{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# DB12 Analysis: Port to Python 3" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "import json\n", "import pandas as pd\n", "import seaborn as sns\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import stats\n", "import math\n", "from sklearn.model_selection import train_test_split, learning_curve\n", "from sklearn.linear_model import ElasticNet, LinearRegression, Ridge, RidgeCV\n", "from sklearn import metrics" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Problem" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "DB12 was written in python2 and was ported to python3 in October 21.\n", "The CI detected discrepancies between results of DB12 when executed with python2 and python3.\n", "In this notebook, we want to study the potential impact of the discrepancies on the execution of the jobs and propose new solutions." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### Source of the discrepancies:" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "Porting DB12 to python3 involved:\n", "- using `range` instead of `xrange`: but actually `range` in python3 is the equivalent of `xrange` in python2.\n", "- using `long` instead of `int` values: python3 does not support the old `int` anymore, the new `int` == `long`. Operations involving the new `int` are slower.\n", "- and probably many other small optimizations...\n", "\n", "Finding the source of the discrepancies would imply thorough profiling and would probably not help us to resolve the issue.\n", "First let's discover the impact of such a change." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Impact" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "Hypothesis: \n", "- $H_0$: Scores of `python3` DB12 are not significantly different from `python2` scores.\n", "- $H_a$: Scores are significantly different.\n", "\n", "We submitted 5 jobs computing DB12 20 times (10 with `python2` and 10 with `python3`, 5 minutes interval between each run) on many different sites and we collected data about the scores and the environments (programs available in `resources`).\n", "\n", "```bash\n", "# On a dirac client\n", "./submit.sh\n", "python getDB12Scores.py\n", "```" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#plt.style.use('tex')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "## Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false, "slideshow": { "slide_type": "notes" } }, "outputs": [ { "data": { "text/html": [ "
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scorepython-versionoscpu-modelnb-corescpu-mhzload-avgceiterationjob-idcpu-family
882317.0998633CentOS Linux release 7.9.2009 (Core)AMD EPYC 7282 16-Core Processor642800.00075.97lapp-ce06.in2p3.fr3542946731AMD
884311.6279072CentOS Linux release 7.9.2009 (Core)AMD EPYC 7282 16-Core Processor642800.00075.97lapp-ce06.in2p3.fr7542946731AMD
884215.5957583CentOS Linux release 7.9.2009 (Core)AMD EPYC 7282 16-Core Processor642800.00075.97lapp-ce06.in2p3.fr7542946731AMD
884117.5561803CentOS Linux release 7.9.2009 (Core)AMD EPYC 7282 16-Core Processor642800.00075.97lapp-ce06.in2p3.fr8542946731AMD
884011.9731802CentOS Linux release 7.9.2009 (Core)AMD EPYC 7282 16-Core Processor642800.00075.97lapp-ce06.in2p3.fr0542946731AMD
....................................
234710.4909782CentOS Linux release 7.7.1908 (Core)Intel(R) Xeon(R) Silver 4216 CPU @ 2.10GHz642631.15257.34ce03.cmsaf.mit.edu2534019954Intel
234611.9274813CentOS Linux release 7.7.1908 (Core)Intel(R) Xeon(R) Silver 4216 CPU @ 2.10GHz642631.15257.34ce03.cmsaf.mit.edu3534019954Intel
234511.9388733CentOS Linux release 7.7.1908 (Core)Intel(R) Xeon(R) Silver 4216 CPU @ 2.10GHz642631.15257.34ce03.cmsaf.mit.edu9534019954Intel
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548313.2065503CentOS Linux release 7.9.2009 (Core)Intel(R) Xeon(R) Silver 4216 CPU @ 2.10GHz162095.0745.97ce515.cern.ch4534019731Intel
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11880 rows × 11 columns

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" ], "text/plain": [ " score python-version os \\\n", "8823 17.099863 3 CentOS Linux release 7.9.2009 (Core) \n", "8843 11.627907 2 CentOS Linux release 7.9.2009 (Core) \n", "8842 15.595758 3 CentOS Linux release 7.9.2009 (Core) \n", "8841 17.556180 3 CentOS Linux release 7.9.2009 (Core) \n", "8840 11.973180 2 CentOS Linux release 7.9.2009 (Core) \n", "... ... ... ... \n", "2347 10.490978 2 CentOS Linux release 7.7.1908 (Core) \n", "2346 11.927481 3 CentOS Linux release 7.7.1908 (Core) \n", "2345 11.938873 3 CentOS Linux release 7.7.1908 (Core) \n", "5484 11.190689 2 CentOS Linux release 7.9.2009 (Core) \n", "5483 13.206550 3 CentOS Linux release 7.9.2009 (Core) \n", "\n", " cpu-model