From a2f794772ef2688051c25fecd078be3800afec4e Mon Sep 17 00:00:00 2001 From: chortas Date: Wed, 22 Dec 2021 20:52:55 -0300 Subject: [PATCH] Fix santisi bug and reorganize analysis --- fftma_module/gen/analysis.ipynb | 1699 +++++++++++++++++-------------- fftma_module/gen/setup.py | 4 +- 2 files changed, 955 insertions(+), 748 deletions(-) diff --git a/fftma_module/gen/analysis.ipynb b/fftma_module/gen/analysis.ipynb index 89a3272..00d2f6b 100644 --- a/fftma_module/gen/analysis.ipynb +++ b/fftma_module/gen/analysis.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -116,7 +116,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -127,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -164,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -183,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -242,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -274,9 +274,16 @@ "## N = 8" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Armado del dataset" + ] + }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -304,23 +311,23 @@ " \n", " \n", " \n", - " time\n", " memory\n", " cpu\n", + " time\n", " \n", " \n", " \n", " min\n", " max\n", - " mean\n", - " sum\n", - " count\n", + " median\n", " min\n", " max\n", - " median\n", + " mean\n", " min\n", " max\n", " mean\n", + " sum\n", + " count\n", " \n", " \n", " function\n", @@ -340,243 +347,243 @@ " \n", " \n", " Py_kgeneration\n", - " 0.544398\n", - " 0.544398\n", - " 0.544398\n", - " 0.544398\n", + " 1.2\n", + " 1.2\n", + " 1.2\n", + " 75.100000\n", + " 75.100000\n", + " 75.100000\n", + " 0.633546\n", + " 0.633546\n", + " 0.633546\n", + " 0.633546\n", " 1\n", - " 0.2\n", - " 0.2\n", - " 0.2\n", - " 4.978049\n", - " 4.978049\n", - " 4.978049\n", " \n", " \n", " generate\n", - " 0.383407\n", - " 0.383407\n", - " 0.383407\n", - " 0.383407\n", + " 1.3\n", + " 1.3\n", + " 1.3\n", + " 100.100000\n", + " 100.100000\n", + " 100.100000\n", + " 0.397899\n", + " 0.397899\n", + " 0.397899\n", + " 0.397899\n", " 1\n", - " -0.1\n", - " -0.1\n", - " -0.1\n", - " 7.507407\n", - " 7.507407\n", - " 7.507407\n", " \n", " \n", " gasdev\n", - " 0.000081\n", - " 0.016990\n", - " 0.000548\n", - " 0.280543\n", - " 512\n", - " -0.7\n", + " -0.2\n", " 0.2\n", " 0.0\n", " 0.000000\n", " 100.100000\n", - " 0.393945\n", + " 5.669727\n", + " 0.000106\n", + " 0.007636\n", + " 0.000579\n", + " 0.296354\n", + " 512\n", " \n", " \n", " fftma2\n", - " 0.157936\n", - " 0.157936\n", - " 0.157936\n", - " 0.157936\n", + " -0.1\n", + " -0.1\n", + " -0.1\n", + " 30.534783\n", + " 30.534783\n", + " 30.534783\n", + " 0.234361\n", + " 0.234361\n", + " 0.234361\n", + " 0.234361\n", " 1\n", - " 0.3\n", - " 0.3\n", - " 0.3\n", - " 0.100000\n", - " 0.100000\n", - " 0.100000\n", " \n", " \n", " covariance\n", - " 0.154748\n", - " 0.154748\n", - " 0.154748\n", - " 0.154748\n", + " -0.1\n", + " -0.1\n", + " -0.1\n", + " 31.918182\n", + " 31.918182\n", + " 31.918182\n", + " 0.224350\n", + " 0.224350\n", + " 0.224350\n", + " 0.224350\n", " 