss: 0.80\n",
      "Loss: 1.07\n",
      "Loss: 1.00\n",
      "Loss: 0.99\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.07\n",
      "Loss: 0.14\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.07\n",
      "Loss: 0.12\n",
      "Loss: 0.19\n",
      "Loss: 0.11\n",
      "Loss: 0.12\n",
      "Loss: 0.09\n",
      "Loss: 0.11\n",
      "Loss: 0.15\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.12\n",
      "Loss: 0.06\n",
      "Loss: 0.11\n",
      "Loss: 0.10\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.16\n",
      "Loss: 0.19\n",
      "Loss: 0.26\n",
      "Loss: 0.29\n",
      "Loss: 0.20\n",
      "Loss: 0.21\n",
      "Loss: 0.31\n",
      "Loss: 0.22\n",
      "Loss: 0.18\n",
      "Loss: 0.16\n",
      "Loss: 0.19\n",
      "Loss: 0.17\n",
      "Loss: 0.29\n",
      "Loss: 0.24\n",
      "Loss: 0.25\n",
      "Loss: 0.19\n",
      "Loss: 0.16\n",
      "Loss: 0.27\n",
      "Loss: 0.29\n",
      "Loss: 0.26\n",
      "Loss: 0.20\n",
      "Loss: 0.12\n",
      "Loss: 0.27\n",
      "Loss: 0.11\n",
      "Loss: 0.20\n",
      "Loss: 0.08\n",
      "Loss: 0.13\n",
      "Loss: 0.14\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.14\n",
      "Loss: 0.16\n",
      "Loss: 0.15\n",
      "Loss: 0.29\n",
      "Loss: 0.25\n",
      "Loss: 0.21\n",
      "Loss: 0.20\n",
      "Loss: 0.54\n",
      "Loss: 0.54\n",
      "Loss: 0.48\n",
      "Loss: 0.74\n",
      "Loss: 0.79\n",
      "Loss: 0.68\n",
      "Loss: 0.93\n",
      "Loss: 0.87\n",
      "Loss: 0.86\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.06\n",
      "Loss: 0.12\n",
      "Loss: 0.19\n",
      "Loss: 0.11\n",
      "Loss: 0.12\n",
      "Loss: 0.09\n",
      "Loss: 0.12\n",
      "Loss: 0.17\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.09\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.14\n",
      "Loss: 0.20\n",
      "Loss: 0.23\n",
      "Loss: 0.15\n",
      "Loss: 0.16\n",
      "Loss: 0.25\n",
      "Loss: 0.17\n",
      "Loss: 0.14\n",
      "Loss: 0.13\n",
      "Loss: 0.15\n",
      "Loss: 0.13\n",
      "Loss: 0.25\n",
      "Loss: 0.20\n",
      "Loss: 0.21\n",
      "Loss: 0.16\n",
      "Loss: 0.14\n",
      "Loss: 0.24\n",
      "Loss: 0.26\n",
      "Loss: 0.23\n",
      "Loss: 0.18\n",
      "Loss: 0.10\n",
      "Loss: 0.26\n",
      "Loss: 0.10\n",
      "Loss: 0.19\n",
      "Loss: 0.08\n",
      "Loss: 0.13\n",
      "Loss: 0.14\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.10\n",
      "Loss: 0.12\n",
      "Loss: 0.11\n",
      "Loss: 0.23\n",
      "Loss: 0.20\n",
      "Loss: 0.16\n",
      "Loss: 0.15\n",
      "Loss: 0.45\n",
      "Loss: 0.45\n",
      "Loss: 0.40\n",
      "Loss: 0.63\n",
      "Loss: 0.68\n",
      "Loss: 0.59\n",
      "Loss: 0.82\n",
      "Loss: 0.77\n",
      "Loss: 0.76\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.10\n",
      "Loss: 0.17\n",
      "Loss: 0.10\n",
      "Loss: 0.11\n",
      "Loss: 0.09\n",
      "Loss: 0.12\n",
      "Loss: 0.18\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.10\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.10\n",
      "Loss: 0.15\n",
      "Loss: 0.18\n",
      "Loss: 0.11\n",
      "Loss: 0.12\n",
      "Loss: 0.21\n",
      "Loss: 0.13\n",
      "Loss: 0.10\n",
      "Loss: 0.10\n",
      "Loss: 0.12\n",
      "Loss: 0.10\n",
      "Loss: 0.21\n",
      "Loss: 0.17\n",
      "Loss: 0.18\n",
      "Loss: 0.13\n",
      "Loss: 0.12\n",
      "Loss: 0.21\n",
      "Loss: 0.24\n",
      "Loss: 0.21\n",
      "Loss: 0.16\n",
      "Loss: 0.09\n",
      "Loss: 0.25\n",
      "Loss: 0.10\n",
      "Loss: 0.18\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.14\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.08\n",
      "Loss: 0.19\n",
      "Loss: 0.16\n",
      "Loss: 0.13\n",
      "Loss: 0.12\n",
      "Loss: 0.38\n",
      "Loss: 0.38\n",
      "Loss: 0.33\n",
      "Loss: 0.55\n",
      "Loss: 0.60\n",
      "Loss: 0.51\n",
      "Loss: 0.73\n",
      "Loss: 0.68\n",
      "Loss: 0.67\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.15\n",
      "Loss: 0.08\n",
      "Loss: 0.09\n",
      "Loss: 0.09\n",
      "Loss: 0.11\n",
      "Loss: 0.19\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.12\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.09\n",
      "Loss: 0.17\n",
      "Loss: 0.10\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.08\n",
      "Loss: 0.18\n",
      "Loss: 0.14\n",
      "Loss: 0.15\n",
      "Loss: 0.11\n",
      "Loss: 0.10\n",
      "Loss: 0.19\n",
      "Loss: 0.21\n",
      "Loss: 0.19\n",
      "Loss: 0.14\n",
      "Loss: 0.08\n",
      "Loss: 0.23\n",
      "Loss: 0.09\n",
      "Loss: 0.17\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.14\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.16\n",
      "Loss: 0.13\n",
      "Loss: 0.10\n",
      "Loss: 0.09\n",
      "Loss: 0.33\n",
      "Loss: 0.33\n",
      "Loss: 0.29\n",
      "Loss: 0.49\n",
      "Loss: 0.53\n",
      "Loss: 0.45\n",
      "Loss: 0.65\n",
      "Loss: 0.61\n",
      "Loss: 0.61\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.18\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.13\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.09\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.14\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.15\n",
      "Loss: 0.12\n",
      "Loss: 0.13\n",
      "Loss: 0.09\n",
      "Loss: 0.08\n",
      "Loss: 0.17\n",
      "Loss: 0.19\n",
      "Loss: 0.17\n",
      "Loss: 0.13\n",
      "Loss: 0.07\n",
      "Loss: 0.22\n",
      "Loss: 0.08\n",
      "Loss: 0.16\n",
      "Loss: 0.06\n",
      "Loss: 0.12\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.14\n",
      "Loss: 0.11\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.28\n",
      "Loss: 0.28\n",
      "Loss: 0.25\n",
      "Loss: 0.43\n",
      "Loss: 0.48\n",
      "Loss: 0.40\n",
      "Loss: 0.59\n",
      "Loss: 0.55\n",
      "Loss: 0.55\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.10\n",
      "Loss: 0.18\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.13\n",
      "Loss: 0.10\n",
      "Loss: 0.11\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.17\n",
      "Loss: 0.15\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.21\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.06\n",
      "Loss: 0.12\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.12\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.25\n",
      "Loss: 0.25\n",
      "Loss: 0.21\n",
      "Loss: 0.39\n",
      "Loss: 0.43\n",
      "Loss: 0.36\n",
      "Loss: 0.54\n",
      "Loss: 0.50\n",
      "Loss: 0.50\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.18\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.14\n",
      "Loss: 0.05\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.16\n",
      "Loss: 0.14\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.19\n",
      "Loss: 0.07\n",
      "Loss: 0.14\n",
      "Loss: 0.06\n",
      "Loss: 0.11\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.22\n",
      "Loss: 0.22\n",
      "Loss: 0.19\n",
      "Loss: 0.35\n",
      "Loss: 0.39\n",
      "Loss: 0.33\n",
      "Loss: 0.50\n",
      "Loss: 0.46\n",
      "Loss: 0.46\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.17\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.14\n",
      "Loss: 0.06\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.14\n",
      "Loss: 0.12\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.18\n",
      "Loss: 0.06\n",
      "Loss: 0.14\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.12\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.20\n",
      "Loss: 0.20\n",
      "Loss: 0.17\n",
      "Loss: 0.32\n",
      "Loss: 0.36\n",
      "Loss: 0.30\n",
      "Loss: 0.46\n",
      "Loss: 0.43\n",
      "Loss: 0.43\n",
      "Loss: 0.04\n",
      "Loss: 0.10\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.17\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.13\n",
      "Loss: 0.11\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.17\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.05\n",
      "Loss: 0.10\n",
      "Loss: 0.12\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.18\n",
      "Loss: 0.18\n",
      "Loss: 0.15\n",
      "Loss: 0.30\n",
      "Loss: 0.33\n",
      "Loss: 0.27\n",
      "Loss: 0.43\n",
      "Loss: 0.40\n",
      "Loss: 0.40\n",
      "Loss: 0.06\n",
      "Loss: 0.12\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.17\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.07\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.09\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.12\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.17\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.04\n",