nb-cores cpu-mhz load-avg \\\n", "8823 AMD EPYC 7282 16-Core Processor 64 2800.000 75.97 \n", "8843 AMD EPYC 7282 16-Core Processor 64 2800.000 75.97 \n", "8842 AMD EPYC 7282 16-Core Processor 64 2800.000 75.97 \n", "8841 AMD EPYC 7282 16-Core Processor 64 2800.000 75.97 \n", "8840 AMD EPYC 7282 16-Core Processor 64 2800.000 75.97 \n", "... ... ... ... ... \n", "2347 Intel(R) Xeon(R) Silver 4216 CPU @ 2.10GHz 64 2631.152 57.34 \n", "2346 Intel(R) Xeon(R) Silver 4216 CPU @ 2.10GHz 64 2631.152 57.34 \n", "2345 Intel(R) Xeon(R) Silver 4216 CPU @ 2.10GHz 64 2631.152 57.34 \n", "5484 Intel(R) Xeon(R) Silver 4216 CPU @ 2.10GHz 16 2095.074 5.97 \n", "5483 Intel(R) Xeon(R) Silver 4216 CPU @ 2.10GHz 16 2095.074 5.97 \n", "\n", " ce iteration job-id cpu-family \n", "8823 lapp-ce06.in2p3.fr 3 542946731 AMD \n", "8843 lapp-ce06.in2p3.fr 7 542946731 AMD \n", "8842 lapp-ce06.in2p3.fr 7 542946731 AMD \n", "8841 lapp-ce06.in2p3.fr 8 542946731 AMD \n", "8840 lapp-ce06.in2p3.fr 0 542946731 AMD \n", "... ... ... ... ... \n", "2347 ce03.cmsaf.mit.edu 2 534019954 Intel \n", "2346 ce03.cmsaf.mit.edu 3 534019954 Intel \n", "2345 ce03.cmsaf.mit.edu 9 534019954 Intel \n", "5484 ce515.cern.ch 9 534019731 Intel \n", "5483 ce515.cern.ch 4 534019731 Intel \n", "\n", "[11880 rows x 11 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results = ['240921', '201021']\n", "lines = []\n", "\n", "for result in results:\n", " data = {}\n", "\n", " with open('resources/results/results_ordered_%s.json' % result, 'r') as f:\n", " data = json.load(f)\n", "\n", " labels = ['score', 'python-version', 'os', 'cpu-model', 'nb-cores', 'cpu-mhz', 'load-avg', 'ce', 'iteration', 'job-id']\n", " for jobid, jobattr in data.items():\n", " os = jobattr['environment'].get('RedHatRelease')\n", " cpu_model = jobattr['environment']['CPUModel']\n", " cores_x_mhz = jobattr['environment']['CPUMHz'].split('x')\n", " nb_cores = int(cores_x_mhz[0])\n", " cpu_mhz = float(cores_x_mhz[1])\n", " load_avg = jobattr['jobparams']['LoadAverage']\n", " ce = jobattr['jobparams']['GridCE']\n", " \n", " for key, value in jobattr['results'].items():\n", " iteration = key.split('_')[0]\n", " python_version = value['PythonVersion']['Major']\n", " \n", " for result in value['scores']:\n", " score = result['NORM']\n", " lines.append([score, python_version, os, cpu_model, nb_cores, cpu_mhz, load_avg, ce, iteration, jobid])\n", "\n", "df = pd.DataFrame(lines, columns=labels)\n", "df = df.sort_values(by='cpu-model')\n", "df['cpu-family'] = df.apply(lambda row: 'AMD' if 'AMD' in row['cpu-model'] else 'Intel', axis=1)\n", "\n", "\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We created new columns to make the following figures more readable: `ce-id` and `cpu-model-id`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# generate cpu-model-id\n", "amd_cpus = df[df[\"cpu-family\"]==\"AMD\"][\"cpu-model\"].unique()\n", "intel_cpus = df[df[\"cpu-family\"]==\"Intel\"][\"cpu-model\"].unique()\n", "\n", "map_amd = {k:\"A\"+str(v) for k,v in zip(amd_cpus, range(len(amd_cpus)))}\n", "map_intel = {k:\"I\"+str(v) for k,v in zip(intel_cpus, range(len(intel_cpus)))}\n", "map_amd.update(map_intel)\n", "df[\"cpu-model-id\"] = df[\"cpu-model\"].apply(lambda cpu: map_amd[cpu])\n", "\n", "# generate ce-id\n", "map_ces = {k:v for k,v in zip(df[\"ce\"].unique(), range(len(df[\"ce\"])))}\n", "df[\"ce-id\"] = df[\"ce\"].apply(lambda ce: str(map_ces[ce]))\n", "\n", "# export the table\n", "df[[\"cpu-model-id\",\"cpu-model\"]].drop_duplicates().to_csv(\"results/cpu-model.csv\", index=False)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "**Number of computed scores per cpu model and python version**" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 1, figsize=(10,8))\n", "sns.histplot(\n", " df[df[\"cpu-family\"]==\"AMD\"],\n", " x=\"cpu-model-id\",\n", " hue=\"python-version\",\n", " multiple=\"stack\",\n", " palette=\"crest\",\n", " edgecolor=\".8\",\n", " ax=axs[0]\n", ")\n", "axs[0].set_title(\"AMD\")\n", "axs[0].set_xlabel(\"\")\n", "axs[0].set_ylabel(\"Number of DB12 executions\")\n", "sns.histplot(\n", " df[df[\"cpu-family\"]==\"Intel\"],\n", " x=\"cpu-model-id\",\n", " hue=\"python-version\",\n", " multiple=\"stack\",\n", " palette=\"crest\",\n", " edgecolor=\".8\",\n", " ax=axs[1]\n", ")\n", "axs[1].set_title(\"Intel\")\n", "axs[1].set_xticks(np.arange(0,len(df[df[\"cpu-family\"]==\"Intel\"][\"cpu-model-id\"].unique()),10))\n", "axs[1].set_xlabel(\"CPU model\")\n", "axs[1].set_ylabel(\"Number of DB12 executions\")\n", "axs[1].get_legend().remove()\n", "plt.plot()\n", "plt.savefig(\"results/distribCPU.pdf\", bbox_inches=\"tight\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of unique CPU models: 83\n", "Number of AMD processors: 