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@pentschev
Created March 18, 2019 23:04
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 719.5x576.15 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 719.5x576.15 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"# Number of rows\n",
"rows = [1000, 5000, 10000, 50000, 100000, 500000, 1000000, 5000000, 10000000]\n",
"\n",
"# Samples\n",
"da_single_dgx_cpu_times = [1024.5256423950195, 1387.5048160552979, 1997.645378112793, 5612.7378940582275, 10905.372619628906, 33234.800577163696, 65637.94326782227, 314348.0315208435, 611313.1818771362]\n",
"cp_single_dgx_1_times = [3241.5452003479004, 2959.9125385284424, 3219.70796585083, 4632.973194122314, 6503.662109375, 21613.566637039185, 37506.66880607605, 171394.0863609314, 338959.09452438354]\n",
"cp_single_dgx_8_times = [4521.575212478638, 3018.134117126465, 3248.7969398498535, 7236.786127090454, 6968.961477279663, 5830.862998962402, 8632.05361366272, 27731.322288513184, 51255.04016876221]\n",
"cp_dual_dgx_8_times = [3109.436511993408, 3005.5558681488037, 3227.6713848114014, 3662.525177001953, 3814.310073852539, 5301.618337631226, 6399.3682861328125, 22341.541051864624, 33149.74141120911]\n",
"\n",
"def draw(xscale, yscale):\n",
" fig = plt.figure(figsize=(7.195, 3.841*1.5), dpi=100)\n",
" fig.set_facecolor((1.0, 1.0, 1.0))\n",
" fig.subplots_adjust(wspace=0.5)\n",
" fig.subplots_adjust(hspace=0.5)\n",
" ax = fig.add_subplot(1,1,1)\n",
" ax.plot(rows, [i/1000.0 for i in da_single_dgx_cpu_times], label='Dask - Single DGX-1 (CPU only - 80 threads)')\n",
" ax.plot(rows, [i/1000.0 for i in cp_single_dgx_1_times], label='Dask + CuPy - Single DGX-1 (1 Tesla V100)')\n",
" ax.plot(rows, [i/1000.0 for i in cp_single_dgx_8_times], label='Dask + CuPy - Single DGX-1 (8 Tesla V100)')\n",
" ax.plot(rows, [i/1000.0 for i in cp_dual_dgx_8_times], label='Dask + CuPy - Dual DGX-1 (2x8 Tesla V100)')\n",
" ax.legend()\n",
" ax.set_xscale(xscale)\n",
" ax.set_yscale(yscale)\n",
" ax.set_title('SVD Computation Benchmarks', fontsize=10)\n",
" ax.set_xlabel('Rows x 1000 Cols')\n",
" ax.set_ylabel('Compute time (s)')\n",
"\n",
"draw('linear', 'linear')\n",
"draw('log', 'log')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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