{ "cells": [ { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import statsmodels.api as sm\n", "import statsmodels.formula.api as smf\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "data = pd.read_csv(\"r2vals.csv\").sort_values(\"r2 \")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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r2
count133.000000
mean0.677843
std0.229390
min0.135144
25%0.474227
50%0.734562
75%0.878335
max0.968964
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" ], "text/plain": [ " r2 \n", "count 133.000000\n", "mean 0.677843\n", "std 0.229390\n", "min 0.135144\n", "25% 0.474227\n", "50% 0.734562\n", "75% 0.878335\n", "max 0.968964" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.describe()" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [], "source": [ "data = pd.read_csv(\"new_repr_no_outlier.csv\")\n", "data[\"SQRSIZE\"] = data[\"SIZE\"].apply(np.sqrt)\n", "data[\"LNSIZE\"] = data[\"SIZE\"].apply(np.log)\n", "data[\"LOG2SIZE\"] = data[\"SIZE\"].apply(np.log2)\n", "maps = data[\"MAP\"].unique()\n", "tests = data[\"TEST\"].unique()\n", "groups = data.groupby([\"MAP\", \"TEST\"])" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [], "source": [ "size = pd.Series(range(1, 50000000, 100000))\n", "predictors = pd.DataFrame([size, np.sqrt(size), np.log(size), np.log2(size)]).T\n", "predictors.columns = [\"SIZE\",\"SQRSIZE\",\"LNSIZE\",\"LOG2SIZE\" ]\n", "regression_results = pd.DataFrame([[],[], [], []]).T\n", "rvals = []\n", "\n", "for i, group in groups:\n", " results = smf.ols('TIME~SIZE+SQRSIZE+LNSIZE+LOG2SIZE', data=group).fit()\n", " pred = results.predict(predictors)\n", " rvals.append(results.rsquared)\n", " regression_results = regression_results.append([[i[1], i[0], size[a], pred[a]] for a in range(len(test))]) \n", "regression_results.rename(columns={0: \"test\", 1: \"map\", 2:\"size\", 3: \"time\"})\n", "regression_results.columns = [\"test\", \"map\", \"size\", \"time\"]" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [], "source": [ "regroup = regression_results.groupby([\"test\"])" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "data": { 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "plt.rcParams[\"figure.figsize\"] = (24,5)\n", "sns.set()\n", "sns.set(font_scale=1.75)\n", "ticks = [50000, 100000, 150000, 200000, 250000, 300000, 350000, 400000, 500000,\n", "600000, 700000, 800000, 900000, 1000000,\n", "2000000, 3000000, 4000000, 5000000, 6000000, 7000000, 8000000, 9000000, 10000000,\n", "15000000, 20000000, 25000000, 30000000, 35000000, 40000000, 45000000, 50000000]\n", "ticklabels = ['50 K', '100 K',\n", " '150 K', '200 K', '250 K', '300 K',\n", " '350 K', '400 K', '0.5 M', '0.6 M',\n", " '0.7 M', '0.8 M', '0.9 M', '1 M',\n", " '2 M', '3 M', '4 M', '5 M',\n", " '6 M', '7 M', '8 M', '9 M',\n", " '10 M', '15 M', '20 M', '25 M',\n", " '30 M', '35 M', '40 M', '45 M', '50 M']\n", "labels = {\n", " 'int_delete' : [\"mean int deletion time\", \"deletion time (ns)\"],\n", " 'int_insert' : [\"mean int insertion time\", \"insertion time(ns)\"],\n", " 'int_nosucc_lookup' : [\"mean int unsucessful lookup time\", \"unsucessful lookup time (ns)\"],\n", " 'int_succ_lookup' : [\"mean int succesful lookup time\", \"succesful lookup time (ns)\"],\n", " 'string_delete' : [\"mean string deletion time\", \"deletion time (ns)\"],\n", " 'string_insert' : [\"mean string insertion time\", \"insertion time(ns)\"], \n", " 'string_nosucc_lookup' : [\"mean string unsucessful lookup time\", \"unsucessful lookup time (ns)\"],\n", " 'string_succ_lookup' : [\"mean string succesful lookup time\", \"succesful lookup time (ns)\"]\n", "}\n", "\n", "for i, group in regroup:\n", " plot = sns.lineplot(x=\"size\", y=\"time\", hue=\"map\", data=group)\n", " plt.xscale(\"log\")\n", " plt.xticks(ticks, ticklabels)\n", " plot.set_xticklabels(\n", " plot.get_xticklabels(), \n", " rotation=55, \n", " horizontalalignment='center',\n", " fontweight='light',\n", " )\n", " plt.ylabel(labels[i][1])\n", " plt.legend()\n", " plt.title(labels[i][0])\n", " plt.show()\n", " break" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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testmapsizetime
0int_deleteabsl::flat_hash_map1.02.516393
1int_deleteabsl::flat_hash_map100001.011.352983
2int_deleteabsl::flat_hash_map200001.012.227014
3int_deleteabsl::flat_hash_map300001.012.806459
4int_deleteabsl::flat_hash_map400001.013.254607
...............
495string_succ_lookuptsl::sparse_map49500001.0267.156427
496string_succ_lookuptsl::sparse_map49600001.0267.172009
497string_succ_lookuptsl::sparse_map49700001.0267.187371
498string_succ_lookuptsl::sparse_map49800001.0267.202512
499string_succ_lookuptsl::sparse_map49900001.0267.217433
\n", "

68000 rows × 4 columns

\n", "
" ], "text/plain": [ " test map size time\n", "0 int_delete absl::flat_hash_map 1.0 2.516393\n", "1 int_delete absl::flat_hash_map 100001.0 11.352983\n", "2 int_delete absl::flat_hash_map 200001.0 12.227014\n", "3 int_delete absl::flat_hash_map 300001.0 12.806459\n", "4 int_delete absl::flat_hash_map 400001.0 13.254607\n", ".. ... ... ... ...\n", "495 string_succ_lookup tsl::sparse_map 49500001.0 267.156427\n", "496 string_succ_lookup tsl::sparse_map 49600001.0 267.172009\n", "497 string_succ_lookup tsl::sparse_map 49700001.0 267.187371\n", "498 string_succ_lookup tsl::sparse_map 49800001.0 267.202512\n", "499 string_succ_lookup tsl::sparse_map 49900001.0 267.217433\n", "\n", "[68000 rows x 4 columns]" ] }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regression_results" ] }, { "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": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 4 }