      "Loss: 0.10\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.12\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.16\n",
      "Loss: 0.16\n",
      "Loss: 0.14\n",
      "Loss: 0.28\n",
      "Loss: 0.31\n",
      "Loss: 0.25\n",
      "Loss: 0.40\n",
      "Loss: 0.38\n",
      "Loss: 0.38\n",
      "Loss: 0.07\n",
      "Loss: 0.14\n",
      "Loss: 0.13\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.16\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.09\n",
      "Loss: 0.11\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.16\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.12\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.15\n",
      "Loss: 0.15\n",
      "Loss: 0.12\n",
      "Loss: 0.26\n",
      "Loss: 0.29\n",
      "Loss: 0.24\n",
      "Loss: 0.38\n",
      "Loss: 0.36\n",
      "Loss: 0.36\n",
      "Loss: 0.09\n",
      "Loss: 0.16\n",
      "Loss: 0.15\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.16\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.07\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.10\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.15\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.13\n",
      "Loss: 0.14\n",
      "Loss: 0.11\n",
      "Loss: 0.24\n",
      "Loss: 0.27\n",
      "Loss: 0.22\n",
      "Loss: 0.36\n",
      "Loss: 0.34\n",
      "Loss: 0.34\n",
      "Loss: 0.10\n",
      "Loss: 0.17\n",
      "Loss: 0.16\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.16\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.07\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.10\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.15\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.12\n",
      "Loss: 0.13\n",
      "Loss: 0.10\n",
      "Loss: 0.23\n",
      "Loss: 0.26\n",
      "Loss: 0.21\n",
      "Loss: 0.35\n",
      "Loss: 0.32\n",
      "Loss: 0.32\n",
      "Loss: 0.11\n",
      "Loss: 0.19\n",
      "Loss: 0.18\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.15\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.07\n",
      "Loss: 0.12\n",
      "Loss: 0.08\n",
      "Loss: 0.11\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.14\n",
      "Loss: 0.04\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.11\n",
      "Loss: 0.12\n",
      "Loss: 0.10\n",
      "Loss: 0.21\n",
      "Loss: 0.25\n",
      "Loss: 0.20\n",
      "Loss: 0.33\n",
      "Loss: 0.31\n",
      "Loss: 0.31\n",
      "Loss: 0.12\n",
      "Loss: 0.20\n",
      "Loss: 0.19\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.15\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.11\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.13\n",
      "Loss: 0.04\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.10\n",
      "Loss: 0.11\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.09\n",
      "Loss: 0.20\n",
      "Loss: 0.24\n",
      "Loss: 0.19\n",
      "Loss: 0.32\n",
      "Loss: 0.29\n",
      "Loss: 0.30\n",
      "Loss: 0.13\n",
      "Loss: 0.22\n",
      "Loss: 0.20\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.15\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.08\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.11\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.13\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.11\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.10\n",
      "Loss: 0.10\n",
      "Loss: 0.08\n",
      "Loss: 0.19\n",
      "Loss: 0.23\n",
      "Loss: 0.18\n",
      "Loss: 0.30\n",
      "Loss: 0.28\n",
      "Loss: 0.28\n",
      "Loss: 0.14\n",
      "Loss: 0.23\n",
      "Loss: 0.21\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.14\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.08\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.13\n",
      "Loss: 0.03\n",
      "Loss: 0.09\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.11\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.09\n",
      "Loss: 0.10\n",
      "Loss: 0.08\n",
      "Loss: 0.19\n",
      "Loss: 0.22\n",
      "Loss: 0.17\n",
      "Loss: 0.29\n",
      "Loss: 0.27\n",
      "Loss: 0.28\n",
      "Loss: 0.15\n",
      "Loss: 0.23\n",
      "Loss: 0.22\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.14\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.15\n",
