{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "da7c16b4", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from scipy.optimize import curve_fit\n", "from matplotlib.cm import get_cmap" ] }, { "cell_type": "markdown", "id": "47341b1d", "metadata": {}, "source": [ "# Alltoall " ] }, { "cell_type": "code", "execution_count": 3, "id": "1cc39aab", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_6251/1773704290.py:3: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n", " df_gather = df_multinode[df_multinode[\"benchmark_type\"]==\"Scatter\"][df_multinode['msg_size_bytes']>1024][df_multinode['off_cache_flag']==-1]\n", "/tmp/ipykernel_6251/1773704290.py:3: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n", " df_gather = df_multinode[df_multinode[\"benchmark_type\"]==\"Scatter\"][df_multinode['msg_size_bytes']>1024][df_multinode['off_cache_flag']==-1]\n" ] }, { "data": { "text/plain": [ "['benchmark_type',\n", " 'proc_num',\n", " 'msg_size_bytes',\n", " 'repetitions',\n", " 't_min_usec',\n", " 't_max_usec',\n", " 't_avg_usec',\n", " 'mpi_datatype',\n", " 'mpi_red_datatype',\n", " 'mpi_red_op',\n", " 'creation_time',\n", " 'n_nodes',\n", " 'off_cache_flag']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_multinode = pd.read_csv(\"../data/data-multi-defand100cflag.csv\",delimiter = \",\")\n", "df_multinode['benchmark_type'].unique()\n", "df_gather = df_multinode[df_multinode[\"benchmark_type\"]==\"Scatter\"][df_multinode['msg_size_bytes']>1024][df_multinode['off_cache_flag']==-1]\n", "df_gather.columns.tolist()" ] }, { "cell_type": "code", "execution_count": 6, "id": "4336d3c6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_6251/2016121029.py:9: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n", " cmap = get_cmap('tab10')\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " msg_size_bytes alpha beta inv_alpha\n", "0 2048 1.0 1.653129e-23 1.0\n", "1 4096 1.0 2.784707e-23 1.0\n", "2 8192 1.0 7.739935e-23 1.0\n", "3 16384 1.0 2.497581e-22 1.0\n", "4 32768 1.0 1.052599e-21 1.0\n", "5 65536 1.0 2.254095e-20 1.0\n", "6 131072 1.0 3.401592e-18 1.0\n", "7 262144 1.0 2.229240e-17 1.0\n", "8 524288 1.0 1.527509e-21 1.0\n", "9 1048576 1.0 2.287381e-24 1.0\n", "10 2097152 1.0 1.160941e-16 1.0\n", "11 4194304 1.0 4.068531e-18 1.0\n" ] } ], "source": [ "def model(proc_num, alpha, beta, msg_size):\n", " return (alpha * msg_size * (proc_num - 72) * 72) / (12.5 * 1e3) + 1e6*beta\n", "\n", "results = []\n", "msg_sizes = sorted(df_gather['msg_size_bytes'].unique())\n", "n_rows = int(np.ceil(len(msg_sizes) / 3))\n", "n_cols = min(len(msg_sizes), 3)\n", "fig, axes = plt.subplots(n_rows, n_cols, figsize=(5*n_cols, 4*n_rows), squeeze=False)\n", "cmap = get_cmap('tab10')\n", "\n", "for idx, (msg_size, group) in enumerate(df_gather.groupby('msg_size_bytes')):\n", " x = group['proc_num'].values.copy()\n", " y = group['t_avg_usec'].values.copy()\n", " sorted_indices = np.argsort(x)\n", " x = x[sorted_indices]\n", " y = y[sorted_indices]\n", " fit_func = lambda proc_num, alpha, beta: model(proc_num, alpha, beta, msg_size)\n", " popt, _ = curve_fit(fit_func, x, y, bounds=([1, 0], [np.inf, np.inf]))\n", " alpha, beta = popt\n", " results.append({'msg_size_bytes': msg_size, 'alpha': alpha, 'beta': beta})\n", "\n", " x_fit = np.linspace(min(x), max(x), 100)\n", " y_fit = fit_func(x_fit, alpha, beta)\n", " y_speed = model(x_fit,1,0,msg_size)\n", " row, col = divmod(idx, n_cols)\n", " ax = axes[row][col]\n", "\n", " color = cmap(idx % 10)\n", " # ax.scatter(x, y/1e6, label='Data', color=color)\n", " ax.plot(x, y/1e6, label='Data', color=color)\n", " # ax.plot(x_fit, y_fit/1e6, linestyle='--', color=color, alpha=0.5, label='Fit')\n", " # ax.plot(x_fit, y_speed/1e6, linestyle='--', color='red', alpha=0.1, label='Fit')\n", " ax.set_title(f'msg_size: {msg_size} bytes')\n", " ax.set_xlabel('num. proc.')\n", " ax.set_ylabel('Average Time [s]')\n", " ax.set_xticks(x)\n", " ax.grid(True)\n", " max_data =(x[-1]-72)*72*msg_size\n", " min_data =(x[0]-72)*72*msg_size\n", "\n", " textstr = \"\"\n", " # if(max_data > 1e9):\n", " # textstr+=f\"max data = {max_data/1e9:0.2f}GB\\n\" \n", " # else:\n", " # textstr+=f\"max data = {max_data/1e6:0.2f}MB\\n\" \n", "\n", " # if(min_data > 1e9):\n", " # textstr+=f\"min data = {min_data/1e9:0.2f}GB\\n\" \n", " # else:\n", " # textstr+=f\"min data = {min_data/1e6:0.2f}MB\\n\" \n", " # textstr += r\"$\\alpha$\" +f\"= {alpha:.3e}\\n\"+r\"$b_{eff}=$\"+f\"{12.5/alpha:0.3f}Gbps\\n\"+\\\n", " # r\"$\\beta$\"+f\"= {beta:.3e} s\"\n", " # ax.text(0.95, 0.05, textstr, transform=ax.transAxes,\n", " # fontsize=10, verticalalignment='bottom',\n", " # horizontalalignment='right',\n", " # bbox=dict(boxstyle='round', facecolor='white', alpha=0.8))\n", "\n", "fig.suptitle('Alltoall Time Fit per Message Size\\nDots = Data Points | Dashed Lines = Fits\\n off_mem=-1', fontsize=14)\n", "fig.tight_layout(rect=[0, 0.03, 1, 0.95])\n", "# plt.savefig(\"plots/alltoall_analysis.png\",dpi=300)\n", "plt.show()\n", "\n", "fit_results = pd.DataFrame(results)\n", "fit_results['inv_alpha'] = 1 / fit_results['alpha']\n", "print(fit_results)\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "ce632d6f", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "index", "rawType": "int64", "type": "integer" }, { "name": "benchmark_type", "rawType": "object", "type": "string" }, { "name": "proc_num", "rawType": "int64", "type": "integer" }, { "name": "msg_size_bytes", "rawType": "int64", "type": "integer" }, { "name": "repetitions", "rawType": "int64", "type": "integer" }, { "name": "t_min_usec", "rawType": "float64", "type": "float" }, { "name": "t_max_usec", "rawType": "float64", "type": "float" }, { "name": "t_avg_usec", "rawType": "float64", "type": "float" }, { "name": "mpi_datatype", "rawType": "object", "type": "string" }, { "name": "mpi_red_datatype", "rawType": "object", "type": "string" }, { "name": "mpi_red_op", "rawType": "object", "type": "string" }, { "name": "creation_time", "rawType": "object", "type": "string" }, { "name": "n_nodes", "rawType": "int64", "type": "integer" }, { "name": "off_cache_flag", "rawType": "int64", "type": "integer" } ], "ref": "70a77f68-cef6-41c4-85bc-7c49e07a3835", "rows": [ [ "161", "Scatter", "288", "1048576", "40", "348.13", "18588.13", "13870.72", "MPI_BYTE", "MPI_FLOAT", "MPI_SUM", "25_07_26_05-44-37", "4", "-1" ], [ "232", "Scatter", "360", "1048576", "40", "5343.85", "24788.75", "18554.78", "MPI_BYTE", "MPI_FLOAT", "MPI_SUM", "25_07_26_05-44-37", "5", "-1" ], [ "516", "Scatter", "504", "1048576", "40", "4431.12", "37015.58", "28247.29", "MPI_BYTE", "MPI_FLOAT", "MPI_SUM", "25_07_26_05-44-37", "7", "-1" ], [ "930", "Scatter", "144", "1048576", "40", "330.36", "6271.05", "5786.19", "MPI_BYTE", "MPI_FLOAT", "MPI_SUM", "25_07_26_05-44-37", "2", "-1" ], [ "1837", "Scatter", "432", "1048576", "40", "348.51", "30875.3", "23317.92", "MPI_BYTE", "MPI_FLOAT", "MPI_SUM", "25_07_26_05-44-37", "6", "-1" ], [ "2368", "Scatter", "216", "1048576", "40", "4521.16", "12403.88", "9908.28", "MPI_BYTE", "MPI_FLOAT", "MPI_SUM", "25_07_26_05-44-37", "3", "-1" ] ], "shape": { "columns": 13, "rows": 6 } }, "text/html": [ "
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benchmark_typeproc_nummsg_size_bytesrepetitionst_min_usect_max_usect_avg_usecmpi_datatypempi_red_datatypempi_red_opcreation_timen_nodesoff_cache_flag
161Scatter288104857640348.1318588.1313870.72MPI_BYTEMPI_FLOATMPI_SUM25_07_26_05-44-374-1
232Scatter3601048576405343.8524788.7518554.78MPI_BYTEMPI_FLOATMPI_SUM25_07_26_05-44-375-1
516Scatter5041048576404431.1237015.5828247.29MPI_BYTEMPI_FLOATMPI_SUM25_07_26_05-44-377-1
930Scatter144104857640330.366271.055786.19MPI_BYTEMPI_FLOATMPI_SUM25_07_26_05-44-372-1
1837Scatter432104857640348.5130875.3023317.92MPI_BYTEMPI_FLOATMPI_SUM25_07_26_05-44-376-1
2368Scatter2161048576404521.1612403.889908.28MPI_BYTEMPI_FLOATMPI_SUM25_07_26_05-44-373-1
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" ], "text/plain": [ " benchmark_type proc_num msg_size_bytes repetitions t_min_usec \\\n", "161 Scatter 288 1048576 40 348.13 \n", "232 Scatter 360 1048576 40 5343.85 \n", "516 Scatter 504 1048576 40 4431.12 \n", "930 Scatter 144 1048576 40 330.36 \n", "1837 Scatter 432 1048576 40 348.51 \n", "2368 Scatter 216 1048576 40 4521.16 \n", "\n", " t_max_usec t_avg_usec mpi_datatype mpi_red_datatype mpi_red_op \\\n", "161 18588.13 13870.72 MPI_BYTE MPI_FLOAT MPI_SUM \n", "232 24788.75 18554.78 MPI_BYTE MPI_FLOAT MPI_SUM \n", "516 37015.58 28247.29 MPI_BYTE MPI_FLOAT MPI_SUM \n", "930 6271.05 5786.19 MPI_BYTE MPI_FLOAT MPI_SUM \n", "1837 30875.30 23317.92 MPI_BYTE MPI_FLOAT MPI_SUM \n", "2368 12403.88 9908.28 MPI_BYTE MPI_FLOAT MPI_SUM \n", "\n", " creation_time n_nodes off_cache_flag \n", "161 25_07_26_05-44-37 4 -1 \n", "232 25_07_26_05-44-37 5 -1 \n", "516 25_07_26_05-44-37 7 -1 \n", "930 25_07_26_05-44-37 2 -1 \n", "1837 25_07_26_05-44-37 6 -1 \n", "2368 25_07_26_05-44-37 3 -1 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gather[df_gather['msg_size_bytes']==1048576]" ] } ], "metadata": { "kernelspec": { "display_name": "data", "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": "3.13.2" } }, "nbformat": 4, "nbformat_minor": 5 }