From 315d083deb8d94231fbad3b3aa64523f9ce884ea Mon Sep 17 00:00:00 2001 From: Gregor Olenik Date: Thu, 11 Jun 2026 09:53:30 +0200 Subject: [PATCH] wip --- HWTrack.ipynb | 3175 ++++++++++++++++++++++++++++++++++++++++++++---- Overview.ipynb | 4 +- SWTrack.ipynb | 694 +++++++++-- 3 files changed, 3549 insertions(+), 324 deletions(-) diff --git a/HWTrack.ipynb b/HWTrack.ipynb index 51e471e..9ef2f26 100644 --- a/HWTrack.ipynb +++ b/HWTrack.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 209, + "execution_count": 1, "id": "1", "metadata": {}, "outputs": [], @@ -24,6 +24,7 @@ "from scipy.optimize import curve_fit\n", "from matplotlib.ticker import FormatStrFormatter\n", "import matplotlib\n", + "from matplotlib import pyplot as plt\n", "import numpy as np\n", "import pathlib" ] @@ -38,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 210, + "execution_count": 2, "id": "3", "metadata": {}, "outputs": [], @@ -79,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 211, + "execution_count": 3, "id": "5", "metadata": {}, "outputs": [ @@ -87,30 +88,24 @@ "name": "stdout", "output_type": "stream", "text": [ - "last time the data was updated 2025-09-05 13:41:09.178880 by sles\n", - "03_OHC1_DrivAer_Result_Template_v3 Ruggero Poletto.xlsm: No energy data found\n" + "last time the data was updated 2026-03-27 09:10:28.671887 by go\n", + "03_OHC1_DrivAer_Result_Template_v3 Ruggero Poletto.xlsm: No energy data found\n", + "05_Huawei_OHC1_DrivAer_Result_Software_MxP_Fine.xlsm: number of timestep != number of wall clock time, assuming partial run\n", + "05_Huawei_OHC1_DrivAer_Result_Software_MxP_Fine.xlsm: trying to fill wct, this makes only sense if N/A cases are contiguously to the right at the moment\n", + "05_Huawei_OHC1_DrivAer_Result_Software_MxP_Fine.xlsm: No energy data found\n", + "08_OHC1_DrivAer_Result_inductiva_65M Gabriel Marcos Magalhães.xlsm: No energy data found\n", + "10_Olenik_OHC1_FTP_S_MILAN250_CPU.xlsm: No energy data found\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/home/sles/.venvs/py3.12/lib/python3.12/site-packages/openpyxl/worksheet/_reader.py:329: UserWarning: Conditional Formatting extension is not supported and will be removed\n", + "/Users/go/venvs/neofoam/lib/python3.13/site-packages/openpyxl/worksheet/_reader.py:329: UserWarning: Conditional Formatting extension is not supported and will be removed\n", " warn(msg)\n", - "/home/sles/.venvs/py3.12/lib/python3.12/site-packages/openpyxl/worksheet/_reader.py:329: UserWarning: Conditional Formatting extension is not supported and will be removed\n", + "/Users/go/venvs/neofoam/lib/python3.13/site-packages/openpyxl/worksheet/_reader.py:329: UserWarning: Conditional Formatting extension is not supported and will be removed\n", " warn(msg)\n" ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10_Olenik_OHC1_FTP_S_MILAN250_CPU.xlsm: No energy data found\n", - "08_OHC1_DrivAer_Result_inductiva_65M Gabriel Marcos Magalhães.xlsm: No energy data found\n", - "05_Huawei_OHC1_DrivAer_Result_Software_MxP_Fine.xlsm: number of timestep != number of wall clock time, assuming partial run\n", - "05_Huawei_OHC1_DrivAer_Result_Software_MxP_Fine.xlsm: trying to fill wct, this makes only sense if N/A cases are contiguously to the right at the moment\n", - "05_Huawei_OHC1_DrivAer_Result_Software_MxP_Fine.xlsm: No energy data found\n" - ] } ], "source": [ @@ -131,7 +126,7 @@ "df_hw_fine = df_hardware[df_hardware[\"Mesh\"]==\"fine\"]\n", "\n", "fig_folder = \"figures_hwtrack\"\n", - "doSaveFig = False" + "doSaveFig = True" ] }, { @@ -144,13 +139,20 @@ }, { "cell_type": "code", - "execution_count": 212, + "execution_count": 12, "id": "7", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_hwtrack/submissions_overview.png\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -160,23 +162,33 @@ } ], "source": [ - "ax = sb.scatterplot(df_hardware,x=\"Number of CPU Cores\", y=\"Time-To-Solution [h]\", style=\"Mesh\")\n", - "ax.set(xscale=\"log\", yscale=\"log\", title=\" Hardware Track\")\n", + "sb.set(style=\"ticks\", font_scale=1.25, palette=sb.color_palette()) # crazy big\n", + "\n", + "ax = sb.scatterplot(df_hardware,x=\"Number of CPU Cores\", y=\"Time-To-Solution [h]\", style=\"Mesh\", s=50)\n", + "ax.set(xscale=\"log\", yscale=\"log\") #, title=\" Hardware Track\")\n", "ax.set(ylabel=\"Time-To-Solution [h]\")\n", - "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "sb.move_legend(ax, \"lower left\") #, bbox_to_anchor=(1, 1))\n", "fig = ax.get_figure()\n", + "plt.gca().set_aspect(2)\n", "op.save_fig(fig, fig_folder, \"submissions_overview\", doSaveFig)" ] }, { "cell_type": "code", - "execution_count": 213, - "id": "8", + "execution_count": 278, + "id": "934b914a-2690-4989-b8a0-f50ebfd791a6", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_hwtrack/submissions_overview_cpu.png\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -186,74 +198,96 @@ } ], "source": [ - "ax = sb.scatterplot(df_hardware.sort_values(\"Contributor ID\"),x=\"Number of CPU Cores\", y=\"Time-To-Solution [h]\", hue=\"Contributor ID\", style=\"Mesh\")\n", - "ax.set(xscale=\"log\", yscale=\"log\", title=\" Hardware Track\")\n", - "ax.set(ylabel=\"Time-To-Solution [h]\")\n", + "#ax = sb.scatterplot(df_hardware,x=\"Number of CPU Cores\", y=\"Time-To-Solution [h]\", style=\"Mesh\")\n", + "#g = sns.FacetGrid(df_hardware, col=\"time\")\n", + "#g.map(sns.histplot, \"tip\")\n", + " \n", + "df_hardware[\"CPU Generation\"] = df_hardware[\"CPU Generation\"].apply(lambda x: x.replace(\"-gen)\",\")\"))\n", + "ax = sb.histplot(df_hardware, x=\"CPU Family\",\n", + " hue=\"CPU Generation\",\n", + " #hue=\"Contributor ID\", \n", + " multiple=\"stack\",\n", + " stat=\"count\",\n", + " ec=\"k\"\n", + " )\n", "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", - "fig = ax.get_figure()\n", - "op.save_fig(fig, fig_folder, \"wct_cores_mesh\", doSaveFig)" + "plt.tight_layout()\n", + "op.save_fig(ax.get_figure(), fig_folder, \"submissions_overview_cpu\", doSaveFig)\n", + "#sb.countplot(df_hardware, x=\"Mesh\", stat=\"percent\")" ] }, { "cell_type": "code", - "execution_count": 214, - "id": "9", + "execution_count": 6, + "id": "ce662865-b70a-43cb-aef3-e236a1d11516", "metadata": {}, "outputs": [ { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "TypeError", + "evalue": "'<' not supported between instances of 'float' and 'str'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mTypeError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[6]\u001b[39m\u001b[32m, line 5\u001b[39m\n\u001b[32m 2\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mseaborn\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01msns\u001b[39;00m\n\u001b[32m 3\u001b[39m \u001b[38;5;66;03m#sns.set_theme()\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m counts = \u001b[43mdf_hardware\u001b[49m\u001b[43m.\u001b[49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpd\u001b[49m\u001b[43m.\u001b[49m\u001b[43mSeries\u001b[49m\u001b[43m.\u001b[49m\u001b[43mvalue_counts\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 7\u001b[39m \u001b[38;5;66;03m# Draw a heatmap with the numeric values in each cell\u001b[39;00m\n\u001b[32m 8\u001b[39m f, ax = plt.subplots(figsize=(\u001b[32m9\u001b[39m, \u001b[32m6\u001b[39m))\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/frame.py:12419\u001b[39m, in \u001b[36mDataFrame.apply\u001b[39m\u001b[34m(self, func, axis, raw, result_type, args, by_row, engine, engine_kwargs, **kwargs)\u001b[39m\n\u001b[32m 12405\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mUnknown engine \u001b[39m\u001b[33m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mengine\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m'\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 12407\u001b[39m op = frame_apply(\n\u001b[32m 12408\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 12409\u001b[39m func=func,\n\u001b[32m (...)\u001b[39m\u001b[32m 12417\u001b[39m kwargs=kwargs,\n\u001b[32m 12418\u001b[39m )\n\u001b[32m> \u001b[39m\u001b[32m12419\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mop\u001b[49m\u001b[43m.\u001b[49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m.__finalize__(\u001b[38;5;28mself\u001b[39m, method=\u001b[33m\"\u001b[39m\u001b[33mapply\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 12420\u001b[39m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(engine, \u001b[33m\"\u001b[39m\u001b[33m__pandas_udf__\u001b[39m\u001b[33m\"\u001b[39m):\n\u001b[32m 12421\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m result_type \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/apply.py:1015\u001b[39m, in \u001b[36mFrameApply.apply\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 1012\u001b[39m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.raw:\n\u001b[32m 1013\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m.apply_raw(engine=\u001b[38;5;28mself\u001b[39m.engine, engine_kwargs=\u001b[38;5;28mself\u001b[39m.engine_kwargs)\n\u001b[32m-> \u001b[39m\u001b[32m1015\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mapply_standard\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/apply.py:1172\u001b[39m, in \u001b[36mFrameApply.apply_standard\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 1169\u001b[39m results, res_index = \u001b[38;5;28mself\u001b[39m.apply_series_numba()\n\u001b[32m 1171\u001b[39m \u001b[38;5;66;03m# wrap results\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1172\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mwrap_results\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresults\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mres_index\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/apply.py:1209\u001b[39m, in \u001b[36mFrameApply.wrap_results\u001b[39m\u001b[34m(self, results, res_index)\u001b[39m\n\u001b[32m 1207\u001b[39m \u001b[38;5;66;03m# see if we can infer the results\u001b[39;00m\n\u001b[32m 1208\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(results) > \u001b[32m0\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[32m0\u001b[39m \u001b[38;5;129;01min\u001b[39;00m results \u001b[38;5;129;01mand\u001b[39;00m is_sequence(results[\u001b[32m0\u001b[39m]):\n\u001b[32m-> \u001b[39m\u001b[32m1209\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mwrap_results_for_axis\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresults\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mres_index\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1211\u001b[39m \u001b[38;5;66;03m# dict of scalars\u001b[39;00m\n\u001b[32m 1212\u001b[39m \n\u001b[32m 1213\u001b[39m \u001b[38;5;66;03m# the default dtype of an empty Series is `object`, but this\u001b[39;00m\n\u001b[32m 1214\u001b[39m \u001b[38;5;66;03m# code can be hit by df.mean() where the result should have dtype\u001b[39;00m\n\u001b[32m 1215\u001b[39m \u001b[38;5;66;03m# float64 even if it's an empty Series.\u001b[39;00m\n\u001b[32m 1216\u001b[39m constructor_sliced = \u001b[38;5;28mself\u001b[39m.obj._constructor_sliced\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/apply.py:1320\u001b[39m, in \u001b[36mFrameRowApply.wrap_results_for_axis\u001b[39m\u001b[34m(self, results, res_index)\u001b[39m\n\u001b[32m 1317\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m res\n\u001b[32m 1319\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1320\u001b[39m result = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m.\u001b[49m\u001b[43m_constructor\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m=\u001b[49m\u001b[43mresults\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1321\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[32m 1322\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33mAll arrays must be of the same length\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mstr\u001b[39m(err):\n\u001b[32m 1323\u001b[39m \u001b[38;5;66;03m# e.g. result = [[2, 3], [1.5], ['foo', 'bar']]\u001b[39;00m\n\u001b[32m 1324\u001b[39m \u001b[38;5;66;03m# see test_agg_listlike_result GH#29587\u001b[39;00m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/frame.py:769\u001b[39m, in \u001b[36mDataFrame.__init__\u001b[39m\u001b[34m(self, data, index, columns, dtype, copy)\u001b[39m\n\u001b[32m 763\u001b[39m mgr = \u001b[38;5;28mself\u001b[39m._init_mgr(\n\u001b[32m 764\u001b[39m data, axes={\u001b[33m\"\u001b[39m\u001b[33mindex\u001b[39m\u001b[33m\"\u001b[39m: index, \u001b[33m\"\u001b[39m\u001b[33mcolumns\u001b[39m\u001b[33m\"\u001b[39m: columns}, dtype=dtype, copy=copy\n\u001b[32m 765\u001b[39m )\n\u001b[32m 767\u001b[39m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(data, \u001b[38;5;28mdict\u001b[39m):\n\u001b[32m 768\u001b[39m \u001b[38;5;66;03m# GH#38939 de facto copy defaults to False only in non-dict cases\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m769\u001b[39m mgr = \u001b[43mdict_to_mgr\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m=\u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcopy\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 770\u001b[39m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(data, ma.MaskedArray):\n\u001b[32m 771\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mnumpy\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mma\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m mrecords\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/internals/construction.py:447\u001b[39m, in \u001b[36mdict_to_mgr\u001b[39m\u001b[34m(data, index, columns, dtype, copy)\u001b[39m\n\u001b[32m 428\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m copy:\n\u001b[32m 429\u001b[39m \u001b[38;5;66;03m# We only need to copy arrays that will not get consolidated, i.e.\u001b[39;00m\n\u001b[32m 430\u001b[39m \u001b[38;5;66;03m# only EA arrays\u001b[39;00m\n\u001b[32m 431\u001b[39m arrays = [\n\u001b[32m 432\u001b[39m (\n\u001b[32m 433\u001b[39m x.copy()\n\u001b[32m (...)