16\n", "Number of Intel processors: 67\n", "\n", "Number of executions on CPUs: 11880\n", "Number of executions on AMD CPUs: 2266\n", "Number of executions on Intel CPUs: 9614\n", "count 83.000000\n", "mean 143.132530\n", "std 118.741035\n", "min 22.000000\n", "25% 44.000000\n", "50% 110.000000\n", "75% 220.000000\n", "max 594.000000\n", "Name: score, dtype: float64\n" ] } ], "source": [ "print(\"Number of unique CPU models: %d\" % len(df['cpu-model'].unique()))\n", "print(\"Number of AMD processors: %d\" % len(df[df[\"cpu-family\"]==\"AMD\"][\"cpu-model\"].unique()))\n", "print(\"Number of Intel processors: %d\\n\" % len(df[df[\"cpu-family\"]==\"Intel\"][\"cpu-model\"].unique()))\n", "\n", "print(\"Number of executions on CPUs: %d\" % len(df['cpu-model']))\n", "print(\"Number of executions on AMD CPUs: %d\" % len(df[df[\"cpu-family\"]==\"AMD\"][\"cpu-model\"]))\n", "print(\"Number of executions on Intel CPUs: %d\" % len(df[df[\"cpu-family\"]==\"Intel\"][\"cpu-model\"]))\n", "\n", "print(df.groupby('cpu-model').count().reset_index()['score'].describe())" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "**Number of computed scores per ce and python version**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = [10, 5]\n", "\n", "plot = sns.histplot(\n", " df,\n", " x=\"ce-id\",\n", " hue=\"python-version\",\n", " multiple=\"stack\",\n", " palette=\"crest\",\n", " edgecolor=\".8\",\n", ")\n", "\n", "plot.set_xticks(np.arange(0,len(df[\"ce-id\"].unique()),10))\n", "plot.set_ylabel(\"Number of DB12 executions\")\n", "plot.set_xlabel(\"CE\")\n", "\n", "plot.plot()\n", "plt.savefig(\"results/distribSites.pdf\", bbox_inches=\"tight\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of unique CEs: 102\n", "\n", "Distribution of the DB12 executions per CE:\n", "count 102.000000\n", "mean 116.470588\n", "std 71.646092\n", "min 22.000000\n", "25% 66.000000\n", "50% 99.000000\n", "75% 198.000000\n", "max 220.000000\n", "Name: job-id, dtype: float64\n" ] } ], "source": [ "print(\"Number of unique CEs: %d\\n\" % len(df['ce'].unique()))\n", "print(\"Distribution of the DB12 executions per CE:\")\n", "print(df.groupby('ce').count().reset_index().sort_values(by=\"job-id\")['job-id'].describe())\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "**Distribution of the scores according to the cpu model and the python version**" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false, "slideshow": { "slide_type": "notes" } }, "outputs": [ { "data": { "image/png": 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pDvr7+6suoRRrIgB2UqcC1i233MLDDz/M9PQ069ev58UvfrHX2ZIkaRU4WLI0rwNYEq+zJUmSupUBsCSXX345Gza0Bli9zpYkSeomBsCSDA0NsW5da/N6nS1JktRNDIAl8VZwkiSpW3kSSIm8zpYkSepGpY0ARsQnIuKxiHhg1rItEXFnRBwufq7pYbEz19ly9E+SJHWTMncBfxK4et6y9wB3ZeZLgLuKeUmSJK2i0gJgZu4Djs9b/HrgtuLxbcA1ZX2+JElrycMPP8wb3/jGjt3hQvW22ieBnJeZzeLxo8B5q/z5kiT1pI997GM8+eSTfPSjH626FK0BlZ0FnJkJ5GLPR8QNEbE/IvYfO3ZsFSuTeod9IrWn13vl4Ycf5siRIwAcOXLEUUCt2GoHwG9HRAOg+PnYYi/MzFszc0dm7ti2bduqFSj1EvtEak+v98rHPvaxOfOOAmqlVjsAfg64vnh8PXDHKn++JEk958zo32Lz0tkq8zIwnwbuBf5RRDwSETuBDwE/FRGHgZ8s5iVJ0nPYvn37c85LZ6vMs4Cvy8xGZvZl5oWZOZKZ/zszX5OZL8nMn8zM+WcJS5KkeW688cY58+985zsrqkRrhXcCkXTWRkZGOnYQerPZujBAo9HoyPoGBwfZuXNnR9YldYsXv/jFbN++nSNHjrB9+3YGBwerLkk9zgAoqVJTU1NVlyCVppNfliYnJwHo6+tj165dK1qXX5RkAJRqpJN/jLrV2NjYiv84nuEfyXrq9Ah3p77kTE1NsW7dOh599NEVr6vZbHbsv9E+6U0GQKlG7r33XiYmJug7p6/qUp4xfWoagMPfOFxxJXOdevoUzWbTP2w11I19AkC0fkzPTK94VSefPNmRnrNPepcBUJKkefrO6WPrBb13vcDVNn609y6qrRYDoFQjl112WUd2+3Ryt9Z0tkYzNqzrzK+j/v7+jp5QovppNBpdNyINMDl+AoBNWzdXWsd8neo3rS4DoFQjndpN41nAWsu6NfifmJ4AYGDj5moLmWXg4s1du7303AyAks6aAUtrWSf//+7WE6/8oiQDoCRJPaC/v7/qErSGGAAlSSqJo2zqVqXdCk6SJEndyQAoSZJUMwZASZKkmjEASpIk1YwBUJIkqWYMgJIkSTVjAJQkSaoZA6AkSVLNGAAlSZJqxgAoSZJUMwZASZKkmjEASpIk1YwBUJIkqWYMgJIkSTVjAJQkSaqZyMyqa1hSRBwDvll1Hcu0FRivuoga6uXtPp6ZV5/tm+wTLUMvb/dl9QnYK1qWXt7uC/ZKTwTAXhYR+zNzR9V11I3bvbf471UNt3vv8d+sGmtxu7sLWJIkqWYMgJIkSTVjACzfrVUXUFNu997iv1c13O69x3+zaqy57e4xgJIkSTXjCKAkSVLNGAAlSZJqxgAoSZJUMwZASZKkmjEASpIk1YwBUJIkqWYMgJIkSTVjAJQkSaoZA6AkSVLNGAD1jIg4Oevx9RFxuJiur7IuqRvM648/j4gTEfHf571mJCL+NiK+FhF/HBHnrn6lUnVm90kx//0R8UhE/M6sZS+PiPsj4u8j4v+OiFj9SmUA1LNExBbg/cCPAZcC74+IgWqrkrrKfwTetMDyd2bmP8vMHwX+F/D21S1L6jrDwL55y24G/i3wkmK6erWLkgFQC/tp4M7MPJ6ZE8Cd2KDSMzLzLuA7Cyx/HKAY0dgIeLN11VZEvBw4D/jCrGUN4Psz868yM4HfB66ppsJ6MwBqIS8Ejsyaf6RYJmkJEfF7wKPADwP/T8XlSJWIiHXAR4Bfm/fUC2n9TTnDvy8VMQBKUgdl5i8BFwCHgJ+vuBypKm8FPp+Zjyz5SlXCAKiFfAvYPmv+wmKZpDZk5mngj4B/XXUtUkUuA94eEWPAh4E3R8SHaP0tuXDW6/z7UhEDoBbyF8BrI2KgOPnjtcUySYuIln945jHwr4C/q7YqqRqZ+YuZ+aLMHKS1G/j3M/M9mdkEHo+IVxR98mbgjiprrasNVReg7pOZxyNiGPibYtFvZubxKmuSuklE/CWtY/zOjYhHgJ20Tpa6LSK+Hwjgb4G3VFel1LXeCnyS1olSf1ZMWmXROglHkiRJdeEuYEmSpJoxAEqSJNWMAVCSJKlmDICSJEk10xMB8Oqrr05at1RycqrDtCz2iVPNpmWzV5xqNi2oJwLg+Ph41SVIXc8