diff --git a/tutorial/60.rnn.ipynb b/tutorial/60.rnn.ipynb index 8b2addf2b..d642b2a51 100644 --- a/tutorial/60.rnn.ipynb +++ b/tutorial/60.rnn.ipynb @@ -39,7 +39,7 @@ "using Random: shuffle!\n", "using Base.Iterators: flatten\n", "using IterTools: ncycle, takenth\n", - "using Knet: Knet, AutoGrad, param, param0, mat, RNN, relu, Data, adam, progress, nll, zeroone" + "using Knet: Knet, AutoGrad, param, param0, mat, RNN, relu, Data, adam, progress, nll, zeroone, accuracy" ] }, { @@ -288,15 +288,15 @@ { "data": { "text/plain": [ - "8×7 Knet.KnetArrays.KnetArray{Float32,2}:\n", - " 0.00690881 0.000184632 -0.00676483 … 0.00609395 0.00134344\n", - " 0.00905111 -0.00668137 0.00876947 -0.0098667 -0.00377388\n", - " 0.0050081 0.00327695 -0.00451366 -0.0016728 -0.00103476\n", - " 0.00805897 0.00650919 -0.0081488 0.00889108 -0.00419803\n", - " 0.000777582 0.00559522 -0.00861133 -0.00999187 -0.00578772\n", - " 0.000718609 -0.00473406 -0.00493916 … 0.00577669 0.00990586\n", - " 0.00479583 0.0053732 0.00135725 -0.00606357 0.0043557\n", - " 0.00407875 0.0041719 -0.00187891 0.0060639 -0.00822357" + "8×7 Array{Float32,2}:\n", + " 0.0036689 0.00579527 0.00916377 … -0.0102592 0.00118127\n", + " -0.00341877 0.00174429 0.0067779 0.00932898 -0.000809215\n", + " 0.00678129 0.00566033 0.00995375 0.00625481 -0.00711766\n", + " -0.00954241 0.000263719 0.00775268 -0.00543599 -0.0103169\n", + " 0.00618713 0.00851611 0.0084424 0.00660207 -0.00577666\n", + " 0.00289315 0.00558061 -0.00102441 … 0.0035591 0.006113\n", + " -0.0101553 -0.00970994 0.0011827 -0.00564182 0.00496346\n", + " 0.00135998 -0.0099036 -0.00789316 0.00279627 0.00813636" ] }, "metadata": {}, @@ -389,7 +389,7 @@ "\\item \\texttt{finit=ones}: Weight initialization method for the bias of forget gates.\n", "\n", "\n", - "\\item \\texttt{atype=Knet.array\\_type[]}: array type for model weights.\n", + "\\item \\texttt{atype=Knet.atype()}: array type for model weights.\n", "\n", "\\end{itemize}\n", "\\textbf{Formulas:} RNNs compute the output h[t] for a given iteration from the recurrent input h[t-1] and the previous layer input x[t] given matrices W, R and biases bW, bR from the following equations:\n", @@ -810,7 +810,7 @@ { "data": { "text/plain": [ - "\"128×64×32 Knet.KnetArrays.KnetArray{Float32,3}\"" + "\"128×64×32 Array{Float32,3}\"" ] }, "execution_count": 14, @@ -931,7 +931,7 @@ "output_type": "stream", "text": [ "Train from scratch? stdin> n\n", - "Float32[0.2880836; 0.097509764]\n" + "Float32[0.30154842; 0.09765625]\n" ] } ], @@ -955,7 +955,7 @@ "output_type": "stream", "text": [ "Train from scratch? stdin> n\n", - "Float32[0.21136324; 0.064501956]\n" + "Float32[0.23011597; 0.0652832]\n" ] } ], @@ -979,7 +979,7 @@ "output_type": "stream", "text": [ "Train from scratch? stdin> n\n", - "Float32[0.16188432; 0.046582032]\n" + "Float32[0.17117733; 0.047021486]\n" ] } ], @@ -1013,7 +1013,7 @@ "outputs": [ { "data": { - "image/png": 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" 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" }, "execution_count": 22, "metadata": {}, @@ -1022,7 +1022,7 @@ ], "source": [ "plot([r0[2,:], r1[2,:], r2[2,:]]; xlabel=\"x100 updates\", ylabel=\"error\",\n", - " ylim=(0,0.15), yticks=0:0.01:0.15, labels=[\"MLP\",\"RNN\",\"biRNN\"])" + " ylim=(0,0.15), yticks=0:0.01:0.15, labels=[\"MLP\" \"RNN\" \"biRNN\"])" ] }, { @@ -1036,7 +1036,7 @@ "outputs": [ { "data": { - "image/png": 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t3r07MDBw6tSp+fn5Vq0oJibm8ePHVq2iDHZavS1rrIBcLp86dWr9+vU3b95cccnjx4936NChuvf/5ptvxowZU9PobMERWoQ6oz5T+aQFNKvWVa28ibtFjEIPEi4AAMcrgBcaQauVpFBslSgRQtXUvn37b7/9FgBMrTErOXr0qEQisWoVZcydO9faP1TV8fn8hISEhISE6Ohoe8diH46QCN0Frq836FHdq3gkxHgSZ7KZHvVKeyc8Rsy2dGgIoZrz8fF59dVXbVCRjbMgAIhEtWitfx6PZ5vPudZyhMEyAFCkLa76PvUmHf2IE1nVmImPEELI8ThIIrycdT21KL26VyX4k3vuM7jqKEIIOTMHSYRdgtu38mtR3ava+xIuHNj7ABuFCNVGCoXi5s2bN2/eZFevdio3b95kV7Qxd/fuXZ1OZ/G6DAYD+zkXFxdb/OZ1goMkQgBQGzR09Vt3M6PJz648TYSam2dV5w5ZNC6EUA0dOnQoPj5+4cKFRUVF48aN+/fff9etW7dt27Y9e/bExsay42hYe/fujY2N/eabbw4fPmy+/hlrxIgRsbGxsbGxr7766rp164xGo1wuT0hIAIBevXrl5ZWzHMfevXuXLFly9+7d4cOHl5SUsJe3bNmyb9++v/76K1vmwYMHsbGx8+bNM131/vvv/9///d+WLVtiY2P//vtv9qRarY6NjS0oKBg1atSNGzeWL1/+22+/PV9jUVFRjx49AODVV19lJ0eWmREPAO3bt3/w4MHUqVPZeLp27Tpv3jxTvhw2bFjnzp1Nq5vu2bPngw8+yM/Pj42NnTLl6RY9U6dO3bp1665du1atWnXt2rX33ntPpVItXLiwW7du+/btq/SX4pAcJxGuOPtlsVZe3av61ydVBjic+V8GJaiSfw9bODKEUE1FRETs3LnTy8vr3r17CoXi8ePH2dnZubm5WVlZ69atMxX76quvsrKyMjMzCwsLb968WeYmd+7cGThw4M6dOydMmLBq1arVq1cbDIZr164BwPXr18ttY+Xn5z948KCkpOTOnTs0TV+8eHHNmjWbN2/u37//4MGDT5w