\u001b[39m\u001b[32m 444\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m arrays\n\u001b[32m 445\u001b[39m ]\n\u001b[32m--> \u001b[39m\u001b[32m447\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43marrays_to_mgr\u001b[49m\u001b[43m(\u001b[49m\u001b[43marrays\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m=\u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconsolidate\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcopy\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/internals/construction.py:112\u001b[39m, in \u001b[36marrays_to_mgr\u001b[39m\u001b[34m(arrays, columns, index, dtype, verify_integrity, consolidate)\u001b[39m\n\u001b[32m 109\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m verify_integrity:\n\u001b[32m 110\u001b[39m \u001b[38;5;66;03m# figure out the index, if necessary\u001b[39;00m\n\u001b[32m 111\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m index \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m112\u001b[39m index = \u001b[43m_extract_index\u001b[49m\u001b[43m(\u001b[49m\u001b[43marrays\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 113\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 114\u001b[39m index = ensure_index(index)\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/internals/construction.py:614\u001b[39m, in \u001b[36m_extract_index\u001b[39m\u001b[34m(data)\u001b[39m\n\u001b[32m 611\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[33m\"\u001b[39m\u001b[33mIf using all scalar values, you must pass an index\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 613\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m have_series:\n\u001b[32m--> \u001b[39m\u001b[32m614\u001b[39m index = \u001b[43munion_indexes\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindexes\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 615\u001b[39m \u001b[38;5;28;01melif\u001b[39;00m have_dicts:\n\u001b[32m 616\u001b[39m index = union_indexes(indexes, sort=\u001b[38;5;28;01mFalse\u001b[39;00m)\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/indexes/api.py:261\u001b[39m, in \u001b[36munion_indexes\u001b[39m\u001b[34m(indexes, sort)\u001b[39m\n\u001b[32m 259\u001b[39m index = index.append(diff.unique())\n\u001b[32m 260\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m sort:\n\u001b[32m--> \u001b[39m\u001b[32m261\u001b[39m index = \u001b[43mindex\u001b[49m\u001b[43m.\u001b[49m\u001b[43msort_values\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 262\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 263\u001b[39m index = indexes[\u001b[32m0\u001b[39m]\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/indexes/base.py:5974\u001b[39m, in \u001b[36mIndex.sort_values\u001b[39m\u001b[34m(self, return_indexer, ascending, na_position, key)\u001b[39m\n\u001b[32m 5971\u001b[39m \u001b[38;5;66;03m# GH 35584. Sort missing values according to na_position kwarg\u001b[39;00m\n\u001b[32m 5972\u001b[39m \u001b[38;5;66;03m# ignore na_position for MultiIndex\u001b[39;00m\n\u001b[32m 5973\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m, ABCMultiIndex):\n\u001b[32m-> \u001b[39m\u001b[32m5974\u001b[39m _as = \u001b[43mnargsort\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 5975\u001b[39m \u001b[43m \u001b[49m\u001b[43mitems\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mascending\u001b[49m\u001b[43m=\u001b[49m\u001b[43mascending\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mna_position\u001b[49m\u001b[43m=\u001b[49m\u001b[43mna_position\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[43m=\u001b[49m\u001b[43mkey\u001b[49m\n\u001b[32m 5976\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 5977\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 5978\u001b[39m idx = cast(Index, ensure_key_mapped(\u001b[38;5;28mself\u001b[39m, key))\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/sorting.py:442\u001b[39m, in \u001b[36mnargsort\u001b[39m\u001b[34m(items, kind, ascending, na_position, key, mask)\u001b[39m\n\u001b[32m 440\u001b[39m non_nans = non_nans[::-\u001b[32m1\u001b[39m]\n\u001b[32m 441\u001b[39m non_nan_idx = non_nan_idx[::-\u001b[32m1\u001b[39m]\n\u001b[32m--> \u001b[39m\u001b[32m442\u001b[39m indexer = non_nan_idx[\u001b[43mnon_nans\u001b[49m\u001b[43m.\u001b[49m\u001b[43margsort\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkind\u001b[49m\u001b[43m=\u001b[49m\u001b[43mkind\u001b[49m\u001b[43m)\u001b[49m]\n\u001b[32m 443\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m ascending:\n\u001b[32m 444\u001b[39m indexer = indexer[::-\u001b[32m1\u001b[39m]\n", + "\u001b[31mTypeError\u001b[39m: '<' not supported between instances of 'float' and 'str'" + ] } ], "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "#sns.set_theme()\n", "\n", - "ax = sb.scatterplot(df_hardware.sort_values(\"Contributor ID\"),y=\"Contributor ID\", x=\"Time-To-Solution [h]\", style=\"Mesh\")\n", - "ax.set(xscale=\"log\", title=\" Hardware Track\")\n", - "ax.set(xlabel=\"Time-To-Solution [h]\")\n", - "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", - "fig = ax.get_figure()" + "counts = df_hardware.apply(pd.Series.value_counts)\n", + "\n", + "# Draw a heatmap with the numeric values in each cell\n", + "f, ax = plt.subplots(figsize=(9, 6))\n", + "sb.heatmap(flights, annot=True, fmt=\"d\", linewidths=.5, ax=ax)" ] }, { "cell_type": "code", - "execution_count": 215, - "id": "10", + "execution_count": 7, + "id": "8d823bff-f1c8-4169-b4cf-05ebc571dc5c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" + "20" ] }, + "execution_count": 7, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "\n", - "ax = sb.scatterplot(df_hardware.sort_values(\"Contributor ID\"),y=\"Contributor ID\", x=\"Energy per Iteration [J]\", style=\"Mesh\")\n", - "ax.set(xscale=\"log\", title=\" Hardware Track\")\n", - "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", - "fig = ax.get_figure()" + "len(set(df_hardware[\"CPU Submodel\"]))" ] }, { "cell_type": "code", - "execution_count": 216, - "id": "11", + "execution_count": 279, + "id": "f74c5b67-530f-45ab-8432-828da352557a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -263,33 +297,35 @@ } ], "source": [ - "\n", - "ax = sb.scatterplot(df_hardware.sort_values(\"Contributor ID\"),y=\"Contributor ID\", x=\"Number of CPU Cores\", style=\"Mesh\")\n", - "ax.set(xscale=\"log\", title=\" Hardware Track\")\n", + "ax = sb.histplot(df_hardware, x=\"CPU Family\",\n", + " hue=\"CPU Model\",\n", + " #hue=\"Contributor ID\", \n", + " multiple=\"stack\",\n", + " stat=\"percent\",\n", + " ec=\"k\"\n", + " )\n", "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", - "fig = ax.get_figure()\n", - "op.save_fig(fig, fig_folder, \"cores_contributor\", doSaveFig)" - ] - }, - { - "cell_type": "markdown", - "id": "12", - "metadata": {}, - "source": [ - "# Performance WCT & Energy" + "plt.tight_layout()" ] }, { "cell_type": "code", - "execution_count": 217, - "id": "13", + "execution_count": 312, + "id": "98921568-ef5b-446b-869b-8d188141f3b5", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_hwtrack/submissions_heatmap.png\n" + ] + }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -297,26 +333,51 @@ } ], "source": [ - "ax = sb.scatterplot(df_hw_coarse.sort_values(\"CPU Family\"),x=\"Energy per Iteration [kJ]\", y=\"Time-To-Solution [h]\", hue=\"CPU Family\", style=\"CPU Generation\")\n", - "ax.set(xscale=\"log\", yscale=\"log\", title=\"Coarse Mesh\")\n", - "ax.set(ylabel=\"Time-To-Solution [h]\")\n", - "ax.set_xscale(\"log\", base=2)\n", - "ax.set_yscale(\"log\", base=2)\n", - "ax.xaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", - "ax.yaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", - "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", - "fig = ax.get_figure()" + "df_filt = df_hardware[[\"Mesh\", \"Contributor ID\"]]\n", + "df_filt_2 = df_filt.groupby(['Contributor ID', \"Mesh\"], as_index=False).size()\n", + "df_filt_2.set_index([\"Contributor ID\"], inplace=True)\n", + "sb.set(style=\"ticks\", font_scale=1.3) # crazy big\n", + "\n", + "mesh_map = {\"coarse\":\"c\", \"medium\":\"m\", \"fine\":\"f\"}\n", + "df_filt_2[\"Mesh\"] = df_filt_2[\"Mesh\"].apply(lambda x: mesh_map[x])\n", + "df_filt_2['Mesh'] = pd.Categorical(df_filt_2['Mesh'], ['c','m','f'])\n", + "out = df_filt_2.pivot(columns=\"Mesh\")#.fillna(0)#.unstack()\n", + "\n", + "ax = sb.heatmap(out, annot=True, cmap='Blues', linecolor=\"black\", linewidths=0.8, square=False )#sns.cubehelix_palette(as_cmap=True))\n", + "ax.set_facecolor('lightgrey')\n", + "f= ax.get_figure()\n", + "f.set_size_inches(3, 6) \n", + "\n", + "\n", + "labels = [item.get_text() for item in ax.get_xticklabels()]\n", + "labels = [i.replace(\"size-\", \"\") for i in labels]\n", + "ax.set_xticklabels(labels, rotation=0)\n", + "\n", + "ax.set_xlabel(\"Mesh\")\n", + "plt.tight_layout()\n", + "op.save_fig(ax.get_figure(), fig_folder, \"submissions_heatmap\", doSaveFig)" ] }, { "cell_type": "code", - "execution_count": 218, - "id": "14", + "execution_count": 161, + "id": "92d72e38-8b6c-4174-a8da-0241e5a5999e", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesh\n", + "coarse 555.071412\n", + "fine 682.451769\n", + "medium 458.438421\n", + "Name: Time-To-Solution [h], dtype: float64\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -326,26 +387,55 @@ } ], "source": [ - "df_hardware[\"Measured-To-TDP-Energy Ratio\"] = df_hardware[\"Run Consumed Energy [kWh]\"] / df_hardware[\"Energy-To-Solution [kWh]\"]\n", - "df = df_hardware\n", - "ax = sb.scatterplot(df.sort_values(\"CPU Family\"),y=\"Measured-To-TDP-Energy Ratio\", x=\"Number of CPU Cores\", hue=\"CPU Family\", style=\"CPU Generation\")\n", - "ax.set(ylabel=\"Total Energy: Reported vs. Based on TDP\")\n", - "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", - "fig = ax.get_figure()\n", - "op.save_fig(fig, fig_folder, \"Measured-To-TDP-Energy\", doSaveFig)\n" + "#df_sort = df_hardware.sort_by(\"Mesh\")\n", + "\n", + "time_to_sol = df_hardware.groupby('Mesh')['Time-To-Solution [h]'].sum()\n", + "print(time_to_sol)\n", + "\n", + "df_filt = df_hardware\n", + "\n", + "ax = sb.countplot(df_hardware, hue=\"Mesh\",\n", + " #hue=\"CPU Model\",\n", + " y=\"Contributor ID\", \n", + " #multiple=\"stack\",\n", + " stat=\"count\",\n", + " # order=[\"coarse\", \"medium\", \"fine\"],\n", + " edgecolor='black',\n", + " linewidth=1.25,\n", + " #width=0.9,\n", + " #palette=[\"#bcbddc\", \"#efedf5\"]\n", + " #labels=[\"555 [h]\", \"458 [h]\", \"682 [h]\"]\n", + " #palette=\"rainbow\"\n", + " )\n", + "#ax.bar_label(ax.containers[0])\n", + "#ax.bar_label(ax.containers[0], labels=[\"555 [h]\", \"458 [h]\", \"682 [h]\"])\n", + "\n", + "labels = [str(v) if v else '' for v in ax.containers[0].datavalues]\n", + "\n", + "#for p in ax.patches:\n", + "#h = p.get_height()\n", + "# labels.append(\"foo\")\n", + "\n", + "#plt.bar_label(ax.containers[0], labels=labels)\n", + "\n", + "#sns.stripplot(planets, x=\"distance\", y=\"method\", size=4, color=\".3\")\n", + "\n", + "\n", + "#sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "plt.tight_layout()" ] }, { "cell_type": "code", - "execution_count": 219, - "id": "15", + "execution_count": 162, + "id": "31fe729c-736a-49e8-8ead-21fed68b8fae", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": {}, @@ -353,29 +443,56 @@ } ], "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", "\n", - "ax = sb.scatterplot(df_hw_coarse.sort_values(\"CPU Family\"),x=\"Energy-To-Solution [kWh]\", y=\"Time-To-Solution [h]\", hue=\"CPU Family\", style=\"CPU Generation\")\n", - "ax.set(title=\"Coarse Mesh\")\n", - "ax.set_xscale(\"log\", base=2)\n", - "ax.set_yscale(\"log\", base=2)\n", - "ax.yaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", - "ax.xaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", - "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", - "fig = ax.get_figure()\n", - "op.save_fig(fig, fig_folder, \"TTS_ETS_coarse\", doSaveFig)" + "sns.set_theme(style=\"ticks\")\n", + "\n", + "# Initialize the figure with a logarithmic x axis\n", + "f, ax = plt.subplots(figsize=(7, 6))\n", + "ax.set_xscale(\"log\")\n", + "\n", + "# Load the example planets dataset\n", + "planets = sns.load_dataset(\"planets\")\n", + "\n", + "# Plot the orbital period with horizontal boxes\n", + "sns.boxplot(\n", + " planets, x=\"distance\", y=\"method\", hue=\"method\",\n", + " whis=[0, 100], width=.6, palette=\"vlag\"\n", + ")\n", + "\n", + "# Add in points to show each observation\n", + "sns.stripplot(planets, x=\"distance\", y=\"method\", size=4, color=\".3\")\n", + "\n", + "# Tweak the visual presentation\n", + "ax.xaxis.grid(True)\n", + "ax.set(ylabel=\"\")\n", + "sns.despine(trim=True, left=True)" ] }, { "cell_type": "code", - "execution_count": 220, - "id": "16", + "execution_count": 58, + "id": "796f3f47-e9ad-40a8-863e-e24a12edea69", "metadata": {}, "outputs": [ + { + "ename": "ValueError", + "evalue": " has no legend attached.", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mValueError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[58]\u001b[39m\u001b[32m, line 9\u001b[39m\n\u001b[32m 1\u001b[39m g = sb.FacetGrid(df_hardware, col=\u001b[33m\"\u001b[39m\u001b[33mMesh\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 3\u001b[39m ax = g.map(sb.histplot,\n\u001b[32m 4\u001b[39m \u001b[38;5;66;03m#hue=\"Number of Nodes\",\u001b[39;00m\n\u001b[32m 5\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mContributor ID\u001b[39m\u001b[33m\"\u001b[39m, \n\u001b[32m 6\u001b[39m multiple=\u001b[33m\"\u001b[39m\u001b[33mstack\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m 7\u001b[39m stat=\u001b[33m\"\u001b[39m\u001b[33mcount\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 8\u001b[39m )\n\u001b[32m----> \u001b[39m\u001b[32m9\u001b[39m \u001b[43msb\u001b[49m\u001b[43m.