+kdpjr0g9EgAlSZLUOQZASZKkmjEASpIk1YwBUJIkqWYMgJIkSTWzoeoCJICRkRHGxsY6sq5mswlAo9HoyPoGBwfZuXNnR9YlSVI3MABqzZmamqq6BEmSupoBUMvWyVG7bjY2NsauXbs6si5HEyVJ3cAAqGW79957OX58Ajb0VV3KXKenATj40OGKC5ln+hTNZtMAKEmqnAFQK7OhDzZtrbqK3jDp3QckSd3BAKhlazQaHI8J1r/ymqpL6Qmn77mdxvkDVZchSZIBUCs0Oc7pe26vuoq5nphs/XzBpmrrmG9yHAyAkqQuYADUsg0ODlZdwoJGR08AcFG3ha3zB7p2m0mS6sUAqGXr1pMZzpyxOzw8XHElkiR1J+8EIkmSVDOOAKordPKagqOjowBeu0+SpEUYALXm9Pf3V12CJEldzQCoruAImyRJq8djALXmHD9+nPe9731MTExUXYokSV3JAKg1Z/fu3Rw6dIjdu3dXXYokSV3JAKg15fjx49x9991kJl/84hcdBZQkaQEGQK0pu3fvZmZmBoCZmRlHASVJWoABUGvKvn37mJ6eBmB6epq9e/dWXJEkSd2ntAAYEdsj4u6IeDAiDkbEjcXyD0TEtyLiQDG9rqwaVD+XX345Gza0Tm7fsGEDV1xxRcUVSZLUfcocAZwG3p2ZLwVeAbwtIl5aPPfRzLykmD5fYg2qmaGhIdata/1vvW7dOoaGhiquSJKk7lNaAMzMZmbeVzz+DnAIeGFZnycBbNmyhSuvvJKI4KqrrmJgYKDqkiRJ6jqrcgxgRAwCLwO+Uix6e0R8LSI+EREL/oWOiBsiYn9E7D927NhqlKk1YmhoiB/5kR+pxeiffSK1x16R5orMLPcDIs4F9gK/lZl7IuI8YBxIYBhoZOb/+Vzr2LFjR+7fv7/UOqUuEst5k32imllWn4C9otpZsFdKHQGMiD7gs8CnMnMPQGZ+OzNPZ+YM8HHg0jJrkCRJ0lxlngUcwAhwKDNvmrW8MetlPws8UFYNkiRJerYNJa77VcCbgPsj4kCx7L3AdRFxCa1dwGPAL5dYgyRJkuYpLQBm5pdZeL+zl32RJEmqkHcCkSRJqpkydwH3pJGREcbGxjqyrmazCUCj0Vjile0ZHBxk586dHVmXJEmqLwNgiaampqouQZIk6VkMgPN0coRt165dAAwPD3dsnZIkSSu1JgJgJ3fbdtLo6CjwvSDYTdydLElSfa2JAHjvvfcyMTFB3zl9VZcyx/SpaQAOf+NwxZXMderpUzSbTQOgJEk1tSYCIEDfOX1svWBb1WX0hPGj3gdTkqQ6WxOXgenUWbadNjl+gsnxE1WXsaBu3WaSJKl8a2IEcHBwsOoSFnRiegKAgY2bqy1knoGLN3ftNpMkSeVbEwGwk8eydfKEkszk6aef5tSpU/T1rfz4RE/ckCRJnbAmdgF3q5mZGWZmZjh2zGPuJElS91gTI4Cd1KkRtuPHj/PWt74VgCeeeIJ3vetdDAwMdGTdkiRJK+EIYEl2797NzMwM0BoJ3L17d8UVSZIktRgAS7Jv3z6mp1vXAZyenmbv3r0VVyRJktRiACzJ5ZdfzoYNrT3sGzZs4Iorrqi4IkmSpBYDYEmGhoZYt661edetW8fQ0FDFFUmSJLUYAEuyZcsWrrzySiKCq666yhNAJElS1/As4BINDQ1x5MgRR/8kSVJXMQCWaMuWLXzwgx+sugxJkqQ53AUsSZJUMwZASZKkmnEXsCRJWlNGRkYYGxvryLqazSYAjUZjxesaHBzs2B3HVsoAKEmStIipqamqSyiFAVCSJK0pnRxl27VrFwDDw8MdW2c38BhASZKkmjEASpIk1YwBUJIkqWYMgJIkSTVTWgCMiO0RcXdEPBgRByPixmL5loi4MyIOFz+9Sa4kSdIqKnMEcBp4d2a+FHgF8LaIeCnwHuCuzHwJcFcxL0mSpFVSWgDMzGZm3lc8/g5wCHgh8HrgtuJltwHXlFWDJEmSnm1VjgGMiEHgZcBXgPMys1k89Shw3iLvuSEi9kfE/mPHjq1GmVLPsU+k9tgr0lyRmeV+QMS5wF7gtzJzT0ScyMzNs56fyMznPA5wx44duX///lLrlLpILOdN9olqZll9AvZKt+rk7ds6aXR0FICLLrqo4krmOovbyi3YK6XeCSQi+oDPAp/KzD3F4m9HRCMzmxHRAB4rswZJktT9xsbGOPjQYdi0tepS5ppp5aeDj05UXMgsk+MrXkVpATAiAhgBDmXmTbOe+hxwPfCh4ucdZdUgSZJ6yKatrH/lNVVX0fVO33P7itdR5gjgq4A3AfdHxIFi2XtpBb/PRMRO4JvAtSXWIEmSpHlKC4CZ+WUWP0bjNWV9riRJkp6bdwKRJEmqmVJPApEkqc46eWZrs9m6glqj0Vjxus7iDFKtUQZASZJ6wNTUVNUlaA1pOwBGxEbgRZn5UIn1SJK0ZnRylG3Xrl0ADA8Pd2yd3aTZbMLjJztyhuuaNzlOM1f2haCtYwAj4meAA8CfF/OXRMTnVvTJkiRJqkS7I4AfAC4FvgSQmQciorsuiS1JknpWo9HgeEx4HcA2nL7ndhrnP+dN1JbU7lnApzJzct6ycu8hJ0mSpFK0OwJ4MCJ+AVgfES8BfhW4p7yyJEmSVJZ2RwD/HfCPgaeBPwQmgXeUVJMkSZJKtOQIYESsB/40M68EfqP8kiRJklSmJUcAM/M0MBMRm1ahHkmSJJWs3WMATwL3R8SdwBNnFmbmr5ZSlSRJkkrTbgDcU0ySJEnqcW0FwMy8LSKeB/xQseihzDxVXlmSJEkqS1sBMCJeDdwGjAEBbI+I6zNzX2mVSZIkqRTt7gL+CPDaM/cBjogfAj4NvLyswiRJklSOdq8D2Hcm/AFk5teBvnJKkiRJUpnaHQHcHxH/BfiDYv4Xgf3llCRJkqQytRsA3wK8jdYt4AD+EvjdUiqSJElSqdoNgBuAj2XmTfDM3UHOKa0qSZIklabdYwDvAjbOmt8I/I/OlyNJkqSytRsA+zPz5JmZ4vHzyylJkiRJZWo3AD4REf/8zExE7ACeKqckSZIklandYwBvBHZHxNFivgH8fDklSZJUnZGREcbGxqou41lGR0cB2LVrV8WVzDU4OMjOnTurLkNnqd0AeBHwMuBFwBuAHwOyrKIkSarK2NgYh79xmK0XbKu6lDliQwAw8dSJaguZZfzosapL0DK1GwB3ZebuiNgMXAl8GLiZVhCUJGlN2XrBNl7/ljdUXUbXu+PmPVWXoGVq9xjA08XPfwF8PDP/FHheOSVJkiSpTO0GwG9FxC20jvv7fEScs9R7I+ITEfFYRDwwa9kHIuJbEXGgmF63/NIlSZK0HO0GwGuBvwB+OjNPAFuAX1/iPZ8Erl5g+Ucz85Ji+ny7hUqSJKkz2joGMDOfBPbMmm8CzSXesy8iBldUnSRJkjqu3RHATnp7RHyt2EU8UMHnS5Ik1dpqB8CbgYuBS2iNIH5ksRdGxA0RsT8i9h875mnm0kLsE6k99oo016oGwMz8dmaezswZ4OPApc/x2lszc0dm7ti2rbuuxSR1C/tEao+9Is21qgEwIhqzZn8WeGCx10qSJKkc7V4I+qxFxKeBVwNbI+IR4P3AqyPiElp3ERkDfrmsz5ckSdLCSguAmXndAotHyvo8SZI6odlscvLJk97log3jR48x9fynqi5Dy1BaAJQkSTork+Ocvuf2qquY64nJ1s8XbKq2jtkmx+H8lV1IxQAoSdIsjUaDiadOeC/gNtxx8x4GNm7uyLoGBwc7sp5OGx09AcBFKwxcHXX+wIq3lwFQkiRVbufOnVWXsKBdu3YBMDw8XHElnVXFhaAlSZJUIQOgJElSzRgAJUmSasYAKEmSVDMGQEmSpJoxAEqSJNWMAVCSJKlmDICSJEk1YwCUJEmqGQOgJElSzRgAJUmSasYAKEmSVDMGQEmSpJoxAEqSJNXMhqoLkCSp24wfPcYdN++puow5JsdPALBp6+ZK65ht/OgxBi7eXHUZWgYDoCRJswwODlZdwoJOTE8AMLBxc7WFzDJw8eau3V56bgZASZJm2blzZ9UlLGjXrl0ADA8PV1xJ9xsZGWFsbKwj6xodHQW+t/1XYnBwsGv+/zIASjprnfzl2mw2AWg0Gh1ZXzf9gu00t7u0+vr7+6suoRQGQEmVmpqaqrqEWnK7ay3zy8jSDICSzlonf7m6W6t9bndJnWIAlKSSdXLXbad08rimTnN3slQ+A6BUIwaRs9OpIDI2NsbBhw7Dpq0dqKpDZgKAg49OVFzIPJPjVVcg1YIBUKqRsbExDn/jMFsv2FZ1Kc+IDa0gMvHUiWoLmWf86LHOrnDTVta/8prOrnMNOn3P7VWXINWCAVCqma0XbOP1b3lD1WV0vW67CLAkdZIBUJJK1mw24fGTjm61Y3KcZnqGslS20gJgRHwC+JfAY5n5T4plW4D/BgwCY8C1mdllB6BIa1ez2eTkkycd3WrD+NFjTD3/qarLkKRSlDkC+Engd4Dfn7XsPcBdmfmhiHhPMf/vS6xBkirXaDQ4HhMeA9iG0/fcTuP8garLkNa80gJgZu6LiMF5i18PvLp4fBvwJQyA0qppNBpMPHXCYwDbcMfNe7rqnquS1EnrVvnzzsvMZvH4UeC8Vf58SZKk2lvtAPiMzEwgF3s+Im6IiP0Rsf/YsQ5fjkFaI+wTqT32ijTXap8F/O2IaGRmMyIawGOLvTAzbwVuBdixY8eiQVGqM/tEak9