4AQAajeby5cvr1q1LS0tjr0pOTs7Ly8vOzr59+/b06dPZ+fLs5Xq9/u7duyqV6uHDh7m5uc/XqNfrTSG9qAV8/Pjx4ODg1NTULl26/PLLL3Pnzt27d+/HH39s+jEvXLjwxRdfsC/z8vKSk5P1ev3Fixe/++479uYAkJqayn6Gjx49UiqVycnJrq6uO3fubN68eRV/KY7HcRLh/PbT3AXlr2ZbAQLg4yhy6ZXStSf4DaJ0D5MZnabiqxBC9tWkSRORSHThwgUAyMjIuH379ouWz2Z5eXmFhYX16tVr9OjRhw7VpNcnKCioSZMmI0aMiIuLYxMhAFAUNWbMGPNGISshIUGv15v25q2Z9PT0wYMHd+nSZf369eyZL7/8kt1t0d3dPTQ0tHPnzh9++KEpGACYPHnyypUrCwrKrhY5YcKEqi+d44QcJxHW2JAGZKoCknIYACB4Al5AmDat7DdKhJB9TZw4sXHjxv379zct5jJixAh2G6ZNmzYNHTrUtHhKxdLT093d3UUiEbsE6Geffebm5vZ8sbi4uCFDhgQGBpbZxq+4uDg5Odl8je/Zs2cfPHjwypVnFmikKGrx4sWffPKJeXNz2rRp9evXHzRoUIcOHZ6vUSKRLF++HACWLVsmlUrZgw8++GDlypXr16/fsGEDAOzevVsuf6bf68KFC+bBNGvWrNzVTSdPnvzvv/+y2zeyOnXqlJiYGBYWZt5r6rQcYR4hK7344fZbv81uO6nyos/ikjA1ilxxlf69GwUA/EbNtcmXBU1irBAjQnVP5sz+dHl9JAHLfid4fPbYkPM4a9mY58twvQN9Zm4wvSy5dKxgSzm737nEdJENmVZxGK+//joAsCulnTt3DgDefvvtyMjIVatWbd68+ffff1+2bFkFl//888/nzp1LT0//999/Dx06xOfz2dU7hw4dWm75xo0bszu29+/fn30I16dPHx6Pl5KS8vbbbw8ePNhU0t3dfdKkSXPnzi3zgK1fv34rVqzYuHHjsGHDTGcAwNvbu9waBQLB8OHDAcBUfsKECWzKXLx48eLFi8eOHWsq/NVXX/3222+FhYUikcj0zJK1aNGimJiY8ePHm58UiUSzZ8+eM2fOyZMn2TMRERHsgfnOFU7LcRJhfdegGmRB1ujG5NIrhhuFTKQ7IWj8SuGvX1W7jxUhB+X/2W6A8oahkU9bYBzvevVWlTvO4pm1NF1e6eTSvJzGEBA16ZqSyWQdOnSYOXOmh4dHkyZNKi4cHh7epUsXqVTaunXrcpuAlVqyZImPj8/OnTsPHz5sNBq5XK7prcmTJzdo0KDM3rwAsGzZskGDBj0/eKeKGjZsyB40atTItBMFq1+/fiNHjrx3796UKVOys7NNJdmr3n777c8++4xdjtWE3Stq//79NQvGsTlOInwZAgo+jCCXX6U3d6Z4wU2M+dm0spgUYzZECICsWpYiq9AzSRBAVKkDs4reeeedXr16sd2GFYuNjR04cODL1BUVFRUSEtKqVavOnTsvX77cfCcmU3urzMraHTt2bNas2ZdfflmzGrOyskwHZdqR/v7+MTExMTExCoVi7Nix165dM+8Znj9/fnh4eJkdgHk83vz582fOnBkSElKzeByYQz0j/O3un4fvn6i8XHnGh5MHHtEpcgZIihcaqU25ZtnYEEIW17179wsXLpTp3tTr9clmmCrMqtq7d2/V09Vnn322Zs2aMgNSxo4dm5mZyQ7eKVN47dq1z9/k/v37Y8eOrXgbpv/973/FxcVqtXrFihUvyuKjRo3S6/Xbtm0zP+nv7z9mzJj//e9/ZQoPGTKEYZijR49WUKlzcqhE2LtB964hHWt2rZQLY5uSa67TACAbMlUY3d6ioSGELEYqlfr5+QEARVExMTHs6tVeXl7u7u5SqZTP5/czo1arAwICKl5N9OjRo6bZBc8jSTI0NNS0T1NcXFyPHj127NjB5XJN2yHxeLwlS5Z4e3tLpVI3NzfTdkgtWrQYNGhQaGhombE8qamp+/btq2Abpnr16g0YMKBt27bBwcEBAQGzZs0CgMaNG/P5fB8fH9PmUxRFzZs3b+vWrQzDBAQEiMWlewbMnDkzKCjIz8+PoqjQ0FC2Ioqili5d6u3tXbPOYUdm590vapM8DePxsy5DRVelMG7DVCnchqlSuA1TxXbv3t2wYcN169YVFxdbtaJWrVrduXPHqlWUMX/+/C+++MKWNVZApVKtW7cuPDzcabdhcqgWIQCsPPc/lb6kZtd68GFIA3LdDVxxDaFaoUWLFh9//LFAIKig5WQRmzZtYseI2syIESPMR4HaF0EQAoFg4sSJbdq0sXcs9uFog2WGRSYKOYIaXz6tGdnsN8P0aMqDb8GgEEI1Ub9+/TFjypmVYXGVDjq1OFOfam0gFApt8znXWo7WIvQVeZM1GorNqici+gWTX92iGa0ax8sghJAzcLREmKXK+SPlr5e5w4xo8subRoWyJP/HxYB7NCGEkKNztEQo4ro0dA97mTs0diU6+ZE/PHEnxW66xymWCgwhVF1Go1GpVCqVSsb5vpLK5XKDwVDmpEqlssZHwTAM+zk/X6OTcLREKOGJG3s0eMmbfNKcXHOd5jZ6RZtcdhsUhJDN7NmzJyAgICEhISsra8GCBTdu3Ni0adO+ffsOHz6cmJj4+++/m0qeOHEiMTFx586dSUlJEyZMKHOf2bNnJyYmJiYmjh07ds+ePQCgVCpHjhwJAGPGjGGXsS7jyJEjX3/9dXp6+vTp0zUaTeJ/Jk6cyC7wBgCZmZmJiYnm0/kXLFhw5MiRP/74IzEx0TSnUKvVJiYmFhcXz549+969e9999125q37L5fJ3330XAEaPHl1cXNy2bdukpKQyZUJCQlJSUlasWMEGM2rUqI0bN5q2qpg1a9bIkSNNL48cOcLuYJWYmPj555+bbrJixYo//vjj4MGDP/zww927d+fOnVtYWJiQkBAYGLhjx47KfieOydESIQDcyL1zv/jRy9yhuQcR6Q6nRdHa5CuVl0YIWU1MTMzZs2f9/PxOnTqVm5t748aNlJSUtLS0I0eOLF261FRs3bp1R44cuXnzZkZGhmkjQJPDhw8HBQWNGTMmOjp61KhR3333nU6n+/PPPwHg4MGDarX6+XofPHhw+fLloqKiY8eOGQyGXbt29e3bd9SoUR4eHh07dmR3ClQoFLt3754xY4ZpCZjjx4+np6ffvXt3z54906aVrp7KXq7RaI4fP15QUHDlypX09PTna9Rqtez6ZwcOHNBoyt8AZ+vWrf7+/mfOnJFIJGPGjOnSpcuiRYvmzp3LvvvPP/9s3bp148aN7Mu0tLTjx49rNJpdu3bNnTvXVOmZM2eSk5PT0tKuXbuWn59/4sQJmUx29uzZtm3bVuU34pAcMBEaaD350oOtZzWn5hRGae/fZvSW3w8aIfSSmjdvrlarr1+/DgD5+flJSUndunWroHx4eHhCQsK4cePGjRu3e/fuGtTYrl27V199dd68ea1btz548CB7ksPhDBgwYMmSJWUKd+/e/eHDh6ZiNZOfnz9jxoyRI0ealvO+cOECmyPDwsISEhKGDRs2Y8aMP/74w3TJ2LFjFyxYYNqb12TYsGHma8KhMhwwETb3iQqS1nvJm3T0JVwlwmL3EN39WxaJCiH0Mt5+++3g4OD4+PhWrVqxZ4YNG7ZlyxYA2LJly8CBA/n8Ks15KioqEgqFQqFw4sSJADB+/PhyF51p1qxZz549fX1933nnHfPzer0+IyPDtLALACxYsGDz5s2pqanmxXg83ty5c2fMmGG+iNrw4cP9/f179OjxyiuvPF+ji4vLRx99BAATJkwQiUQAMGPGjGbNmvXu3XvcuHHsFhNr164ts7TbgwcPZDKZ6WWHDh2ioqKeXy5u1qxZ+/btu3r1qulMTExMt27d6tWr96L9N5yKAyZCALiSfZ0pd7386pgZTe3nR2uwdxQ5t0+OlzZ3Fp5aqTXqAGDzjV/u5N8DgNOPzx9I/QcAMpVZ6y/+8JLlf0/+s4IwRo0aFRoa2rNnz3bt2rFnRowYsW3bNoPB8NNPP5VJV887cODA8uXLR48e/eOPP44bN04oFLIb1c6YMaPcRBgTE/PGG2/4+fmNGzeOPTN+/PgBAwaEh4dHR0ebdkoCgICAgNGjR3/66adl7jB8+HCj0bhr1y7TmbFjxwYGBvbp08eUy82JRCJ2HbWZM2eyK6WNGTNmyJAh/fv3X7p06erVq80Lb9++PTExsUuXLrt27Vq1apX5WytWrFixYkWZfOnp6Tl58mTzDYRbt279+uuvBwUFvffeey/+2JyFo02oZ13OvtHEo5GA81Kz4nsFEt95d2otySlv2xiEnMWklqULoIyLeZdHcQGgb8Oe7H9cLXyb0QwNAN4uXoMjBrxk+YSQTtUKzMfHp1mzZqtXrzYajeW2sZ7XqlWrWbNmhYXVZGB5r169PD09SZIsKioSCJ5ZtWPWrFkNGjR4fm/eRYsWzZgxo0ePHjWoDgCaNWvGHkRHRycnJ5u/FRUV9cYbb6Snp3/55ZfsUqsm0dHRCQkJq1evLjNnf8qUKQ0bNjxz5kzNgnFsjpkIRzZ72yL3GdQmePrNwLIjtxByJl4unuyBp7C0C07KL21CmVZx4pCUu8D1JctLeOLqxjZy5Mi33377+Q3Zn9ezZ89Ro0ZV9/7mXnvttZCQkDfffLNly5ZfffWV+dhUDw+PKVOmmLe3WG+88cbKlStNo1eqq6ioiD0oLCw074wFgMjISNN+FGPHjj19+rT5KnSLFy+OiYmZOnWq+SVisXjWrFkzZ84070pFLMfsGjXQxjx1QeXlKjMwlCzQwoksp5vDhFCd0KdPnwMHDpTJcAzDaM1U5T5///33jz/+WJWSFEUtWLBg4cKF7Lb1JpMnTz5//jw7eMfc4sWLzUe3mjx69EH3AqwAACAASURBVGjmzJkVb8P03Xff6fV6mqa/+uqrnj17llvmo48+evDggfl4GQBo2LDhoEGDnt+GaezYsY8ePTp9+nQFlTonx0yEqYXpf6Udefn7UARMa0YuvWJ8+VshhCyFz+ezT9F4PF5CQoJUKgUAFxcXgUDA4XAeP34sM6NUKiUSScVDaf7+++/Dhw+/6F2CINzd3cn/Nih+/fXXw8PDt2zZQlGUqaEmFovnzZtnNBr5fL5AIGBHuwBAfHx8XFyc+eWs9PT0DRs2VLCYuFQqjYyMjIyMDA0NzcnJYZ9BikQikiRFIpGpO1QgEMycOXPdunUAIJFITDsDz5s3j6IosVhMkqS7uztbEZ/PX7hwodFoLNO1i3AbpkrojEzwNt2F3LJ7M+E2TJXCbZgqhdswVWz37t1RUVF79uxhV1Sxnnbt2p0/f96qVZTx2WefLVy4sNJiGo0mPz/f2sFoNJo9e/bExMTgNkwOyEBboCXHJeHP5Anfns16+VshhKqlSZMmvXv3Pn/+fBV7OGtswYIFLVu2tGoVZXTt2nXSpEmVFuPz+TZ4pKfX68+fP9+jR4+oqChr11U7OeZgGQDYeG1blFfTln5VGktWMe+QYEi9fKvIN9zNupuiIYTMRUREPD9X3Rq6du1qg1rMlTuDwl7EYrFtPuday2FbhKOaDbZIFgQAl8avDCWurbqGG/YihJDFbNu2rXXr1tHR0StXrmTKW0x8y5Yt3bp1KzN1xBoctkVoQYJGLcL2/fTHA+MDJRksxkYhQgi9rHPnzo0fP3737t2enp4DBgzw9vYeMWKEeYFHjx6tWrXqzp07crnc2sE4bIuQAWb8oekWeUxIybwpocs0n0drrmOjECGELGDDhg0jR47s2rVrdHT0rFmzvv766zIFxowZs3z5coqibBCMwyZCAoj13VdwSMt8iPzGrwwhrm5OobPKWaceIYRQ9dy4cSM2NpY9jo2NvXHjhvm7P/74o7e3d40X5amuyrtGjUbj82uZOxsmsDF56eib4a+tvmyYF2UAgDLTadHzrLSJqCNRq9U8Hs8233mr4kW7/yBkQtO0QqGooMDff/9dZktIlUrVp0+fMsVyc3Pd3NzYYzc3N5VKpVKp2PmXT548Wbp0qS0n/leeCCmKKndR2trvVt7dpIx/340e8vK3opu1zTt7YHYMv+UewyexQjceAEAd/VhshiAIdtYzehEOh1OrEiHOs0aVIkmy4j99PXv2NO1dzNqyZUtaWlqZYq6urqbmhEKh4PF4Li4u7MuPPvpo0qRJHA6nsLCQYRiFQqHVaqu4u0jNOGzXKACEudcfHplokVuRLhLvSZ/XlxA9A8mvb+OTQoQQKp9QKKz3LNPSNuZCQ0NNw0GTk5Pr169vKpOfn7969erY2NjY2FiNRjNs2LDt27dbNWZHHjXKp3gWv+fs5mT8n4ZJEY78BQI5LX9//+XLl8fHx9s7EFQ9DMNUsFqbBRUXF5tWj3tJw4YN+/jjj8eNGyeRSL788kt2Z6utW7dKpdIjR54ukCkSifbs2WN6mmgljpwIAeCPlEMN3Os38WhoqRs2dSPaeJM/JNMjAi11S4Rqiz59+nh4eFh7GZdqMRgMAMDhOPhfqpdhNBoNBoNVew7NmR7svaR+/fodO3YsNDSUJMnOnTtPnjwZAI4cOeLn59e7d2/z6mzw2yccezjDY0WmTODuwhVWXrTKLuQyb/5jvPya2sMVnxFWRKlU4jPCitW2wTK1kE6nAwDTWtLoeQaDQa/Xl9mVsFbZsGHDpUuXNmzY8PxbGo2GpmnT00F7cfAuvnoSfwtmwZLLx3Xpt1p6EY1cYdcD/OOFEEIvRSAQ2D0LgsMnQiNj/OX2HovdLT+r5MoJAJjdnPr8Dod25LY0Qgg5CwdPhBRB+Yi8aQt1//Ibv6K9exkA4v0JHwGzElcfRQihus/BEyEAdAqKIy00nopXr6FRUWgszgeAb1vr1t00nsTN6xFCqI5z/ESYW5J3K++uZe5FEPwGzbTJVwAgwAU2d+YMOmLERdcQQqhOc/xEqNSp5LqKFgSqFn6j5pp7V9jjrv7EqMbE4CMGIzYLEUKoznL8RFjfLbiNv8UmYwoavaK9e8n0ckELikPCkiv4sBAhhOoqx0+EAJCpzFLqVBa5FccrgKA4+uyH7EuSgM2dOd/dof/OwFYhQgjVSU6RCM88vpCnLrDU3TzGLOLIfE0vfYSwuTM14rghswRzIUII1T1OkQgHNOkd4mqxJdG4vkEE95l1Ljr7ER80pQYfNRqwixQhhOoap0iEAKDQWXf7wE+ak0IK5l8yWrUWhBBCFucUiVBj0C5NWmvVKkgCtnbhbEtl9j7AViFCCNUlTpEIBRz+Z53mWPCGjE5DF2SXOSnjw/Yu1JhTxvsKfFiIEEJ1hlMkQovTpl5X7/n6+fNtvIkpUdSgo0YdNgsRQqiOcJZEePJR0uYbv1jqbvywKENGKqPTPP/WtGakn5CYfQEfFiKEUN3gLImwQ2DbYZGJlrobwRNww5qpzh0q5y2AjR2p3+8zv9/HViFCCNUBzpIILU7QZYDi8C7GoH/+LXc+7IinPjhtTMOHhQghVOs5USJce2HD3YIUS92N9KvP9Q8pKa9RCAAtvYhZ0dRbh41a7CJFCKHazYkS4YcxoxvLGljwhtIeQ+T/7GSMhnLfnRhJhkiIj89hJkQIoVrNiRIhh6Qse0NecBOuT2DJhcMvKrCxI/V3BrM1BR8WIoRQ7eVEiVClL1l+9gvL3tNt4ARh8/YvelfChV+6UpPPGu8U4cNChBCqpZwoEbpwhSObDbbsPTkevqRAVEGBZjJiUSyVeMRYUn4HKkIIITtzokRIAOHt4mn7esc2IZvLiEln8WEhQgjVRk6UCAHgZt6dk4+SbF/v1+2p01nMpnv4sBAhhGod50qEnkKPMPf6Fr8to9MW7/0emBc+CBRx4Jeu1LRzxpuF+LAQIYRqF+dKhD4iL3+xb+Xlqong8XX3b5dcOVFBmQh3Ym1bqv8/RkU5U/ARQgjZjXMlQgA4+SipUFNs8dtKug1S/LW1gkYhAAwOI9v5EGNP4cNChBCqRZwuEZIERRCWv62gaUuCJ1RfO11xsf/FUTcKmTXX8WEhQgjVFk6XCNvVa+XGd7XGnaU93pYf2lZxo9CFA3u6UT8m0yNPGNU4oQIhhGoBp0uEWqPueu4ta9xZENGGIDnqG2crLhYqIc735RAAcfsMqXIcO4MQQnbmdInQQBuu5VglEQKApNsg+V9bKm4UAoCQAxs7Uh80JdvsNfyGuzUhhJBdOV0iFHFdhkQMsNLNhVFtub7BtEpelcJjmpAHXuVMPUfPvGA0YssQIYTsxOkSIQCU6NWFmiKr3JogZEOnk+KqPoOM9SQu9OVcymMS9huy1VaJCCGEUMWcMRH+m3XlSvYNe0dRylMAB17ldPIjWv2f4WwONgwRQsjWOPYOwA46Bra1dwjPoAj4tAUV68n0+9swK5qaGOmM304QQshenPRvrpEx0pUNaXkpDEMrqzdt//Ug4lRvzsZkeugxowpnViCEkK04aSJclrQuS5Vtvfurr5/J/3Fxda9qICXO9eXwSWi315CCMysQQsgmnDQRfhI3xRqLjpoII9sa5QXalOvVvVBAwQ8dqXHhZNu9hl/TcWYFQghZnZMmQqsjSUnCW/JDW2t29Zgm5MFXOdPO0xOTjAbMhgghZE1OmgizVblzTyy1ahUusfHG/GxtWg2Hp8Z4Euf7cu4UMQkHDFk4swIhhKzGSROhj8hrUcdZVq2CoDiShETFoe01voOnAPa/yunsR7TaY0jCmRUIIWQdTpoIbcOlVTdDzmNdes1XdGNnVnzdnup7yLD8KnaSIoSQ5TlvIvz7/rE/U/+2ahUExRF3HSj/55eXvE+vQOJMH872VHrIUWNmCTYNEULIkpw3EXao16ZnaIK1axG17uHWf+zL36eBlDjTh+PnAlG/GiacMT5WYTpECCHLcN5EKOAISGts0fssgsPlePhZ5FYuHFjVmro7kOshgFd+Nww/ZsRdnBBC6OU5byIEgO+u/FygLrR3FNXjKYBPW1C3B3BDpdB2r2H4MSNOvUcIoZfh1ImwR2i8lC+1dxQ1UZoOB3JDpRC31zD8mDG5GNMhQgjVhFMnwiBpPQ5J2aYuxdFf9U/uW/aeHnz4tAWV+hY3wp2I22tIPGy8i+kQIYSqyakTYZG2eMft321UGU0r/q75nMIKSLgwI5pMH8SN8STa7zMkHjbeKcJ0iBBCVeXUiVDCEzd0D7VNXeIOvbX3rlm8UWhSmg7f4rbzIeL3G3ofMlzJx3SIEEKVc+pESBFUjG+0beoieAJxx76Kwy87p7BiYi5MjCSTB3IT/Mlefxl7HzJcysN0iBBCFXHqRMjadH1nTkmeDSoSdeijuXPRkPPY2hWVpsNEToI/2edvY+9DhouYDhFC6AUwEUK7eq08hO42qIgUuIg79FH8s9MGdQGAiMO2Djnx/mTvQ4aWewyTzhp/SaMzcDI+QgiZwUQIDdzrU4SNxo6KO/VT3zxnyM2wTXUA4MKByZFk+lvcz9tQ/i7E1lSm+e+GkB2GIUeN62/RV/IZI6ZFhJBz49g7gFrh5KOzaoOme/3O1q6IFIgkXRONiiKOV4C16zLHp6C9L9Hel11Jh0pTMKeymIt5zI/JdHIx00xGtPcl2vkQ7X1Id74t40IIIfvDRAgAEOHZWMwT2aYuSfwA21RUgVAJESohhjcEAJDr4XwOcyqb/uImPfioMUhExHiW5sUId6svQYcQQnaHiRAAQGaTZ4S1k5QLCQFEQgAFAHoaLuYxSTnMX4+Z+ReNFEm08yFaeRENpBAqIUKlhAj/vSCEHA7+YSv1RJm99ebuj1uPt3cg9sQloY030cabmBwJbA/q6WzmUh5z7AmTJod0JSPlQqiEqC8hQqWlzcpQKQS4ECQ2HRFCdRYmwlI+Iq8PWoy0ZY2MVp33/QKPEbNIsast6606NtUNa/D0TKEW0hRMmoJJk8PZHGZbKp0mh8wSxt/lmdQYKiEaSG01AAkhVGfp9Xqj0SgQCJ5/S6vVEgTB4/FsEAYmwlIkQYq4LraskeAL+fWb5v2w0OvD5QRVN34R7nyI4RMxns80ADVGSFcw6QpIUzBpciYpB9IUdLqC4ZO81t6Gzn5kF3/iFQ+CwlYjQug/DMNMmzbtu+++IwiiR48emzZtMqXDf//9d8CAAbm5uQzDREVFff/991FRUVYNBqdPPGPWsUVKncpm1Ul7DqdcZUW/fGGzGq1BQEFTN+K1QOLDcHJNG2pPN+paf45iBPdcT/3oxuRjFTPqhNFzs77PIePnN+jL+QyNEzYQcnr79u3bvXt3SkpKdnb2kydP1q5da3orODj4yJEjKpVKLpe3a9fu3XfftXYwmAifsaDDDJsNHwUAIAjZ21N0D5OVp/+wXaW24iNg3ggh17WlrvXnJCdy32tCZKuZ904a3X/WdztgWH6VvpiHSREhJ7Vp06ZRo0Z5eXnx+fyJEyf+/PPPpre8vLxCQ0MBgMPhdO/ePSsry9rB1I0eOZvhUTwAYIAhwEYdeQRf6PHegty1k7negfyGNlr41Pa8BNA7iOwdBNASctRwPIs+lcWMPUXfK2ZaeRMJ/mRCANHCk8DeU4TqOq1WW1j4zIbncrmcYcp+501NTR00aBB73LRp09TUVIZhiP/+BhgMho0bN6pUqs2bNy9ZssTaMVeeCI1GY0lJibXjqD1+Sf6/IGm9Nr4xFRdTKpUWq5LrIkiclP/zUtHoxaTMx2K3tTeVSvX8v34AEAK86gmvegJEQo6GOJ1LJOWSo1PIDDURI6PbejJdfOlod9oZkqJarebxeBSF44peSKfTAYBtRkzUUQaDQa/XGwwGewdS6q+//ho//pnh92q1ul+/fmWKFRUViUSl3W9isVin05WUlJjOGI3GixcvFhcXl5SUuLhYffQGUe6fKmdGMwxZhZaJQqGQSCQWrFd1Zj/H05/fqLkF72lfSqVSLBZXvfxjFXP0CXM0kzn2hMnTMK48wo0Hbnxw5YIbn3DjgSsP3P47yR6UnuEDr2728WMirBQmwkqxiVAoFNo7kBfasGHDpUuXNmzYYH6yZcuWkydPHjx4MABcvXo1Li5OpSpnfMbJkyd79uyZk5Nj1XSIXaNlsVlQb9RzKa4t6xXFvWbL6mqheiJiWIPS2RoKPRTpmCItFOugSAdFOoY9yFEz9+RQpIVCHV2khWI9FGmZIh1wSHDjgRuPcOWBl4DwFIC3ELwFhKcAvASElxB8hODJJ4SW+/eu0INcxxTrQa4DlQG82IoEwLFySi7SQVYJk6OBYh3jziM8BCDjEx58q9eLkGVFRERcvnyZTYSXL1+OiIgot1iTJk1UKpVSqcREaGu38u4efXh6fItR9g7EeUm4IOESgU/HLVXSRi8xQJGOKdJBkRbyNEyeFrJK4LGKuZwPeRo6Ww25GsjTMBQBXkLCRwheAvAUEF4C8BESnv8dc0mQ60CuZ4p17EFpAi7WgVzHyPVQrAO5Hop1TJEWRFyQcgkpD1x5IOJArgZy1EyuBjz/y4h+LoS3ELwEhJ8LeAnAu/SgkmRcqIUsNZOrgSclTLYacjVMpgpyNEyOGp6UQI6GEVLg50J4CUDKg0It5GuhQMsUaMGFApmA8OQDmxplfPDgg4z/NFPK+CATEB64liyqHcaMGdO7d+8+ffp4eHgsW7Zs2rRpALBw4UJPT8/AwEA+n9+wYcPCwsIlS5a0bdvW29vbqsFgIixHuGfjcM/G9oyAYQAHjlSHCwdcOIR/6VfGF350Cj1kqxk2KeZpIFsNGSrmaj7kaekcNRgZkHJBygMpl3DlgZQH7jwiWAxSLrjySCmv9F13HuHKg3IX06EZyNVArobJKimtKFvNnMyCXDWTrYYsNeRqGC4Jfi6EN5sveaQBmFytIUcNmSWQq2GEFPi6EN4C8HUhfIXgJSDa+YK3gPQWgp8LeAsI/gu6UYt1kK9l8jWlqTFfAwVaSFMwF/KgQEuzL/M0TLEOPAQQKCLCpESoBMKkpWsgBIkIbFMiW4qLi/v8888nTZqk1WqHDx8+atQoAOBwOBRFURS1atWq+/fvS6XS9u3bf/3119YOBp8RvpBSp6pgKoXFnxE+RdM5aye7vzWRGxBqlfvbSnWfEToJtm+TbUE+kutFPMpXRPoIiYrznKXQDORp4KGKSZMzqQpIkzOpciZNAVlqpp6ICJNAqJQIlRBhUgiVEGFSQmLT5wNlaYzwqFiXrwUul1uoBQAoMTBaGgw0KPQAAMU6oBnQGEFtZGgGinUAAAo9GGjQ0aA1MmzjWMYHGZ+Q/ddWZl+68xykP9nGzwhLDJCjZgq00MKzql/Wy31GWKtgi7B8Rsa45MznCzvO5JI2/4hIUpKQmP/DAu8p60ixm61rR1bGPstsAgBAqNU0j8ehKNv9PSYJ8BaCt5CIffavmI6G+womTQGpciZNwZzOhjQFnSpnRJynrcYwCREgItiuYPF/PcMvuWBQvhaySpgsdWlXcIaKydFAhorJVsOTEkZjBB8h4cEHgjC68YAgwIVD8EngkMBmaCkXKBIEFLjzCJKABlIAAAkXOCTwSOCRJNtvzDaO/82DAi3NvmTPizml3cWlmdLsQMQFVx7BJUHKBSEHBNTTlw6MAchVQ66mtHPe1L2Roynt1chWM0YGvAREiAROvO446cNxfhLLoghqaec59qpd2Kyd/nFK3g+L6tDqa6hO45HQyJVo5AplOpaz1JAmZ1IVTJocjmQyT9R0sQ5UelAaQKFninXAI58mRTEXRJzSjmURF8QckHAJVx6IucCnoEgLmSWQrWYySyBHzWSUQLaaEXNKO4H9XAgfIQSKiRhPCBCRPkLwcyHceKZRozXOPxUl6iIdmDJlgab04LGKuVYAJQYo1tE6GhR6KDGA1gjFOoZ9WSYvlvuSTdgiLvDI0sQs5RIUAW58IADc+UACuPIIqrzMqqdBqQe5ntEY2QPQGEBpYOQ6+O/MM28p9AzDUCT5zPQJd17ZH5wNxhz7dYHtwM9WQ66aydWAOx+8S8eXsU/TiVgv8BWCp4Bke+zt20lgJfhHtiJynYJLcoWcchaEtTZpz+H6nM+KfvnC/e0ptq8dIZavEHyFRJzPC9OJ2vA0KSr1oHr2uFDHpCtAZQCtEdz44O8CUTKiRz3wFpIBLuAjtHpXcMXY1nlo6SOOqrZty+TFMi/VBtAYQWVgSgzwSAV6urSrtlhH0wBFWmAACrVAAxTrGCMNcn1pA5cAYADkOiAJEHNBwiWEFHsAQg6IOUTpARckXELGZweUgYACF5IwGIx8/jMJqlBX9pkXG6c5Aw1aGmI8wUtAsiO5bDDsuXbCRFiR3+/+2a5eqwbu9nhWRxCyt6fkrJ2sPP2HuN3rdggAoSoQckDIAS+BeRZx8HFeLhxw4YA7v8yPWfOfmm0CMgDEf/261WIw0Ho9IxRaLB4nhImwIiOiBtmxdidZfQ0hJ8clwR2ntdiVUzaDq0Nj0DySZ9irdo7MRzZsOqPX2SsAhBByeNgirMTt/Ht56vxAaYC9AuA3dJxF1xBCqBbCRFiJV3ysuyEkQggh+8Ku0coZaOOV7Ov2jgIAAPtIEULI4jARVs7IGK/m3LJ3FAAA+T8sKPzlC0yHCCFkQZgIK8eneCOi3rJ3FAAAHiPnMDpN9qoP9Znp9o4FIYQcBCbCqjqfeUmuU9g3BoIvlA2dLk1IzF0/Q3l8j32DQQghx4CDZaqqWCc30rS9owAAcGmZwAtukr9pqTb1uvugyaQLLmyNEEI1hy3CquoW0tld4GrvKEpxvOt5T/qckrrnrp8BuH8IQgi9BGwRVkNKYZpCp6olEyoILs9twIfG4nzcuRAhhF4Gtgirx40vtXcIz6BcPewdAkII1TpKpTI7O7uKhTERVkMD99D6bsH2juKF9Jnp2ntX7R0FQgjZWklJyVtvvXXp0iX25caNGz08PHx9fePj44uLiyu9HBNh9RRpi3+583/2jqJ8tFpZsGWF/MBmqB2DehBCyDbOnDmzd+/eJk2aAEBhYeGECRPi4+O/+eabO3furFq1qtLLMRFWjwtH2FjWwN5RlI8fFuUz7Svdw+ScdVMM+Vn2DgchhGzk4cOHISEhLi4uAPDXX3+p1eoffvhh7NixH3/88YEDByq9HBNh9fAoXrR3hL2jeCFS7Oo5ZqFLi845n09UXzlp73AQQsgWjEYjSZams7/++isqKsrf3x8AAgMDs7IqbxVgIqyJb6/8XKyT2zuKFyAIcad+nmMWFf+xsWDrSlyPDSHk8Bo0aJCcnJyamqpQKH7//ffu3buz5zMyMtzd3Su9HBNhTXQN6SjhSuwdRUV4QY28p34JAMbiPHvHghBC1tWpU6fo6Ojo6OiQkBCNRjN69Gj2/NGjRyMjIyu9HOcR1kSYW4hCYefl1ipFCsWyIdPsHQVCCFkdSZJHjhz5/vvvc3NzBw4c2LhxYwDQaDQikWjIkCGVXo6JsIYu5V7Lepz7VtN+9g6kGgwF2RyZj72jQAghy5NKpVOmTGGPjUbjnj178vLyli1bFhQUVOm1mAhrKFzWOE7Syt5RVANjNOR98wnl5intPpjfoJm9w0EIIYvJysry9/c/duxYx44dAeCdd97ZsmULAMhkspMnT4aHh1d8OT4jrCEBxedSXJW+JEPxxN6xVAlBcXxnfSeO61W468ucdVM1N8/iIqUIIceQlJTk5ubWoUMHAEhJSdmyZcuiRYsyMjKaNm26dOnSSi/HRPhSLmZdfazItHcUVUYQwuYdfGd+K00YKD+4NXvV+JIL/2A6RAjVddnZ2YGBgQRBAMDBgwcFAsHUqVP9/f3fffdd03IzFcCu0ZfSMbCtvUOoPoIQRLQRhLdW30hSHNpBCETCqDr4UyCE0H9EIpFpKbV9+/bFxcUJhUIAEAgEcnnlU90wEVrAsYenaYaOD+5g70CqgyCEUXHCqDhsESKE6rqYmJiHDx9+88039evXP3z48IoVK9jzqampfn5+lV6OidACorzCpbw6uzuu2S5O2pTrhpxHLq26ERyuHSNCCKFqCQ8Pnzx58gcffMAev/fee+z5X3/9tX379pVejonQAjyE7gCg0pcYGaOUV6sn2leMFLqob5yVH9om6TJA1LYnwePbOyKEEKqS1atXjxs3Ljc395VXXuHz+QCg1Wpnz57dokWLSq/FRGgxB9OOhLmHNPeufBWDWosbEOY5ZqH+yX3FkV2KRTtF7XqJO/UjhXW2sYsQciY6nW7v3r2rV6/Oz8/38fHp2bPn4MGDOZzK0xwmQot5s/Hr9g7BMrh+IbIh0/RZDxV/78ha8q64Qx9pj8qXZkAIITvasmXLu+++S9N0UFCQWCy+cuXKjh07vv3224MHD4rFlXybx+kTFnYg7fD13Fv2jsICuL5BsmHTvSd9TkkqX7IWIYTsKCcnZ+zYsfHx8SkpKampqVevXs3Nzd28efO///67ZMmSSi/HFqGFNfVoFCD2tXcUFsPx9Od4+pufURzZTavkwuj2vMCG5gNtEELIXv755x+GYXbv3i0SidgzFEUNHTr01q1be/furXROPSZCCwtxDQQAlb6ET/E5JGXvcCxP0DS25NKxgi0rGIPOpVl7YfMOvOAmmBERQnZUVFTk5+dnyoImDRo0KCwsrPRy7Bq1is03frlf/MDeUVgF1y/Etdc7vrO/93xvISFwKdyx9smCYUW/fc3otPYODSHkpBo0aJCenn758mXzkwzD7Nmzp2HDhpVeji1Cq3j/lXfsHYLVcf1CuH4h0leHGrIfaW5fILg8e0eEEHJSXbp0adq0affu3adNm9auXTs3N7eUlJTvvvvuzz//3LVrV6WXYyK0on0pf8X4Rvs70CPDcnF8AsU+geZnSi4e1d67Co1imOi2BIX/xhBC1sXlDxViAwAAIABJREFUcv/888+hQ4fOmDHDdFIikXz55ZcDBgyo9HL8I2VFQdJ6XkIPe0dhB/ywKKOiUHns1ye/rOU3jBY0jRWEt6TcvOwdF0LIYYWEhJw6derGjRvXrl1Tq9X16tVr165dpRMnWJgIrSjaOwIANAatgONcS7RQbp6Szv2J2O4uBK25c1Fz60Lxnz9Rrh6yIdO4AaH2jg4h5CCWLFly7ty5F727fv16AGjduvUnn3xS8X0wEVrdqnPr32s+zEfkjO0hUiR1ieniEtMFaFr3MJnyMOslpmmjqhgnKSJUh+ge3dNnphmyHhoKcjxGVpJdbEChUOTn51daptL7YCK0uk/aTSbA6WcXkCQvpIn5CUNuRs66yRwPP0F4S0HTVrzgxjgHA6HagzHoDdkPSbEb5fr0+Y7i7x0EX8j1DRY1bA4MY/f/ZpctW2aR+2AitDo2Cx5I/adjUJyI62LvcGoLjk+g/+Kd2rRbmtsXCneuNcoLBE1iBRGtBI1bkCKpvaNDqG5g9Dr9w2RdfjYhdSN4fILLJ4VijmflGw+VRRsNuZn6rPv6Jw/0Tx7os+4bC7I5nv6ur79jngg9Rs21ZPS1BiZCGxFwBDwS9zZ6FknxG0TxG0S59h5lLMrV3LqgvnzcWJAtSXjL3pEhVOsxTM4XH+szUjjegYS7t16nYfRaRq+jdVrfWd+aSuke3Cn4eTnB5RFcHiEUE1w+weORQjHXJ1Dc6Q1TMcXhXarzf3P9grm+wcLm7aW+Qzje9ZxnyDfB4L6sNaJQKCSSau+4RDM0STjLIgZKpbKKQ7YqkLNuKqPXcP1CuL4hXP/6XL9gRxp9qlareTweRTngCkSWotPpAIDHc+pZqrSmRP/wrvb+HUHTGF5gI9N5/eNUjk+gkSD1ej27IfvzGKPBWJTL6HWMXsuoVbROyx6QYldhs3a2iX/Dhg2XLl3asGGDbaqrAWdJ+LUBA8zMY4vmt5+GHaRV5/XBZ/rsB/rM+4Yn95XHLuuf3Gf0Oq5fiMeouaTY1d7RIWQdNK3PeqB7cEd3/47uwR1DYQ6vXgNeSBOCJzAvxa0XBgBgMFRwJ4LicDyq31PqZDAR2g4BxGed5jjkAqTWQ/D4vMBG5t+CaZVcn5lOujxtjhvynhT9+hXXP4TrG8L1C6HcPDFHojpNcew31blD/ODGvOAm4o59uH4hgH83rAkToU2xWfC3u392DGrrKZTZO5w6iRRJ+Q2jzc9QEjdx+176Jw80ty8ojv1qLM5n1CpS4iYIb+We+JGpmLEwh1bJSYk7JXEH0lk6qFGtxjC6xymam+cM2Y9kI2aZTkviB0jiK18PBVkKJkI7CHatJxPg/DmLIfhCQUQbQUQb0xnGaKAVhYxBb15Mm3Jdcfx3Wl5Aq+SkSEpK3ClXD0riLmzRSdC4hamYoSAbGJrg8Agunx1iYLufBNUSVp4YwOi0muTLmpvnNLfOE3yhMLKNqF0v61WHKoWJ0A5ifKMBQKlTrTn/1bz20+wdjgMiKM7zY2pcWnZ1adkVAIBhjIpCWl5olOcbFYWk8JmtWxSHtmvvXWUMOkavZXRaxqAn+EKCojxGL+CHRpiK5f+0BAAILo/g8gmKwxhLn9O4vfG+KXcai/MLtq5ijxmdBv4rQ4qknu8/3SxUn5muTb/JCwjj+tcv8xAI2Qyj0+ge3NWm3dCl39Km3xK17Oo24ENrVFSwdZX62mleUGNhRCtJ14Fl9vtEdoGJ0G7EPNGE2DEAYKCNNGPkUdjysBWCoKQySirjQtjzb7oPmlTmDKNVM0YjwXtmnTxRm1cZTQk7YJ0xGp4ONDfrdCVdJNKExNI6eQL4r4z5A04AYAx6/aOUkrOH9NkPKDcvbkAoLyCMGxDGC2qEUyqtzVicrzz6qzb9lv7JfW5AKD80Qtyht2z4TIL7zK+7YNtqQ24mLyCUWy+MGxDG9QshOFWbDcUwtFpp/hsXd+jj9uYHpKDsznnIjjAR2pO7wBUATjw6o9Ap+zbsae9wUPkIvvD5bjJBk5jKL+Ty+I1eqbQYL6gRL6gRAABt1Gc/0mek6TPTFEd/FTZrJ27/uqmYUV5IiV3x6eZLMuQ94ci8n449IUlSJHXt8y4vqHEF3eBub4zVZ6TpM1K1aTeVJ/7PkJvB8QrgBoS5vjaccvd+vjytKdHevai5eV5964JLbLxbvzGmt0p/16g2wURof/HBHRhgACClMD1IGoBNQ+dFUuwujwDxz79ZuH21NvUG1y+EGxDKq9eA4xtECkSkQES5e1npgZbu4V3dg7u0ssioKKIVhUZlMRj0pEgq7tzf/HuA7v4dIIAUSUkXKenysjNHLY+m9Zlp2rSb2rQburSbQBBeH63m/LfsLSVxl3QbVOk9SKGY36AZv0Ez9iVj0Ouf3NdnpBGCp1OhGJ1WcXQ3wRNobv+re3CHXz9cENlG8upQjszHGj8WsiBMhLUCuwzb8YdnBjbtg4kQlctz7GJaU6LPTNNnpOke3lVdOMxoVLSmxHvyWkpaOgKZVsnzvv+UFIhIgQshFJFCMXtAid2EzTuYbkWXKHQP7tLKYqOqmJYXGBVFtLLYqCjgN4g2b7sYsh8Zsh+RYlduQCgllVFiV+BwaZWC413PPDDV+UP6x6l0iZxWymmdmnSRsElRNnSaKd8wRkPJuUPl/FQUR9S6u+mVsThfc/McABBCEUGQAGAwGACAcXXnN2xuKqbPTNfdv/38zbj+oeZL2pZcPFpy4R/d/duUmycvNFIY0ca1z2iLpCWCw+UFNuQFPrP1OWPUM3qdUV4g7tBbMHo+Pu6tQzAR1iLvRg8BACNj3Hvv4BuNcBQZKosUuPBDI/mhkS8qQAhc3Pq8S6tLaI2K0ZTQaiWtVjHFeQbOE/NEqM9MVx77jZS4kWI3SuLG8Q2mxK6kxK3MCCOXlgkuLRMqjcp8jgrQRqNKTpcoaJXClJ4BSucJlBPws0/aGJ2GLcaoVQxDAwBN0wDABISaJ0JaWVTu3UgXCcDTREhweaL2vWXDZtjmUSspFLu+PtIGFSGLw0RY62gMWk+n3M4XvTyC4vDqR1RazLyXz8JIimJnapYJjMN9Jl++AMcroEyxcpdY4zd6pSoPX222hBiq6/DBe60j4rp0CGwDAEkZ//5z/7i9w0EIIQeHLcLaK9yzEfvs0EAbcWE2hJCDYRjmypUrGo0mNjaWy32mk1yhUNy8eZPH40VERPD5/BfdwVIwEdZervzSBxuLTq+aGDtGJsTFaBBCDkKj0bz22mvZ2dmurq4FBQXHjh3z9S0dWvXNN9/Mnj27UaNGarW6qKho79690dHRFd/tJWHXaB0wp91UNgtmKrPsHQtCCFnAli1b5HL5lStXzpw5ExMTs2LFCtNbbdq0SUlJOXv27NWrV/v06TNjxgxrB4OJsA7gkhyA/2/vzgOaOPP/gX8mEM5wBuRSEBHwwBuVautZ8ahaCx6t9dy2aLu228P6VbddV63d7bZra3/dKvir367a0gW1a9EqolXxqkdBrSICKhAICIFAgNzJ/P54bJYftnisMIF5v/56MjOZfIgx78wzzzxDGkNDat4eoWsBAHgEdu3a9fzzz7Me0YULF+7atcu2auDAgb6+d4YcDxo0qKampq2Lua+uUTaCGZqzWq3t/LbIpO5vxC61Wq3lDRUZRZlLBy1qz1d/CO3/FnU47C3i2nJ+546OfYTwQWqF9RdCF3JHZWXlTz/91HzJ5cuXLRZLi80UCkVYWBhrd+/eXalUWiyWFjepNplMycnJs2bNatOC6X6C0Gq1arXatq6jw9HpdELdWNxTIpsaFq/VatX6umKNYlCXfoKUcU86nU6C+cBapdPpzGYz7lDfCnb5hLnVe8+KnNlsNplMPM8LXcgd165d+8c//tF8SVlZWWxsbIvNdDqd7aoYZ2dni8ViNBpdXV1tG/A8//LLL8tksjfffLOta753EEokEpnM/qZNEhrP8wK+LV4eXkRUba5xdXWVyWQGi1HCSVgPql3BJ6d1Dg4OTk5OCMJW/Op1hNAcC8LmESKs8ePHjx8/vvmS5OTknJycFpsFBQXV1taytkql8vLyapGCr732Wl5e3qFDhxwd2/ybDT/YO7Bw77DYoIFEdFLxY+bNI0KXAwBwv4YNG5adnc3a2dnZcXFxzdeuWrXq1KlT+/fvb58f03Z3DAEPYXz3UayRVXwswM2/f5d7zy0CAMATzy5Wbn+vvPJKbGxsTEyMXC5/7733UlNTiWjRokVBQUHBwcEfffTR8uXLU1JSiMjNze3VV19t02IQhJ1Kb3mUj4s3ERWqb/q7yb2dvYSuCADsV9at4zqz7unIyWarhePIgWu/XvrIyMgffvghJSVFr9d/9dVX8fHxRDR58mQPDw+z2bx8+XIiUqvVRGQymdq6GARhp9LV487dri9X5Y3u9hgRWXhLe364AcD+VWlVx0pOzu49Y0L4aLPFTEQ5ty/l1xQuiJljspr1Zr2HU3t0SA4ZMiQ5Obn5kjlz5rDG9OnT26EAG5wj7JwSo6f6ucmJaN3Jj2p1aqHLAQC7YOV5IvJzlff2iyIijjipg5SIhgUNnh8zm4huqot35WcQkYW3lDUoBS22/SAIO7l3RrzJZqXZkvul3qwXuhwAENLKY+v0ZoOE4/r592mxip0sjJb3XNz/OSKqbKw6UpxNRFae/7n6V+7+2JkgCDs59nOPiEZ1e8zF0YWIPs/ZVmeoF7QoAGhXVVqVyWIionVP/I+L433NYR3iEbSw37NEVG+ov3T7Clt4quxc2xUpIAShWPTxi2aNyT3Gs0E0n+dsq2yqErQoAGgPJxVn82oKiIj9Gn4gPi7e82JmEZHOrC//pbP0QOe6XgtBKDrh3nemNUqMnhrg7k9EW3K/vFVXImhRAPDoVTZV/VR5iYgSop8a8F9fVeXq6DK79wwisvAWo8X4COqzGwhC8Qpw78LOCjzfd2aYVzci2nppBzsZYOXtZd5CAHho7lK3eoPmke/WgXN4OnLyI9+tgBCEQB5OMgknIaJFMc/28YsiotS8PafLzxOR0WK02s0chgCd1erj71l4CxG9k/2+2WohojpD/UP/HrXy1r+e2WTlrR5OsnFhTzzKQjspBCH8h9RByi46nNs3MS54CBEdunX00K2jRFTWoDxdfo6IrDyPsTYAj8T/vbSTJ56I3h6+jP3Xe2vYK44SByLakvvPekMDEV2rKVDr6+5zhwaLkYgknOT5vjPZr1u4H3in4FdwxLH/RVN7TowPH0tEjhJHDycPIqrT123J/Sfb7POcbaxxq66E/YwFgHs6WnKSNYYEDrBYrUTEJoRq3lgZ95qPixcRFdeVmqxmIjpdfv5aTUHre96S++WNumIi6uYZ0iald1IIQrgHCccRUaB7l37+vYnI19VnZdxrbNWIkKGs8W3B9+yH7Y4rabfqS4moVFOubKoUpmIAu2S7Pr3OUM8u6h0U0I8d/7VicsSTXdz8iCjA3d/fVU5Ex0pPfX/jMBEZLUaNoYHtUNlYSUSvDnkpwrt7G/4NnRSCEB7ewIA7t0J8c9jL7CZQE3uMC5YFElFVUzXrQc2vKTxw4zAR8cSzsyAAomL72O/Kz2gwNhLRM1FPPcRlDBHe3dl0USNDho0JHUlEReri7woPElGtvi739s/0y89WeFAIQniUurj5OTs4EVFs0MA+vtFEFCjrMiAghohK68s+Onvndp2Xq64KWCRAe7JNc/j60CWPZA5PqYPUTepKRH38otgVfj28wp6KmPDf71m0EITQtrydvdgxYphXt7eHv0pEWpPuQuVFtnbn1V1CFgfQZrbkflmjUxPRuyOXs2kOwW4hCKH9sH4bN6nr7/o/T0Q88aG/nNJfffw9NtymWqvCuBvocKq0Ktb4/sZh1v85PXKSh5M7Ed3zLCAIDkEIguGIG9XtMdZ+e/gy9n2x8+ou9j1ypOQEm+9Gpa1hAwE6OoPFyDK+rEHJhhRVaav33TgkdF3QmhqdWmfWE5FCU16kvklE1VrVnuv72drlP6xhjc05/8sm8wyWBRjvNAKdHJyEKRoeEIIQ7IJt1PgbQ5eyUeOhniHeLl5EVNagvFlXQkS36kr+fu5zttk/f/6GNfJrCtmAVXtg5fkmk5a1j5WeYo0tuV+yhd/k7bmqyieiJpNWpa0hIlepa3evbmzJ//lpqzBF26smk1alqyUijbFhb+EBtnD39X2sceDGYTbw8nLVVfY7qaxBeaU6n4h0Zv35ily2WbbiDGscKTmhNxuI6FTZueJ6BRHlqQpOKM4QkVpf9+XPqWyzDac3ssY72X/RGBuI6IdffpDpzPo6vYaIPJxk0fIIttmfRi5njTWPv80muB8Y0E+OjtCOBkEIdirSpwdLx4EB/R7vOpyIwr3DXhvyEhFZeT7S98430cGbP7CJ4j4+v0WhKSeinMrL12uKiKjJpG2LWcV1Zj0bB1iovskGxF+vKcooyiSiRmOjbUCQ7Sg2PnwsOzJY2O9ZNt9jtG/PoUGDiMhDKovx601EThIpm7PKZDHZDjIajU2PvHj7d6U6n/3zldQrskvPEJFUImWnmYnIXerGGq5SVyKOiAwWo8VqISKT1cwmwDRZTbY3v6RewRq2uTF9XLzZSJMubvJunl3ZPh/vGsfWzus7izX+OOINNrBlVq/pbML6KN+I2KCBROTi6NLXrxfbzNPZo63eCGhPPDwUjUYjdAn2rqGhoT1fTmvSma1mnucLam8oNOU8z19TFfy74Hue5+v09etP/p1t9q9r/2YNhabcaDH96q4sVovWpON53mK1Hi89zRZ++ONnrLHx3ObS+jKe53MqL19TFfA832hsKm+oeJiatVqz