1\n", - " 0.3\n", - " 0.3\n", - " 0.3\n", - " 0.100000\n", - " 0.100000\n", - " 0.100000\n", " \n", " \n", - " ran2\n", - " 0.000080\n", - " 0.001279\n", - " 0.000118\n", - " 0.082659\n", - " 702\n", - " -0.4\n", + " cov_value\n", + " -0.2\n", " 0.2\n", " 0.0\n", " 0.000000\n", " 100.100000\n", - " 0.143162\n", + " 0.859143\n", + " 0.000103\n", + " 0.000966\n", + " 0.000134\n", + " 0.093502\n", + " 700\n", " \n", " \n", - " cov_value\n", - " 0.000081\n", - " 0.000197\n", - " 0.000097\n", - " 0.067926\n", - " 700\n", - " -0.5\n", + " ran2\n", + " -0.2\n", " 0.2\n", " 0.0\n", " 0.000000\n", - " 0.100000\n", - " 0.000286\n", + " 100.100000\n", + " 0.998148\n", + " 0.000101\n", + " 0.000583\n", + " 0.000133\n", + " 0.093435\n", + " 702\n", " \n", " \n", - " cgrid\n", - " 0.001345\n", - " 0.001345\n", - " 0.001345\n", - " 0.001345\n", - " 1\n", + " fourt\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", + " 0.000553\n", + " 0.000795\n", + " 0.000664\n", + " 0.001993\n", + " 3\n", " \n", " \n", - " length\n", - " 0.000287\n", - " 0.000294\n", - " 0.000292\n", - " 0.000875\n", - " 3\n", + " cgrid\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", + " 0.001623\n", + " 0.001623\n", + " 0.001623\n", + " 0.001623\n", + " 1\n", " \n", " \n", - " fourt\n", - " 0.000129\n", - " 0.000145\n", - " 0.000138\n", - " 0.000413\n", - " 3\n", + " length\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", + " 0.000355\n", + " 0.000359\n", + " 0.000358\n", + " 0.001073\n", + " 3\n", " \n", " \n", - " maxfactor\n", - " 0.000081\n", - " 0.000081\n", - " 0.000081\n", - " 0.000243\n", - " 3\n", + " clean_real\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", + " 0.000463\n", + " 0.000463\n", + " 0.000463\n", + " 0.000463\n", + " 1\n", " \n", " \n", - " build_real\n", - " 0.000096\n", - " 0.000096\n", - " 0.000096\n", - " 0.000096\n", - " 1\n", + " prebuild_gwn\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", + " 0.000454\n", + " 0.000454\n", + " 0.000454\n", + " 0.000454\n", + " 1\n", " \n", " \n", - " prebuild_gwn\n", - " 0.000090\n", - " 0.000090\n", - " 0.000090\n", - " 0.000090\n", - " 1\n", + " build_real\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", + " 0.000410\n", + " 0.000410\n", + " 0.000410\n", + " 0.000410\n", + " 1\n", " \n", " \n", - " clean_real\n", - " 0.000088\n", - " 0.000088\n", - " 0.000088\n", - " 0.000088\n", - " 1\n", + " maxfactor\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", + " 0.000105\n", + " 0.000106\n", + " 0.000105\n", + " 0.000316\n", + " 3\n", " \n", " \n", "\n", "" ], "text/plain": [ - " time memory \\\n", - " min max mean sum count min max \n", - "function \n", - "Py_kgeneration 0.544398 0.544398 0.544398 0.544398 1 0.2 0.2 \n", - "generate 0.383407 0.383407 0.383407 0.383407 1 -0.1 -0.1 \n", - "gasdev 0.000081 0.016990 0.000548 0.280543 512 -0.7 0.2 \n", - "fftma2 0.157936 0.157936 0.157936 0.157936 1 0.3 0.3 \n", - "covariance 0.154748 0.154748 0.154748 0.154748 1 0.3 0.3 \n", - "ran2 