\u001b[49m\u001b[43mmove_legend\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mupper left\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbbox_to_anchor\u001b[49m\u001b[43m=\u001b[49m\u001b[43m(\u001b[49m\u001b[32;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 10\u001b[39m plt.tight_layout()\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/seaborn/utils.py:432\u001b[39m, in \u001b[36mmove_legend\u001b[39m\u001b[34m(obj, loc, **kwargs)\u001b[39m\n\u001b[32m 430\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m old_legend \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 431\u001b[39m err = \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mobj\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m has no legend attached.\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m--> \u001b[39m\u001b[32m432\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(err)\n\u001b[32m 434\u001b[39m \u001b[38;5;66;03m# Extract the components of the legend we need to reuse\u001b[39;00m\n\u001b[32m 435\u001b[39m \u001b[38;5;66;03m# Import here to avoid a circular import\u001b[39;00m\n\u001b[32m 436\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mseaborn\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_compat\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m get_legend_handles\n", + "\u001b[31mValueError\u001b[39m: has no legend attached." + ] + }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -383,27 +500,27 @@ } ], "source": [ + "g = sb.FacetGrid(df_hardware, col=\"Mesh\")\n", "\n", - "ax = sb.scatterplot(df_hw_medium.sort_values(\"CPU Family\"),x=\"Energy-To-Solution [kWh]\", y=\"Time-To-Solution [h]\", hue=\"CPU Family\", style=\"CPU Generation\")\n", - "ax.set(title=\"Medium Mesh\", xlim=[3.8,34])\n", - "ax.set_xscale(\"log\", base=2)\n", - "ax.set_yscale(\"log\", base=2)\n", - "ax.xaxis.set_major_formatter(matplotlib.ticker.ScalarFormatter())\n", - "ax.yaxis.set_major_formatter(matplotlib.ticker.ScalarFormatter())\n", + "ax = g.map(sb.histplot,\n", + " #hue=\"Number of Nodes\",\n", + " x=\"Contributor ID\", \n", + " multiple=\"stack\",\n", + " stat=\"count\"\n", + " )\n", "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", - "fig = ax.get_figure()\n", - "op.save_fig(fig, fig_folder, \"TTS_ETS_medium\", doSaveFig)" + "plt.tight_layout()" ] }, { "cell_type": "code", - "execution_count": 221, - "id": "17", + "execution_count": 44, + "id": "2287b2bb-b547-4bae-ab4e-66a54dd4a8d1", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -413,29 +530,31 @@ } ], "source": [ - "\n", - "ax = sb.scatterplot(df_hw_fine.sort_values(\"CPU Family\"),x=\"Energy-To-Solution [kWh]\", y=\"Time-To-Solution [h]\", hue=\"CPU Family\", style=\"CPU Generation\")\n", - "ax.set(title=\"Fine Mesh\")\n", - "ax.set_xscale(\"log\", base=2)\n", - "ax.set_yscale(\"log\", base=2)\n", - "ax.xaxis.set_major_formatter(matplotlib.ticker.ScalarFormatter())\n", - "ax.yaxis.set_major_formatter(matplotlib.ticker.ScalarFormatter())\n", - "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", - "fig = ax.get_figure()\n", - "op.save_fig(fig, fig_folder, \"TTS_ETS_fine\", doSaveFig)" + "ax = sb.histplot(data=df_hardware, x=\"Number of Nodes\", kde=True)\n", + "#ax.set(xscale=\"log\")" ] }, { "cell_type": "code", - "execution_count": 222, - "id": "18", + "execution_count": 45, + "id": "7dfec964-f9ed-40c2-a5b5-3e25201c867e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ - "
" + "[None]" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" ] }, "metadata": {}, @@ -443,41 +562,32 @@ } ], "source": [ - "g = sb.FacetGrid(df_hardware.sort_values(\"CPU Family\"), col=\"Mesh\", hue=\"CPU Family\", aspect=1.0, sharey=True, subplot_kws={\"yscale\":\"log\", \"xscale\":\"log\" }, col_order=[\"coarse\",\"medium\",\"fine\"], legend_out=True)\n", - "g.map_dataframe(sb.scatterplot, y=\"Time-To-Solution [h]\", x=\"Energy-To-Solution [kWh]\")\n", - "\n", - "#ax = sb.scatterplot(df_hardware,x=\"Number of CPU Cores\", y=\"Run Wall-Clock Time [s]\", hue=\"CPU Model\", style=\"Mesh\")\n", - "#ax.set(xscale=\"log\", yscale=\"log\", title=\" Hardware Track\")\n", - "g.add_legend()\n", - "# sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", - "for ax in g.axes.flat:\n", - " ax.set_xscale(\"log\", base=2)\n", - " ax.xaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", - " ax.set_yscale(\"log\", base=2)\n", - " ax.yaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", - "fig = ax.get_figure()\n", - "op.save_fig(fig, fig_folder, \"TTS_ETS_facetGrid\", doSaveFig)" - ] - }, - { - "cell_type": "markdown", - "id": "19", - "metadata": {}, - "source": [ - "# Strong Scaling" + "ax = sb.histplot(data=df_hardware, x=\"Number of CPU Cores\", kde=True)\n", + "ax.set(xscale=\"log\")\n", + "#sb.countplot(df_hardware, x=\"Mesh\", hue=\"CPU Family\", stat=\"percent\")" ] }, { "cell_type": "code", - "execution_count": 223, - "id": "20", + "execution_count": 11, + "id": "76bdd215-e978-4ad5-be4a-d4f2fba9cce7", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" ] }, "metadata": {}, @@ -485,56 +595,63 @@ } ], "source": [ - "ax = sb.scatterplot(df_hw_coarse.sort_values(\"CPU Family\"),x=\"Number of CPU Cores\", y=\"Time-To-Solution [h]\", hue=\"CPU Family\", style=\"CPU Generation\")\n", - "ax.set(xscale=\"log\", title=\"Coarse Mesh\")\n", - "ax.set_yscale(\"log\", base=2)\n", - "ax.yaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", - "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", - "addSecondaryAxisCellsPerCore(ax, size_coarse)\n", - "fig = ax.get_figure()" + "sb.countplot(df_hardware, x=\"Mesh\", stat=\"percent\")" ] }, { "cell_type": "code", - "execution_count": 224, - "id": "21", + "execution_count": 7, + "id": "f50ea734-fa5b-4fcd-8a2a-c7bd40efa3c8", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ - "
" + "Index(['Contributor Affiliation', 'File Name', 'Run Wall-Clock Time [s]',\n", + " 'Pre-Processing Wall-Clock Time [s]', 'Storage File-System',\n", + " 'Number of CPU Cores', 'Number of GPU Devices', 'Number of Nodes',\n", + " 'CPU Family', 'CPU Model', 'CPU Submodel', 'CPU Generation',\n", + " 'GPU Model', 'Mesh', 'System TDP [W]', 'Number of Cells',\n", + " 'Time per Iteration [s]', 'Track', 'OpenFOAM Flavor',\n", + " 'Run Consumed Energy [kWh]', 'Decomposition Method', 'Last-Level Cache',\n", + " 'Network Interconnect', 'Renumbering Method', 'Contributor ID',\n", + " 'Is Partial', 'Is Energy Reported', 'Software Optimization Category',\n", + " 'Total Core Time [s]', 'Total Node Time [s]',\n", + " 'Energy per Iteration [J]', 'Energy per Iteration [kJ]',\n", + " 'Energy-To-Solution [kWh]', 'Time-To-Solution [h]',\n", + " 'Core-Time-To-Solution [h]', 'Node-Time-To-Solution [h]', 'FVOPS',\n", + " 'FVOPS per Energy', 'FVOPS per Energy per Iteration', 'FVOPS per Node'],\n", + " dtype='str')" ] }, + "execution_count": 7, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "# Use only CPUs with more than one entry per submodel\n", - "df_hw_coarse_scaling = df_hw_coarse[df_hw_coarse.groupby(\"CPU Submodel\")[\"CPU Submodel\"].transform(len) > 2]\n", - "ax = sb.lineplot(df_hw_coarse_scaling.sort_values(\"CPU Family\"), x=\"Number of CPU Cores\", y=\"Time-To-Solution [h]\", hue=\"CPU Family\", style=\"CPU Generation\", marker='s', markersize=5)\n", - "ax.set(xscale=\"log\", title=\"Coarse Mesh\")\n", - "ax.set_yscale(\"log\", base=2)\n", - "ax.yaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", - "addSecondaryAxisCellsPerCore(ax, size_coarse)\n", - "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", - "fig = ax.get_figure()\n", - "op.save_fig(fig, fig_folder, \"strong_scaling_coarse\", doSaveFig)" + "df_hardware.columns" ] }, { "cell_type": "code", - "execution_count": 225, - "id": "22", + "execution_count": null, + "id": "99c04989-c8df-4dbb-9ba8-8488309049f2", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 213, + "id": "8", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -542,27 +659,2679 @@ } ], "source": [ - "# Use only CPUs with more than one entry per submodel\n", - "df_hw_medium_scaling = df_hw_medium[df_hw_medium.groupby(\"CPU Submodel\")[\"CPU Submodel\"].transform(len) > 2]\n", - "ax = sb.lineplot(df_hw_medium_scaling.sort_values(\"CPU Family\"), x=\"Number of CPU Cores\", y=\"Time-To-Solution [h]\", hue=\"CPU Family\", style=\"CPU Generation\", marker='s', markersize=5)\n", - "ax.set(xscale=\"log\", title=\"Medium Mesh\")\n", - "ax.set_yscale(\"log\", base=2)\n", - "ax.yaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", - "addSecondaryAxisCellsPerCore(ax, size_medium)\n", + "ax = sb.scatterplot(df_hardware.sort_values(\"Contributor ID\"),x=\"Number of CPU Cores\", y=\"Time-To-Solution [h]\", hue=\"Contributor ID\", style=\"Mesh\")\n", + "ax.set(xscale=\"log\", yscale=\"log\", title=\" Hardware Track\")\n", + "ax.set(ylabel=\"Time-To-Solution [h]\")\n", "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", "fig = ax.get_figure()\n", - "op.save_fig(fig, fig_folder, \"strong_scaling_medium\", doSaveFig)" + "op.save_fig(fig, fig_folder, \"wct_cores_mesh\", doSaveFig)" ] }, { "cell_type": "code", - "execution_count": 226, - "id": "23", + "execution_count": 214, + "id": "9", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "ax = sb.scatterplot(df_hardware.sort_values(\"Contributor ID\"),y=\"Contributor ID\", x=\"Time-To-Solution [h]\", style=\"Mesh\")\n", + "ax.set(xscale=\"log\", title=\" Hardware Track\")\n", + "ax.set(xlabel=\"Time-To-Solution [h]\")\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "fig = ax.get_figure()" + ] + }, + { + "cell_type": "code", + "execution_count": 215, + "id": "10", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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/GrNDo1heHd47GD72lutwMu7DFXy3OjfYZjEZefGqHpzUOplSp4fHPl/FR0t3BvsjjAZeG94bfyDAzW8vDqlxQLsUnri4S72ExrXZJVz56gLySl3BtmZJUbx1fR8yE4/MuqyCMjfPz17Paz9uCrYZDXDfuR24pEfTYPDZVVzBLW8vZtm24uB20RYTb16XRdeM+DqH0sIyNy/+sIEZi7by4pU9WZ9XSpTZxL8+WsGUq3ri9vqIskRw+6zlnNUpnfO6NMbt8/PIp3+QFGPhgfM6csmL83nmb91YvrWIr//IYfx5HTAANrOJCV+spqTCw+vXZWEzm3j667V8tTKbmTedSOvUmCr1lLu8zF6Tyz9mLOOVa3rRt2Uiq7NLuPyVX7hjcDsu7ZVxSKE0u9jJqOlLKHN7mTq8N5YII49/sZo5a/J498Y+fLx0J+8u3Mqsm04kLc7Gr5sL2F5QwcOf/sFrw3vRp0USK3c5uOKVX7jnrBO4eK+/myNpR2EFV7+2gMbxkUwc1hWAO95fzraCCt66Poum+wn8Un9KKjx88ttOHvrkD96+IYsuTeJZvLWQa6ct5PGLujCkY5pC6WG2efNmWrRowdKlS+nWrVu4y6kXYT9kP3PmTMaOHcsDDzzAkiVL6Nq1K0OGDAleJqC8vJwzzzyTf/3rX2GuVA6HDXml/Pvz0DAK8NLcjSzbXlz9TvvIcTi55e0lwTAKMOr01vxz1rKQMAqwOruEJ79aw4/r80OCHsBP63fz7aocPl6ynRJn1cXXuxxOrn5tYUgYBfhjVwmPfvYHpfvs4/P5mfXrtpAwCuD2+bnxrcVkFzv5dnVuSBgF8PoD+AMBRr75a5Ua56zJ450FW/H6QtvrKqfYyXVvLAoJowBbdpczdtYyCsvcNexZv5ZsKQwJowD+ADz8vz/YlF8GQIXHyzPfrA0JowBlbh/XTF1ItsNZ58d1enx8uGQ7jgovt7yzmLXZJdz5/m94fAHe/mULaXE2Fm4upKDMzTsLtjJt/iYe+t8frMstZfGWQrKLnWQkRjH1x010ampnXW4pD37yB7PX5FJc4eG37UWszS1l+NSFPPDf35m+cCu7y9x8vzqXUlfV91a528fLczfi9Qe44c1fmfTtOi5/5RecHj9v/LwZt9dX5+e4t51FFSzbVsSqXSVc+/pCxv/3d95bvJ28Uhdz1uRR7vGyu8zNsJd+5smvVmMyGJj56za8/gDXvfErz3y7lite+QWX18+0nzbj9h7a++9geHx+Vu4qZmN+GT+uz2f0u0sZM2sZc9fmsym/jN93FOPxHdrrJLXj8vp5bd4m3D4/V726kGe+XcvwqQvx+AK8Mm8jTs+Rf38cLa699loMBgM333xzlb5bb70Vg8HAtddee+QLOwaEPZBOnDiRkSNHMmLECDp06MCUKVOIiopi6tSpAIwZM4Z77rmHvn371mo8l8uFw+EIucnRyeXxMXWfMLK3F+dsoLjiwL++kfvnodw9Yq0ReHx+Csur3/fbVTn0bVn9ZULeWbCV1mkxFFQTyDbnl9VYz5e/Z7N7n33ySl28WsPz8/kDfLc6h+9X5Vbp69AojhU7ivH6A9XsCa//tIm8Ele1fbWVW+Jke2FFtX2//hnEDreicjcvzFlfY//r8yuDT36Jm4+W7qh2mzK3j9W7Sur82I3iI5l544kkx1hwVHh5Z8FWAE5slcTfsjKJMBpJjbUwvF9zAL5amcOGvFLMJgMTh3XjtR83EWOL4LbT2xDwg9lkYENeKa/9uJk35m/mhSt7YDYZWJdbyv9+2wXAPwa24dJeTYmxVp05So618tLVPencJA6fP8BLcys/1DMSI3nnhr77XRJSGx0bxzFtRG8ijAbWZJfy2YpsAP55Rlsu6dmUy3plYo80s7vMzRs/b+HW6Ut58LyOdGr8Vz0ur5/MxCjeuaEPybH1t2yktswmI/1aJTPpsm4A/LKpgPnrdwPw9KVdObl1MuZa/iKMHJrkWCtvXp9Fy+Ro3D4/L/35ZapdegxTr+0dlvfH0SQjI4MZM2ZQUfHX/7FOp5Pp06eTmZkZxsqObmENpG63m8WLFzNo0KBgm9FoZNCgQfz8888HNeaECROw2+3BW0ZGRn2VK/XM5fWzq7jm2a28EletZoYKy0PDU4wtokrb3vwBagx7pS4vtghTtd/wc0tqrtUfoMpsps8foKiGUAyVhx/9+04NA/ZI834Dp8Pp/XPN4sHbd5Z3XxWewz/T5Pb6yd3P89xVXIHH58Pt9ePx1fx8D2aGFKCR3calvUL/f7ipf0umzFlPI7sNm9nEZb2aYtlrOUCXpvGYTUZ+2pDPHWe045lv1mI0GujSND64zYJNBXRtGk/nJvZgmzXCyFV9M0mIstRYT3KMlbGD24W0jTy5JWn18OFuNZvo1NhOh8ZxwbZIs4m/ZWUQH2WhSYKN87r8ddHqUpeX1Dgrt5/RNmScm/q3JDWMYSPGGsEpbZJputd60UZ2GwPapegQ8RGWGmvj76e1Cmn7x8C2pMTW/B5vKHr06EFGRgYffvhhsO3DDz8kMzOT7t27B9v8fj8TJkygRYsWREZG0rVrV95///1gf2FhIVdeeSUpKSlERkbSpk0bpk2bFvJYGzdu5LTTTiMqKoquXbsedHY6GoQ1kObn5+Pz+UhLSwtpT0tLIzs7+6DGHDduHMXFxcHbtm3b6qNUOQyiLSZObp1cY3/v5gnE1uJDZt/1jvmlrv2ugYyLrJxBrU6rlGhyHC5ibVWXV7dNi61xzPgoMzH7nIRjM5vo0Ciuhj2gX6skoi1VH2djfimd9gozVeuIwWY5tJmgRvaaZ9ysEcZ6OYnmQGIjI+jdPLHG/pNbJxNpjiDKatpvCOrUuObXuCalTg9f/J7Ni3M2hLSPnrGUO888gT92OUiLszF6xjLce71XFm8p5Os/snnwvI6MfOtX7jrzBFbuLGLxlkIADAa475wOTPhiNUu2FgX3c3n9XPnqAnYWVT8r7fX5WbGjmFveXhzS/uD/VvLTht04D/ELwu5SFxO+WMVvey2DqfBULnnYXljOp8t38fafs8RQ+W9v9a4S/v7OkpBxxn+ykl827sZ1BL6wVCfX4WTsrOUhs/u7ip38Y8Yycg/yi4nUncvjY9HmAu75YEVI+5gZy1i6tQi3lk5w3XXXhYTHqVOnMmLEiJBtJkyYwJtvvsmUKVNYuXIlt99+O1dddRU//PADAPfffz9//PEHX3zxBatWreLFF18kOTn0M/Pee+/ljjvuYNmyZbRt25bLL78cr3f/Ew5Hq7Afsq9vVquVuLi4kJscnUwmIxf1aFIlyEHliT839m+FzXzg4BVnMzO4w19fajy+ABtyy+jbsvqw84+BbfhxXV61fXcMboc5wlDtrFR6nK3GMcee0bbKiUZJMVbuO6d9tds3TYikYxM715/SAuM+l2jLcbiIsZpollR9qL7vnA4kH+KZ9kkxVs7tUv3PuI08pSWpcYd/FizSHMHfB7QKmYHcI84WwdBuTTAaDaTH2bjnrBOqHaNrU/t+z1yvSbnbx78+qvwwPbFVEjNu7Bs8fP+fL9eQEmvl+9W5rM+tPEz/f3/rxrV/Hr7/cMkOMhOjaJkczQOf/E5Wi8rlH8P7NeeNEb1pZLcFlxiMPr01b12fhdlkYG1OKW/M30yZq+qHRXGFh9tnLgsepv/un6fSuUkc/gCMnbWMcvehfcCvzSlh1q/bgcrD9G/8efh+1a4Spi/cytaCyvW6Z3VM5/N/nMJ953Tg0c//wOX10ywpiu/+eWrw8P2YmYdez8Hw+vzMXZfHD2sr/+3+55IuPH1p5YlNP67P5/vVuTV+0ZT6Veb2MWbGsuBh+u//eWrw8P2YGcsoPcARmIbgqquu4scff2TLli1s2bKFn376iauuuirY73K5+Pe//83UqVMZMmQILVu25Nprr+Wqq67ipZdeAmDr1q10796dXr160bx5cwYNGsR5550X8jh33HEH55xzDm3btuWhhx5iy5YtrF9f81Koo1lYA2lycjImk4mcnJyQ9pycHNLT08NUlRxJGQlRvH/LifRslhBs69g4jvduPpHMpNpdxqVpYhT3nduea05shs1c+Zae9tMm/nVWey7PysQaUdmWFG3hgfM60KFRHCP7t2JIxzRMf6bBJvGRTL68O/bICE5tm4qpmpCUFGNl0mXdubx3RjBEJcdY+PeFnTm3S+PgWHvr0tTOa8N7BQ8xGg0wpGM600f2pZE9kjapMbxzQx9apUQDlTNs/dum0KmJnXdu6MNZndKDgbVpQiQvX92T7pnxtXpd9sceaWb8uR0YeUpLIv8M/XGREdxz1gmMOKl55eWLjoBmSVHMuqkv7Rv9Nfvcu3kC793cj6Z/XrXAYDBw+gmpPH1pV1L+/KJgNhm4uEdTplzVM9hWFwlRFt65oQ9ntE9j3FknsHJnMe+O7EtWi0SevKQLZS4vA9qlcHandN4YkUXr1Bi6NLVz64BWPH5xZ5onRWGJMPLc5T0oKHNz62mt6N0sgTibhcZ2G/ee057Rp7dmxMkt6NMikTeuy+K8Lo244ZSWVS5nBZXvrddHZNG7eQLTb+hLq5QYXrmmFye1SuLdkX2JP8QZ645N7Dxyfif+eUZbrj6xGX1bJjFtRG8u7NaYa09szsmtUzivSyMevqAT7dNjibFF8NQlXendPIF3ru8TrKdfqySmj+xLfNSRPzweYTIy8IRUbhnQiqcu7cLZndIZ0imdSZd146b+LRnSMR3zQV4CTOomIcrMOyP70LdlItOuzaJlSgxvXZ9FVotE3rq+D4m1uDrK8S4lJYVzzjmH119/nWnTpnHOOeeEzG6uX7+e8vJyzjjjDGJiYoK3N998kw0bKo/c3HLLLcyYMYNu3bpx1113MX/+/CqP06VLl+Cf9/xW/J6Two81hkCgmkVsR1CfPn3Iyspi8uTJQOWaiszMTEaNGsU999wT3G7OnDmcdtppdb7sk8PhwG63U1xcrNnSo1hhmZviCg+BQAB7lPmg/kMrKHdRUOrB5fURaTaRkRBJudtHfpkbl8eHzWwixmrCZDRS7vbi84PXX7k+0WY2EmuNIDHairGaYLk3p8dHXokLl9dPtNVEWqztgPvkOJyUOr2YI4wkRpurnNiSV+LC4fQQYTSQEGUJXlKn1OWhoMyDx+snxhZR79cIdXt95JZUXoMyylJ5aPxgr+t5KHaXunBUeDAYDMRHmYmvZq1lIBAg2+Gk3OXDEmEkKcZCVDVLHmrL4/VT4vLi8VZeMzQ51kZBmZtAwF95FQODEZPRQJwtAkeFB48vQITJgM1swmIyUljuJi3ORqnLi9dXeWWEGGsEBkPl5aysESYSoiufh9vro8TpPeA1ZAvK3CRGW/a67yI+0nLA91dtOCo8+P0B4v8c3+XxUeqqrMnt9VHq9JEYU9kXCAQornDjDxiq1JMQZQnrr+MUlLmxmAzBNaOlLi9urz+kTjn8AoEAheWefd4f7nr9e9jf57fT6WTTpk20aNECm+3IXjt5f6699lqKior4+OOP+eyzzxg1ahRQeXnLs88+mwsuuID4+HhuueUW+vbty5w5c2jSpEnIGFarNXj+S15eHp9//jnffPMNH3zwAbfeeitPPfVUtZd9KioqIiEhgdmzZzNgwIAj+bT3q7Z/V2G/DunYsWMZPnw4vXr1Iisri0mTJlFWVhZca5GdnU12dnZwCnrFihXExsaSmZlJYmLN68/k2JIQbQl+eB+sxCgriVGhH/j2CBP2asJNEgf/Dd5mNpFRx+t0psXZSNvP96GUWGu1M30x1qrhtT5ZIkxHxbUbk2KsBwxrBoOBRvb6u/i5OcJIYkToe6OmD9Pk2Kozxul/1lLdOuf0feq0RJhIijnwrPO+j1+fM037XjfUajZh/XN23BJhInGv+iq/GFR97KNh5mvf1yjGGsEh/HOWg2QwGKp5v+pLwd7OPPNM3G43BoOBIUOGhPR16NABq9XK1q1bOfXUU2scIyUlheHDhzN8+HBOOeUU7rzzTp566qnDXXpYhD2QXnbZZeTl5TF+/Hiys7Pp1q0bX375ZfBEpylTpvDQQw8Ft+/fvz8A06ZN07W8RERE5KhkMplYtWpV8M97i42N5Y477uD222/H7/dz8sknU1xczE8//URcXBzDhw9n/Pjx9OzZk44dO+Jyufj0009p37768xKOB2EPpACjRo0KTmvv68EHH+TBBx88sgWJiIiIHKL9LRV85JFHSElJYcKECWzcuJH4+Hh69OgR/CEgi8XCuHHj2Lx5M5GRkZxyyinMmDHjSJV+xIV9DenhpjWkIiIix55jcQ2pVFXbvyudkigiIiIiYaVAKiIiIiJhpUAqIiIiImGlQCoiIiIiYaVAKiIiIiJhpUAqIiIiImGlQCoiIiIiYaVAKiIiIiJhpUAqIiIiImGlQCoiIiIiYXVU/Ja9iIiIyJFWXO4mv9SNw+khLtJMcrQFe5Ql3GU1SAqkIiIi0uDsLKrg7g9+Y966/GBb/zbJPH5xFxrHR4axsvrl8Xgwm83hLuOAdMheREREGpTicneVMAowd10+93zwG8Xl7sP22H6/n//85z+0bt0aq9VKZmYmjz32GAArVqzg9NNPJzIykqSkJG688UZKS0uD+y5atIgzzjiD5ORk7HY7p556KkuWLAkZ32Aw8OKLLzJ06FCio6N57LHHKCws5MorryQlJYXIyEjatGnDtGnTgvts27aNYcOGER8fT2JiIueffz6bN28+bK9BdRRIRUREpEHJL3VXCaN7zF2XT37p4Quk48aN4/HHH+f+++/njz/+YPr06aSlpVFWVsaQIUNISEhg0aJFvPfee3z77beMGjUquG9JSQnDhw/nxx9/5JdffqFNmzacffbZlJSUhDzGgw8+yIUXXsiKFSu47rrrgo/1xRdfsGrVKl588UWSk5OByhnUIUOGEBsby7x58/jpp5+IiYnhzDPPxO0+fK/DvnTIXkRERBoUh9Oz3/6SA/QfrJKSEp599lmee+45hg8fDkCrVq04+eSTeeWVV3A6nbz55ptER0cD8Nxzz3HeeefxxBNPkJaWxumnnx4y3ssvv0x8fDw//PAD5557brD9iiuuYMSIEcH7W7dupXv37vTq1QuA5s2bB/tmzpyJ3+/n1VdfxWAwADBt2jTi4+OZM2cOgwcPPiyvxb40QyoiIiINSpxt/2sqYw/Qf7BWrVqFy+Vi4MCB1fZ17do1GEYBTjrpJPx+P2vWrAEgJyeHkSNH0qZNG+x2O3FxcZSWlrJ169aQsfYEzz1uueUWZsyYQbdu3bjrrruYP39+sG/58uWsX7+e2NhYYmJiiImJITExEafTyYYNG+rz6e+XZkhFRESkQUmOsdC/TTJzqzls379NMskxh+dM+8jIQztZavjw4ezevZtnn32WZs2aYbVaOfHEE6scWt871AKcddZZbNmyhc8//5xvvvmGgQMHcuutt/LUU09RWlpKz549eeedd6o8XkpKyiHVWxeaIRUREZEGxR5l4fGLu9C/TXJIe/82yTxxcZfDdumnNm3aEBkZyXfffVelr3379ixfvpyysrJg208//YTRaKRdu3bB+6NHj+bss8+mY8eOWK1W8vOrXwu7r5SUFIYPH87bb7/NpEmTePnllwHo0aMH69atIzU1ldatW4fc7HZ7PTzr2tEMqYiIiDQ4jeMjmXx5d/JL3ZQ4PcTazCTHHN7rkNpsNu6++27uuusuLBYLJ510Enl5eaxcuZIrr7ySBx54gOHDh/Pggw+Sl5fHbbfdxtVXX01aWhpQGWjfeustevXqhcPh4M4776zVrOv48ePp2bMnHTt2xOVy8emnn9K+fXsArrzySp588knOP/98Hn74YZo2bcqWLVv48MMPueuuu2jatOlhez32phlSERERaZDsURZapcbQLTOBVqkxR+Si+Pfffz///Oc/GT9+PO3bt+eyyy4jNzeXqKgovvrqKwoKCujduzeXXHIJAwcO5Lnnngvu+9prr1FYWEiPHj24+uqrGT16NKmpqQd8TIvFwrhx4+jSpQv9+/fHZDIxY8YMAKKiopg7dy6ZmZlcdNFFtG/fnuuvvx6n00lcXNxhex32ZQgEAoEj9mhh4HA4sNvtFBcXH9EXVkRERA7e/j6/nU4nmzZtokWLFthstjBVKLVR278rzZCKiIiISFgpkIqIiIhIWCmQioiIiEhYKZCKiIiISFgpkIqIiIhIWCmQioiIiEhYKZCKiIiISFgpkIqIiIhIWOmnQyWsCsrc5DicLNtaRFxkBJ2bxpMaa8VmNh3SuMUVbvJL3CzeUojZZKB7ZgIpsVairXrLA5S7veSVuFi6tQin10fPP1+f+CPwKyUiIiL7Oio+nZ9//nmefPJJsrOz6dq1K5MnTyYrK4uCggIeeOABvv76a7Zu3UpKSgoXXHABjzzyCHa7PdxlyyHKK3Fy/8e/8+XKnGCb2WRg8uU9OLVtMpGWg3t7FpS6eWHOel79cVOwzWiA+87pwCU9mxIXad6rBheFZe4qYyREW0iJtR7U4x8tanpucZFmZq/J5b6Pf8fn/+uH2i7PyuCOwe1Iijm2n7eIyNEsEAhw00038f7771NYWIjdbufaa69l0qRJ4S4trMIeSGfOnMnYsWOZMmUKffr0YdKkSQwZMoQ1a9aQm5vLzp07eeqpp+jQoQNbtmzh5ptvZufOnbz//vvhLl0Ogd8f4OOlO0PCKIDHF+Dv7yzmu3+eSovkmIMae8nWwpAwCuAPwMOf/kHPZgl0zYgPtheWuRk8aW6VMb4e0/+YD6TVPTdrhJH3bj6RcR+uqLL9uwu3cWLLJIZ2a3KkShQRCav8UhfJe30J3/f+4fDll1/y+uuvM2fOHFq2bInRaCQyMvKwPuaxIOxrSCdOnMjIkSMZMWIEHTp0YMqUKURFRTF16lQ6derEBx98wHnnnUerVq04/fTTeeyxx/jf//6H1+utdjyXy4XD4Qi5ydEnt9TFy3M3VtvnD8CXv+dU23cgReWVs6M1mfbTJtxe/0GNfTwY0C6FmYu21dj/wpwN7C51HcGKRETCY3N+GTe+uZjN+WV73f81eP9w2bBhA40aNaJfv36kp6eTmppKbGzsYX3MY0FYA6nb7Wbx4sUMGjQo2GY0Ghk0aBA///xztfsUFxcTFxdHRET1k7sTJkzAbrcHbxkZGYeldjk0fn+A/LKag8/WgvKDGtfj85NbUvO4u4qduH2+gxr7eBAXaWZHUUWN/XklLjy+QI39IiLHg/xSF2NnLWPJ1kIuf+UXft6Qz+Wv/MKSrUWMnbWc/MP0xfzaa6/ltttuY+vWrRgMBpo3b86AAQMYM2ZMcJvmzZvz73//m+uuu47Y2FgyMzN5+eWXQ8bZtm0bw4YNIz4+nsTERM4//3w2b958WGo+UsIaSPPz8/H5fKSlpYW0p6WlkZ2dXe32jzzyCDfeeGONY44bN47i4uLgbdu2mmeDJHwizSa6NKl5HfApbZIPatwYWwRZzRNr7D+5dTKR5rCvVAmbdTml+31tezZLIMZ2aCeUiYgc7ZJjrEwc1o1Gdhu7ip1c/soCdhU7aWS3MXFY18N22P7ZZ5/l4YcfpmnTpuzatYtFixZVu93TTz9Nr169WLp0KX//+9+55ZZbWLNmDQAej4chQ4YQGxvLvHnz+Omnn4iJieHMM8/E7a563sCxIuyH7GvL4XBwzjnn0KFDBx588MEat7NarcTFxYXc5OiTEG3hvnM6VNvX2G6j217rPOsi0hzBLQNaYTFVfWvH2SI4v3sTTEbDQY19PFi2rYgBbVNJiDJX6TMZDdx+RltirFX7RESON82To5k4rGtI28RhXWmeHH3YHtNutxMbG4vJZCI9PZ2UlJRqtzv77LP5+9//TuvWrbn77rtJTk5m9uzZQOW5N36/n1dffZXOnTvTvn17pk2bxtatW5kzZ85hq/1wC+tUUXJyMiaTiZyc0PWCOTk5pKenB++XlJRw5plnEhsby0cffYTZrA/M40GHRnG8MSKL8Z/8zpbd5RgMMPCEVO4/twON4w9+gXezpChm3dSXf330O3/sqlxD3Lt5Ao9e0Jmm+4ybEG3h6zH9q4yREH3sX/5of8/tvZv7Mf6/vzN/w24A2qbF8NiFnWlxGP8jFhE5mmzOL2PsrOUhbWNnLefdkX0PayitjS5dugT/bDAYSE9PJzc3F4Dly5ezfv36KutOnU4nGzZsOKJ11qewBlKLxULPnj357rvvuOCCCwDw+/189913jBo1CqicGR0yZAhWq5VPPvkEm80WxoqlPkXbIji1XQrv3XwiJU4vEUYDidEWYm2H9oXDEmGiW2YCb12fhaPCg8FgID7KXO01NlNircf82fQ12d9zS4y28OJVPSgs8+APBIiLNB/2M0tFRI4We9aQ7n2Yfuys5ewqdjJ21nJevqZnWP9P3HfizWAw4PdXnpBbWlpKz549eeedd6rsV9OM67Eg7Ivpxo4dy/Dhw+nVqxdZWVlMmjSJsrIyRowYgcPhYPDgwZSXl/P222+HnDWfkpKCyaS1bseD1FgbqYfhBMOkGKuuqbkf9kgL9shjfyZYRKSu9qwhHTtrefAw/bsj+zJ21rLDuoa0PvTo0YOZM2eSmpp6XC1LDPsa0ssuu4ynnnqK8ePH061bN5YtW8aXX35JWloaS5YsYcGCBaxYsYLWrVvTqFGj4E0nK4mIiMjBap4czcvX9Awenq+83yvsh+sP5MorryQ5OZnzzz+fefPmsWnTJubMmcPo0aPZvn17uMs7aGGfIQUYNWpU8BD93gYMGEAgoEvQiIiISP3bdyb0aJ4Z3SMqKoq5c+dy9913c9FFF1FSUkKTJk0YOHDgMT1jaggc54nP4XBgt9uD1y8VERGRo9/+Pr+dTiebNm2iRYsWOrfkKFfbv6uwH7IXERERkYZNgVREREREwkqBVERERETCSoFURERERMJKgVREREREwkqBVERERETCSoFURERERMJKgVREREREwkqBVERERETCSoFURERE5DgzYMAAxowZE7zfvHlzJk2aFLZ6DuSo+C17ERERETl8Fi1aRHR0dLjLqJECqYiIiDQ4OQ4nxeWeKu32KDNpcTX/5vqxKiUlJdwl7JcO2YuIiEiDU1zuYfCkuVVu1YXU+jRgwABuu+02xowZQ0JCAmlpabzyyiuUlZUxYsQIYmNjad26NV988UVwn99//52zzjqLmJgY0tLSuPrqq8nPzw/2l5WVcc011xATE0OjRo14+umnqzzu3ofsN2/ejMFgYNmyZcH+oqIiDAYDc+bMAWDOnDkYDAa++uorunfvTmRkJKeffjq5ubl88cUXtG/fnri4OK644grKy8sP+XVRIBURERE5gt544w2Sk5NZuHAht912G7fccguXXnop/fr1Y8mSJQwePJirr76a8vJyioqKOP300+nevTu//vorX375JTk5OQwbNiw43p133skPP/zAf//7X77++mvmzJnDkiVL6qXWBx98kOeee4758+ezbds2hg0bxqRJk5g+fTqfffYZX3/9NZMnTz7kx9EhexEREZEjqGvXrtx3330AjBs3jscff5zk5GRGjhwJwPjx43nxxRf57bff+Pbbb+nevTv//ve/g/tPnTqVjIwM1q5dS+PGjXnttdd4++23GThwIFAZeJs2bVovtT766KOcdNJJAFx//fWMGzeODRs20LJlSwAuueQSZs+ezd13331Ij6NAKiIiInIEdenSJfhnk8lEUlISnTt3DralpaUBkJuby/Lly5k9ezYxMTFVxtmwYQMVFRW43W769OkTbE9MTKRdu3b1XmtaWhpRUVHBMLqnbeHChYf8OAqkIiIiIkeQ2WwOuW8wGELaDAYDAH6/n9LSUs477zyeeOKJKuM0atSI9evX1/nxjcbKFZuBQCDY5vFUv3Z237qqq93v99e5hn0pkIqIiEiDY48y8/WY/tW2H0169OjBBx98QPPmzYmIqBrbWrVqhdlsZsGCBWRmZgJQWFjI2rVrOfXUU6sdc88Z97t27aJ79+4AISc4hYMCqYiIiDQ4aXG2Y+LyTrfeeiuvvPIKl19+OXfddReJiYmsX7+eGTNm8OqrrxITE8P111/PnXfeSVJSEqmpqdx7773BWdDqREZG0rdvXx5//HFatGhBbm5ucE1ruOgsexEREZGjVOPGjfnpp5/w+XwMHjyYzp07M2bMGOLj44Oh88knn+SUU07hvPPOY9CgQZx88sn07Nlzv+NOnToVr9dLz549GTNmDI8++uiReDo1MgT2XkBwHHI4HNjtdoqLi4mLiwt3OSIiIlIL+/v8djqdbNq0iRYtWmCzHf2znA1Zbf+uNEMqIiIiImGlQCoiIiIiYaVAKiIiIiJhpUAqIiIiImGlQCoiIiLHpPq4ILscXrX9O9J1SEVEROSYYrFYMBqN7Ny5k5SUFCwWS/DXjeToEAgEcLvd5OXlYTQasVgs+91egVRERESOKUajkRYtWrBr1y527twZ7nJkP6KiosjMzNzvhfpBgVRERESOQRaLhczMTLxeLz6fL9zlSDVMJhMRERG1mr1WIBUREZFjksFgwGw2YzYfXb8/L3V3VATS559/nieffJLs7Gy6du3K5MmTycrKAuCmm27i22+/ZefOncTExNCvXz+eeOIJTjjhhDBXfezLK3FRWOau0p4QbSEl1hqGig7eoTyXA+27v36gSt+x+PqJiIiEU9gD6cyZMxk7dixTpkyhT58+TJo0iSFDhrBmzRpSU1Pp2bMnV155JZmZmRQUFPDggw8yePBgNm3ahMlkCnf5x7TCMjeDJ82t0v71mP7HXKA6lOdyoH331w9U6TsWXz8REZFwCvtlnyZOnMjIkSMZMWIEHTp0YMqUKURFRTF16lQAbrzxRvr370/z5s3p0aMHjz76KNu2bWPz5s3VjudyuXA4HCE3ERERETl6hTWQut1uFi9ezKBBg4JtRqORQYMG8fPPP1fZvqysjGnTptGiRQsyMjKqHXPChAnY7fbgrabtREREROToENZAmp+fj8/nIy0tLaQ9LS2N7Ozs4P0XXniBmJgYYmJi+OKLL/jmm29qvJ7VuHHjKC4uDt62bdt2WJ+DiIiIiByasB+yr40rr7ySpUuX8sMPP9C2bVuGDRuG0+msdlur1UpcXFzITURERESOXmE9qSk5ORmTyUROTk5Ie05ODunp6cH7ew6/t2nThr59+5KQkMBHH33E5ZdffqRLPq4kRFuCJ+bs236sOZTncqB9D9S/b9+x+PqJiIiEU1gDqcVioWfPnnz33XdccMEFQOVvnn733XeMGjWq2n0CgQCBQACXy3UEKz0+pcRaj5uzwQ/luRxo39r0i4iIyMEL+2Wfxo4dy/Dhw+nVqxdZWVlMmjSJsrIyRowYwcaNG5k5cyaDBw8mJSWF7du38/jjjxMZGcnZZ58d7tJFREREpB6EPZBedtll5OXlMX78eLKzs+nWrRtffvklaWlp7Ny5k3nz5jFp0iQKCwtJS0ujf//+zJ8/n9TU1HCXLiIiIiL1wBAIBALhLuJwcjgc2O12iouLdYKTiIjIMUKf3w3LMXGWvYiIiIgcvxRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsIuq6w/fff8+HH37I5s2bMRgMtGjRgksuuYT+/fsfjvpERERE5DhXp0B688038/LLL5OQkEDbtm0JBALMnz+f559/nr///e9Mnjz5cNUpNcgurmDz7nIcFR4yk6JYm11CmctH98x4UuNsJEZb6jxmudtLXomLpVuLcHp99MxMICXWSnxU3ceS49/OogoijAZS42wA5DqceHwBmiREVtl2R2EFlggjKbFWALKLnQQI0MheddtDVVLhocztIzHGjMVkwuXxUVjuIcZqIsZmrvfHExGRg1frQPrRRx8xbdo0pk6dyvDhwzEYDAD4/X5ef/11brnlFs444wyGDh1a5yKef/55nnzySbKzs+natSuTJ08mKysLgAEDBvDDDz+EbH/TTTcxZcqUOj/O8WZzfhlXvbaAjo3tnNo2mVunL8HjCwT7z+qUzkPndyQ11lbrMUucHv63fBf3fbwC/19DcWWfTMae0ZakGGt9PoV6k1fiorDMHdKWEG0JBp9DGedgx6ovR2NNe2wvLOfq1xaSkRjJU5d0BWDse8vZWVjBm9dn0TQhKrjt1t1lXPHqAjo1tvPIBZ3w+QOMmr6EMreX14b3pnF8/YXSkgoPn/y2k4c++YO3b8iiS5N4Fm8t5NppC3n8oi4M6ZimUCoichSpdSCdNm0aY8eO5dprrw1pNxqNXHfddaxZs4bXXnutzoF05syZjB07lilTptCnTx8mTZrEkCFDWLNmDampqQCMHDmShx9+OLhPVFRUTcM1GLtLXYx6dwk7iyp45PxOXP/GopAACfDF79n0ap7IiH7NMRoNtRp3W0EF//poRZX2dxZs5cRWSZzbpXF9lF/vCsvcDJ40N6Tt6zH96xzYqhvnYMeqL0djTQAen4+VOxxsyi9jU34ZY2YuIwD8vGE3ACt3OkiLs2E2GXF6fPy6pZDthRVsL6zA7fVTWO5m6bYiDAZYn1tKWpwNUy3fpwfi8vp5bd4m3D4/V726kBEnNee1Hzfh9Qd4Zd5GTm2bQkztv6eJiMhhVuuTmpYsWcKFF15YY/9FF13E4sWL61zAxIkTGTlyJCNGjKBDhw5MmTKFqKgopk6dGtwmKiqK9PT04C0uLq7G8VwuFw6HI+R2PCooc/P7Dgc9myXwy8bdVcLoHi/P3UBeqatWY/p8ft5ZsKXG/hdmb6CgrHZjyfHPbDJxUuskJg6rnBmdv2F3MIw+c1lXTmqdjNlU+V+MzWxiUIc0Hjm/EwDfr8kNhtEXr+xBr+YJ9RZGAZJjrbx5fRYtk6Nx+/y8NHcjXn+AdukxTL22N8lhnlkWEZFQtQ6k+fn5NG3atMb+pk2bsnv37jo9uNvtZvHixQwaNOivgoxGBg0axM8//xxse+edd0hOTqZTp06MGzeO8vLyGsecMGECdrs9eMvIyKhTTceKCo8PAHukeb+BM6/Ehb+mtLoPjz/AjsKK/Y6195IAkRibmVPbptDY/td0Y5P4SPq3SSHGGnoAJs5m5qzO6SHrmlsmR9O7eSJRljqfX3lAqbE2/n5aq5C2fwxsS0qs1kKLiBxtah1I3W43ZnPNa64iIiJwu6uuc9uf/Px8fD4faWlpIe1paWlkZ2cDcMUVV/D2228ze/Zsxo0bx1tvvcVVV11V45jjxo2juLg4eNu2bVudajpWxEdZMJsMrM8tpXMTe43bdc2Ix2Y21WpMm9lE/7YpNfb3bJZQJWRIw5brcPKPmcvYWewMtu0oquD2WcvIdThDts0udnLzW4sp2Gs97Ia8Mu796HfySup35t3l8bFocwH3fBC6/GTMjGUs3VqE2+er18cTEZFDU6d0cf/999e4fnN/s5aH4sYbbwz+uXPnzjRq1IiBAweyYcMGWrVqVWV7q9WK1Xr8H45LjrFwzYmV6+LS4mw0stvYVeysst29Z7cnoQ5n2p/RIY3J36+jsNwT0h5hNPCPQW2IViCVP3l8fuasyePHdfkAPHVpFwjAHe//xty1+fywNo8LuzchwmTE5fHx2Yqd/LqlEIMBnru8O/mlbh74ZCVfrszm/O6NGdwhvd4O25e5fYyZsSx4mP7FK3tywxu/sjG/jDEzlvHp6JNJjK7dFzURETn8ap0u+vfvz5o1aw64TV0kJydjMpnIyckJac/JySE9Pb3affr06QPA+vXrqw2kDUWUJYJbBrQiPtLMM9+s5YmLuzD1x038sC6PQACaJ0Xx0PmdaN+o5vW21WmaEMl7N/fj/o9X8PPGAgDapsXw7ws70yI5+nA8lXqREG3h6zH9q7TVxzgHO1Z9ORprAjCbjJzRIY2b8lpyQqNYzuiQDoEARqOBNdklDGqfSsSfa0itZhMXdGvCxrwyTmmTTP+2KXj9AYwGA8UVbk5smVSva0gTosy8M7IP4//7OxOHdaNxfCRvXZ/F7bOWM+HCziRGH/9fWkVEjiWGQCAQ1kWBffr0ISsrK3gNU7/fT2ZmJqNGjeKee+6psv1PP/3EySefzPLly+nSpcsBx3c4HNjtdoqLi/d7MtSxyuPzk+tw4fL6sEYY8fgC+AIBYm0Rdbrc076KK9wUlnnwBwLERZpJPkov9yThV1DmxhJhDC7nKHV6cPsC1V4Dd3eZi0izKbhm1FHhwe8PEH8YwnUgEKCw3BNSR0GZ+6CuzSsiR97x/vktocJ+/HXs2LEMHz6cXr16kZWVxaRJkygrK2PEiBFs2LCB6dOnc/bZZ5OUlMRvv/3G7bffTv/+/WsVRhsCs8lY7QXID5U90oI9Uh/ccmD7Brz9Xd8zaZ+ZybjIw3ctUIPBUKU2hVERkaNTrQPp2LFja7XdxIkT61TAZZddRl5eHuPHjyc7O5tu3brx5ZdfkpaWhtvt5ttvvw2G1IyMDC6++GLuu+++Oj2GiIiIiBy9an3I/rTTTjvwYAYD33///SEXVZ805S8iInLs0ed3w1LrGdLZs2cfzjpEREREpIGq9XVIRUREREQOBwVSEREREQkrBVIRERERCSsFUhEREREJqzoFUq/Xy8MPP8z27dsPVz0iIiIi0sDUKZBGRETw5JNP4vV6D1c9IiIiItLA1PmQ/emnn84PP/xwOGoRERERkQaozj8detZZZ3HPPfewYsUKevbsSXR0dEj/0KFD6604ERERETn+1fqXmvYwGmueVDUYDPh8vkMuqj7plx5ERESOPfr8bljqPEPq9/sPRx0iIiIi0kDpsk8iIiIiElYHFUh/+OEHzjvvPFq3bk3r1q0ZOnQo8+bNq+/aRERERKQBqHMgffvttxk0aBBRUVGMHj2a0aNHExkZycCBA5k+ffrhqFFEREREjmN1Pqmpffv23Hjjjdx+++0h7RMnTuSVV15h1apV9VrgodKiaBERkWOPPr8bljrPkG7cuJHzzjuvSvvQoUPZtGlTvRQlIiIiIg1HnQNpRkYG3333XZX2b7/9loyMjHopSkREREQajjpf9umf//wno0ePZtmyZfTr1w+An376iddff51nn3223gsUERERkeNbnQPpLbfcQnp6Ok8//TSzZs0CKteVzpw5k/PPP7/eCxQRERGR41udT2o61mhRtIiIyLFHn98NS53XkLZs2ZLdu3dXaS8qKqJly5b1UpSIiIiINBx1DqSbN2+u9vfqXS4XO3bsqJeiRERERKThqPUa0k8++ST456+++gq73R687/P5+O6772jevHm9FiciIiIix79aB9ILLrgAAIPBwPDhw0P6zGYzzZs35+mnn67X4kRERETk+FfrQOr3+wFo0aIFixYtIjk5+bAVJSIiIiINR50v+6RfYxIRERGR+lTnQPrwww/vt3/8+PEHXYyIiIiINDx1DqQfffRRyH2Px8OmTZuIiIigVatWCqQiIiIiUid1DqRLly6t0uZwOLj22mu58MIL66UoEREREWk46nwd0urExcXx0EMPcf/999fHcCIiIiLSgNR5hrQmxcXFFBcX19dwIke1wnI35W4fjeJsGI0GylxeSl1e4iPNWM2m4HY7CssxGAwEAtA43kZuiQuPz4/ZZCQhyowlwrSfRwm1s6gCk9FAWpwNgLwSJ25vgCYJkXWvv8xNhcdHI7sNg8FAqdNDqctHQpSZonIPm3eXsT63lGZJUbRKjaGRff+PkV/qIrvYyfJtRSTHWunUOI4AUOH2sTanhF3FTro0tZMeZyPdbqvT8z4eBQIBdhY7iTSbSIy2ALCjqAKz0UBqnI2dRRWYTQa8/gB+fwCDwYDRAD5/AH8ADAZoZI/EZDRQ7vZS4vQSZ4sg0lJv/6UfVruKKyAAGMDt9RNlNuHxB9jzS9Ymo4H0A7znROT4Uuf/vf7v//4v5H4gEGDXrl289dZbnHXWWQdVxPPPP8+TTz5JdnY2Xbt2ZfLkyWRlZQX7f/75Z+69914WLFiAyWSiW7dufPXVV0RG6j8sOfIKy928Om8jb87fwsybTqR5chTfrsrhn7OW89q1venbIhGr2cS2gnKuePUXWqfEcGnPDLy+OO784DeKytz865z2RFtMdM2Ir1U421FUwbXTFpISY+WZy7phNMBd7//Gxvwy3rm+D00To2pff5mbKT9s4N1FW5l144lkJkXx9R85PPHFat68PouRby5ma0F5cPuUWCvTb+hDm7TYasfLcTi5feZS5m8oAGBIx3QCAT82cwS3vL2ECs9fv+zWq1kCEy7qTEZiFDZzwwylgUCAtTmlXPrSfC7rlcGtp7WmxOnl6tcW0Cwpmscu7MQz36xhaLem3PzWYq4/uTldmsbTJCGSEdMW0bt5Aud2aYzHFyA9zsrcdfmMemcJL17Vk5NbJx31oXRXcQWzV+diNhmZty6PBZsKmHZtb+av302Z28uUHzby/JU9ABRKRRqQOv/P9cwzz4TcNxqNpKSkMHz4cMaNG1fnAmbOnMnYsWOZMmUKffr0YdKkSQwZMoQ1a9aQmprKzz//zJlnnsm4ceOYPHkyERERLF++HKOxXlYbiNSZy+Nn1q/bKXF5ueylnxnWO4PXfqy8HNqrczfSsXEcAEu3FrKtoIJtBRU4vX6cbh9LtxVhMEBhuYfFWwppmRJDUsz+g5nX52f1Lgfrc0tZl1PK6HeXYokwMm9dPgDLtheRGmet9ayj0+PjgyXbcVR4GfbSz1zSsylTf9rMHYPbcfcHK0LCKEBeiYvr3/iV924+MTg7u4fb6+OVeRuDYdRogL/1zsAaYWTE64twef0h2/+6pZDXftzEbae3pklC7UP08aTE5eXzFTtxVHh5Zd4mCkrd/Lq1kC27y9lV7GR3qZveLZL43/IdVHh8PDd7A5f0bMrctXnklrj4YW0+w/s1Z3thObNX5fLI538QCMDLP2yge2b8UR9IDcAny3dy+xlt+f5/eZS6vIx4fREntU7mwyWVPz/96W87SY9rQUqMFZNJ/9eLNASGwJ5jJGHSp08fevfuzXPPPQdUXoA/IyOD2267jXvuuYe+fftyxhln8Mgjj9RqPJfLhcvlCt53OBxkZGRQXFxMXFzcYXkO0vBsyi9l2Eu/kFfy13utX6sknrmsWzC0lTg9fPrbLsZ9uCK4jcEADw3tSJnLy8U9mpK6T8CrSZnLy/ercxk9Yyl7/4t94uIunN05nVibuU71b8gt5bKXfya/1B1se+eGPlz56oIa9/ls9Ml0bGwPadtRVMGgp38IzoL2bp7A6SekkhRt4a4PVlQ3DDazkXdH9qV7ZkKdaj6eFJS5eWHOel6d99d1na0RRt65oQ/t0mP5cV0+xU4PP67L59PfdgW3ibFG8OzfumEwwJvztzBnbR4APTPjef7KnqTba/d+CrfN+WU8/sUqLumVwZgZyyh1eYN9Z3VKZ9RprWmeHE209egO13J4ORwO7Ha7Pr8biEP66rlt2za2bdt20Pu73W4WL17MoEGD/irIaGTQoEH8/PPP5ObmsmDBAlJTU+nXrx9paWmceuqp/PjjjzWOOWHCBOx2e/CWkZFx0PWJ1CQtzsaVWZkhbXcMbkdKjDV4P9Zm5owOaaTE/tWWmRhFu7RYTm2bEtJ+INHWCPq1SiJjr1nF1Fgrg9qn1jmMAjSy2xjWK/Tfhs28//8O9g4Ne3h9/pBD8vZIMxUeH9kOV5Vt93B6/FVmThuaxGgLI09picloCLb1bp5A69QYYm1mslok8smyndxwcouQ/Qa0S6HM5aVxfCQ/rMsLtv9zcLs6vZ/CLSnazJCO6ewsquDUtikhfbcMaEXjeJvCqEgDU+dA6vV6uf/++7Hb7TRv3pzmzZtjt9u577778Hg8dRorPz8fn89HWlpaSHtaWhrZ2dls3LgRgAcffJCRI0fy5Zdf0qNHDwYOHMi6deuqHXPcuHHBE6yKi4sPKTCLVKfM5eXbP3KZ9F3oe3D41IWszi7B76+cwswudnLrO0tCZlG37C7n+dnr2ZxfzrqcUmp7gCLX4eTO938LOZyeW+LitulLyXE461R/qdPDlyuzeWHOhpD2onIPlhoOjxoMkBpbdfYt0myiWdJfIXldbinp9sjgsoXqNE2IJKaBh41tBeVc9tLP+Px//f3/uH43z89ez86iCp76ag23DGjFjW8tDtnv0992sTq7hJU7HDx6ficMf+bZG978lZU7i0PGO1oVl7tYvt3BxrwysoudfLZiV0j/yDd/ZV1uGfmlNX+pEZHjT50D6W233cbLL7/Mf/7zH5YuXcrSpUv5z3/+w2uvvcbo0aPrtTi/v3IW5aabbmLEiBF0796dZ555hnbt2jF16tRq97FarcTFxYXcROpThcfH3R/8BlQepv/m9v6kxFopcXm564PlFFW4cXv9fL0ymwWbCjAY4IHzOjDurBMAmLsun6IKNx8t205h+YG/xHl9fuZv2M33q3MBePyizky6rPKw7fyNu/nmjxzcdZhxrPD4gssITmmTzNdj+pMcY+HT33ZxeZ/Mave5sFsTkv48G3xvqXE27j27ffD+lt3l2G1m3F4/7dJiqh3r1tNakxZ37Mzm1bcSp4cpP2xg8+5yrBFGZt10YnAm9JV5m8hxODm5TTJvzt9MbomLWGsEr4/ozdCujQB4ae5GWqXGkJkYxY93nUZju41yt4+xs5ZTXFG3SYFwcPvgP1+uZmCHNF6aWznpcE7ndKZd25sYawQ5DhevzNtIrsOJz9ewZ9JFGpI6T1NMnz6dGTNmhJxR36VLFzIyMrj88st58cUXaz1WcnIyJpOJnJyckPacnBzS09Np1KjyP+AOHTqE9Ldv356tW7fWtXSRehEfaebdkX34v+/WM+HizqTF2Zh1U1/uev83nrmsG4nRlWHr3K6N2JBfSo/MBHIcToZ2bUxcpLny8k0GA1f1aRa85M/+RJiMnNo2hVGntSYzKYqzOqVjNBj4v791Z9nWIs7unI4lovbfLeMjLUwf2ZcX56zn3xd2JjXOxsybTuRfH67gn2e0JS3WypQfNuBweomymLjmxGZcd1IL4iKrXxrQt2USz1/Rg8c++4OdxU4mfLGKyZd35+lh3Xjphw188Xs2Xn+A9DgbYwa1oV/rJFKqmW1tKGJtZv4xsA25JS5u6t+Srk3jaZMag8EAHRvbyUiI5OcN+dx+RlucHj83D2hFhNHAiJNaYDYZGdg+je0F5fRolkDj+EjevbEvd7y3nKcu7Vqr91O4JUSZ+c8lXfh42Q6mXNWDz37bxZhBbZnyw3reuaEPT361mlGnt6ZxfKROaBJpQOp8UlNqaio//PAD7du3D2lftWoV/fv3Jy8vr4Y9q9enTx+ysrKYPHkyUDkrmpmZyahRo7j77rtp2rQp1113XchJTd27d+ess87i3//+9wHH16JoORy8Pj/FTg9J0X/N9BWUuasEgoIyFxEmAx5vgKQYKw6nB58vQADqHB4Ky9xEmAzBNaNlLi8ury8YgOvC4/XjcHpIiqlav9fnJ6fERYXbR6TZSEps7c7gzyl2UuryYo4wkBRtxR8IUOr0Uub2Vl5r0hJBSqyFaGvd17wej3aXuYizmjH/+WWioMyFNcJEtDWCwnI3EQYDHr8fA2AyGvH+eZ3OAAF8Pkjb6wSm6t57RzOvz09+qZv4KDOF5W7ibGZKnB6SoiwUVngqr9N7DD0fOTz0+d2w1HmGdNSoUTzyyCNMmzYNq7Xyw8zlcvHYY48xatSoOhcwduxYhg8fTq9evcjKymLSpEmUlZUxYsQIDAYDd955Jw888ABdu3alW7duvPHGG6xevZr333+/zo8lUl8iTMaQMArVB8x9w2LcQZyAtMe+H9DR1oiDPvHDHGEMCaPwV/0RJiNN4ut+/cc0u420fdoO5oSrhqLq++ev+wlRdQtjx1IYhcr32J4rAuz50YU97+XUBnp9WpGGrlafZhdddFHI/W+//ZamTZvStWtXAJYvX47b7WbgwIF1LuCyyy4jLy+P8ePHk52dTbdu3fjyyy+DJzqNGTMGp9PJ7bffTkFBAV27duWbb76hVatWdX4sERERETn61OqQ/YgRI2o94LRp0w6poPqmKX8REZFjjz6/G5ZazZAebSFTRERERI4fOoVRRERERMKqVjOkPXr04LvvviMhIYHu3btjMBhq3HbJkiX1VpyIiIiIHP9qFUjPP//84Bn1F1xwweGsR0REREQamDpdh9Tn8/HTTz/RpUsX4uPjD2NZ9UeLokVERI49+vxuWOq0htRkMjF48GAKCwsPVz0iIiIi0sDU+aSmTp06sXHjxsNRi4iIiIg0QHUOpI8++ih33HEHn376Kbt27cLhcITcRERERETqos6/ZW80/pVh9z7bPhAIYDAY8Pl89VddPdAaFBERkWOPPr8bljr/EPbs2bMPRx0iIiIi0kDVOZC2aNGCjIyMKtciDQQCbNu2rd4KExEREZGGoc5rSFu0aEFeXl6V9oKCAlq0aFEvRYmIiIhIw1HnQLpnrei+SktLsdls9VKUiIiIiDQctT5kP3bsWKDyRKb777+fqKioYJ/P52PBggV069at3gsUERERkeNbrQPp0qVLgcoZ0hUrVmCxWIJ9FouFrl27cscdd9R/hSIiIiJyXKt1IN1zdv2IESN49tlndQkGEREREakXdT7Lftq0aYejDhERERFpoOocSMvKynj88cf57rvvyM3Nxe/3h/TrZ0VFREREpC7qHEhvuOEGfvjhB66++moaNWpU7Rn3IiIiIiK1VedA+sUXX/DZZ59x0kknHY56RERERKSBqfN1SBMSEkhMTDwctYiIiIhIA1TnQPrII48wfvx4ysvLD0c9IiIiItLA1PmQ/dNPP82GDRtIS0ujefPmmM3mkP4lS5bUW3EiIiIicvyrcyC94IILDkMZIiIiItJQGQKBQCDcRRxODocDu91OcXGxLuYvIiJyjNDnd8NS5xnSPRYvXsyqVasA6NixI927d6+3okRERESk4ahzIM3NzeVvf/sbc+bMIT4+HoCioiJOO+00ZsyYQUpKSn3XKCIiIiLHsTqfZX/bbbdRUlLCypUrKSgooKCggN9//x2Hw8Ho0aMPR40iIiIichyr8xpSu93Ot99+S+/evUPaFy5cyODBgykqKqrP+g6Z1qCIiIgce/T53bDUeYbU7/dXudQTgNlsrvK79iIiIiIiB1LnNaSnn346//jHP3j33Xdp3LgxADt27OD2229n4MCB9V6gHJxAIMCuYifrckvYWlBB65RokqItOD1+lm8vIsoSQeemduIjzcRHm9lZ6GTFjmLySpx0zYgnNdZG04RIDAbDIdWws9jJ+twSthdU0C49lozEKNLibMFt3F4fOQ4Xv+8oprDcTdeMeNLjbCTFWOvjZZDDoKTCQ5nbh9lkwOX1YzIY8Pr9GA0GDAbw+wOYjAZ8AfAHAphNRgIBSIw2Y4kw4fb6KCjzEG01EWur+uVWREQanjoH0ueee46hQ4fSvHlzMjIyANi2bRudOnXi7bffPqginn/+eZ588kmys7Pp2rUrkydPJisri82bN9OiRYtq95k1axaXXnrpQT1eQ7A6u4QrX11AQZk72NYqJZoHzuvIk1+tweH0EmE08NDQjvRrlcQFL/xEcYU3uO2JLZOYcFFnmidHH9TjBwIBVu0q4cpXf6Gw3LNXDTG8PqI3GYlRuDw+ft64m5veWozL+9fs+oB2KTxxcZeQ4Hok7Cgsx+31U+LyhrQbDQaiLSZKXV5ibWairRGkxFYfmPNKXBSWufH6/fj8lathYm1m3H8+v4RoS7X77tlvXzVtHy4lFR4+Wb6T3WUuAgF4ee5G3rv5RH7fWcy9H/3Ok5d0pXVqNI4KL9dOW8SYQW1oFG+jsMxNh8Z2ujWNZ9n2Iq5+bQGPXtCZszunK5SKiMjBXYc0EAjw7bffsnr1agDat2/PoEGDDqqAmTNncs011zBlyhT69OnDpEmTeO+991izZg1JSUnk5eWFbP/yyy/z5JNPsmvXLmJiYg44fkNcg7KruIILnv+JHIerSt+JrZLonhHPC3M2AGAwwLsj+/LZbzt565etIdte2685tw5oTUpc3QPRruIKzn/uJ3JLqtZwSptknr+iB4XlbgY+/QNef9W34OiBbRh9emsiTHVeVXLQVmwvYktBOaOmL63S99wV3Rk1fSnPXdGdtqmxtE2PrXaMtdklDJ40t9p9Ab4e07/afavbb3/bh0t+iYsrXvmFxy/uwq3Tl7Cr2Mn0kX14+H9/sDq7hAijgav6NmP6gq24fX5aJEfz1KVdAAM3vLGIYb0ymPrTJjy+AK1TY5hxY1+SNRsuItVoiJ/fDdlBfdobDAbOOOMMbrvtNm677baDDqMAEydOZOTIkYwYMYIOHTowZcoUoqKimDp1KiaTifT09JDbRx99xLBhw2oMoy6XC4fDEXJraLKLndWGUYCfN+yme2ZC8H4gAN/8kcN5XZtU2fb9xdspqqg6a1cbu4qc1YZRgHnr8imp8DB3bV61YRTg9Z82kVfD/hI+ybFWpo7ozRNfruaJi7vQyG7j5rcWc9eZJ9AuLRavP8Dr8zcHw+jD53fEbjMz+ft1FJZ7eGnuxmAYfeO6LIVREREB6hBIv//+ezp06FBtwCsuLqZjx47MmzevTg/udrtZvHhxSKA1Go0MGjSIn3/+ucr2ixcvZtmyZVx//fU1jjlhwgTsdnvwtmdZQUNSWL7/EOn2hp58llfiwlTNWtFSlxe37+BOVCuo5vDz3ryBADuKKmrsdzi9wUPecnRJjbVxaa+mzF6TyyU9m+Jwepm5aCvD+zUP2e7KPpnkl7hIs9u4qHvoF55Rp7UmRWFURET+VOtAOmnSJEaOHFnttLndbuemm25i4sSJdXrw/Px8fD4faWlpIe1paWlkZ2dX2f61116jffv29OvXr8Yxx40bR3FxcfC2bdu2OtV0PMhMrHndZ5TFxL7Zs2tGPAXlVWcjW6VEE2k2HVwNSVE19kVbTJhNRvq2TKpxm7ZpMdgsB/fYcvi4PD4Wbipg3to82qXF8tzs9ZzYMomhXZvw0P9Whmz7+BerwWDgl427WbS5IKTvzveXs3hLAW6v70iWLyIiR6laB9Lly5dz5pln1tg/ePBgFi9eXC9FVaeiooLp06fvd3YUwGq1EhcXF3JraJJjLJzRIa3avmtObMZ/l+0M3k+Ls9KzWQJTf9xcZdvRp7chOcZyUDWkxloZ2D612r5bT2tNcoyFE9LjaFZDcL3vnA46nHsUKnP7uPO95Yw6vQ2PfraKQAAeHNqBxz77A5fXT8vkaD7+ez9O+PPw/WOf/UFmYjRX9m1Gt0w73//zVNqkxeDxBfjHjGWUuhRIRUSkDic12Ww2fv/9d1q3bl1t//r16+ncuTMVFTUfht2X2+0mKiqK999/nwsuuCDYPnz4cIqKivjvf/8bbHvrrbe4/vrr2bFjR51+nrShLorOcTiZ8sMG3l24FafHT3yUmZv6tyQh2sI9H6zAYID+rZO588wTSIgy8+hnq/j6jxx8/gBN4iMZe0ZbTmyVROP4yEOq4cU5lTW4vJU1jB7YhvO7Ng5e1ml7YTmPfbaKr1Zm4w9A04RIxp/bgRNbJR3xs691lv2BBQIB1uWWMu3HjVyWlcnEb9Zx95ntMBoMPPDJSv55RltS46wYMHDPB78x5oy22ExGPlq+gxv7t6JJfCQ7iioYO3MZj17QiTZpR88JWyJydGmon98NVa0DaatWrXj66adDguPePvzwQ+644w42btxYpwL69OlDVlYWkydPBiovvJ+ZmcmoUaO45557gtsNGDCA5ORk3n///TqN35Df0C6vj7wSF06PH7PJgDXCiNPjw+nxYzIaiLZGkB5nw2g0UFLhIbfUhcvjJ8piokl8JOaIQz/D3eX1kedw4fRWjpsWa8W0z5nzpS4PBWUePF4/MbaII365J6mbQCBAYbkHe6SZogo3BipDu9vrx2AAs8mIzWyiuMKDxWQg2hZBqdNHYvRfs+0FZe6Q+yIi+2rIn98NUa2vQ3r22Wdz//33c+aZZ2KzhQaGiooKHnjgAc4999w6FzB27FiGDx9Or169yMrKYtKkSZSVlTFixIjgNuvXr2fu3Ll8/vnndR6/IbNGmGiaUPNazr3FRpqJjaz/GUlrhImmifuvIcZqJsaqa1EeKwwGQzBMJkXXPHtr22v9cWJ06HpghVEREdlbrQPpfffdx4cffkjbtm0ZNWoU7dq1A2D16tU8//zz+Hw+7r333joXcNlll5GXl8f48ePJzs6mW7dufPnllyEnOk2dOpWmTZsyePDgOo8vIiIiIke3Ol0Yf8uWLdxyyy189dVX7NnNYDAwZMgQnn/++Rp/VSmcNOUvIiJy7NHnd8NSp58ObdasGZ9//jmFhYWsX7+eQCBAmzZtSEhIOPDOIiIiIiLVqPNv2QMkJCTQu3fv+q5FRERERBqgI/dD4SIiIiIi1VAgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsIoIdwFy9HB6fOSWuFixvQhHhZfumfGkxtlIjLZU2Ta/1MWuogp+215McqyVDo3jSI+1YY6o/I6zs6iCDXmlbN1dTtemdqKsEazc6aDU6aVHs3hSY20kVDNuTQrKXGQ7XCzbWkh8lIVuGXYCAVj/52P0aZGILwCLNhcQYTTQs1kitggDizYXYjOb6J4Rj8fvJ8fhYsWOYhrF22iXFovPF8DrD5AaZyMl1rrfGnz+ANnFFazOLiG72EmXDDvxkWZ2FjlZn1tKs6QoMhKjKChz8ftOB12a2ImLNLNqVwm5DiftG8VhjzRjjzKTHmdjV7GTdbklbC+ooG16LM0So0iNs9XtL62e7S51ke1wsnxbEQlRFjo1sZMWZ8USYTriteQ4nGzdXc7anBIyEqNonRpD4/hIoPLvIsfhJMpiIspioqjcg8vrx2Y2kRxjYWeRk0iLqdr37h67iiowGCAu0owtwsTO4goAYqwRxEdZ2FFYjiXCdMD3xcHIdThx+/wYDAaaxEeyu9RFhceH0WAgPc6G0Wio98cUETmaHRWB9Pnnn+fJJ58kOzubrl27MnnyZLKysgDIzs7mzjvv5JtvvqGkpIR27dpx7733cvHFF4e56uNLhdvLnLV5jH53KR5fINh+Vqd0Hj6/IymxfwWlHIeT22cuZf6GgmCbzWxk6vDe9GqRwOa8cq58dQF5pS7O69IIrz/AI5/+gdf/17hDuzbm/nM71OrDPtfh5F8freDbVbkAtEiOZvy5Hfjne8spKHPz1KVdmDZ/M+8u3Bbcx2iAu888gT4tEnE4PZS4vfzrw99ZsrUwuE2UxcRLV/UkymLizveW8++LOgcDz758/gArthdx9WsLKXF5SYgy8+zfujNq+lK27C4PbpcSa+WpS7qwcFMBdpuZuz74DafHH+zv0yKRMYPakF/iYvi0RRSUuYN9rVKieX1EFhmJUQd8TQDySlwU7rW/JcJIidODyWggwvjXwY+EaEvI67z3fnv2ATAaDeQ6XJS5vVjNJm55ZwnWCCMvX92Tvi2TsJqPXCjdVlDO8KkL2ZhfFmxLirbwxnVZwQB61WsLuPnUVpzZKZ3sYid3f/AbPZslcMfgdlz0wnwu7N6EW09vXW0o3VVUwbx1+fzroxW8PqIX9igLl7+8gEt7NeWsTumkxNq4+rUFdGps55ELOtVrKM11OPl9ZzHv/LKV1dklvH1DH7bsLmPuujxmLdrOjBv70qFRnEKpiDQoYQ+kM2fOZOzYsUyZMoU+ffowadIkhgwZwpo1a0hNTeWaa66hqKiITz75hOTkZKZPn86wYcP49ddf6d69e7jLP27sKnZy6ztL2CszAvDF79n0bJbAdSe1wGg04Pb6eGXexpAwCuD0+Bnx+iK+/McpXPfGIvJKXUQYDVzUoynXvbGIwD7jfrJ8J1ktErmyTyYGQ80fvD6fn/d+3R4MowC3ntaKez78jYIyN61SojEZDCFhFMAfgAlfrOat67PITIzihTkbQ8IoQLnbx8i3fuWt6/pw2gmp/PvzVTxxcReirVX/WWQXV3DN1MowCjDipBZM+nZtSBiFyrB3/39X8vwV3bn4xZ9x+/wh/Qs2FeAPwPVv/BoSRgE25JXxr49W8NwVPbBHmmt8TfYoLHMzeNLc4P3nrqgMyPv6ekz/kEC193417fPcFZX/tlxeP9e/8Svf/fNUmiVFH7Cm+lBU7ubO95eHhFGA3WVuRr75K89d0YMZi7ZS7vYx8Zu1bNldxvwNu9lV7GT26lyuObEZVrORj5bt4PpTWlQZPxAI4PL6eXfhVrz+AIu3FFFY7qHU5WXaT5spKHXz65ZCdhRVsLvUTVG5u14DaUGZm0hzBPM37KbC4+OqVxfQq3kC/122E4APlmyn6cA2xEfV/giCiMixLuxrSCdOnMjIkSMZMWIEHTp0YMqUKURFRTF16lQA5s+fz2233UZWVhYtW7bkvvvuIz4+nsWLF1c7nsvlwuFwhNzkwL74PbtKGN3j5bkbySt1AZBX6uadX7ZWu53L62fRlkIspsq3VVaLROauy6sSRveY8sOG4Lg1ySt188qPG4P3rRFGIs0R5Dgq97u4Z1Ne/XFTjft/vGwH5W4f/122o9p+p8fP1oJyWqZE88Xv2ewuq76e9XmlOJze4P32jeJYsrWo2m3NJiO/7SiuEkb31F9c4SG3pPrHmbcun4IDvCZHmtcfYN66/CP2eAVlbn7ZWFBt365iJ7klTnpkxHNR9yYAfLBkB7uKnURbTEz6W3ce+XQVLq+fWTf1rXbG22AwkG638Z9LutC1qZ1J362jRXI0F/453n+X72RHUQWRZhMzbuxLi+T6DeItU6KJtpj4v8u7EWk2saOoIhhG/9Y7g1GntVYYFZEGJ6yB1O12s3jxYgYNGhRsMxqNDBo0iJ9//hmAfv36MXPmTAoKCvD7/cyYMQOn08mAAQOqHXPChAnY7fbgLSMj40g8lWPe1oLyGvvySl34/0yrXp+fCo+vxm13FlUEZ/fskWbyagheUDmb6KspBf/J5w9QVO4J3reZTRRX/HU/McpSY7gDyHO48PgqZ8Rqku1wEgj8OXPmqX67PQF4D/d+xrNHmtlV5Ky2L9JioqjcXW3fHs79jB0u2wtrfn/UN+d+3l8AjorKmcxbT28d0n5ymxRyHU5W7Cjm4h5NaGSvfvkFVL6PkmOt3HRqKwIBeGHOeq4/OXQ29aTWSbRIjibCVL//TVoiTGQmRREIVD7G3m4b2IakmPpfsyoicrQLayDNz8/H5/ORlpYW0p6WlkZ2djYAs2bNwuPxkJSUhNVq5aabbuKjjz6idevW1Q3JuHHjKC4uDt62bdtW7XYSqn+b5Br7umXEY7NUrh+MNJtollTzGseezRLYvLvyUOu63FK6ZsTXuG33zHiiLPtflxhpMdKhUVzwfonTQ7r9r/Wsf+x00DNzf4+RgDXCSJMa1oYCdGxcOb490lzt4XqA9umxIffNJgPWiOr/+WwtKKNns4Rq+xwVHpok1FxLlMVErC3sK2mq6Nsy6cAb1ZM4mxmbueb/mjISIrnv3A5c9eqCkPavVmazpaCc0QNb88q8TXy2YhelTk+1Y+wuc/L7jmL+OWs5qbFWnrykKze/HXrU5dtVubwyb+MBv0DU1e5SFws27mbBpoKQpSgAw6b8zJbdZTXsKSJy/Ar7IfsDuf/++ykqKuLbb7/l119/ZezYsQwbNowVK1ZUu73VaiUuLi7kJgfWPTOBxvbqz/D+19ntSfjzEGJqnI17z25f7XZt0mJomRLNSa0rw+363FIyE6NIrWb9ncEA95zVHnvk/g9NJkZbuf/cvx7PH4Bl2woZ0C4FgA+X7mBk/5ZEVHMCSHyUmYHtU4m0GPn7aa2qHb99eixmk5HZa3K5Y3A70mo4y71RfCS99gqZn6/I5m9ZmdVum9UiEZvZSKuUqod6/YHKUH/6CanV7nvraa2qfb3CqVlSFCfsE8gPp5RYKzf1r/7va1D7VIxGA9MXbg0epn/zuizO69IIgFfnbWRQ+zSaJkRy/8e/U+auOtsaCAQod/l58JM/qPD4GHtGWz5auoPthZWH6V+5phdX9qn8u31u9vr9zsAfjGyHk8QYK1N/qlxqclnvprx6Ta/g4funv1lLcUX9hmARkaOdIRCoaYXf4ed2u4mKiuL999/nggsuCLYPHz6coqIiJk6cSOvWrfn999/p2LFjsH/QoEG0bt2aKVOmHPAxHA4Hdrud4uJihdMD2LK7jIc//YPvV+cSCEDzpCgeGtqJXs0TQmYOHRUe5q3L49HPVrGr2InJaODsTuncc3Z7msRHkutw8sq8Tbz9yxaSYixMuKgzr8zbyLx1+QQC0DI5mkcu6ES3jPgaZyT3Vur0sHBTAQ/8byXbCiqwRRiZem1vvv4jhxmLtnJy62SuP7kFD37yB2tySoDKs9nvOesEft9RzKpdJVx/cnMWbCrg/75bT7bDSYTRwNmd07llQGu27C6jqNzDkI7p+70UVXZxBc98u46PluzA7fPzn0u6kF1cwas/bsJR4SXKYuLy3hl0b5bAQ5+sZOKwbsxYtJUvV+bg8wdobLcx6vTWJEVXXk7plXmbeHfhVlxeP/FRZm47vQ0XdGtc60O29X2WvclowOnxk1fqotTl5c73ljOkYzr3ntOepgm1O/O/vuSXuvhoyQ6em72e4goPNrORK7IyuebEZpS5vERZIxj/35WMPaMtydEWVu5y8P3qXAZ3TKdz4zjGf7KSG05pSdcMOxZT1Vl4R4WHLbvLeOh/f/DUpV2wmk3868MVDO/XnEZ2G8kxViZ9u46TWifRv20KUZb6m7UucXpYsrWQgjI3v24uZMygNuwqclJU4WHqj5t4/OIuIUcBRBoqfX43LGENpAB9+vQhKyuLyZMnA+D3+8nMzGTUqFGcc845dOnShT/++IP27f+aJRsyZAjNmjXj5ZdfPuD4ekPXTYnTQ0GZG68/QKwtgtTYmj8Yc4qdlLq8mCMMJEVbQ8Kl21t5TVOnx0+01USU2URRhQevP0CcLSLkMlK1leNwUur0Yo4wkhhtxmwykvfnY0SajfgDUOryYjRAlCWCGGsEBeVuIowGkqItuDw+ip1eKjw+rBEmoixG/H4wmQykxdbu2o8Vbi/5pW5c3srnlRxtIa/UTbnbh81sJCnaTEGZhwqPnyiLkRirmcJyNxUeHxaTkRhrBAnRZswmEy6vjzyHC6fXT5TFRFqsFVM9r1c8GPu+zjHWA5/xfzj4fH5ySlzB1zY11oZlr2USu8tcxEdaMBkNFJS5CQQCRFlMRFoi2F3qIjYyotowukdxhRuXxx+89mteiYtAwE9yTOV7oaDMjc1srNcwukeJ04PT48NkNJAYbcXt9VHq8gCV90VEn98NTdgD6cyZMxk+fDgvvfQSWVlZTJo0iVmzZrF69WoSExPp0KEDjRo14qmnniIpKYmPP/6YO++8k08//ZSzzz77gOPrDS0iInLs0ed3wxL2sycuu+wy8vLyGD9+PNnZ2XTr1o0vv/wyeKLT559/zj333MN5551HaWkprVu35o033qhVGBURERGRo1/YZ0gPN33DEhEROfbo87thCf+CNRERERFp0BRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwUSEVEREQkrBRIRURERCSsFEhFREREJKwiwl2A/KXC4yOvxMXybUWUOr30aBZPQpSFcrePxVsK8AWgZ7MEUmKsxEWag/v5/AGyi52sznaQXeykQ+M4miZEkhJrC+OzOThen5+dxRXsLHKycmcxTeIjaZceS6nTy2/bi2maGEmb1Fga2W0YDIZwl3tUKShzU+Hx0fjP16bU6aHU5SMQCGA1G0mMtgKws6gCk9FAWpyNHYUV2MxGkmKq9h0LHBUeyt1ekmKsmE1Gcoud+AgQZzMTbY1gd6mLCo+PpglR4S5VRET2I6yBdO7cuTz55JMsXryYXbt28dFHH3HBBRcE+x988EFmzJjBtm3bsFgs9OzZk8cee4w+ffqEr+jDpNzt5ds/chg7azlefyDYfm7nRpzaLoU73/8t2HbLqS0Z2b8VidEWfP4Av20v4prXFlLi8ga36dIkjilX96JxfOQRfR6HwucPsLWgnH/MWMaKHcXB9hhrBC9f05OmCZGUOL0s316E2xtH8+TokP3zSlwUlrmrjJsQbSEl1nrY669Pez8Xr9+P78/3RKzNjNvrByDaaqLM5QPAEmHk9fmb+WjpDt676USaJETy+e/Z3PvRCiYO60ZuSQUXds+gwu3j2tcX0qlxHDef2porXvmFIR3TuWNIOyo8Pq6dtpCkaAvP/q37UR9KHRUePl62g8c+W8U7N/ShRVI0CzYXcPvMZfznki6c3DqJp75ey+zVecy4qS+tUmLCXbKIiNQgrIG0rKyMrl27ct1113HRRRdV6W/bti3PPfccLVu2pKKigmeeeYbBgwezfv16UlJSwlDx4bOzqIJ/zFxGIBDa/umKXZzQKI6uTe0s314Z0l78YSMntkqmf9sUsosrGD41NIwC/LbDwX++Ws2/L+hMlPXYmAjPcVTwzDdrQ8IoQKnLy41vLuY/l3Rh1PSlAEy5qgdWs5FG9r8Cd2GZm8GT5lYZ9+sx/Y+5QFrTc3nuiu7B1+B/o07ivOd+IsYawRvXZfG/5TsprvBw6Us/c3GPJkz9aTMAHyzezrldG/HQJytZucvB+txSTm6dzHerc9hd5mb6wq2Uurz88WffZpOB7GLnUR9IXV4/U3/chMvr58pXF3DNic2Y+tNmfP4Ar8zbSKuUGGb9uh2AH9bkkR5nI/oY+bcgItLQhHUN6VlnncWjjz7KhRdeWG3/FVdcwaBBg2jZsiUdO3Zk4sSJOBwOfvvtt2q3B3C5XDgcjpDbseDjpTuqhNE9ZizaygXdm4S0vTBnPSUVHtblluJweqvd79Plu8gvc9V3qYdNYbmHL37Prrav1OWluMJDyp+Hlr3+ALuKnUeyvKNWqcvLP2ctY+KwriRFWyiu8ATD6IB2KYwe2IZxH67gv8t3sj63FLPJwOAOaVzWK4PRA1sD8MlefW9cl0X7RrFhfEa1kxJr5e0b+tA8KQqX188r8zbh8wc4IT2WO4ecwNWvLQDgn2e05aIeTRRGRUSOYsfMSU1ut5uXX34Zu91O165da9xuwoQJ2O324C0jI+MIVnnwtuwur7Evr8SFfa81o3vaPP4AOY6aQ5nXHwge3j0WOD2+kOUK+9pd6iYu8q9QUVRe9fB8Q7V5dzlLtxVxYY/QLy53DmlHs8RIjHutt+3cJJ4TGsWRFGPlqr7NsEYY9+qz075RHJYI0xGr/VCkxFq5ZUDrkLbrT27Buwu34nB6iTSb+FtWBvFRljBVKCIitXHUB9JPP/2UmJgYbDYbzzzzDN988w3Jyck1bj9u3DiKi4uDt23bth3Bag/eaSek1tjXLSOe9bmlIW1ZzROJtpro0Ciuxv2SYyxEW46dWaE4mzk4A1qdlinR7Cz6K4BnJupElT2uyMokyhLBq/M2hba/soBV2SUhr9WSrYU8//16thaUc9WrC3Dt9aVlydYinvxyDbtLj/6ZdafHx4KNBdz70YqQ9vs+/p0Luzehb8tEKjw+rpm6kF1FFWGqUkREauOoD6SnnXYay5YtY/78+Zx55pkMGzaM3NzcGre3Wq3ExcWF3I4FfVokkVrNOkeDoXLGZ9avfwVra4SRG05piTXCRCN7JD2bJVQ75h2D2x316wD3lhxj4eYBLavt69rUTo7DSYWn8iSeGGsEyfsJrw1JrDWCa/o14+mv1wBwWrsUvhrTP3j4/plv13HXme1454Y+3HZ65WyizWLirZ83szan8jD9W9dnBfumL9zKpvyysD2f2qpw+7h95jK8/gAdGsXy9Zj+wcP3//58FROHdSPCaGDVrhLeXrCFcnf1S1tERCT8DIFATSsXjyyDwVDlLPvqtGnThuuuu45x48bValyHw4Hdbqe4uPioD6eb88t48JOV/LAuj0AAWiZH88B5Hfhl025enLMRgI6N45hwUWfap8dh/vNQa3Zx5clAHy3didvnJyXGyp1ntuOM9mkkRB9bhyq3F5bz3apcnpu9nrwSF2aTgaFdG3Nj/5ZszC/DHwhgt5lpkRxNk30u5dOQz7I3mwzkOFxMm7+JR87vRGqcjfW5Jdz70e/cOaQdAF2a2ilz+Zj60yYyEqPo3yaZRz9bxRVZmfRqnkC5u7KvcXwk53RuRKzNXE1lR49AIMDanFIe/OR3nh7WjbjICLbsLufBT1Yy4aLOZCREsWhzAe8v3s6953Q45t4DIg3dsfT5LYfumAukrVq14uqrr+bBBx+s1bjH2hu6xOmhoMyN1x8gzhZBSqyNonI3ReUeAoEA9ihz8HqSe6vweMkvcePy+om2mkiLtWE0HpvX6axwe8l2uKhw+7CZjaTGWnE4vZT/eT8l1or1GFnjeCS5fT5KKrzBa4pC5bVJCQSIsUUE14UWlrmJMBmItZkpKHUTYzOF9JlMBuKO8jC6RyAQoLDcHfw3UVLhocLjI/XPIwMuj49SV+hrIiLHhmPt81sOTVgXGJaWlrJ+/frg/U2bNrFs2TISExNJSkriscceY+jQoTRq1Ij8/Hyef/55duzYwaWXXhrGqg+vWJu5ysxUfJTlgCdlRJojyEg8dtaL7k+kJYIWyaHPJeYYCUjhZDGZSIoJDeqJ1cyQ7z1rnhhjqbHvWGAwGEK+oMVGmond6wRAq9mE1awvLyIiR7uwJphff/2V0047LXh/7NixAAwfPpwpU6awevVq3njjDfLz80lKSqJ3797MmzePjh07hqtkEREREalnR80h+8NFU/4iIiLHHn1+NyxH/Vn2IiIiInJ8UyAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsFIgFREREZGwUiAVERERkbBSIBURERGRsIoIdwHHohyHk627y1mbU0JGYhStU2NoHB8Z7M8udrIpv5T1eaW0So6hRUo0jeyR+xmxUn6pi11FFfy2vZiUWCsdGseRFmvDHFG77w0FZS5yHC6WbS0iLjKCzk3jSYu1YjWb6vwcC8vc5JQ4Wby5kGhrBK1SoskrddEkPpI4WwSN4qPqPOaB5JY42VFYwR87HTSy22jXKI70OBsmo6FO4/j9AXYVO1mbW8L2gnLapsViiTCyu9RFu/Q40uKsWCLq/prUVbnbS16Ji6Vbi3B6ffTMTCAl1kp8lOWwP3Z+qQuXx0eThMq/p+JyN2VuH6mxViJMB/c9NK/EidsbwGQEg8GAxWSk3O3Dajbg8viDjyUiIlJXYQ2kc+fO5cknn2Tx4sXs2rWLjz76iAsuuCDYX1payj333MPHH3/M7t27adGiBaNHj+bmm28OW83bCsq5ZupCNuWXBduSoi28M7IPJ6THsSm/lKteXciOoopgfyO7jbdv6EOrlJgax80udvKPGUtZsKkg2BZpNjH12l70apZ4wFCaW+Lk3o9+55s/coJtFpOR56/oziltU7DVIZTmlbh48JOVfLZiV7DNbDLwwHkd+WDxdvq2TOLUtik4Pf4q+yZEW0iJtZJX4qKwzF1j/752FlUw8s1fWbnTEWyLs0Xw5vVZdG4SX+tQurvUxdaCcoZPW4ijwhtsPyE9lnvOOoGhz/3I08O6clKr5FoH9bwSF2UuLyVOT0i7yWggJdZW7fMpcXr43/Jd3PfxCvyBv9qv7JPJ2DPakhTz1z51fa0OJL/UxSP/+4MFmwqYcWNfEqMtvLNgK5O/X8/Mm/rSoVFcnUNpXomTu97/jY35ZTx+UWcKytws21bMzF+3MuXKnkz5YQOPXdiZjMSaQ2l9P08RETl+hDWQlpWV0bVrV6677jouuuiiKv1jx47l+++/5+2336Z58+Z8/fXX/P3vf6dx48YMHTr0iNdbVO7mzveXh4RRgN1lbkZMW8TMG/vy93eWhIRRgF3FTm5+azHTR/at9oPX7fXz0twNIWEUoMLj49ppi/h27Kn7/aD3+QN8uHh7SBgFcPv83PzOEr4deyotkqNr9RwDgQCf/rYzJIwCeHwBxv/3d14b3psb3lzEBzf344IX5lfZ/+sx/UmJtVJY5mbwpLk19u+tzOVlwherQ8IogMPp5ZqpC/niH/1pEn/gGWaAonIP172+KCSMAqzOLuGtX7YwtFsTbnxzMd/981SaJdXuNSksc7M2t4RR05fW6vlA5ReXf320okr7Owu2cmKrJM7t0jhk/Nq+VrVR4vTw7aocytw+Lnv5ZwaekMb0hVsBmPXrNv55RjsSous2S7u71M38Dbtxef3c/cEKOjexB98j367KoVMTO8u2Fe139rm+n6eIiBw/wrqG9KyzzuLRRx/lwgsvrLZ//vz5DB8+nAEDBtC8eXNuvPFGunbtysKFC2sc0+Vy4XA4Qm71ZXeZm182FlTbt6vYSV6Ji3U5pdX2r8stZXepq9q+vBIX7/4ZGPbl8vpZsrVwv3Xllbh4Zd6mavt8/gDf/JG93/33llvi4qUfNlbb5w/A/A276dUskTK3t9ptDsbuUhef7xOA93BUeNmQW/1rWp0dRRUUlnuq7Zu9OpeTWiXh9QeYszbvoGqtDZ/Pz1u/VP/3CfDinA0UlFX/XqgPzRKjmXnTiURbTOQ4XMEweknPJowZ1LbOYRSgdWoM00f2xRphZGtBeTCMDuuVQeP4SDKTohjQLuWILIUQEZHjz1F9UlO/fv345JNP2LFjB4FAgNmzZ7N27VoGDx5c4z4TJkzAbrcHbxkZGfVWj9Pt229/UYWHyP0cBi73VL+/x+ev9vD3Hjv3mXHdly8QYHc1h0L32F64//335vcHyKshOENl+LVHmvH6AjVuU1curx+fv+bxcktqH95qCv1QGai9fz7OjoLy2hdYRx6/f79/Z7klLjz1+Prty2g0kJkYxent00LaRw9sS3LMwc1ERpiMtEqJpk+LxL8exwDX9mvG+4u3c0b7NGJt5kOqW0REGq6jOpBOnjyZDh060LRpUywWC2eeeSbPP/88/fv3r3GfcePGUVxcHLxt27at3uqxR5mxmWt+yZokRFLhrT50Gg2QWMPMVJTFREZizYeke2Qm7LeuSLORTk3iauw/uXXyfvcPGctioltGfI39XTPsrMstrdOa1AOJtkbU+NpA5frP2trfOt24yAg8vsrgf2Kr2r8mdWWNMNG/bUqN/T2bJRBjPXyrZYrL3bz9yxb+t3xnSPuwKT+zeZ/lJrVVWObmxTkbmLsuP9jmD8At7yzhX2e3518frSDH4TykukVEpOE66gPpL7/8wieffMLixYt5+umnufXWW/n2229r3MdqtRIXFxdyqy8pMVZu6t+q2r6zOqWTHG3liqzMavv/1juT5BpCV2qcjXvPbl9tX9u0mAOu/0yMtnL/OR2q7WuaEEnnJvb97r+3+CgL/zq7PYZqziFKj7ORbrdR5vLWayBNi7Nxx+C21fb1bp5Aut1W67FibRH0bZlYbd/1J7fk/cXbyUyMon2j2ofcujIYDAzukEZ8VNUZwwijgTED2xB9GANpQbmHp75eA1Qepv9k1EnEWCPIdjh54svVFJXXPJtek53FFbw0t3Ipx7BeGbx4VQ+sEUa27C7nf8t30j0jga9XZuPx1jzTLyIiUhNDIBA4fMcO68BgMIScZV9RUYHdbuejjz7inHPOCW53ww03sH37dr788stajetwOLDb7RQXF9dLON1d6uKDJdt5fvYGiiv+v727D4qq+v8A/r4sLKzLg5gKPgGmYEjiI6JUImmK/n6M2KhlmkCGzG+0EQQTx8y0L6Fp5GPab5wBfJisUSQmH7JINNGUVDSfUAmUryLkDxUWdIHd8/uj2K9XEAGBi+v7NbMz3nPPPfdzdznuZ8+9594q2FhZYLqvK8JHvAgnexvcLtNj2/Fr2PxrHnT6athaWyLsFTfMGO6KTnaPT6zu3a/E4cu38dneiyi89wCWFhLG9+uCBeNeatCEHp2+Gll5JViSdh7XSypgIQGjPDtj8X97waWeCVF1qdBX4+T1O1iceg75/1cBSQJGuHfCzFd7IuX0vxHq54ZOttYo19ceDW7qLPs7FZU4cP4WVv6Yg9u6SqhVFpg4qBsiR7s36JZZNWpmxP/v4T+x69S/oa824gWtGjNf7QkhgD9u3MOi//Ksd5LY49pszCx7IQRy/yrH4tQ/cOyf6449nGzx2cR+6NfNQTbDv7lnn9+vMuDY1dvYf/4WPgx8CY7t1LhUWIrl+y9h5SRvODfi/axRrq9G+sViZBfcwesvdcb9KgMctWp8fehPRL/hgV2nbuB/Rr6IDtrHx8tZ9kTUGM39/U1tW5tNSGv+EPfu3Ytx48aZ6kVERCAvLw8HDhxoULst8QdtMBhRVKZHRaUBNlYW6GxnA/VDt2WqMhhRXPYA9yuN0Fip0NleDSvVk0cUhRAoLtVDp6+GlaUFOmrVaNfIkbTi0gco01fDykJCB601bG2aPhJX0xYEYGHx9wQpjVqFznY2sGrivSzrYzQKFJU9QLneAGtLC3S0VUOjblr8D6oM+KtMD321EVYqCSpJghFAB60VbK1b71rHuxWVuFtRBaMQsLexQsdWSrzuVxlQoa823V7KYBS4d7+y3oTxScr11dBXGyBBgqVKgo2lCqUPqmBjpYK+2vBUbRMRPYoJ6fNF0ds+6XQ6XL161bScl5eH7OxsdOjQAS4uLvD398f8+fOh0Wjg6uqKQ4cOYcuWLUhISFAwakClspDdCP9RVioLdGvCjeMlSYKTgw2cnlz1sTrb26DzU2zfUm01hIWF1KjR0PrYWKkaNQraUtq3U7fKjfAfpbFSySbYqf75gfI0tNaWtS41qEl4W/ISBCIiMn+KjpBmZGQgICCgVnlISAiSkpJw69YtLFy4EAcOHEBJSQlcXV0xa9YsREVFQarrIsc68BcWERHRs4ff38+XNnPKvqXwD5qIiOjZw+/v50ubnmVPREREROaPCSkRERERKYoJKREREREpigkpERERESmKCSkRERERKYoJKREREREpigkpERERESmKCSkRERERKcrsn/dXc9//0tJShSMhIiKihqr53jbz5/fQP8w+IS0rKwMA9OjRQ+FIiIiIqLHKysrg4OCgdBjUwsz+0aFGoxE3b96EnZ0dJElSOhwTHx8fZGVlmc0+m7Ptp22rKds3dpuG1i8tLUWPHj1QUFDAR9/VQYl+0BTsry3TVlO3ZX9VRmv3AyEEysrK0LVrV1hY8ApDc2f2I6QWFhbo3r270mHUolKpWv0/vJbcZ3O2/bRtNWX7xm7T2Pr29vb8gquDEv2gKdhfW6atpm7L/qoMJfoBR0afH/zJoZDZs2eb1T6bs+2nbasp2zd2GyU+P3P0rLyP7K8t01ZTt2V/VQbfR2pJZn/KnkhJpaWlcHBwwL179zjiQtTGsb8SKYcjpEQtyNraGkuWLIG1tbXSoRDRE7C/EimHI6REREREpCiOkBIRERGRopiQEhEREZGimJASERERkaKYkBIRERGRopiQEhEREZGimJASKaiiogKurq6IiYlROhQiqoebmxu8vb0xYMAABAQEKB0Okdkx+0eHErVlcXFxGDZsmNJhEFEDHD16FLa2tkqHQWSWOEJKpJArV67g0qVLGDdunNKhEBERKYoJKVETHD58GEFBQejatSskSUJqamqtOhs2bICbmxtsbGzg6+uLEydOyNbHxMQgPj6+lSImen41R3+VJAn+/v7w8fHB9u3bWylyoucHE1KiJigvL0f//v2xYcOGOtd/++23mDdvHpYsWYJTp06hf//+GDt2LIqLiwEA33//PTw8PODh4dGaYRM9l562vwLAkSNHcPLkSaSlpeGzzz7D2bNnWyt8oucCHx1K9JQkScLu3bsRHBxsKvP19YWPjw/Wr18PADAajejRowc++OADxMbGYuHChdi2bRtUKhV0Oh2qqqoQHR2Njz/+WKGjIHo+NKW/Pmr+/Pnw8vJCaGhoK0VNZP44QkrUzCorK3Hy5EmMHj3aVGZhYYHRo0fj2LFjAID4+HgUFBQgPz8fq1atQnh4OJNRIgU0pL+Wl5ejrKwMAKDT6fDLL7/Ay8tLkXiJzBVn2RM1s9u3b8NgMMDJyUlW7uTkhEuXLikUFRHVpSH9taioCBMnTgQAGAwGhIeHw8fHp9VjJTJnTEiJFMbTfkRt24svvogzZ84oHQaRWeMpe6Jm1rFjR6hUKhQVFcnKi4qK4OzsrFBURFQX9leitoEJKVEzU6vVGDx4MNLT001lRqMR6enpGD58uIKREdGj2F+J2gaesidqAp1Oh6tXr5qW8/LykJ2djQ4dOsDFxQXz5s1DSEgIhgwZgqFDh2L16tUoLy9HWFiYglETPZ/YX4naPt72iagJMjIy6nyedUhICJKSkgAA69evx8qVK3Hr1i0MGDAAa9euha+vbytHSkTsr0RtHxNSIiIiIlIUryElIiIiIkUxISUiIiIiRTEhJSIiIiJFMSElIiIiIkUxISUiIiIiRTEhJSIiIiJFMSElIiIiIkUxISUiIiIiRTEhJSIiIiJFMSElImpBSUlJaN++fYvvx83NDZIkQZIk3L17t846GRkZpjrBwcEtHhMRUUMxISVqI0JDQ03JwsOvwMBApUN7JuTn50OSJGRnZwP4T/L1uOSsJbi5uWH16tWysrfeeguXL19ulf0vW7YMhYWFcHBwAFD7PfDz80NhYSGmTJnSKvEQETWUpdIBENF/BAYGIjExUVZmbW3dovusrKyEWq1u0X00J4PBAEmSYGHROr+nhRAwGAywtGzaf5cajQYajaaZo6qbnZ0dnJ2dH7terVbD2dkZGo0Ger2+VWIiImoIjpAStSHW1tZwdnaWvRwdHU3rJUnC5s2bMXHiRLRr1w7u7u5IS0uTtXHu3DmMGzcOtra2cHJywrvvvovbt2+b1o8cORJz5sxBZGQkOnbsiLFjxwIA0tLS4O7uDhsbGwQEBCA5Odk0ulZeXg57e3vs3LlTtq/U1FRotVqUlZXVeTw1+5ozZw4cHBzQsWNHLF68GEIIUx29Xo+YmBh069YNWq0Wvr6+yMjIMK2vOeWdlpaGvn37wtraGtevX6/3fczPz0dAQAAAwNHREZIkITQ0FABgNBoRHx+Pnj17QqPRoH///rLjqhlV3LdvHwYPHgxra2scOXIEubm5mDBhApycnGBrawsfHx/8/PPPsmO9du0aoqKiTKPbD8f/sI0bN6JXr15Qq9Xo06cPtm7dKlvfkM+ZiMicMCElesYsXboUU6ZMwdmzZzF+/HhMmzYNJSUlAIC7d+/i9ddfx8CBA/H7779j//79KCoqqnWKNjk5GWq1GpmZmdi0aRPy8vIwadIkBAcH48yZM4iIiMCiRYtM9bVaLd5+++1ao7eJiYmYNGkS7OzsHhtvcnIyLC0tceLECaxZswYJCQnYvHmzaf2cOXNw7Ngx7NixA2fPnsXkyZMRGBiIK1eumOpUVFRgxYoV2Lx5M86fP4/OnTvX+x716NEDu3btAgDk5OSgsLAQa9asAQDEx8djy5Yt2LRpE86fP4+oqChMnz4dhw4dkrURGxuL5cuX4+LFi/D29oZOp8P48eORnp6O06dPIzAwEEFBQabkOCUlBd27dzedNi8sLKwztt27d2Pu3LmIjo7GuXPnEBERgbCwMBw8eFBWr77PmYjI7AgiahNCQkKESqUSWq1W9oqLizPVASA++ugj07JOpxMAxL59+4QQQnz66adizJgxsnYLCgoEAJGTkyOEEMLf318MHDhQVmfBggXi5ZdflpUtWrRIABB37twRQghx/PhxoVKpxM2bN4UQQhQVFQlLS0uRkZHx2GPy9/cXnp6ewmg0yvbl6ekphBDi2rVrQqVSiRs3bsi2GzVqlFi4cKEQQojExEQBQGRnZz92P0IIkZeXJwCI06dPCyGEOHjwoCx+IYR48OCBaNeunTh69Khs25kzZ4qpU6fKtktNTa13f0II4eXlJdatW2dadnV1FV9++aWsTmJionBwcDAt+/n5ifDwcFmdyZMni/Hjx5uWn/Q516Wufdf1Hgjx99/ahAkT6j84IqJWxGtIidqQgIAAbNy4UVbWoUMH2bK3t7fp31qtFvb29iguLgYAnDlzBgcPHoStrW2ttnNzc+Hh4QEAGDx4sGxdTk4OfHx8ZGVDhw6ttezl5YXk5GTExsZi27ZtcHV1xYgRI+o9pmHDhplOXwPA8OHD8cUXX8BgMOCPP/6AwWAwxVVDr9fjhRdeMC2r1WrZcTfV1atXUVFRgTfeeENWXllZiYEDB8rKhgwZIlvW6XT45JNPsGfPHhQWFqK6uhr3799/4uUDj7p48SJmzZolK3vllVdMI7g16vuciYjMDRNSojZEq9Wid+/e9daxsrKSLUuSBKPRCODvpCkoKAgrVqyotV2XLl1k+2mK999/Hxs2bEBsbCwSExMRFhYmSzYbS6fTQaVS4eTJk1CpVLJ1DyfVGo3mqfbz8P4AYM+ePejWrZts3aOTxx59j2JiYvDTTz9h1apV6N27NzQaDSZNmoTKysqnjqsu9X3ORETmhgkpkRkZNGgQdu3aBTc3t0bNCu/Tpw/27t0rK8vKyqpVb/r06fjwww+xdu1aXLhwASEhIU9s+/jx47Ll3377De7u7lCpVBg4cCAMBgOKi4vx2muvNTjehqi5c4DBYDCVPTwpyt/fv1HtZWZmIjQ0FBMnTgTwd3Kbn59fa58P768unp6eyMzMlL13mZmZ6Nu3b6PiISIyJ5zURNSG6PV63Lp1S/Z6eIb8k8yePRslJSWYOnUqsrKykJubix9//BFhYWH1JkoRERG4dOkSFixYgMuXL+O7775DUlISAMhGJh0dHfHmm29i/vz5GDNmDLp37/7EmK5fv4558+YhJycH33zzDdatW4e5c+cCADw8PDBt2jTMmDEDKSkpyMvLw4kTJxAfH489e/Y0+Ljr4urqCkmS8MMPP+Cvv/6CTqeDnZ0dYmJiEBUVheTkZOTm5uLUqVNYt24dkpOT623P3d0dKSkpyM7OxpkzZ/DOO+/UGrF0c3PD4cOHcePGjcd+bvPnz0dSUhI2btyIK1euICEhASkpKYiJiXmq4yUiepYxISVqQ/bv348uXbrIXq+++mqDt+/atSsyMzNhMBgwZswY9OvXD5GRkWjfvn299+3s2bMndu7ciZSUFHh7e2Pjxo2mWfaPnsqeOXMmKisr8d577zUophkzZuD+/fsYOnQoZs+ejblz58quoUxMTMSMGTMQHR2NPn36IDg4GFlZWXBxcWnwcdelW7duWLp0KWJjY+Hk5IQ5c+YAAD799FMsXrwY8fHx8PT0RGBgIPbs2YOePXvW215CQgIcHR3h5+eHoKAgjB07FoMGDZLVWbZsGfLz89GrVy906tSpznaCg4OxZs0arFq1Cl5eXvj666+RmJiIkSNHPtXx1qUmYW7qPVSJiFqLJMRDNwQkIvpHXFwcNm3ahIKCAln51q1bERUVhZs3bz7xhvojR47EgAEDaj29iJqfm5sbIiMjERkZaSrbsWMHwsPDa90nNjQ0FHfv3kVqamrrBklE9BgcISUiAMBXX32FrKws/Pnnn9i6dStWrlwpu86xoqICubm5WL58OSIiIp6ppzs9LxYsWABbW1vcu3cPFy5cwPr16zFq1CjT+l9//RW2trbYvn27glESEdXG8zhEBAC4cuUK/vWvf6GkpAQuLi6Ijo7GwoULTes///xzxMXFYcSIEbJyahsOHTqEqqoqAEB6ejpCQkLg5+eHtWvXmuoMGTIE2dnZAFDnrcGIiJTCU/ZEREREpCiesiciIiIiRTEhJSIiIiJFMSElIiIiIkUxISUiIiIiRTEhJSIiIiJFMSElIiIiIkUxISUiIiIiRTEhJSIiIiJF/T9wXqqEygq4+wAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "ax = sb.scatterplot(df_hardware.sort_values(\"Contributor ID\"),y=\"Contributor ID\", x=\"Energy per Iteration [J]\", style=\"Mesh\")\n", + "ax.set(xscale=\"log\", title=\" Hardware Track\")\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "fig = ax.get_figure()" + ] + }, + { + "cell_type": "code", + "execution_count": 216, + "id": "11", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "ax = sb.scatterplot(df_hardware.sort_values(\"Contributor ID\"),y=\"Contributor ID\", x=\"Number of CPU Cores\", style=\"Mesh\")\n", + "ax.set(xscale=\"log\", title=\" Hardware Track\")\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "fig = ax.get_figure()\n", + "op.save_fig(fig, fig_folder, \"cores_contributor\", doSaveFig)" + ] + }, + { + "cell_type": "markdown", + "id": "12", + "metadata": {}, + "source": [ + "# Performance WCT & Energy" + ] + }, + { + "cell_type": "code", + "execution_count": 217, + "id": "13", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sb.scatterplot(df_hw_coarse.sort_values(\"CPU Family\"),x=\"Energy per Iteration [kJ]\", y=\"Time-To-Solution [h]\", hue=\"CPU Family\", style=\"CPU Generation\")\n", + "ax.set(xscale=\"log\", yscale=\"log\", title=\"Coarse Mesh\")\n", + "ax.set(ylabel=\"Time-To-Solution [h]\")\n", + "ax.set_xscale(\"log\", base=2)\n", + "ax.set_yscale(\"log\", base=2)\n", + "ax.xaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", + "ax.yaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "fig = ax.get_figure()" + ] + }, + { + "cell_type": "code", + "execution_count": 218, + "id": "14", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_hardware[\"Measured-To-TDP-Energy Ratio\"] = df_hardware[\"Run Consumed Energy [kWh]\"] / df_hardware[\"Energy-To-Solution [kWh]\"]\n", + "df = df_hardware\n", + "ax = sb.scatterplot(df.sort_values(\"CPU Family\"),y=\"Measured-To-TDP-Energy Ratio\", x=\"Number of CPU Cores\", hue=\"CPU Family\", style=\"CPU Generation\")\n", + "ax.set(ylabel=\"Total Energy: Reported vs. Based on TDP\")\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "fig = ax.get_figure()\n", + "op.save_fig(fig, fig_folder, \"Measured-To-TDP-Energy\", doSaveFig)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 219, + "id": "15", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "ax = sb.scatterplot(df_hw_coarse.sort_values(\"CPU Family\"),x=\"Energy-To-Solution [kWh]\", y=\"Time-To-Solution [h]\", hue=\"CPU Family\", style=\"CPU Generation\")\n", + "ax.set(title=\"Coarse Mesh\")\n", + "ax.set_xscale(\"log\", base=2)\n", + "ax.set_yscale(\"log\", base=2)\n", + "ax.yaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", + "ax.xaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "fig = ax.get_figure()\n", + "op.save_fig(fig, fig_folder, \"TTS_ETS_coarse\", doSaveFig)" + ] + }, + { + "cell_type": "code", + "execution_count": 220, + "id": "16", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "ax = sb.scatterplot(df_hw_medium.sort_values(\"CPU Family\"),x=\"Energy-To-Solution [kWh]\", y=\"Time-To-Solution [h]\", hue=\"CPU Family\", style=\"CPU Generation\")\n", + "ax.set(title=\"Medium Mesh\", xlim=[3.8,34])\n", + "ax.set_xscale(\"log\", base=2)\n", + "ax.set_yscale(\"log\", base=2)\n", + "ax.xaxis.set_major_formatter(matplotlib.ticker.ScalarFormatter())\n", + "ax.yaxis.set_major_formatter(matplotlib.ticker.ScalarFormatter())\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "fig = ax.get_figure()\n", + "op.save_fig(fig, fig_folder, \"TTS_ETS_medium\", doSaveFig)" + ] + }, + { + "cell_type": "code", + "execution_count": 221, + "id": "17", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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CPU GenerationCPU Submodel