      "Loss: 0.08\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.12\n",
      "Loss: 0.03\n",
      "Loss: 0.09\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.11\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.09\n",
      "Loss: 0.09\n",
      "Loss: 0.07\n",
      "Loss: 0.18\n",
      "Loss: 0.21\n",
      "Loss: 0.16\n",
      "Loss: 0.29\n",
      "Loss: 0.27\n",
      "Loss: 0.27\n",
      "Loss: 0.15\n",
      "Loss: 0.24\n",
      "Loss: 0.23\n",
      "Loss: 0.15\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.14\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.15\n",
      "Loss: 0.08\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.12\n",
      "Loss: 0.03\n",
      "Loss: 0.09\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.08\n",
      "Loss: 0.09\n",
      "Loss: 0.07\n",
      "Loss: 0.17\n",
      "Loss: 0.20\n",
      "Loss: 0.16\n",
      "Loss: 0.28\n",
      "Loss: 0.26\n",
      "Loss: 0.26\n",
      "Loss: 0.16\n",
      "Loss: 0.25\n",
      "Loss: 0.23\n",
      "Loss: 0.15\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.13\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.15\n",
      "Loss: 0.08\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.12\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.08\n",
      "Loss: 0.09\n",
      "Loss: 0.07\n",
      "Loss: 0.17\n",
      "Loss: 0.19\n",
      "Loss: 0.15\n",
      "Loss: 0.27\n",
      "Loss: 0.25\n",
      "Loss: 0.25\n",
      "Loss: 0.16\n",
      "Loss: 0.25\n",
      "Loss: 0.24\n",
      "Loss: 0.16\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.13\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.15\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.11\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.08\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.16\n",
      "Loss: 0.19\n",
      "Loss: 0.15\n",
      "Loss: 0.26\n",
      "Loss: 0.24\n",
      "Loss: 0.25\n",
      "Loss: 0.16\n",
      "Loss: 0.26\n",
      "Loss: 0.24\n",
      "Loss: 0.16\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.13\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.14\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.11\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.09\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.16\n",
      "Loss: 0.18\n",
      "Loss: 0.14\n",
      "Loss: 0.26\n",
      "Loss: 0.24\n",
      "Loss: 0.24\n",
      "Loss: 0.17\n",
      "Loss: 0.26\n",
      "Loss: 0.24\n",
      "Loss: 0.16\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.13\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.14\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.11\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.09\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.15\n",
      "Loss: 0.18\n",
      "Loss: 0.14\n",
      "Loss: 0.25\n",
      "Loss: 0.23\n",
      "Loss: 0.23\n",
      "Loss: 0.17\n",
      "Loss: 0.26\n",
      "Loss: 0.25\n",
      "Loss: 0.16\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.13\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.14\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.11\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.09\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.15\n",
      "Loss: 0.17\n",
      "Loss: 0.14\n",
      "Loss: 0.24\n",
      "Loss: 0.23\n",
      "Loss: 0.23\n",
      "Loss: 0.17\n",
      "Loss: 0.26\n",
      "Loss: 0.25\n",
      "Loss: 0.16\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.12\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.14\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.10\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.09\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.14\n",
      "Loss: 0.17\n",
      "Loss: 0.13\n",
      "Loss: 0.24\n",
      "Loss: 0.22\n",
      "Loss: 0.22\n",
      "Loss: 0.17\n",
      "Loss: 0.26\n",
      "Loss: 0.25\n",
      "Loss: 0.16\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.12\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.14\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.12\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.10\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.09\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.14\n",
      "Loss: 0.17\n",