0.000080 0.001279 0.000118 0.082659 702 -0.4 0.2 \n", - "cov_value 0.000081 0.000197 0.000097 0.067926 700 -0.5 0.2 \n", - "cgrid 0.001345 0.001345 0.001345 0.001345 1 0.0 0.0 \n", - "length 0.000287 0.000294 0.000292 0.000875 3 0.0 0.0 \n", - "fourt 0.000129 0.000145 0.000138 0.000413 3 0.0 0.0 \n", - "maxfactor 0.000081 0.000081 0.000081 0.000243 3 0.0 0.0 \n", - "build_real 0.000096 0.000096 0.000096 0.000096 1 0.0 0.0 \n", - "prebuild_gwn 0.000090 0.000090 0.000090 0.000090 1 0.0 0.0 \n", - "clean_real 0.000088 0.000088 0.000088 0.000088 1 0.0 0.0 \n", + " memory cpu \\\n", + " min max median min max mean \n", + "function \n", + "Py_kgeneration 1.2 1.2 1.2 75.100000 75.100000 75.100000 \n", + "generate 1.3 1.3 1.3 100.100000 100.100000 100.100000 \n", + "gasdev -0.2 0.2 0.0 0.000000 100.100000 5.669727 \n", + "fftma2 -0.1 -0.1 -0.1 30.534783 30.534783 30.534783 \n", + "covariance -0.1 -0.1 -0.1 31.918182 31.918182 31.918182 \n", + "cov_value -0.2 0.2 0.0 0.000000 100.100000 0.859143 \n", + "ran2 -0.2 0.2 0.0 0.000000 100.100000 0.998148 \n", + "fourt 0.0 0.0 0.0 0.000000 0.000000 0.000000 \n", + "cgrid 0.0 0.0 0.0 0.000000 0.000000 0.000000 \n", + "length 0.0 0.0 0.0 0.000000 0.000000 0.000000 \n", + "clean_real 0.0 0.0 0.0 0.000000 0.000000 0.000000 \n", + "prebuild_gwn 0.0 0.0 0.0 0.000000 0.000000 0.000000 \n", + "build_real 0.0 0.0 0.0 0.000000 0.000000 0.000000 \n", + "maxfactor 0.0 0.0 0.0 0.000000 0.000000 0.000000 \n", "\n", - " cpu \n", - " median min max mean \n", - "function \n", - "Py_kgeneration 0.2 4.978049 4.978049 4.978049 \n", - "generate -0.1 7.507407 7.507407 7.507407 \n", - "gasdev 0.0 0.000000 100.100000 0.393945 \n", - "fftma2 0.3 0.100000 0.100000 0.100000 \n", - "covariance 0.3 0.100000 0.100000 0.100000 \n", - "ran2 0.0 0.000000 100.100000 0.143162 \n", - "cov_value 0.0 0.000000 0.100000 0.000286 \n", - "cgrid 0.0 0.000000 0.000000 0.000000 \n", - "length 0.0 0.000000 0.000000 0.000000 \n", - "fourt 0.0 0.000000 0.000000 0.000000 \n", - "maxfactor 0.0 0.000000 0.000000 0.000000 \n", - "build_real 0.0 0.000000 0.000000 0.000000 \n", - "prebuild_gwn 0.0 0.000000 0.000000 0.000000 \n", - "clean_real 0.0 0.000000 0.000000 0.000000 " + " time \n", + " min max mean sum count \n", + "function \n", + "Py_kgeneration 0.633546 0.633546 0.633546 0.633546 1 \n", + "generate 0.397899 0.397899 0.397899 0.397899 1 \n", + "gasdev 0.000106 0.007636 0.000579 0.296354 512 \n", + "fftma2 0.234361 0.234361 0.234361 0.234361 1 \n", + "covariance 0.224350 0.224350 0.224350 0.224350 1 \n", + "cov_value 0.000103 0.000966 0.000134 0.093502 700 \n", + "ran2 0.000101 0.000583 0.000133 0.093435 702 \n", + "fourt 0.000553 0.000795 0.000664 0.001993 3 \n", + "cgrid 0.001623 0.001623 0.001623 0.001623 1 \n", + "length 0.000355 0.000359 0.000358 0.001073 3 \n", + "clean_real 0.000463 0.000463 0.000463 0.000463 1 \n", + "prebuild_gwn 0.000454 0.000454 0.000454 0.000454 1 \n", + "build_real 0.000410 0.000410 0.000410 0.000410 1 \n", + "maxfactor 0.000105 