VvdLJi6938qLp3m1Fqz0C+Dng+uLx9cAdq/z5kiT1pP7+fvr7+6suQ2tEmZeB+TStEz62RsQjwPuBDwGfiYidwDeBa8v6fEmSquYom7pVmWcBX7fIU68p6zMlSZK0NO8EIkmrYXK8u+4E8sRk6+cLNlVbx3yT4+B1AKXSGQAlqWSDg4NVl/Aso6MnALio28LW+QNdub2ktcYAKEkl68bjwM6cSTo8PFxxJZKqUNl1ACVJklQNA6AkSVLNuAtYknpEt15UGLywsNRrDICSVENeUFiqNwOgJPUIR9gkdYrHAEqSJNWMAVCSJKlm3AUs1cz40WPccfOeqst4xuT4CQA2bd1caR3zjR89xsDFm6suQ5JKYQCUaqQb77BwYnoCgIGNm6stZJ6Bizd35faSpE4wAEo10o0nEXhHCklafR4DKEmSVDMGQEmSpJoxAEqSJNWMxwBKOmvekkySepsBUFKlvCWZJK0+A6Cks+YImyT1No8BlCRJqhkDoCRJUs0YACVJkmrGAChJklQzBkBJkqSaMQBKkiTVTGRm1TUsKSKOAd+suo5l2gqMV11EDfXydh/PzKvP9k32iZahl7f7svoE7BUtSy9v9wV7pScCYC+LiP2ZuaPqOurG7d5b/Peqhtu99/hvVo21uN3dBSxJklQzBkBJkqSaMQCW79aqC6gpt3tv8d+rGm733uO/WTXW3Hb3GEBJkqSacQRQkiSpZgyAkiRJNWMALElEbI+IuyPiwYg4GBE3Vl1THUREf0T8dUT8bbHd/6+qa9Li7JNq2Ce9xT6pxlrvE48BLElENIBGZt4XEd8HfBW4JjMfrLi0NS0iAnhBZp6MiD7gy8CNmflXFZemBdgn1bBPeot9Uo213ieOAJYkM5uZeV/x+DvAIeCF1Va19mXLyWK2r5j8ltOl7JNq2Ce9xT6pxlrvEwPgKoiIQeBlwFcqLqUWImJ9RBwAHgPuzEy3ew+wT1aXfdKb7JPVtZb7xABYsog4F/gs8I7MfLzqeuogM09n5iXAhcClEfFPKi5JS7BPVp990nvsk9W3lvvEAFii4piBzwKfysw9VddTN5l5ArgbWNYN47U67JNq2Se9wT6p1lrsEwNgSYqDR0eAQ5l5U9X11EVEbIuIzcXjjcBPAX9XaVFalH1SDfukt9gn1VjrfeJZwCWJiB8H/hK4H5gpFr83Mz9fXVVrX0T8KHAbsJ7WF5zPZOZvVluVFmOfVMM+6S32STXWep8YACVJkmrGXcCSJEk1YwCUJEmqGQOgJElSzRgAJUmSasYAKEmSVDMGwB4VEe+d9XgwIh6osp6zERG/EhFvrroO1YO9Ii3NPqkfLwPToyLiZGaeWzweBP57ZnbVLWoiYn1mnq66DtWbvSItzT6pH0cAu0TxjevvIuJTEXEoIv44Il4XEbfPes1PRcSfRMSHgI0RcSAiPlU8vT4iPh4RByPiC8VVy4mISyLiryLia8V7B4rlX4qI346Iv46Ir0fETyxQ069ExH+cNf9/RMTvFI/fWLz3QETcEhHri+UnI+IjEfG3wGUR8aGIeLD4/A8Xr/lARPzaSutTPdkr9oqWZp/YJ0vKTKcumIBBIIFXFfOfAH6d1m1nthXL/hD4meLxyXnvnQYuKeY/A7yxePw14Iri8W8C/6l4/CXgI8Xj1wH/Y4GatgF/P2v+z4AfB34E+H+BvmL57wJvLh4ncG3x+B8AD/G9kebNxc8PAL+20vqc6jnZK/aK09KTfWKfLDU5AthdjmTm/ywe/wHwKuC/Am+M1v0IL6PVMAsZzcwDxeOvAoMRsYlWg+wtlt8GXD7rPXtmv37+CjPzGPBwRLwiIv4B8MPA/wReA7wc+JuIOFDMv7h422laNywHmASmgJGIeAPw5Oz1r7Q+1Zq9Yq9oafaJfbKoDVUXoDnmH5CZwO/R+mY0BezOzOlF3vv0rMengY1tfN6Z95ym+H8hIn4PeBlwNDNfB/wRcC2tb41/kpkZEQHclpn/YYF1TmVxjEZmTkfEpbSa+eeAtwNXtVHXovVJBXtlifok7JMl66szRwC7y4si4rLi8S8AX87Mo8BR4H20GveMUxHR91wry8xJYGLWsQ5vAvY+x1vIzF/KzEuKRgX4E+D1wHW0GhfgLuDnIuIHACJiS0T84Px1RcS5wKZs3bD8ncA/W2l9UsFesVe0NPvEPllU7RNwl3kIeFtEfAJ4ELi5WP4pWsdsHJr12luBr0XEfcBvPMc6rwf+c0Q8H3gY+KWzKSgzJyLiEPDSzPzrYtmDEfE+4AsRsQ44BbwN+Oa8t38fcEdE9AMBvKvT9am27BV7RUuzT+yTRXkZmC4Rz3HafXGW1P+XmSOrXpjUZewVaWn2iZbiCGCXi4ivAk8A7666Fqmb2SvS0uwTneEIoCRJUs14EogkSVLNGAAlSZJqxgAoSZJUMwZASZKkmjEASpIk1cz/DwFCPiqdCwVeAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "subdf = df.copy()\n", "\n", "# Remove this block to get the results for every CPU models\n", "subdf = subdf[\n", " (subdf[\"cpu-model-id\"]==\"A0\") |\n", " (subdf[\"cpu-model-id\"]==\"A3\") |\n", " (subdf[\"cpu-model-id\"]==\"A7\") |\n", " (subdf[\"cpu-model-id\"]==\"I0\") |\n", " (subdf[\"cpu-model-id\"]==\"I13\") |\n", " (subdf[\"cpu-model-id\"]==\"I40\")\n", "]\n", "\n", "cpu_models = subdf['cpu-model'].unique()\n", "\n", "for cpu_model in cpu_models:\n", " check_df = subdf[subdf['cpu-model']==cpu_model]\n", " count_python2 = check_df[check_df['python-version']==2]['score'].count()\n", " count_python3 = check_df[check_df['python-version']==3]['score'].count()\n", "\n", " # Only display cpu-model having at least 5 py2 and py3 results: else results are not really reliable\n", " if count_python2 < 5 or count_python3 < 5:\n", " subdf = subdf[subdf['cpu-model']!=cpu_model]\n", "\n", "if not subdf.empty:\n", " g = sns.FacetGrid(subdf, col=\"cpu-model-id\", margin_titles=True, col_wrap=3)\n", " g.map_dataframe(sns.boxplot, \"python-version\", \"score\", palette=\"GnBu\")\n", " g.set_titles(col_template=\"{col_name}\", row_template=\"{row_name}\")\n", "else:\n", " print(\"Not enough data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Distribution of the scores according to cpu model, iteration, python version and job id**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "subdf = df.copy()\n", "subdf['iteration'] = subdf['iteration'].astype(int)\n", "subdf = subdf.sort_values(['iteration', 'cpu-model'])\n", "\n", "# Remove this block to get the results for every CPU models\n", "subdf = subdf[\n", " (subdf[\"cpu-model-id\"]==\"A0\") |\n", " (subdf[\"cpu-model-id\"]==\"A3\") |\n", " (subdf[\"cpu-model-id\"]==\"A7\") |\n", " (subdf[\"cpu-model-id\"]==\"I0\") |\n", " (subdf[\"cpu-model-id\"]==\"I13\") |\n", " (subdf[\"cpu-model-id\"]==\"I40\")\n", "]\n", "\n", "g = sns.FacetGrid(subdf, col=\"cpu-model-id\", margin_titles=True, hue=\"job-id\", palette=\"GnBu\", col_wrap=3)\n", "g.map_dataframe(sns.lineplot, x=\"iteration\", y=\"score\", style=\"python-version\")\n", "g.set_titles(col_template=\"{col_name}\", row_template=\"{row_name}\")\n", "g.set_xlabels(\"Iteration\")\n", "g.set(xticks=range(11))\n", "g.set_ylabels(\"DB12 