0Milan (3rd-gen)7763
5Genoa (4th-gen)9654
4Genoa (4th-gen)9654
3Genoa (4th-gen)9654
2Genoa (4th-gen)9654
1Genoa (4th-gen)9654
0Genoa (4th-gen)9654
6Genoa (4th-gen)9654
5Genoa (4th-gen)9654
4Genoa (4th-gen)9654
2Genoa (4th-gen)9654
1Genoa (4th-gen)9654
0Genoa (4th-gen)9654
7Genoa (4th-gen)9654
6Genoa (4th-gen)9654
5Genoa (4th-gen)9654
4Genoa (4th-gen)9654
3Genoa (4th-gen)9654
2Genoa (4th-gen)9654
1Genoa (4th-gen)9654
0Genoa (4th-gen)9654
4Rome (2nd-gen)7662
3Rome (2nd-gen)7662
2Rome (2nd-gen)7662
1Rome (2nd-gen)7662
0Rome (2nd-gen)7662
6Genoa (4th-gen)9654
7Genoa (4th-gen)9654
0Rome (2nd-gen)7742
1Rome (2nd-gen)7742
3Genoa (4th-gen)9554
2Genoa (4th-gen)9554
1Genoa (4th-gen)9554
0Genoa (4th-gen)9554
1Genoa (4th-gen)9554
0Genoa (4th-gen)9554
3Genoa (4th-gen)9554
2Genoa (4th-gen)9554
1Genoa (4th-gen)9554
0Genoa (4th-gen)9554
14Genoa (4th-gen)9b14
13Genoa (4th-gen)9b14
4Rome (2nd-gen)7662
12Milan (3rd-gen)7b13
10Milan (3rd-gen)7b13
9Milan (3rd-gen)7b13
8Milan (3rd-gen)7b13
4Rome (2nd-gen)7742
3Rome (2nd-gen)7742
2Rome (2nd-gen)7742
1Rome (2nd-gen)7742
0Rome (2nd-gen)7742
2Rome (2nd-gen)7742
1Rome (2nd-gen)7742
0Rome (2nd-gen)7742
2Rome (2nd-gen)7742
11Milan (3rd-gen)7b13
3Rome (2nd-gen)7662
3Genoa (4th-gen)9654
1Rome (2nd-gen)7662
1Genoa (4th-gen)9b14
0Milan (3rd-gen)7b13
0Rome (2nd-gen)7h12
6Milan (3rd-gen)7763
5Milan (3rd-gen)7763
4Milan (3rd-gen)7763
3Milan (3rd-gen)7763
2Milan (3rd-gen)7763
1Milan (3rd-gen)7763
2Rome (2nd-gen)7662
7Milan (3rd-gen)7763
6Milan (3rd-gen)7763
5Milan (3rd-gen)7763
4Milan (3rd-gen)7763
3Milan (3rd-gen)7763
2Milan (3rd-gen)7763
1Milan (3rd-gen)7763
3Turin (5th-gen)9b45
4Milan (3rd-gen)7b13
0Milan (3rd-gen)7763
0Rome (2nd-gen)7662
0ARMv9High-Performance
4ARMv8.2A64FX
5ARMv8.2A64FX
6ARMv8.2A64FX
5ARMv8.2A64FX
6ARMv8.2A64FX
7ARMv8.2A64FX
8ARMv8.2A64FX
9ARMv8.2A64FX
1ARMv9High-Performance
17ARMv8.2A64FX
16ARMv8.2A64FX
0ARMv9v2
1ARMv9v2
2ARMv9v2
2ARMv9High-Performance
0ARMv9v2
0ARMv9High-Performance
1ARMv9High-Performance
2ARMv9High-Performance
0ARMv9v2
3ARMv8.2A64FX
5ARMv8.2A64FX
2ARMv9v2
16ARMv8.2A64FX
2ARMv9High-Performance
0ARMv9High-Performance
3ARMv8.2A64FX
4ARMv8.2A64FX
1ARMv9High-Performance
17ARMv8.2A64FX
1ARMv9v2
15ARMv8.2A64FX
14ARMv8.2A64FX
5Sapphire Rapids (4th-gen)9480
4Sapphire Rapids (4th-gen)9480
3Sapphire Rapids (4th-gen)9480
7Sapphire Rapids (4th-gen)8480
1Sapphire Rapids (4th-gen)8480
10Sapphire Rapids (4th-gen)8480
4Sapphire Rapids (4th-gen)9480
3Sapphire Rapids (4th-gen)9480
2Sapphire Rapids (4th-gen)9480
2Sapphire Rapids (4th-gen)8480
0Sapphire Rapids (4th-gen)8480
0Sapphire Rapids (4th-gen)9468
8Sapphire Rapids (4th-gen)8480
1Broadwell2683
1Sapphire Rapids (4th-gen)8480
1Sapphire Rapids (4th-gen)9468
0Sapphire Rapids (4th-gen)9468
1Sapphire Rapids (4th-gen)9468
4Broadwell2683
0Cascade Lake (2nd-gen)6226
0Cascade Lake (2nd-gen)6226
0Broadwell2683
0Skylake (1st-gen)6152
5Broadwell2683
2Emerald Rapids (5th-gen)8581
9Sapphire Rapids (4th-gen)8480
0Sapphire Rapids (4th-gen)8480
2Sapphire Rapids (4th-gen)8480
4Sapphire Rapids (4th-gen)9480
3Broadwell2683
2Broadwell2683
8Sapphire Rapids (4th-gen)8480
9Sapphire Rapids (4th-gen)8480
10Sapphire Rapids (4th-gen)8480
1Broadwell2683
0Broadwell2683
4Broadwell2683
3Broadwell2683
2Broadwell2683
11Sapphire Rapids (4th-gen)8480
12Sapphire Rapids (4th-gen)8480
13Sapphire Rapids (4th-gen)8480
0Emerald Rapids (5th-gen)8581
1Emerald Rapids (5th-gen)8581
2Emerald Rapids (5th-gen)8581
3Emerald Rapids (5th-gen)8581
4Emerald Rapids (5th-gen)8581
6Emerald Rapids (5th-gen)8581
7Emerald Rapids (5th-gen)8581
0i9i9-14900ks
15Sapphire Rapids (4th-gen)8480
14Sapphire Rapids (4th-gen)8480
13Sapphire Rapids (4th-gen)8480
12Sapphire Rapids (4th-gen)8480
11Sapphire Rapids (4th-gen)8480
0Sapphire Rapids (4th-gen)8480
1Sapphire Rapids (4th-gen)8480
3Sapphire Rapids (4th-gen)9480
5Sapphire Rapids (4th-gen)9480
5Emerald Rapids (5th-gen)8581
\n", + "
" + ], + "text/plain": [ + " CPU Generation CPU Submodel\n", + "0 Milan (3rd-gen) 7763\n", + "5 Genoa (4th-gen) 9654\n", + "4 Genoa (4th-gen) 9654\n", + "3 Genoa (4th-gen) 9654\n", + "2 Genoa (4th-gen) 9654\n", + "1 Genoa (4th-gen) 9654\n", + "0 Genoa (4th-gen) 9654\n", + "6 Genoa (4th-gen) 9654\n", + "5 Genoa (4th-gen) 9654\n", + "4 Genoa (4th-gen) 9654\n", + "2 Genoa (4th-gen) 9654\n", + "1 Genoa (4th-gen) 9654\n", + "0 Genoa (4th-gen) 9654\n", + "7 Genoa (4th-gen) 9654\n", + "6 Genoa (4th-gen) 9654\n", + "5 Genoa (4th-gen) 9654\n", + "4 Genoa (4th-gen) 9654\n", + "3 Genoa (4th-gen) 9654\n", + "2 Genoa (4th-gen) 9654\n", + "1 Genoa (4th-gen) 9654\n", + "0 Genoa (4th-gen) 9654\n", + "4 Rome (2nd-gen) 7662\n", + "3 Rome (2nd-gen) 7662\n", + "2 Rome (2nd-gen) 7662\n", + "1 Rome (2nd-gen) 7662\n", + "0 Rome (2nd-gen) 7662\n", + "6 Genoa (4th-gen) 9654\n", + "7 Genoa (4th-gen) 9654\n", + "0 Rome (2nd-gen) 7742\n", + "1 Rome (2nd-gen) 7742\n", + "3 Genoa (4th-gen) 9554\n", + "2 Genoa (4th-gen) 9554\n", + "1 Genoa (4th-gen) 9554\n", + "0 Genoa (4th-gen) 9554\n", + "1 Genoa (4th-gen) 9554\n", + "0 Genoa (4th-gen) 9554\n", + "3 Genoa (4th-gen) 9554\n", + "2 Genoa (4th-gen) 9554\n", + "1 Genoa (4th-gen) 9554\n", + "0 Genoa (4th-gen) 9554\n", + "14 Genoa (4th-gen) 9b14\n", + "13 Genoa (4th-gen) 9b14\n", + "4 Rome (2nd-gen) 7662\n", + "12 Milan (3rd-gen) 7b13\n", + "10 Milan (3rd-gen) 7b13\n", + "9 Milan (3rd-gen) 7b13\n", + "8 Milan (3rd-gen) 7b13\n", + "4 Rome (2nd-gen) 7742\n", + "3 Rome (2nd-gen) 7742\n", + "2 Rome (2nd-gen) 7742\n", + "1 Rome (2nd-gen) 7742\n", + "0 Rome (2nd-gen) 7742\n", + "2 Rome (2nd-gen) 7742\n", + "1 Rome (2nd-gen) 7742\n", + "0 Rome (2nd-gen) 7742\n", + "2 Rome (2nd-gen) 7742\n", + "11 Milan (3rd-gen) 7b13\n", + "3 Rome (2nd-gen) 7662\n", + "3 Genoa (4th-gen) 9654\n", + "1 Rome (2nd-gen) 7662\n", + "1 Genoa (4th-gen) 9b14\n", + "0 Milan (3rd-gen) 7b13\n", + "0 Rome (2nd-gen) 7h12\n", + "6 Milan (3rd-gen) 7763\n", + "5 Milan (3rd-gen) 7763\n", + "4 Milan (3rd-gen) 7763\n", + "3 Milan (3rd-gen) 7763\n", + "2 Milan (3rd-gen) 7763\n", + "1 Milan (3rd-gen) 7763\n", + "2 Rome (2nd-gen) 7662\n", + "7 Milan (3rd-gen) 7763\n", + "6 Milan (3rd-gen) 7763\n", + "5 Milan (3rd-gen) 7763\n", + "4 Milan (3rd-gen) 7763\n", + "3 Milan (3rd-gen) 7763\n", + "2 Milan (3rd-gen) 7763\n", + "1 Milan (3rd-gen) 7763\n", + "3 Turin (5th-gen) 9b45\n", + "4 Milan (3rd-gen) 7b13\n", + "0 Milan (3rd-gen) 7763\n", + "0 Rome (2nd-gen) 7662\n", + "0 ARMv9 High-Performance\n", + "4 ARMv8.2 A64FX\n", + "5 ARMv8.2 A64FX\n", + "6 ARMv8.2 A64FX\n", + "5 ARMv8.2 A64FX\n", + "6 ARMv8.2 A64FX\n", + "7 ARMv8.2 A64FX\n", + "8 ARMv8.2 A64FX\n", + "9 ARMv8.2 A64FX\n", + "1 ARMv9 High-Performance\n", + "17 ARMv8.2 A64FX\n", + "16 ARMv8.2 A64FX\n", + "0 ARMv9 v2\n", + "1 ARMv9 v2\n", + "2 ARMv9 v2\n", + "2 ARMv9 High-Performance\n", + "0 ARMv9 v2\n", + "0 ARMv9 High-Performance\n", + "1 ARMv9 High-Performance\n", + "2 ARMv9 High-Performance\n", + "0 ARMv9 v2\n", + "3 ARMv8.2 A64FX\n", + "5 ARMv8.2 A64FX\n", + "2 ARMv9 v2\n", + "16 ARMv8.2 A64FX\n", + "2 ARMv9 High-Performance\n", + "0 ARMv9 High-Performance\n", + "3 ARMv8.2 A64FX\n", + "4 ARMv8.2 A64FX\n", + "1 ARMv9 High-Performance\n", + "17 ARMv8.2 A64FX\n", + "1 ARMv9 v2\n", + "15 ARMv8.2 A64FX\n", + "14 ARMv8.2 A64FX\n", + "5 Sapphire Rapids (4th-gen) 9480\n", + "4 Sapphire Rapids (4th-gen) 9480\n", + "3 Sapphire Rapids (4th-gen) 9480\n", + "7 Sapphire Rapids (4th-gen) 8480\n", + "1 Sapphire Rapids (4th-gen) 8480\n", + "10 Sapphire Rapids (4th-gen) 8480\n", + "4 Sapphire Rapids (4th-gen) 9480\n", + "3 Sapphire Rapids (4th-gen) 9480\n", + "2 Sapphire Rapids (4th-gen) 9480\n", + "2 Sapphire Rapids (4th-gen) 8480\n", + "0 Sapphire Rapids (4th-gen) 8480\n", + "0 Sapphire Rapids (4th-gen) 9468\n", + "8 Sapphire Rapids (4th-gen) 8480\n", + "1 Broadwell 2683\n", + "1 Sapphire Rapids (4th-gen) 8480\n", + "1 Sapphire Rapids (4th-gen) 9468\n", + "0 Sapphire Rapids (4th-gen) 9468\n", + "1 Sapphire Rapids (4th-gen) 9468\n", + "4 Broadwell 2683\n", + "0 Cascade Lake (2nd-gen) 6226\n", + "0 Cascade Lake (2nd-gen) 6226\n", + "0 Broadwell 2683\n", + "0 Skylake (1st-gen) 6152\n", + "5 Broadwell 2683\n", + "2 Emerald Rapids (5th-gen) 8581\n", + "9 Sapphire Rapids (4th-gen) 8480\n", + "0 Sapphire Rapids (4th-gen) 8480\n", + "2 Sapphire Rapids (4th-gen) 8480\n", + "4 Sapphire Rapids (4th-gen) 9480\n", + "3 Broadwell 2683\n", + "2 Broadwell 2683\n", + "8 Sapphire Rapids (4th-gen) 8480\n", + "9 Sapphire Rapids (4th-gen) 8480\n", + "10 Sapphire Rapids (4th-gen) 8480\n", + "1 Broadwell 2683\n", + "0 Broadwell 2683\n", + "4 Broadwell 2683\n", + "3 Broadwell 2683\n", + "2 Broadwell 2683\n", + "11 Sapphire Rapids (4th-gen) 8480\n", + "12 Sapphire Rapids (4th-gen) 8480\n", + "13 Sapphire Rapids (4th-gen) 8480\n", + "0 Emerald Rapids (5th-gen) 8581\n", + "1 Emerald Rapids (5th-gen) 8581\n", + "2 Emerald Rapids (5th-gen) 8581\n", + "3 Emerald Rapids (5th-gen) 8581\n", + "4 Emerald Rapids (5th-gen) 8581\n", + "6 Emerald Rapids (5th-gen) 8581\n", + "7 Emerald Rapids (5th-gen) 8581\n", + "0 i9 i9-14900ks\n", + "15 Sapphire Rapids (4th-gen) 8480\n", + "14 Sapphire Rapids (4th-gen) 8480\n", + "13 Sapphire Rapids (4th-gen) 8480\n", + "12 Sapphire Rapids (4th-gen) 8480\n", + "11 Sapphire Rapids (4th-gen) 8480\n", + "0 Sapphire Rapids (4th-gen) 8480\n", + "1 Sapphire Rapids (4th-gen) 8480\n", + "3 Sapphire Rapids (4th-gen) 9480\n", + "5 Sapphire Rapids (4th-gen) 9480\n", + "5 Emerald Rapids (5th-gen) 8581" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.set_option('display.max_rows', 500)\n", + "\n", + "df_hardware[[\"CPU Generation\", \"CPU Submodel\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "268bd208-7ac1-4765-a642-84f793744c7a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Contributor Affiliation', 'File Name', 'Run Wall-Clock Time [s]',\n", + " 'Pre-Processing Wall-Clock Time [s]', 'Storage File-System',\n", + " 'Number of CPU Cores', 'Number of GPU Devices', 'Number of Nodes',\n", + " 'CPU Family', 'CPU Model', 'CPU Submodel', 'CPU Generation',\n", + " 'GPU Model', 'Mesh', 'System TDP [W]', 'Number of Cells',\n", + " 'Time per Iteration [s]', 'Track', 'OpenFOAM Flavor',\n", + " 'Run Consumed Energy [kWh]', 'Decomposition Method', 'Last-Level Cache',\n", + " 'Network Interconnect', 'Renumbering Method', 'Contributor ID',\n", + " 'Is Partial', 'Is Energy Reported', 'Software Optimization Category',\n", + " 'Total Core Time [s]', 'Total Node Time [s]',\n", + " 'Energy per Iteration [J]', 'Energy per Iteration [kJ]',\n", + " 'Energy-To-Solution [kWh]', 'Time-To-Solution [h]',\n", + " 'Core-Time-To-Solution [h]', 'Node-Time-To-Solution [h]', 'FVOPS',\n", + " 'FVOPS per Energy', 'FVOPS per Energy per Iteration', 'FVOPS per Node'],\n", + " dtype='str')" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_hardware_coarse.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "id": "18", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "26 2020\n", + "44 2022\n", + "83 2024\n", + "8 2020\n", + "16 2022\n", + "36 2024\n", + "20 2020\n", + "32 2022\n", + "54 2024\n", + "saving figure to figures_hwtrack/TTS_ETS_facetGrid_pareto_year.