0.000106 0.000105 0.000316 3 " ] }, - "execution_count": 75, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -588,14 +595,23 @@ "df" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Comparación de tiempos\n", + "\n", + "Una vez reconocidas qué funciones llaman a otras, se muestra en los siguientes gráficos cuánto tiempo consume cada función respecto del total que insume la función invocante." + ] + }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -610,41 +626,91 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 33, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/oli/.local/lib/python3.6/site-packages/ipykernel_launcher.py:13: RuntimeWarning:\n", - "\n", - "invalid value encountered in double_scalars\n", - "\n" - ] - }, { "data": { - "image/png": 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\n", 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", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "plot_treemap(df)" + "plot_pie_charts(df, \"Memory comparisons\", (\"memory\", \"median\"))" ] }, { @@ -4245,9 +4377,16 @@ "## N = 64" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Armado del dataset" + ] + }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -4283,23 +4422,23 @@ " \n", " \n", " \n", + " cpu\n", " memory\n", " time\n", - " cpu\n", " \n", " \n", " \n", + " max\n", + " mean\n", " min\n", " max\n", " median\n", " min\n", - " max\n", - " mean\n", - " sum\n", " count\n", - " min\n", " max\n", " mean\n", + " min\n", + " sum\n", " \n", " \n", " function\n", @@ -4319,243 +4458,243 @@ " \n", " \n", " Py_kgeneration\n", - " 304.2\n", - " 304.2\n", - " 304.2\n", - " 178.629961\n", - " 178.629961\n", - " 178.629961\n", - " 178.629961\n", + " 32.278779\n", + " 32.278779\n", + " 32.278779\n", + " -199.3\n", + " -199.3\n", + " -199.3\n", " 1.0\n", - " 17.667643\n", - " 17.667643\n", - " 17.667643\n", + " 415.639768\n", + " 415.639768\n", + " 415.639768\n", + " 415.639768\n", " \n", " \n", " generate\n", - " 303.8\n", - " 303.8\n", - " 303.8\n", - " 139.743243\n", - " 139.743243\n", - " 139.743243\n", - " 139.743243\n", + " 32.749276\n", + " 32.749276\n", + " 32.749276\n", + " -281.6\n", + " -281.6\n", + " -281.6\n", " 1.0\n", - " 20.362745\n", - " 20.362745\n", - " 20.362745\n", + " 329.579564\n", + " 329.579564\n", + " 329.579564\n", + " 329.579564\n", " \n", " \n", " fftma2\n", - " 2.6\n", - " 2.6\n", - " 2.6\n", - " 38.884135\n", - " 38.884135\n", - " 38.884135\n", - " 38.884135\n", + " 30.472359\n", + " 30.472359\n", + " 30.472359\n", + " 85.3\n", + " 85.3\n", + " 85.3\n", " 1.0\n", - " 8.035698\n", - " 8.035698\n", - " 8.035698\n", + " 86.059132\n", + " 86.059132\n", + " 86.059132\n", + " 86.059132\n", " \n", " \n", " covariance\n", - " -1.8\n", - " -1.8\n", - " -1.8\n", - " 38.781881\n", - " 38.781881\n", - " 38.781881\n", - " 38.781881\n", + " 30.505800\n", + " 30.505800\n", + " 30.505800\n", + " 80.9\n", + " 80.9\n", + " 80.9\n", " 1.0\n", - " 8.055999\n", - " 8.055999\n", - " 8.055999\n", + " 