score (HS06)\")\n", "g.hue_names = [\"python-version\", \"2\", \"3\", \"job-id\"] + list(subdf[\"job-id\"].unique())\n", "g.add_legend()\n", "plt.savefig(\"results/distribIterations.pdf\", bbox_inches=\"tight\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Standard deviations:\n", "\n", "A0 - py2: 0.37\n", "A0 - py3: 0.76\n", "\n", "A3 - py2: 0.18\n", "A3 - py3: 0.20\n", "\n", "A7 - py2: 0.39\n", "A7 - py3: 0.57\n", "\n", "I0 - py2: 0.42\n", "I0 - py3: 0.63\n", "\n", "I13 - py2: 1.82\n", "I13 - py3: 1.18\n", "\n", "I40 - py2: 3.22\n", "I40 - py3: 3.67\n", "\n" ] } ], "source": [ "print(\"Standard deviations:\\n\")\n", "print(\"A0 - py2: %.2f\" % subdf[(subdf[\"cpu-model-id\"]==\"A0\") & (subdf[\"python-version\"]==2)][\"score\"].std())\n", "print(\"A0 - py3: %.2f\\n\" % subdf[(subdf[\"cpu-model-id\"]==\"A0\") & (subdf[\"python-version\"]==3)][\"score\"].std())\n", "\n", "print(\"A3 - py2: %.2f\" % subdf[(subdf[\"cpu-model-id\"]==\"A3\") & (subdf[\"python-version\"]==2)][\"score\"].std())\n", "print(\"A3 - py3: %.2f\\n\" % subdf[(subdf[\"cpu-model-id\"]==\"A3\") & (subdf[\"python-version\"]==3)][\"score\"].std())\n", "\n", "print(\"A7 - py2: %.2f\" % subdf[(subdf[\"cpu-model-id\"]==\"A7\") & (subdf[\"python-version\"]==2)][\"score\"].std())\n", "print(\"A7 - py3: %.2f\\n\" % subdf[(subdf[\"cpu-model-id\"]==\"A7\") & (subdf[\"python-version\"]==3)][\"score\"].std())\n", "\n", "print(\"I0 - py2: %.2f\" % subdf[(subdf[\"cpu-model-id\"]==\"I0\") & (subdf[\"python-version\"]==2)][\"score\"].std())\n", "print(\"I0 - py3: %.2f\\n\" % subdf[(subdf[\"cpu-model-id\"]==\"I0\") & (subdf[\"python-version\"]==3)][\"score\"].std())\n", "\n", "print(\"I13 - py2: %.2f\" % subdf[(subdf[\"cpu-model-id\"]==\"I13\") & (subdf[\"python-version\"]==2)][\"score\"].std())\n", "print(\"I13 - py3: %.2f\\n\" % subdf[(subdf[\"cpu-model-id\"]==\"I13\") & (subdf[\"python-version\"]==3)][\"score\"].std())\n", "\n", "print(\"I40 - py2: %.2f\" % subdf[(subdf[\"cpu-model-id\"]==\"I40\") & (subdf[\"python-version\"]==2)][\"score\"].std())\n", "print(\"I40 - py3: %.2f\\n\" % subdf[(subdf[\"cpu-model-id\"]==\"I40\") & (subdf[\"python-version\"]==3)][\"score\"].std())" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### Analysis of the scores" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "def merge_python_version(df, attrs=[\n", " 'job-id',\n", " 'iteration',\n", " 'ce',\n", " 'os',\n", " 'cpu-model',\n", " 'cpu-model-id',\n", " 'cpu-mhz',\n", " 'cpu-family',\n", " 'nb-cores',\n", " 'load-avg'\n", " ]):\n", " subdf_py3 = df[df['python-version']==3]\n", " subdf_py2 = df[df['python-version']==2]\n", "\n", " subdf_py3 = subdf_py3.rename(columns={'score': 'score-py3'})\n", " del subdf_py3['python-version']\n", " subdf_py3\n", "\n", " subdf_py2 = subdf_py2.rename(columns={'score': 'score-py2'})\n", " del subdf_py2['python-version']\n", " subdf_py2\n", "\n", " subdf = subdf_py3.merge(subdf_py2, how='left', on=attrs)\n", " return subdf\n", "\n", "def compute_and_display_scores(df, threshold=None, y='score-py3', hue='cpu-model', style=\"cpu-family\", title=None):\n", " plt.rcParams['figure.figsize'] = [10, 10]\n", " \n", " if threshold:\n", " df = df[df[y] * threshold - df['score-py2'] > 0]\n", "\n", "\n", " scatter = sns.scatterplot(x=\"score-py2\", y=y, hue=hue, style=style, data=df, palette=\"viridis\")\n", " scatter.legend(bbox_to_anchor=(0.96, -0.1), ncol=6)\n", " scatter.set_xlabel(\"DB12 score Python2 (HS06)\")\n", " scatter.set_ylabel(\"DB12 score Python3 (HS06)\")\n", " X_plot = np.linspace(0, 30, 100)\n", " Y_plot = X_plot\n", " scatter.plot(X_plot, Y_plot, linewidth=0.5, color=\"r\")\n", "\n", " if title:\n", " plt.savefig('results/%s.pdf' % title, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "subdf = df.copy()\n", "subdf = merge_python_version(subdf)\n", "compute_and_display_scores(subdf, hue=\"cpu-model-id\", title=\"py3vspy2_original\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RMSE: 2.8558366261882857\n" ] } ], "source": [ "y_test = subdf['score-py2']\n", "predictions = subdf['score-py3']\n", "print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, predictions)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`python3` scores do not follow the `python2` scores.\n", "We can distinguish two different lines: the Intel and the AMD ones." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Considered solutions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Is there a specific and unique value that would transform a python3 score into a python2 one?" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "subdf = df.copy()\n", "subdf = subdf.groupby(['job-id', 'python-version']).median().reset_index()\n", "subdf = merge_python_version(subdf, ['job-id'])\n", "subdf['relation'] = round(subdf['score-py2'] / subdf['score-py3'], 2)\n", "plt.rcParams['figure.figsize'] = [20, 5]\n", "sns.countplot(x='relation', data=subdf, palette='GnBu')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "1.18 seems to be a good value: let's try to apply it on `python3` scores and see how it fits with pilot scores." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false, "slideshow": { "slide_type": "notes" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "subdf = df.copy()\n", "subdf.loc[subdf['python-version']==3, 'score'] = subdf['score'] * 0.85\n", "\n", "subdf = merge_python_version(subdf)\n", "compute_and_display_scores(subdf, hue=\"cpu-model-id\", title=\"py3vspy2_sol1\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RMSE: 1.5207597494299394\n" ] } ], "source": [ "y_test = subdf['score-py2']\n", "predictions = subdf['score-py3']\n", "print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, predictions)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Can we have one value for Intel, and one for AMD?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we can distinguish two different lines, wouldn't it be better to have two different constant values? One for AMD and another for Intel." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "subdf = df.copy()\n", "subdf = merge_python_version(subdf)\n", "compute_and_display_scores(subdf, hue='cpu-family')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Find constant values**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's find a constant value for AMD processors." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": false }, "outputs": [], "source": [ "subdf = df.copy()\n", "subdf = subdf.groupby(['job-id', 'cpu-family', 'python-version']).median().reset_index()\n", "subdf = merge_python_version(subdf, ['job-id','cpu-family'])\n", "subdf['relation'] = round(subdf['score-py2'] / subdf['score-py3'], 1)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = [20, 5]\n", "sns.countplot(x='relation', data=subdf[subdf['cpu-family']=='AMD'], palette='GnBu')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of the constant value would be between 1.2 and 1.4.\n", "Now, let's find a constant value for Intel processor." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = [20, 5]\n", "sns.countplot(x='relation', data=subdf[subdf['cpu-family']=='Intel'], palette='GnBu')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Apply constants**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Intel processors only with the constant applied: " ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "subdf = df.copy()\n", "subdf.loc[subdf['python-version']==3, 'score'] = subdf['score'] * 0.86\n", "\n", "subdf = merge_python_version(subdf)\n", "compute_and_display_scores(subdf[subdf['cpu-family']=='Intel'], hue='cpu-family')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "AMD processors only with the constant applied: " ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "subdf = df.copy()\n", "subdf.loc[subdf['python-version']==3, 'score'] = subdf['score'] * 0.71\n", "\n", "subdf = merge_python_version(subdf)\n", "compute_and_display_scores(subdf[subdf['cpu-family']=='AMD'], hue='cpu-family')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**To sum up**" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "subdf = df.copy()\n", "subdf.loc[(subdf['python-version']==3) & (subdf['cpu-family']=='AMD'), 'score'] = subdf['score'] * 0.71\n", "subdf.loc[(subdf['python-version']==3) & (subdf['cpu-family']=='Intel'), 'score'] = subdf['score'] * 0.86\n", "subdf = merge_python_version(subdf)\n", "compute_and_display_scores(subdf, hue=\"cpu-model-id\", title=\"py3vspy2_sol2\")" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RMSE: 1.193533964845115\n" ] } ], "source": [ "y_test = subdf['score-py2']\n", "predictions = subdf['score-py3']\n", "print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, predictions)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What about creating a ML model to compute the DB12 score according to the available attributes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The idea is to find $h$ such as:\n", "- $f(env) = DB12_{py2}$\n", "- $g(env) = DB12_{py3}$\n", "- $h(g(env), DB12_{py3}) = DB12_{py2}$\n", "\n", "Pros: in the future, we might need to integrate further python versions or processors in the analysis, \n", "which could become harder to maintain. Having a model updated with new data regularly could simplify the process\n", "\n", "Cons: we need a lot of data.\n", "\n", "Let's try a simple linear regression first." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def plot_learning_curve(estimator, title, X, y, axes=None, ylim=None, cv=None,\n", " n_jobs=None, train_sizes=np.linspace(.1, 1.0, 5)):\n", "\n", " # Prepare learning curves\n", " train_sizes, train_scores, test_scores, fit_times, _ = \\\n", " learning_curve(estimator, X, y, cv=cv, n_jobs=n_jobs,\n", " train_sizes=train_sizes,\n", " shuffle=True,\n", " scoring='r2',\n", " random_state=11,\n", " return_times=True)\n", " train_scores_mean = np.mean(train_scores, axis=1)\n", " train_scores_std = np.std(train_scores, axis=1)\n", " test_scores_mean = np.mean(test_scores, axis=1)\n", " test_scores_std = np.std(test_scores, axis=1)\n", " fit_times_mean = np.mean(fit_times, axis=1)\n", " fit_times_std = np.std(fit_times, axis=1)\n", " \n", " # Plot\n", " plt.figure(figsize=(8,6))\n", " plt.plot(train_sizes, train_scores_mean, 'o-', color=\"#a8ddb5\",\n", " label=\"Training score\")[0]\n", " plt.plot(train_sizes, test_scores_mean, 'o-', color=\"#08589e\",\n", " label=\"Cross-validation score\")\n", "\n", " # Adjust details\n", " plt.title(title)\n", " if ylim is not None:\n", " plt.ylim(*ylim)\n", " plt.xlabel(\"Training examples\")\n", " plt.ylabel(\"R2\")\n", "\n", " # Plot learning curve\n", " plt.grid()\n", " plt.fill_between(train_sizes, train_scores_mean - train_scores_std,\n", " train_scores_mean + train_scores_std, alpha=0.1,\n", " color=\"#a8ddb5\")\n", " plt.fill_between(train_sizes, test_scores_mean - test_scores_std,\n", " test_scores_mean + test_scores_std, alpha=0.1,\n", " color=\"#08589e\")\n", " \n", " plt.legend(loc=\"best\")\n", " plt.savefig('results/learning_curves.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Define X (the features: py3 score, os, cpu-model, cpu-mhz, ce) and y (target: py2 score)**" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "subdf = df.copy()\n", "subdf = merge_python_version(subdf)\n", "\n", "subdf['cpu-model'] = pd.factorize(subdf['cpu-model'])[0]\n", "subdf['os'] = pd.factorize(subdf['os'])[0]\n", "\n", "X = subdf[['score-py3', 'cpu-model', 'cpu-mhz', 'nb-cores', 'load-avg', 'os']]\n", "y = subdf[['score-py2']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Train: regression and plot the learning curve**" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "title = \"Learning Curves (Linear Regression)\"\n", "# Cross validation with 100 iterations to get smoother mean test and train\n", "# score curves, each time with 20% data randomly selected as a validation set.\n", "#cv = ShuffleSplit(n_splits=100, test_size=0.2, random_state=0)\n", "estimator = LinearRegression()\n", "plot_learning_curve(estimator, title, X, y,\n", " ylim=(0, 1.01),\n", " train_sizes=np.linspace(0.01, 0.99, 50),\n", " cv=5,\n", " n_jobs=4)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have a high-variance: we need additional data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Train and test**" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.02962598]\n", "[[ 7.78258584e-01 2.73371321e-02 5.59346088e-05 -8.96167480e-03\n", " 5.17240522e-04 -5.10918271e-02]]\n" ] } ], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30, random_state=42)\n", "regr = LinearRegression()\n", "regr.fit(X_train,y_train)\n", "print(regr.intercept_)\n", "print(regr.coef_)\n", "predictions = regr.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RMSE: 1.2542648644009329\n" ] } ], "source": [ "print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, predictions)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Plot the predictions of X_test**" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#predictions\n", "subdf = X_test.copy()\n", "subdf['score-py2'] = y_test\n", "subdf['score-py3'] = predictions\n", "\n", "compute_and_display_scores(subdf, None, style=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Plot the predictions of X**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We should not take into consideration train data but we include them to have a bigger picture." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "predictions = regr.predict(X)\n", "subdf = X.copy()\n", "subdf['score-py2'] = y\n", "subdf['score-py3'] = predictions\n", "\n", "compute_and_display_scores(subdf, style=None, title=\"py3vspy2_sol3\")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RMSE: 1.301812455645645\n" ] } ], "source": [ "y_test = subdf['score-py2']\n", "predictions = subdf['score-py3']\n", "print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, predictions)))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.8.13 ('analysis')", "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": "3.8.13" }, "vscode": { "interpreter": { "hash": "84dd3096eba6844681c414f893a3bef413d944cf2eed8d1b3305112ab78d359e" } } }, "nbformat": 4, "nbformat_minor": 4 }