      "Loss: 0.13\n",
      "Loss: 0.24\n",
      "Loss: 0.22\n",
      "Loss: 0.22\n",
      "Loss: 0.17\n",
      "Loss: 0.26\n",
      "Loss: 0.25\n",
      "Loss: 0.16\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.12\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.13\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.11\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.10\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.09\n",
      "Loss: 0.09\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.14\n",
      "Loss: 0.16\n",
      "Loss: 0.13\n",
      "Loss: 0.23\n",
      "Loss: 0.21\n",
      "Loss: 0.22\n",
      "Loss: 0.17\n",
      "Loss: 0.26\n",
      "Loss: 0.25\n",
      "Loss: 0.16\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.12\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.13\n",
      "Loss: 0.07\n",
      "Loss: 0.12\n",
      "Loss: 0.08\n",
      "Loss: 0.11\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.10\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.09\n",
      "Loss: 0.09\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.13\n",
      "Loss: 0.16\n",
      "Loss: 0.12\n",
      "Loss: 0.23\n",
      "Loss: 0.21\n",
      "Loss: 0.21\n",
      "Loss: 0.17\n",
      "Loss: 0.26\n",
      "Loss: 0.25\n",
      "Loss: 0.16\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.12\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.13\n",
      "Loss: 0.07\n",
      "Loss: 0.12\n",
      "Loss: 0.08\n",
      "Loss: 0.11\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.10\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.09\n",
      "Loss: 0.09\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.13\n",
      "Loss: 0.16\n",
      "Loss: 0.12\n",
      "Loss: 0.22\n",
      "Loss: 0.21\n",
      "Loss: 0.21\n",
      "Loss: 0.17\n",
      "Loss: 0.26\n",
      "Loss: 0.25\n",
      "Loss: 0.16\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.11\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.13\n",
      "Loss: 0.07\n",
      "Loss: 0.12\n",
      "Loss: 0.08\n",
      "Loss: 0.11\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.09\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.08\n",
      "Loss: 0.09\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.13\n",
      "Loss: 0.15\n",
      "Loss: 0.12\n",
      "Loss: 0.22\n",
      "Loss: 0.20\n",
      "Loss: 0.21\n",
      "Loss: 0.17\n",
      "Loss: 0.26\n",
      "Loss: 0.24\n",
      "Loss: 0.16\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.11\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.13\n",
      "Loss: 0.06\n",
      "Loss: 0.12\n",
      "Loss: 0.08\n",
      "Loss: 0.11\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.09\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.08\n",
      "Loss: 0.09\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.13\n",
      "Loss: 0.15\n",
      "Loss: 0.12\n",
      "Loss: 0.22\n",
      "Loss: 0.20\n",
      "Loss: 0.20\n",
      "Loss: 0.16\n",
      "Loss: 0.25\n",
      "Loss: 0.24\n",
      "Loss: 0.16\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.11\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.13\n",
      "Loss: 0.06\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.09\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.08\n",
      "Loss: 0.09\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.12\n",
      "Loss: 0.15\n",
      "Loss: 0.11\n",
      "Loss: 0.21\n",
      "Loss: 0.20\n",
      "Loss: 0.20\n",
      "Loss: 0.16\n",
      "Loss: 0.25\n",
      "Loss: 0.24\n",
      "Loss: 0.16\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.11\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.06\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.11\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.09\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.08\n",
      "Loss: 0.09\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.12\n",
      "Loss: 0.15\n",
      "Loss: 0.11\n",
      "Loss: 0.21\n",
      "Loss: 0.20\n",
      "Loss: 0.20\n",
      "Loss: 0.16\n",
      "Loss: 0.25\n",
      "Loss: 0.24\n",
      "Loss: 0.16\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.11\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.06\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.10\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.09\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.09\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.12\n",