85.894170\n", + " 85.894170\n", + " 85.894170\n", + " 85.894170\n", " \n", " \n", " gasdev\n", - " -19.3\n", - " 4.0\n", + " 100.100000\n", + " 2.395994\n", + " 0.000000\n", + " 8.0\n", " 0.0\n", - " 0.000081\n", - " 0.023745\n", - " 0.000409\n", - " 103.849151\n", + " -61.2\n", " 262144.0\n", - " 0.000000\n", - " 100.100000\n", - " 0.567746\n", + " 0.011277\n", + " 0.000909\n", + " 0.000193\n", + " 242.610944\n", " \n", " \n", " fourt\n", - " 0.0\n", - " 2.4\n", - " 0.0\n", - " 0.025649\n", - " 0.041650\n", - " 0.031247\n", - " 0.093742\n", - " 3.0\n", - " 0.100000\n", - " 0.100000\n", + " 25.100000\n", + " 8.433333\n", " 0.100000\n", + " 2.3\n", + " 0.4\n", + " -0.2\n", + " 3.0\n", + " 0.066393\n", + " 0.050588\n", + " 0.042309\n", + " 0.151763\n", " \n", " \n", " cov_value\n", - " -9.5\n", - " 2.2\n", + " 100.100000\n", + " 0.572549\n", + " 0.000000\n", + " 3.0\n", " 0.0\n", - " 0.000091\n", - " 0.000309\n", - " 0.000105\n", - " 16.534301\n", + " -7.1\n", " 156816.0\n", - " 0.000000\n", - " 100.100000\n", - " 0.044064\n", + " 0.000575\n", + " 0.000221\n", + " 0.000193\n", + " 34.674709\n", " \n", " \n", " ran2\n", - " -19.3\n", - " 2.4\n", + " 100.100000\n", + " 0.527507\n", + " 0.000000\n", + " 2.7\n", " 0.0\n", - " 0.000078\n", - " 0.002609\n", - " 0.000102\n", - " 32.804563\n", + " -17.8\n", " 333450.0\n", - " 0.000000\n", - " 100.100000\n", - " 0.118282\n", + " 0.000691\n", + " 0.000218\n", + " 0.000190\n", + " 74.079918\n", " \n", " \n", " build_real\n", + " 0.000000\n", + " 0.000000\n", + " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 0.003262\n", - " 0.003262\n", - " 0.003262\n", - " 0.003262\n", " 1.0\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 0.001935\n", + " 0.001935\n", + " 0.001935\n", + " 0.001935\n", " \n", " \n", " prebuild_gwn\n", - " 2.1\n", - " 2.1\n", - " 2.1\n", - " 0.001021\n", - " 0.001021\n", - " 0.001021\n", - " 0.001021\n", - " 1.0\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", + " 2.2\n", + " 2.2\n", + " 2.2\n", + " 1.0\n", + " 0.002618\n", + " 0.002618\n", + " 0.002618\n", + " 0.002618\n", " \n", " \n", " clean_real\n", - " 0.7\n", - " 0.7\n", - " 0.7\n", - " 0.000743\n", - " 0.000743\n", - " 0.000743\n", - " 0.000743\n", - " 1.0\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", + " 0.4\n", + " 0.4\n", + " 0.4\n", + " 1.0\n", + " 0.001551\n", + " 0.001551\n", + " 0.001551\n", + " 0.001551\n", " \n", " \n", " cgrid\n", + " 0.000000\n", + " 0.000000\n", + " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 0.001870\n", - " 0.001870\n", - " 0.001870\n", - " 0.001870\n", " 1.0\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 0.003504\n", + " 0.003504\n", + " 0.003504\n", + " 0.003504\n", " \n", " \n", " length\n", + " 0.000000\n", + " 0.000000\n", + " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 0.000348\n", - " 0.000635\n", - " 0.000448\n", - " 0.001343\n", " 3.0\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 0.001141\n", + " 0.000827\n", + " 0.000668\n", + " 