2dxiYZNRyxpvHH6HNQprb1is1ofYv/1TNlSyf7Wvr+6+dPsKz/NF6lv5NYW2DQwGg8FgEKy+jsBkMmm1WqGraM2WLVuSkpKErqI1OCKETsLV0YVNUhXp06OrRzAR9ZJHssMsDyeP14a+xDZj/a5EtPt6BjtK+OrqLtaldqHiIutJK9WUp1z8JxFJOM52EfT0yEmsD/aNoUvZtB2DAvr1kkcSkbvUzXbI8t9jxytEtHH8etb4d8EBdnnYOWWOrlPcXdnW1bm38ADrJX4qYgJ7MyO8u0f79hSyOBAfBCF0fhKO83S604U1ofsY1vhD7BLWzzYtcmKUbw8iivAJZ1/B3b26/SF2Cdtsbp9E1ojyjWB9sO1v+fDfs5e+VV8qlUiJ6NCtY+z8WZH6JusGVGlr2PxbJovpTPkF9kTbGbKfKi+x85S27dX6OjYXl9lquVh157arthm8lI2VbOhHo7GJRa/JambzWFp5K7sqgJp1PJZqytiviorG22p9PRHV6tTs1JrRYvxReaeed7P/whqujq5s/0sHLQpw70JEns4eGFoCQkEQgth5Ot35CvZx8WI3aLRbc3rPYGNrZU7uMqk7EdXq6tggW9sAHAtvtR3F2oJK2Vhptpqbb1+rr2NBZbKabPMbHLz5A2t8V3iQ3b7nSEk2W3tVlf9N3h4i0pn1W3K/ZJvtvJrOGlm3jrMzmnk1BaWaMiJSG+pZ0Fp5q0Jzp55lQ15kjfjwMWxoCYA94HjcZOehNDQ0eHjgPHlrGhsbZbJHMI9GJ6bT6ZycnBwccJ3ZbzIajUTk5ISDxd9kNptNJpOrq6vQhfym5OTknJyc5ORkoQv5TTgiBAAAUUMQAgCAqCEIAQBA1BCEAAAgaghCAAAQNQQhAACIGoIQAABEDUEIAACihiAEAABRQxACAICoIQgBAEDUEIQAACBqCEIAABA1BCEAAIgaghAAAEQNQQgAAKKGIAQAAFFDEAIAgKghCAEAQNQQhAAAIGoIQgAAEDUEIQAAiBqCEAAARA1BCAAAooYgBAAAUUMQAgCAqCEIAQBA1BCEAAAgaghCAAAQNQQhAACIGoIQAABEDUEIAACihiAEAABRQxACAICoIQgBAEDUEIQAACBqjkIXAAAAYlRbW7t7926DwTB9+vTQ0NDmq5qamnJzcysqKqZNm+bi4tLWlSAIAQCgvalUqiFDhowcOVIulw8YMODEiRMxMTFs1a1bt3r16hUeHn79+nWlUhkUFNTWxSAIAQCgvW3dujUmJubrr78mIjc3tw8++GDHjh1sVdeuXWtra81ms7e3d/sUg3OEAADQ3jIzM6dPn87a06ZNy8zMtK2SSqXu7u7tWcy9jwh5njcaje1QSsdiMBicnJyErsKuGQwGqVQqdBV2zWAw8Dzv4OAgdCH2i3358DwvdCH2y2w2m0wmicRejmry8/N37drVfElOTk5AQECLzZr3eQYHB6tUKoPB4Ozs3E5V/v/s5b0DAABRsf2+YQ2O44Sq5N5HhBzHCZXS9sxoNOJtaZ3JZMJb1Dqr1erk5IQjwlawL0f0vrTCwcFBIpHYz/+1AQMGDBgwoPmS5OTknJycFpsFBwffvn2btSsrK/38/AT8V8YRIQAAtLf4+PiMjAzW3rdvX3x8PBFVVFRUV1e3fzEYNQoAAO3tpZde2rJly7x58+Ry+fbt27Ozs4no9ddfDw4O/vjjj59//nmtVktES5YscXFx+de//tWmHacIQgAAaG/+/v65ubnsgvqLFy+GhYUR0fLly9nl84mJiRaLZe7cue1TDIIQAAAEIJfLk5KSmi8ZOnQoayQkJLRnJThHCAAAooYgBAAAUUMQAgCAqCEIAQBA1BCEAAAgaghCAAAQNQQhAACIGoIQAABEDUEIAACihiAEAABRQxACAICoIQgBAEDUEIQAACBqCEIAABA1BCEAAIgaghAAAEQNQQgAAKKGIAQAAFFDEAIAgKghCAEAQNQQhAAAIGoIQgAAEDUEIQAAiBqCEAAARA1BCAAAooYgBAAAUUMQAgCAqCEIAQBA1BCEAAAgaghCAAAQNQQhAACIGoIQAABEDUEIAACihiAEAABRQxACAICoIQgBAEDUEIQAACBqCEIAABA1BCEAAIgaghAAAEQNQQgAAKKGIAQAAFFDEAIAgKghCAEAQNQQhAAAIGoIQgAAEDUEIQAAiBqCEAAARA1BCAAAooYgBAAAUUMQAgCAqCEIAQBA1BCEAAAgaghCAAAQNQQhAACIGoIQAABEDUEIAACihiAEAABRQxA+pMOHDzc2NgpdhV07depUVVWV0FXYtZycnOLiYqGrsGt5eXn5+flCV2HXiouLc3Nzha7iYeTk5CxZsmTRokWZmZktVlVWVq5YsWLu3LnJyclWq7WtK0EQPqQVK1aUl5cLXYVd++tf/3r58mWhq7BrycnJx44dE7oKu5aenr57926hq7BrR44c2bp1q9BVPLCioqKxY8dGR0ePHTt27ty5WVlZtlVms3ns2LF1dXWJiYmbN29eu3ZtWxfj2NYvAAAA0MLnn3+emJj45ptvElFNTc3f//73CRMmsFX79u0zm83Jyckcx4WGhk6aNGnVqlUuLi5tVwyOCAEAoL2dPXt29OjRrD1q1KizZ882XzVq1CiO44goNjbWYDAUFBS0aTH3PiK8efPmsmXL2rSIjqihoWHp0qWurq5CF2K/bty4sWbNmo0bNwpdiP0qLCy8evUquv5aUVJSwnHc+fPnhS7EflVWVjY2Nk6ZMkXoQu5Qq9U3btxovsRoNCYlJbXYrLKyUi6Xs7afn19dXZ1Op2PfqBUVFV26dGGrOI6Ty+UVFRX9+/dvu5rvHYR+fn6vvPJK21UAAACdhlqtLioqarHwrbfearHExcXFYDCwtsFgcHBwcHJyYg9dXV2NRqNtS71e7+bm1mb1Et1PEHp6ek6dOrVNiwAAAFHp1q1baWkpa5eUlAQHBzs4ONhWXbhwgbUbGxtra2u7du3apsXgHCEAALS3xMTE1NRUk8lERDt27EhMTCSikydP5uTkJCQkHD58WKlUEtHXX3/dv3//8PDwNi2G43m+TV8AAACgBb1eP2nSpJqaGk9PT5VKdezYsaCgoDlz5gQHB3/88ccrVqzYuXNn//79c3Jy0tPTbcNq2giC8IHt2LGD/VQhooCAgEWLFglajr2wWCyXLl26cOGCWq1+4403bN39aWlpP/zwQ5cuXZYtW2Y7AS5ahYWF58+fVygUs2bN6tGjBxFlZ2efOXPGtsEf/vCHNh0mbud4nj9x4kRWVpZKpYqKinrxxRc9PDyIqLCwMCUlRavVzpw5c+zYsUKXKbBr16599913xcXFAQEBixcvDgsLq6+v37Jli22DMWPGDB8+XMAK7xPP87m5uQaDITY2ViqVElFNTY2Dg4O3tzcR3bhxQ6FQDBo0yMvLq60rQdfoA9u8eTP7uler1RqNRuhy7MWVK1dmzZq1d+/elStX2s6Bf/rppytXroyLi1MqlY8//njzE+DiNGXKlJ07d27YsME2W0pmZuaePXvUvxD5D1O1Wv3CCy9IJJIhQ4ZkZmaOHDlSr9crlcq4uDhnZ+d+/frNnDnz7llIxCYpKUmpVA4ePLi6urpfv36FhYVqtXrNmjW2T5Ferxe6xvvCcdzgwYMfe+wxloJEJJfLWQoSUURExJgxY9ohBYmIeHhAjz322L59+4Suwk6VlZURkUaj4XnebDZ369bt4MGDPM9brdZ+/fqlpqYKXaBdCA8P379/P2uvXr16+fLlwtZjPywWi8ViYW29Xu/l5ZWdnf3nP/85ISGBLfz000/HjRsnXIF2wWQy2doTJkzYsGHDrVu3PD09BSypo8MR4cPYtWvXn/70p7S0NIvFInQt9kuhUJSVlY0ZM4aIOI4bO3bsqVOnhC7KHuXk5Pzxj39MTk6uq6sTuhaBSSQSieTOl5LBYNDpdD4+PqdOnRo/fjxbOG7cuNOnT/PiPm52dPzPaP+6ujofHx8iMhqN69at++CDD2zjLeH+IQgf2NChQ0NDQx0dHdeuXTtx4kRk4W+pqKjw8PBwdnZmD/39/W3nVsEmNDR04MCB7u7ue/fu7dOnD95Dz8FSAAAMFUlEQVQim9dee23KlCkxMTGVlZV+fn5sob+/v16vV6vVwtZmJ7744ovq6ur58+dLpdIZM2Y4OjpWVFSMHz+++flCuB+Ya/SBbdq0iTVef/31nj17ZmVlTZo0SdiS7JOLi0vzk4JGoxET8dxtyZIltvbkyZM/+eSTv/3tbwLWYyfefffdixcvHj16lIicnZ1tHyTWsP26ErN9+/atXr360KFDMplMJpOlpqay5aNGjXrxxReXLFnCpiiD+4Ejwofn6ekZGRlpuyYUWggODtbr9TU1NeyhQqEIDg4WtiQ7Fxsbi48TEW3YsGHPnj2HDh1inX4hISHs3DMRKRQKHx8fd3d3QQsU3qFDh1544YWMjIwBAwa0WBUbG6tWqxsaGgQprINCED4Yg8FgG5FVUFBw6dKluz+IwAQEBIwYMYL9UK2rqztw4MAzzzwjdFF2p76+njW0Wu2+ffsGDhwobD2C+/jjj7dv356VlWW72GbGjBnp6ensyuvU1NQZM2YIWqDwTpw4MX/+/PT09GHDhrEltk8REaWlpfXo0cPT01Og6jokXEf4YIqKioYNGzZ06FAHB4eTJ08uW7bs/fffF7oou2CxWIYPH24ymS5fvsxOep08efLEiRMJCQmjRo26cuXK8OHDt2/fLnSZAlu8ePHPP/985cqVbt26eXl57dixY9q0aUFBQXK5/Ny5c3379v3uu+/E3IGsUChCQ0PDw8N9fX3ZkvXr148dOzY+Pl6r1QYGBl68ePH48eMRERHC1ims8PDwpqam0NBQ9jAxMdFsNu/cubN3795KpbK0tDQ1NRVXWz4QBOEDUygUV69e5Tiub9++bT0DXgfC8/ytW7dsDzmOY7MiqVSqM2fOhISEDB48WLjq7IVSqWx+jVdISIher8/NzdVoND179uzTp4+AtdkDs9nconO4S5cuMpnMYrGcPn26sbHxiSeekMlkQpVnJ0pLS81ms+2hp6enj4/P5cuXFQqFXC4fNGhQW09R3fkgCAEAQNRwjhAAAEQNQQgAAKKGIAQAAFFDEAIAgKghCAEAQNQQhCAuZrO5lUk32m3a69zc3K1bt7bPawFA6xCE0Kls3bp1yZIlsbGxERER27Zta76qpqbm2WefdXNz8/T07NGjR3p6um0Vz/Pr16+Xy+U+Pj5eXl6rVq1qfp1WWzhw4MDLL7/c+jYpKSm5ubltWgYAEIIQOhOe55OSkg4fPiyXy2/evNn88I7n+WeeeSYrK2vbtm0nT54cNmzYs88+e/jwYbb2/fffX7Nmze9///szZ86sWrXqww8/XL16tUB/xH8sXbr0wIEDQlcB0Pnh7hPQeXAcV1tb6+PjU1BQEB0d3XzV999/f+LEiW3bts2bN4+Ihg8ffv78+XfeeefJJ59saGj4y1/+MnPmzHXr1hFRXFxccXHxpk2b3nrrrYCAgIcow2Qy1dbW+vr62u67zVit1urqai8vLxcXlxZPsVqtKpXK19e3+a3mfovZbFapVB4eHnfPPa3RaAwGg5+fH+48AHD/cEQIHYnJZBo3btyQIUOamprYkqqqqsjIyNmzZ7M5ktj9Cu72/fffS6VS26zfjo6OCQkJ586du3379vHjx5uammbNmmXbePbs2Uaj8eDBg3fvZ/z48YsWLfrVJUOHDl22bNnatWt9fX0DAwMDAwObnwXMyMgICwsLDAz08vJaunQpm0KaiM6dOzd69GgXF5eAgAB3d/fHH3/80qVLarXa19eX5/n33nvP19fX19f3ww8/JCKj0fj222/7+/sHBQV5enqOHz/+5s2bbD9fffVVWFiYl5dXly5d3NzcnnvuuQd/dwFECkEIHYlUKk1JSSkqKnrppZeIyGq1LliwQKPRbNq0qfVjoNLS0q5du3p7e9uW9OvXj+f5a9euscktY2Jimq8iory8vLv309DQYMvgFks0Gs0333yzb9++/fv3//TTTxMnTkxKStq7dy8R5ebmJiYmRkVFnT59Ojs7u6ys7LPPPmNPv3379ujRo7Oysq5du/btt982NjZOnjxZIpGkpaVxHPfcc8+lpaWlpaXNnDmTiObNm5eSkrJ+/fqff/75wIEDKpXqySefbGpqysvLW7hw4dNPP3358uX8/Pxvv/02MjLyId9iAPFB1yh0MD179ty6deucOXMmTpxYXl6elZV18ODBoKCg1p+lVCrlcnnzJexhTU0Nuym87R7oROTr6yuRSGprax+0tsbGxoyMjMDAQCLauXNnTk7O+++///TTT3/00UcymWzv3r1swujdu3ezGcmJaNq0adOmTWPtXr16RUZGRkVFnTx58qmnniKiiIiIJ598kq09c+ZMenr69u3b58+fT0QxMTGRkZGRkZHp6elSqdRisaxZs4b9UdHR0bhZNMD9QxBCxzN79uysrKxXXnnFaDSuXr16woQJ93yKxWJpcfrNwcGBiKxWq8ViIaLmB5Qcx3Ecx5Y/kBEjRrAUJCKJRJKQkLBx40ar1Xrx4sX4+HjbbROcnZ2nTp1qG9SqUCjS09NLS0t1Oh17YlFR0d07z8zMJCIPDw/bGB8i8vPzu3LlyqJFiyQSyYwZM5KSkiZNmuTv7/+glQOIGbpGoUN69dVXtVqti4vLihUr7mf7oKCgFkd4NTU1ROTt7c2OJpuvraurs1gszftR75MtBW0vajAYqqury8rK7l7FGjt27IiIiNi+fbtWq/Xx8fHx8eE4rvl9Vm1u377Ncdzvfve72c0Yjcb6+vqYmJj09PSmpqYFCxYEBgaOGDHi2LFjD1o8gGjhiBA6HoPBsHjx4oiIiIqKirfeeislJeWeTwkJCTl+/LhOp7Pd9rawsJCIoqOj2fX1RUVFUVFRbFVBQQFbdfd+HB0dbeNcGI1GY2urVKrmq6qrqx0dHeVyeUBAwN2rWGPdunXTpk3bvXs3e1hXV/fBBx/86p/g5eXFcVxJSYmHh8fdaxMSEhISEioqKo4cOfLhhx9OmTLl+vXr3bp1+433AwD+A0eE0PG8/fbbeXl56enpn3766datW7/66qt7PmXcuHE6nY71LjJ79+7t3bt3aGjoE0884ejoyEa12FZxHBcfH3/3fkJCQm7cuGF7qFAobOM2iejHH39sfvHigQMHevfu7ejoGBMTc/ToUaPRyJZbLJZDhw4RkdVqLS4ubn7L4v3799vaMpms+V18R48ebbVabZH5q4KCgubNm5ecnKzT6S5dutTaOwIANjxAh5KRkcFx3ObNm9nD+fPny2Sy/Px89vDIkSNpaWmbNm0iogULFrAhlwaDwWAwREVF9ejR4/z581VVVex6+e3bt7Nnvfzyy05OTjt37qytrf3222/d3d2fe+65X311dkXEJ598UlVVdfbs2eHDh8tkspkzZ/I8HxUV5ebmNnXq1OLiYpVKtXLlSiL64osveJ4/evQox3Hz588vLy+vrKxcsmSJm5ubg4MDz/ODBw+OjIy8cuWKVqvdu3dvaGiog4PD2rVreZ6Pi4uLiYnJzMy8cOGCUqm0Wq1jxozx8vJKSUmprKzUaDS5ubnvvvvuiRMnvvnmm40bNxYUFBgMhtu3byclJUml0pKSkjb+pwDoJBCE0JGUlpbK5XIWPExDQ0OvXr369++v0+l4nh8xYsTdv/Zqamp4ni8oKBg0aBBb4uLismHDBttOdDrd3LlzJRIJEXEcN2PGDI1G86sFGI1G2yV6rq6un3322dChQ21BuGDBgoULF7JxN46Oju+8847tiZs3b3Zzc2NPnDhx4qpVq1gQXrhwISwsjC338/PLyMhwcXFhQXj+/Pm4uDj2LLakvr5+8eLFza/THzhwYG5ubmpqavNRryEhIWlpaW3x/gN0ShzP84/0CBPArhUUFNTX1/fq1evuM22VlZWlpaUhISEhISGt76SyslKhULTYSXR09MiRI7dt26ZUKsvKynr06NE8nIiooaHh2rVr/v7+tmsnGJPJdP36davV2qtXLycnp3v+CY2NjdevX3dwcOjatavtJXieLy4urq6u9vX17d69+/3MUAMADIIQ4NGwBaHQhQDAg8FgGQAAEDX0nwA8GuvWrWtxsSAAdAjoGgUAAFFD1ygAAIgaghAAAEQNQQgAAKKGIAQAAFFDEAIAgKghCAEAQNT+H2vtw/EWAt5VAAAAAElFTkSuQmCC" + "image/png": 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" }, "execution_count": 23, "metadata": {}, @@ -1045,7 +1045,7 @@ ], "source": [ "plot([r0[1,:], r1[1,:], r2[1,:]]; xlabel=\"x100 updates\", ylabel=\"loss\",\n", - " ylim=(0,.5), yticks=0:0.1:.5, labels=[\"MLP\",\"RNN\",\"biRNN\"])" + " ylim=(0,.5), yticks=0:0.1:.5, labels=[\"MLP\" \"RNN\" \"biRNN\"])" ] }, { @@ -1133,6 +1133,10 @@ } ], "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, "accelerator": "GPU", "colab": { "collapsed_sections": [], @@ -1141,7 +1145,7 @@ "version": "0.3.2" }, "kernelspec": { - "display_name": "Julia 1.5.0", + "display_name": "Julia 1.5.3", "language": "julia", "name": "julia-1.5" }, @@ -1149,7 +1153,7 @@ "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.5.0" + "version": "1.5.3" } }, "nbformat": 4,