      "Loss: 0.14\n",
      "Loss: 0.11\n",
      "Loss: 0.21\n",
      "Loss: 0.19\n",
      "Loss: 0.19\n",
      "Loss: 0.16\n",
      "Loss: 0.25\n",
      "Loss: 0.24\n",
      "Loss: 0.16\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.11\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.12\n",
      "Loss: 0.06\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.10\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.09\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.09\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.12\n",
      "Loss: 0.14\n",
      "Loss: 0.11\n",
      "Loss: 0.20\n",
      "Loss: 0.19\n",
      "Loss: 0.19\n",
      "Loss: 0.16\n",
      "Loss: 0.25\n",
      "Loss: 0.23\n",
      "Loss: 0.15\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.12\n",
      "Loss: 0.06\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.10\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.08\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.12\n",
      "Loss: 0.14\n",
      "Loss: 0.11\n",
      "Loss: 0.20\n",
      "Loss: 0.19\n",
      "Loss: 0.19\n",
      "Loss: 0.15\n",
      "Loss: 0.24\n",
      "Loss: 0.23\n",
      "Loss: 0.15\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.12\n",
      "Loss: 0.06\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.10\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.08\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.14\n",
      "Loss: 0.10\n",
      "Loss: 0.20\n",
      "Loss: 0.18\n",
      "Loss: 0.19\n",
      "Loss: 0.15\n",
      "Loss: 0.24\n",
      "Loss: 0.23\n",
      "Loss: 0.15\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.10\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.08\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.14\n",
      "Loss: 0.10\n",
      "Loss: 0.20\n",
      "Loss: 0.18\n",
      "Loss: 0.18\n",
      "Loss: 0.15\n",
      "Loss: 0.24\n",
      "Loss: 0.23\n",
      "Loss: 0.15\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.08\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.11\n",
      "Loss: 0.13\n",
      "Loss: 0.10\n",
      "Loss: 0.19\n",
      "Loss: 0.18\n",
      "Loss: 0.18\n",
      "Loss: 0.15\n",
      "Loss: 0.23\n",
      "Loss: 0.22\n",
      "Loss: 0.15\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.10\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.08\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.11\n",
      "Loss: 0.13\n",
      "Loss: 0.10\n",
      "Loss: 0.19\n",
      "Loss: 0.18\n",
      "Loss: 0.18\n",
      "Loss: 0.14\n",
      "Loss: 0.23\n",
      "Loss: 0.22\n",
      "Loss: 0.15\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.09\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.08\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.11\n",
      "Loss: 0.13\n",
      "Loss: 0.10\n",
      "Loss: 0.19\n",
      "Loss: 0.18\n",
      "Loss: 0.18\n",
      "Loss: 0.14\n",
      "Loss: 0.23\n",
      "Loss: 0.22\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.09\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.08\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.11\n",
      "Loss: 0.13\n",
      "Loss: 0.10\n",
      "Loss: 0.19\n",
      "Loss: 0.17\n",
      "Loss: 0.18\n",
      "Loss: 0.14\n",
      "Loss: 0.23\n",
      "Loss: 0.22\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.09\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.08\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.13\n",
      "Loss: 0.09\n",
      "Loss: 0.19\n",
      "Loss: 0.17\n",
      "Loss: 0.17\n",
      "Loss: 0.14\n",
      "Loss: 0.22\n",
      "Loss: 0.21\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.09\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.13\n",
      "Loss: 0.09\n",
      "Loss: 0.18\n",
      "Loss: 0.17\n",
      "Loss: 0.17\n",
      "Loss: 0.13\n",
      "Loss: 0.22\n",
      "Loss: 0.21\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.09\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.12\n",
      "Loss: 0.09\n",
      "Loss: 0.18\n",
      "Loss: 0.17\n",
      "Loss: 0.17\n",
      "Loss: 0.13\n",
      "Loss: 0.22\n",