0.002481\n", " \n", " \n", " maxfactor\n", + " 0.000000\n", + " 0.000000\n", + " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 0.000104\n", - " 0.000123\n", - " 0.000112\n", - " 0.000447\n", " 4.0\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 0.000198\n", + " 0.000195\n", + " 0.000193\n", + " 0.000780\n", " \n", " \n", "\n", "" ], "text/plain": [ - " memory time \\\n", - " min max median min max mean \n", - "function \n", - "Py_kgeneration 304.2 304.2 304.2 178.629961 178.629961 178.629961 \n", - "generate 303.8 303.8 303.8 139.743243 139.743243 139.743243 \n", - "fftma2 2.6 2.6 2.6 38.884135 38.884135 38.884135 \n", - "covariance -1.8 -1.8 -1.8 38.781881 38.781881 38.781881 \n", - "gasdev -19.3 4.0 0.0 0.000081 0.023745 0.000409 \n", - "fourt 0.0 2.4 0.0 0.025649 0.041650 0.031247 \n", - "cov_value -9.5 2.2 0.0 0.000091 0.000309 0.000105 \n", - "ran2 -19.3 2.4 0.0 0.000078 0.002609 0.000102 \n", - "build_real 0.0 0.0 0.0 0.003262 0.003262 0.003262 \n", - "prebuild_gwn 2.1 2.1 2.1 0.001021 0.001021 0.001021 \n", - "clean_real 0.7 0.7 0.7 0.000743 0.000743 0.000743 \n", - "cgrid 0.0 0.0 0.0 0.001870 0.001870 0.001870 \n", - "length 0.0 0.0 0.0 0.000348 0.000635 0.000448 \n", - "maxfactor 0.0 0.0 0.0 0.000104 0.000123 0.000112 \n", - "\n", - " cpu \n", - " sum count min max mean \n", + " cpu memory \\\n", + " max mean min max median min \n", "function \n", - "Py_kgeneration 178.629961 1.0 17.667643 17.667643 17.667643 \n", - "generate 139.743243 1.0 20.362745 20.362745 20.362745 \n", - "fftma2 38.884135 1.0 8.035698 8.035698 8.035698 \n", - "covariance 38.781881 1.0 8.055999 8.055999 8.055999 \n", - "gasdev 103.849151 262144.0 0.000000 100.100000 0.567746 \n", - "fourt 0.093742 3.0 0.100000 0.100000 0.100000 \n", - "cov_value 16.534301 156816.0 0.000000 100.100000 0.044064 \n", - "ran2 32.804563 333450.0 0.000000 100.100000 0.118282 \n", - "build_real 0.003262 1.0 0.000000 0.000000 0.000000 \n", - "prebuild_gwn 0.001021 1.0 0.000000 0.000000 0.000000 \n", - "clean_real 0.000743 1.0 0.000000 0.000000 0.000000 \n", - "cgrid 0.001870 1.0 0.000000 0.000000 0.000000 \n", - "length 0.001343 3.0 0.000000 0.000000 0.000000 \n", - "maxfactor 0.000447 4.0 0.000000 0.000000 0.000000 " + "Py_kgeneration 32.278779 32.278779 32.278779 -199.3 -199.3 -199.3 \n", + "generate 32.749276 32.749276 32.749276 -281.6 -281.6 -281.6 \n", + "fftma2 30.472359 30.472359 30.472359 85.3 85.3 85.3 \n", + "covariance 30.505800 30.505800 30.505800 80.9 80.9 80.9 \n", + "gasdev 100.100000 2.395994 0.000000 8.0 0.0 -61.2 \n", + "fourt 25.100000 8.433333 0.100000 2.3 0.4 -0.2 \n", + "cov_value 100.100000 0.572549 0.000000 3.0 0.0 -7.1 \n", + "ran2 100.100000 0.527507 0.000000 2.7 0.0 -17.8 \n", + "build_real 0.000000 0.000000 0.000000 0.0 0.0 0.0 \n", + "prebuild_gwn 0.000000 0.000000 0.000000 2.2 2.2 2.2 \n", + "clean_real 0.000000 0.000000 0.000000 0.4 0.4 0.4 \n", + "cgrid 0.000000 0.000000 0.000000 0.0 0.0 0.0 \n", + "length 0.000000 0.000000 0.000000 0.0 0.0 0.0 \n", + "maxfactor 0.000000 0.000000 0.000000 0.0 0.0 0.0 \n", + "\n", + " time \n", + " count max mean min sum \n", + "function \n", + "Py_kgeneration 1.0 415.639768 415.639768 415.639768 415.639768 \n", + "generate 1.0 329.579564 329.579564 329.579564 329.579564 \n", + "fftma2 1.0 86.059132 86.059132 86.059132 86.059132 \n", + "covariance 1.0 85.894170 85.894170 85.894170 85.894170 \n", + "gasdev 262144.0 0.011277 0.000909 0.000193 242.610944 \n", + "fourt 3.0 0.066393 0.050588 0.042309 0.151763 \n", + "cov_value 156816.0 0.000575 0.000221 0.000193 34.674709 \n", + "ran2 333450.0 0.000691 0.000218 0.000190 74.079918 \n", + "build_real 1.0 0.001935 0.001935 0.001935 0.001935 \n", + "prebuild_gwn 1.0 0.002618 0.002618 0.002618 0.002618 \n", + "clean_real 1.0 0.001551 0.001551 0.001551 0.001551 \n", + "cgrid 1.0 0.003504 0.003504 0.003504 0.003504 \n", + "length 3.0 0.001141 0.000827 0.000668 0.002481 \n", + "maxfactor 4.0 0.000198 0.000195 0.000193 0.000780 " ] }, - "execution_count": 78, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -4568,60 +4707,35 @@ ] }, { - "cell_type": "code", - "execution_count": 70, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ - "plot_pie_charts(df, \"Time comparisons\", (\"time\", \"sum\"))" + "### Comparación de tiempos" ] }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 70, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/oli/.local/lib/python3.6/site-packages/ipykernel_launcher.py:13: RuntimeWarning:\n", - "\n", - "invalid value encountered in double_scalars\n", - "\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "plot_pie_charts(df, \"Memory comparisons\", (\"memory\", \"median\"))" + "plot_pie_charts(df, \"Time comparisons\", (\"time\", \"sum\"))" ] }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -4696,25 +4810,24 @@ ], "type": "treemap", "values": [ - 173.93129, - 137.192987, - 36.737828, - 36.638978, - 101.71883800005251, - 0.09082599999999999, - 15.471843000005594, - 31.86060899999753, - 0.00317, - 0.001027, - 0.000707, - 0.001641, - 0.001153, - 0.000372 + 415.639768, + 329.579564, + 86.059132, + 85.89417, + 242.61094399984552, + 0.15176299999999998, + 34.67470900000529, + 74.07991799999752, + 0.001935, + 0.002618, + 0.001551, + 0.003504, + 0.002481, + 0.0007800000000000001 ] } ], "layout": { - "autosize": true, "legend": { "tracegroupgap": 0 }, @@ -4732,11 +4845,6 @@ "line": { "color": "#E5ECF6", "width": 0.5 - }, - "pattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 } }, "type": "bar" @@ -4748,11 +4856,6 @@ "line": { "color": "#E5ECF6", "width": 0.5 - }, - "pattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 } }, "type": "barpolar" @@ -4951,10 +5054,9 @@ "histogram": [ { "marker": { - "pattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 + "colorbar": { + "outlinewidth": 0, + "ticks": "" } }, "type": "histogram" @@ -5540,11 +5642,10 @@ } } }, - "image/png": 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", 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