      "Loss: 0.21\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.09\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.12\n",
      "Loss: 0.09\n",
      "Loss: 0.18\n",
      "Loss: 0.17\n",
      "Loss: 0.17\n",
      "Loss: 0.13\n",
      "Loss: 0.21\n",
      "Loss: 0.21\n",
      "Loss: 0.13\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.12\n",
      "Loss: 0.09\n",
      "Loss: 0.18\n",
      "Loss: 0.16\n",
      "Loss: 0.17\n",
      "Loss: 0.13\n",
      "Loss: 0.21\n",
      "Loss: 0.20\n",
      "Loss: 0.13\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.12\n",
      "Loss: 0.09\n",
      "Loss: 0.18\n",
      "Loss: 0.16\n",
      "Loss: 0.16\n",
      "Loss: 0.13\n",
      "Loss: 0.21\n",
      "Loss: 0.20\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.10\n",
      "Loss: 0.12\n",
      "Loss: 0.09\n",
      "Loss: 0.17\n",
      "Loss: 0.16\n",
      "Loss: 0.16\n",
      "Loss: 0.12\n",
      "Loss: 0.21\n",
      "Loss: 0.20\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.09\n",
      "Loss: 0.12\n",
      "Loss: 0.08\n",
      "Loss: 0.17\n",
      "Loss: 0.16\n",
      "Loss: 0.16\n",
      "Loss: 0.12\n",
      "Loss: 0.20\n",
      "Loss: 0.20\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.09\n",
      "Loss: 0.11\n",
      "Loss: 0.08\n",
      "Loss: 0.17\n",
      "Loss: 0.16\n",
      "Loss: 0.16\n",
      "Loss: 0.12\n",
      "Loss: 0.20\n",
      "Loss: 0.19\n",
      "Loss: 0.12\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.08\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.11\n",
      "Loss: 0.08\n",
      "Loss: 0.17\n",
      "Loss: 0.16\n",
      "Loss: 0.16\n",
      "Loss: 0.12\n",
      "Loss: 0.20\n",
      "Loss: 0.19\n",
      "Loss: 0.12\n",
      "Loss: 0.08\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.11\n",
      "Loss: 0.08\n",
      "Loss: 0.17\n",
      "Loss: 0.15\n",
      "Loss: 0.16\n",
      "Loss: 0.11\n",
      "Loss: 0.19\n",
      "Loss: 0.19\n",
      "Loss: 0.12\n",
      "Loss: 0.08\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.11\n",
      "Loss: 0.08\n",
      "Loss: 0.16\n",
      "Loss: 0.15\n",
      "Loss: 0.15\n",
      "Loss: 0.11\n",
      "Loss: 0.19\n",
      "Loss: 0.19\n",
      "Loss: 0.12\n",
      "Loss: 0.08\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.09\n",
      "Loss: 0.04\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.11\n",
      "Loss: 0.08\n",
      "Loss: 0.16\n",
      "Loss: 0.15\n",
      "Loss: 0.15\n",
      "Loss: 0.11\n",
      "Loss: 0.19\n",
      "Loss: 0.18\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.11\n",
      "Loss: 0.08\n",
      "Loss: 0.16\n",
      "Loss: 0.15\n",
      "Loss: 0.15\n",
      "Loss: 0.11\n",
      "Loss: 0.19\n",
      "Loss: 0.18\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.09\n",
      "Loss: 0.11\n",
      "Loss: 0.08\n",
      "Loss: 0.16\n",
      "Loss: 0.15\n",
      "Loss: 0.15\n",
      "Loss: 0.11\n",
      "Loss: 0.18\n",
      "Loss: 0.18\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.03\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.11\n",
      "Loss: 0.08\n",
      "Loss: 0.16\n",
      "Loss: 0.15\n",
      "Loss: 0.15\n",
      "Loss: 0.10\n",
      "Loss: 0.18\n",
      "Loss: 0.18\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.16\n",
      "Loss: 0.14\n",
      "Loss: 0.15\n",
      "Loss: 0.10\n",
      "Loss: 0.18\n",
      "Loss: 0.17\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.14\n",
      "Loss: 0.14\n",
      "Loss: 0.10\n",
      "Loss: 0.18\n",
      "Loss: 0.17\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.14\n",
      "Loss: 0.14\n",
      "Loss: 0.10\n",
      "Loss: 0.17\n",
      "Loss: 0.17\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.14\n",
      "Loss: 0.14\n",
      "Loss: 0.10\n",
      "Loss: 0.17\n",
      "Loss: 0.17\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.14\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.17\n",
      "Loss: 0.16\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.14\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.17\n",
      "Loss: 0.16\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.06\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.15\n",
      "Loss: 0.14\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.16\n",
      "Loss: 0.16\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.08\n",
      "Loss: 0.10\n",
      "Loss: 0.07\n",
      "Loss: 0.14\n",
      "Loss: 0.13\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.16\n",
      "Loss: 0.16\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.07\n",
      "Loss: 0.14\n",
      "Loss: 0.13\n",
      "Loss: 0.13\n",
      "Loss: 0.09\n",
      "Loss: 0.16\n",
      "Loss: 0.16\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.07\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.07\n",
      "Loss: 0.14\n",
      "Loss: 0.13\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.16\n",
      "Loss: 0.15\n",
      "Loss: 0.10\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.14\n",
      "Loss: 0.13\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.16\n",
      "Loss: 0.15\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.14\n",
      "Loss: 0.13\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.15\n",
      "Loss: 0.15\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.06\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.14\n",
      "Loss: 0.13\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.15\n",
      "Loss: 0.15\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.07\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.14\n",
      "Loss: 0.13\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.15\n",
      "Loss: 0.15\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.14\n",
      "Loss: 0.12\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.15\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.12\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.15\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.14\n",
      "Loss: 0.14\n",
      "Loss: 0.09\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.07\n",
      "Loss: 0.09\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.14\n",
      "Loss: 0.14\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.14\n",
      "Loss: 0.14\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.07\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.14\n",
      "Loss: 0.14\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.14\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.03\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.13\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.11\n",
      "Loss: 0.12\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.05\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.11\n",
      "Loss: 0.12\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.13\n",
      "Loss: 0.08\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.13\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.13\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.03\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.08\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.06\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.12\n",
      "Loss: 0.12\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.10\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.10\n",
      "Loss: 0.11\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.05\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.10\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.10\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.10\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.10\n",
      "Loss: 0.10\n",
      "Loss: 0.05\n",
      "Loss: 0.11\n",
      "Loss: 0.11\n",
      "Loss: 0.06\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.04\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.03\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.04\n",
      "Loss: 0.01\n",
      "Loss: 0.04\n",
      "Loss: 0.03\n",
      "Loss: 0.03\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.02\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.00\n",
      "Loss: 0.01\n",
      "Loss: 0.02\n",
      "Loss: 0.01\n",
      "Loss: 0.05\n",
      "Loss: 0.07\n",
      "Loss: 0.04\n",
      "Loss: 0.11\n",
      "Loss: 0.10\n",
      "Loss: 0.10\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rbfnet = RBFNet(lr=1e-2, k=6, inferStds=False)\n",
    "rbfnet.fit(X, y)\n",
    "y_pred = rbfnet.predict(X)\n",
    "plt.plot(X, y, '-o', label='true')\n",
    "plt.plot(X, y_pred, '-x', label='RBF-Net')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}