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from paretoset import paretoset\n", + "\n", + "\n", + "fig, axs = plt.subplots(1, 3, figsize=(9, 3), layout=\"constrained\", gridspec_kw={\"hspace\": 0.1}, sharey=True, sharex=True)\n", + "\n", + "release_map_orig = {\n", + " \"i9\": 2024, # Feb. 2024\n", + " 'Milan (3rd-gen)': 2021, \n", + " \"Genoa (4th-gen)\": 2022, \n", + " 'Rome (2nd-gen)': 2019, \n", + " 'Sapphire Rapids (4th-gen)': 2023,\n", + " \"Cascade Lake (2nd-gen)\": 2019,\n", + " \"Turin (5th-gen)\": 2024,\n", + " \"Broadwell\" : 2014,\n", + " \"Skylake (1st-gen)\": 2015,\n", + " \"Emerald Rapids (5th-gen)\": 2023,\n", + " 'ARMv8.2': 2016,\n", + " 'ARMv9': 2021}\n", + "\n", + "release_map = {\n", + " \"i9\": \"2020-2024\",\n", + " 'Milan (3rd-gen)': \"2020-2024\", \n", + " \"Genoa (4th-gen)\": \"2020-2024\", \n", + " 'Rome (2nd-gen)': \"2014-2020\", \n", + " 'Sapphire Rapids (4th-gen)': \"2020-2024\",\n", + " \"Cascade Lake (2nd-gen)\": \"2014-2020\",\n", + " \"Turin (5th-gen)\": \"2020-2024\",\n", + " \"Broadwell\" : \"2014-2020\",\n", + " \"Skylake (1st-gen)\": \"2014-2020\",\n", + " \"Emerald Rapids (5th-gen)\": \"2020-2024\",\n", + " 'ARMv8.2': \"2014-2020\",\n", + " 'ARMv9': \"2020-2024\"}\n", + "\n", + "release_map_2 = { # <2018 2018-2022, 2023+\n", + " \"i9\": \">=2022\",\n", + " 'Milan (3rd-gen)': \"2018-2021\", \n", + " \"Genoa (4th-gen)\": \">=2022\", \n", + " 'Rome (2nd-gen)': \"2018-2021\", \n", + " 'Sapphire Rapids (4th-gen)': \">=2022\",\n", + " \"Cascade Lake (2nd-gen)\": \"2018-2021\", \n", + " \"Turin (5th-gen)\": \">=2022\",\n", + " \"Broadwell\" : \"<2018\",\n", + " \"Skylake (1st-gen)\": \"<2018\",\n", + " \"Emerald Rapids (5th-gen)\": \">=2022\",\n", + " 'ARMv8.2': \"<2018\",\n", + " 'ARMv9': \"2018-2021\"}\n", + "\n", + "df_hardware[\"year\"] = 0\n", + "df_hardware[\"year\"] = df_hardware[\"CPU Generation\"].apply(lambda x: release_map_orig[x])\n", + "df_hardware[\"Year (binned)\"] = df_hardware[\"CPU Generation\"].apply(lambda x: release_map_2[x])\n", + "\n", + "\n", + "for i, mesh in enumerate([\"coarse\", \"medium\", \"fine\"]):\n", + " df_hardware_coarse = df_hardware[df_hardware[\"Mesh\"] == mesh]\n", + " ax = sb.scatterplot(df_hardware_coarse,x=\"Energy-To-Solution [kWh]\", y=\"Time-To-Solution [h]\", hue=\"CPU Family\", ax=axs[i])\n", + " ax.set_title(mesh)\n", + "\n", + " for year in [2020, 2022, 2024]: #[\"2014-2020\", \"2020-2024\"]: # [\"2014-2020\", \"2020-2022\", \"2022-2024\"]:\n", + " dash_map={\n", + " 2017: [(1, 5)],\n", + " 2020: [(5, 3)],\n", + " 2022: [(2, 2)],\n", + " 2024: [(5, 1)],\n", + " }\n", + " \n", + " df_year = df_hardware_coarse[df_hardware_coarse[\"year\"] < year]\n", + " print(len(df_year), year)\n", + " df_year[\"Cutoff\"] = year\n", + " mask = paretoset(df_year[[\"Time-To-Solution [h]\", \"Energy-To-Solution [kWh]\"]], sense=[min, min])\n", + " axII=sb.lineplot(\n", + " df_year[mask], x=\"Energy-To-Solution [kWh]\", \n", + " y=\"Time-To-Solution [h]\", ax=axs[i], color=\"black\", \n", + " style=\"Cutoff\", dashes=dash_map[year]\n", + " )\n", + " if i != 2:\n", + " ax.get_legend().set_visible(False)\n", + "\n", + "for ax in axs.flat:\n", + " ax.set_xscale(\"log\", base=2)\n", + " ax.xaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", + " ax.set_yscale(\"log\", base=2)\n", + " ax.yaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", + " ax.set_xlim([1, 512])\n", + " ax.set_ylim([0.25, 65])\n", + "\n", + "axs[0].text(8, 0.3, \"Fast\") #, ha=\"left\", va=\"top\", transform=ax.transAxes)\n", + "axs[0].text(1.25, 2.0, \"Efficient\", rotation=-90) #, ha=\"left\", va=\"top\", transform=ax.transAxes)\n", + "axs[0].text(1.5, 0.35, \"Balance\", rotation=-45) #, ha=\"left\", va=\"top\", transform=ax.transAxes)\n", + "\n", + "fig = ax.get_figure()\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "op.save_fig(fig, fig_folder, \"TTS_ETS_facetGrid_pareto_year\", doSaveFig)" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "id": "7190bb7f-3946-48f5-b526-62aed76d7845", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Help on function paretoset in module paretoset.user_interface:\n", + "\n", + "paretoset(costs, sense=None, distinct=True, use_numba=True)\n", + " Return boolean mask indicating the Pareto set of (non-NaN) numerical data.\n", + "\n", + " The input data in `costs` can be either a pandas DataFrame or a NumPy ndarray\n", + " of shape (observations, objectives). The user is responsible for dealing with\n", + " NaN values *before* sending data to this function. Only numerical data is\n", + " allowed, with the exception of `diff` (different) columns.\n", + "\n", + " Parameters\n", + " ----------\n", + " costs : np.ndarray or pd.DataFrame\n", + " Array or DataFrame of shape (observations, objectives).\n", + " sense : list\n", + " List with strings for each column (objective). The value `min` (default)\n", + " indicates minimization, `max` indicates maximization and `diff` indicates\n", + " different values. Using `diff` is equivalent to a group-by operation\n", + " over the columns marked with `diff`. If None, minimization is assumed.\n", + " distinct : bool\n", + " How to treat duplicate rows. If `True`, only the first duplicate is returned.\n", + " If `False`, every identical observation is returned instead.\n", + " use_numba : bool\n", + " If True, numba will be used if it is installed by the user.\n", + "\n", + " Returns\n", + " -------\n", + " mask : np.ndarray\n", + " Boolean mask with `True` for observations in the Pareto set.\n", + "\n", + " Examples\n", + " --------\n", + " >>> from paretoset import paretoset\n", + " >>> import numpy as np\n", + " >>> costs = np.array([[2, 0], [1, 1], [0, 2], [3, 3]])\n", + " >>> paretoset(costs)\n", + " array([ True, True, True, False])\n", + " >>> paretoset(costs, sense=[\"min\", \"max\"])\n", + " array([False, False, True, True])\n", + "\n", + " The `distinct` parameter:\n", + "\n", + " >>> paretoset([0, 0], distinct=True)\n", + " array([ True, False])\n", + " >>> paretoset([0, 0], distinct=False)\n", + " array([ True, True])\n", + "\n" + ] + } + ], + "source": [ + "help(paretoset)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "1b3f6160-cf8d-49ec-8f61-a6247f1aa44d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_hwtrack/TTS_ETS_facetGrid.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from paretoset import paretoset\n", + "\n", + "fig, axs = plt.subplots(1, 3, figsize=(12, 6), layout=\"constrained\", gridspec_kw={\"hspace\": 0.1}, sharey=True, sharex=True)\n", + "\n", + "release_map_orig = {\n", + " \"i9\": 0,\n", + " 'Milan (3rd-gen)': 2021, \n", + " \"Genoa (4th-gen)\": 2022, \n", + " 'Rome (2nd-gen)': 2019, \n", + " 'Sapphire Rapids (4th-gen)': 2023,\n", + " \"Cascade Lake (2nd-gen)\": 2019,\n", + " \"Turin (5th-gen)\": 2024,\n", + " \"Broadwell\" : 2014,\n", + " \"Skylake (1st-gen)\": 2015,\n", + " \"Emerald Rapids (5th-gen)\": 2023,\n", + " 'ARMv8.2': 2016,\n", + " 'ARMv9': 2021}\n", + "\n", + "release_map = {\n", + " \"i9\": 0,\n", + " 'Milan (3rd-gen)': \"2020-2024\", \n", + " \"Genoa (4th-gen)\": \"2020-2024\", \n", + " 'Rome (2nd-gen)': \"2014-2020\", \n", + " 'Sapphire Rapids (4th-gen)': \"2020-2024\",\n", + " \"Cascade Lake (2nd-gen)\": \"2014-2020\",\n", + " \"Turin (5th-gen)\": \"2020-2024\",\n", + " \"Broadwell\" : \"2014-2020\",\n", + " \"Skylake (1st-gen)\": \"2014-2020\",\n", + " \"Emerald Rapids (5th-gen)\": \"2020-2024\",\n", + " 'ARMv8.2': 0, #\"2014-2020\",\n", + " 'ARMv9': \"2020-2024\"}\n", + "\n", + "df_hardware[\"year\"] = 0\n", + "df_hardware[\"year\"] = df_hardware[\"CPU Generation\"].apply(lambda x: release_map[x])\n", + "\n", + "\n", + "for i, mesh in enumerate([\"coarse\", \"medium\", \"fine\"]):\n", + " df_hardware_coarse = df_hardware[df_hardware[\"Mesh\"] == mesh]\n", + " ax = sb.scatterplot(df_hardware_coarse,x=\"Energy-To-Solution [kWh]\", y=\"Time-To-Solution [h]\", hue=\"year\", style=\"CPU Generation\", ax=axs[i])\n", + " ax.set_title(mesh)\n", + "\n", + " for year in set(df_hardware[\"year\"]):\n", + " dashes=[(4, 1)]\n", + " if year == 0:\n", + " continue\n", + " if year == \"2014-2020\":\n", + " dashes=[(1, 1)]\n", + " df_year = df_hardware_coarse[df_hardware_coarse[\"year\"] == year]\n", + " mask = paretoset(df_year[[\"Time-To-Solution [h]\", \"Energy-To-Solution [kWh]\"]], sense=[min, min])\n", + " axII=sb.lineplot(\n", + " df_year[mask], x=\"Energy-To-Solution [kWh]\", \n", + " y=\"Time-To-Solution [h]\", ax=axs[i], color=\"black\", \n", + " style=\"year\", dashes=dashes\n", + " )\n", + " \n", + " if i != 2:\n", + " ax.get_legend().set_visible(False)\n", + "\n", + "for ax in axs.flat:\n", + " ax.set_xscale(\"log\", base=2)\n", + " ax.xaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", + " ax.set_yscale(\"log\", base=2)\n", + " ax.yaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", + "\n", + "fig = ax.get_figure()\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "op.save_fig(fig, fig_folder, \"TTS_ETS_facetGrid\", doSaveFig)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "9c4c4ba5-e743-48df-9529-3cf1869bde88", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Contributor Affiliation', 'File Name', 'Run Wall-Clock Time [s]',\n", + " 'Pre-Processing Wall-Clock Time [s]', 'Storage File-System',\n", + " 'Number of CPU Cores', 'Number of GPU Devices', 'Number of Nodes',\n", + " 'CPU Family', 'CPU Model', 'CPU Submodel', 'CPU Generation',\n", + " 'GPU Model', 'Mesh', 'System TDP [W]', 'Number of Cells',\n", + " 'Time per Iteration [s]', 'Track', 'OpenFOAM Flavor',\n", + " 'Run Consumed Energy [kWh]', 'Decomposition Method', 'Last-Level Cache',\n", + " 'Network Interconnect', 'Renumbering Method', 'Contributor ID',\n", + " 'Is Partial', 'Is Energy Reported', 'Software Optimization Category',\n", + " 'Total Core Time [s]', 'Total Node Time [s]',\n", + " 'Energy per Iteration [J]', 'Energy per Iteration [kJ]',\n", + " 'Energy-To-Solution [kWh]', 'Time-To-Solution [h]',\n", + " 'Core-Time-To-Solution [h]', 'Node-Time-To-Solution [h]', 'FVOPS',\n", + " 'FVOPS per Energy', 'FVOPS per Energy per Iteration', 'FVOPS per Node',\n", + " 'year'],\n", + " dtype='str')" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_hardware.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "04b949c8-d35c-4fd1-8ce4-7296b3421e4b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 b\n", + "5 c\n", + "4 c\n", + "3 c\n", + "2 c\n", + " ..\n", + "0 a\n", + "1 b\n", + "3 a\n", + "5 a\n", + "5 c\n", + "Name: Number of Nodes, Length: 175, dtype: category\n", + "Categories (4, str): ['a' < 'b' < 'c' < 'd']" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.cut(df_hardware[\"Number of Nodes\"], bins=[0.1,1,2,16,1024], labels=[\"a\",\"b\",\"c\", \"d\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "7c88fff7-b47b-4f1b-8f22-220dfaaba143", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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BC45LKDwshXgsQRAEQRAEn4ceD9uM+bSmMzfY7bD9Nh/mVo2ghQYX6XvfeuuteOaZZ3Dw4EG1TkObRrTr7L03eCaov/rqqyq/xNXAZxjUp59+ivr16zuN9ldeeSXXY9JA13Ud1apVy/YcRQUFBz0Y9CbMmDEDzZo1c9vnlltucRNTN910k/J6cCEc47x58/L0gtD7QUHFsLQ+ffqobRRsrmPiOLmNj8Z2CotZs2ap7RQ83p6/8XreD15HoXgQASIIgiAIQrnCcex0lvgwsNnhOH4a5oZZuQ9FQcWKFTFgwAAVIkRjn38zFyG/0JB/4403sGPHDiQkJMBmsynDnrP+wcGZIoqPhvFN6IE4depUrsc0clMCAwOzPde4cWNs2LAB8fHx+PXXX3HHHXdg0aJFbiLE03Oyffv2bEn3FDELFixQf9OzceWVVzqf++yzz9CiRQslHOiZMIiIiFDv7yqG6IlhOJgrDMuKiYlxrntz/kFBQeqR100oPkSACIIgCIJQrjBVqwiYze4ixGKGqWrFYnl/hidxNp58/PHH+X49w4WuvvpqjBw5UuVaMGF96dKlytNgtVqdAsTPz8/tdczToOjJDUMIxcbGKqHkir+/Pxo0aKD+bteuHVavXq2qZVE0GDAXIz9QsFDUGDBXxJuKVMx1MZvNKimej67QO2Pgzfkz7Ix4nq9QtEgOiCAIgiAI5QqGWVmu66NEh8JihmVQnyIPvzJgrgKFAmf6WYUpv9DwdjgcePfdd9G5c2flCTh27NhFj4veApbZZR7IheD70+OQF0z+Xrlypds218R1eh8oaoyFier16tVTwoECx4Bel127djnXmbBPDwi9Ga6v51KlSpV8nfOWLVvU+zVv3jxfrxMuDvGACIIgCIJQ7rB0vUTlfDDsip6P4hIfhLP2DE8y/s4vNLQpXiZMmKCqODGPhLkOFwsT2/v27au8KYMGDXJuZ84KQ6VYrYs5GszPYM4KK0zlxahRo1RvE3o6unXrhu+++04lzVNk5AZFCMO7xowZozw7lSpVwosvvqjGRg8GoeBilazbb79diTAKktOnT2P+/PmqXwnD2ryFYWCXXnqpMxRLKB7EAyIIgiAIQrmEooM5H8UpPgyMpn4FoXXr1qoM77hx41TOBA175oMUBvfcc49KiqeHw4CeBhr7zMNgYji9ExQfl19+eZ7HuvHGG1VXdVbnYtgWE70ZNnYheG7MFWGYGQURxQu9Ka65KUw255gef/xxNS4KJo7Ls5/KheC53nvvvfl6jXDxaHpewYClHCZlMXGJrruCfskFQRAEQfCd328mWu/fvx9169bNMVlauDhoFrKnxujRo3HzzTf7xOVkyV/2+6C3w6ioVRiwmzsFDMv4WiwSFFQYePv9FA+IIAiCIAiCoGCY06RJk1RVrZJi/fr1+OGHH7B3717V/4PhVoTd1wtb2NCTIuKj+BG5JwiCIAiCIDi55JJL1FKSsIHgzp07VfUthm8xV6Mg5YrzYujQoYV6PMF7RIAIgiAIgiAIPgOTylnpSyi7SAiWIAiCIAiCIAjFhggQQRAEQRAEQRCKDREggiAIgiAIgiAUGyJABEEQBEEQBEEoNkSACIIgCIIgCIJQbIgAEQRBEARBEASh2BABIgiCIAiCIHjN888/jxEjRlz0FXvppZdKvN9IXtx0002q+7pQ+IgAEQRBEARBKAZOnDiBUaNGoUGDBggMDETlypXRrVs3TJw4ESkpKaXmHD744AM899xzOT7/5ptvqm7qjz76qNt2bvvtt99Qmvjf//6H1157DfHx8SU9lDKHNCIUBEEQBEEoYvbt26fERmRkJF5//XW0bNkSAQEB2Lx5MyZNmoTq1avj2muv9fn78MUXX6Br166oXbt2tudWr16Nzz77DK1atUJZoEWLFqhfvz6+/fZbPPjggyU9nDKFeEAEQRAEQSiX2JNjkb5/lXosah544AFYLBasWbMGN9xwA5o2bYp69eph4MCB+Ouvv3DNNdc4942Li8M999yDihUrIjw8HL1798bGjRuzhS5NnToVderUQUREhAoXSkxMdO6Tnp6ORx55BJUqVVLelu7duyuB4Dx3ux3Dhw9H3bp1ERQUhMaNGyvPxoX48ccf3cZqkJSUhGHDhuHzzz9HVFSU23McI7nuuuuUJ8RYN8jrPHLi+PHjGDBggBo3x//999+r17///vuFeg0Jz5XnLJQjAbJz50714TAWftBKm/tOEARBEATfI3ntNJz68Eqc+26keuR6UXH27FnMmTNHzaKHhITkuA8Nc4Prr78ep06dwj///IO1a9eibdu26NOnD86dO+fcZ+/evcommjlzploWLVqkwp8MnnzySUybNg3ffPMN1q1bp8K++vfv7zyGw+FAjRo18Msvv2Dbtm144YUX8Oyzz+Lnn3/O9Tz4Wu7bvn37bM/x3CgK+vbtm+05Q/h89dVXSjy4CqELnUdO3H777Th27BgWLlyozpEeJF4vVwrjGpKOHTti1apVStAJhYheSkhMTNRjYmL0pKQkr18THx+v8xT5KAiCIAhC6SCv3+/U1FR927Zt6rGg2JLO6cde76QfG9s2a3m9s9peFPz333/qfKZPn+62nXZNSEiIWp588km1bcmSJXp4eLielpbmtm/9+vX1zz77TP394osv6sHBwXpCQoLz+TFjxuidOnVSf9NW8vPz07/77jvn81arVa9WrZr+1ltv5TrOBx98UB8yZEiuz69fv16dx6FDh9y2//DDD3qLFi2c96RHjx76qFGj3Pbh62bMmOG27ULnkRPbt29Xx1q9erVz2+7du9W28ePHF9o1NNi4caM69oEDB3Idk5D/72epyQH5448/lHLNbeZAEARBEATBG2yndgP2DPeNdqvabq7bsdguImfW6Ylg6JIxw84wIYYzxcTEuO2bmpqqZuwNGDYUFhbmXK9atarTC8D9MjIyVM6JgZ+fn5rN3759u3Pbxx9/jMmTJ+PQoUPq+FarNc+qVNyHMKTL4PDhwyqxfu7cuW7bvSWv8/juu+9w3333OZ+jN4MeDIay0aNhQO+Oa9hXYVxDA0bfkNJSJKC0UOIC5I033sD06dOxY8cOdZOZ2DRu3DgVi+gKXYJ0uQmCIAiCIFwMlkoNAbOfuwgx+8OvcsMiubA0kBlixdByV5gD4mrkEhrONIQZXuQJE9hdBYUrPD7FjLcwr+GJJ55QZWa7dOmiDPG3334bK1euzPU1FSpUUI+xsbEqt4IwvIlGu6sgYH7J4sWL8dFHHylhZTabcz1mXufBpPxOnTo5n2OiPkPZLkRhXkMjZMs4X6GMCBDG2zFusEOHDrDZbCr+sF+/firG0PB2JCQkYPny5RdMAuKH3DVGj68TBEEQBEFwxRwShfB+Y5Aw5x3l+aD4CO/3BEzB7snThQVn4i+//HJlkD/88MN5RnPQkGepW87yeyZrewsrN/n7+2PZsmXOalX0iDD3wiiPy+c46cvkeANX70Bux2VCN220Ro0aqW2MTmElL1fuuusuNGnSBE899ZRTfNDYpzDJDxRFrh4Kwglq2ovr169Hu3bt1LY9e/YoUVSY19Bgy5YtKlfGEF9CGREgs2bNclv/+uuvVcUGKurLLrtMbfv999+VKLmQa4/elJdffrlIxysIgiAIQuknpN0QBDbprcKu6BGhKClKPvnkExUSxQRuVmBiqVqTyaREAaNADGOaSdz0SAwaNAhvvfWWMvSZcM1KWawilVMCeLZzCwnByJEjMWbMGERHR6NWrVrqWAwjYuUr0rBhQ0yZMgWzZ89WlaRYDYpj4d+5wfFyfEuXLlXjIxQILFfr+f4UXa7bKQTmz5+vrgHLD3tWyvIWChuOgY0Q2T+Fwubxxx9XXiQjkb8wrqHBkiVLlA0qlPEqWEazF35hXMOvbrzxxgu+9plnnlGvNxbGJQqCIAiCIOQERUdA3Y5FLj4M7wFn7Wkc015p3bq1MoQnTJigQqHGjh2r9qMR/ffff6tJWHoSaDyzPOzBgwdV40JvYTWnIUOG4LbbblMeAXoJKDYMw5+5FYMHD1b2FcOcWKnL1RuSGyxty4iU/IR7EYZ6MU+kZs2aaNOmDS4GCideC14jCop7771XCSFjorqwrmFaWpqqksXjC4WLxkx0+Aj8MDPej7Wbqa4JhQQ/OBQTdCfmB4Zgsa4zj0GXoSAIgiAIvk9ev980Cvfv369m6guS9CxcHDQbKVhGjx6Nm2++2Scu55EjR5SwmTdvngoJKyzoYZkxY4ZXeSdC/r6fJR6C5QpzQRhrZ4gPwn9AJ0+eLNFxCYIgCIIgCJneBfbd8Mz7KE7+/fdflWjObvLsK8KeJwzxMkL3CwuGd9FDJRQ+PiNAHnroIdUEhlUTmOwjCIIgCIIg+B5Gg+iSggn1LFq0b98+FXrFZHqW7PWsanWxMNxMKKMChK48VoSgi4vl0vJKfhIEQRAEQRDKN+zozkUovVh8Iezq+++/V5WuqGJZNs0IvXKtiy0IgiAIgiAIQumnxKtgMcGHSWY9e/ZUTWOM5aeffirpoQmCIAiCIAiCUNY8ID5UhEsQBEEQBEEQhLLuAREEQRAEQRAEofwgAkQQBEEQBEEQhGJDBIggCIIgCIIgCMWGCBBBEARBEAQhGzt37kSVKlWQmJhY5FeHjQTff//9Er8LVqtVjWXNmjUlPZQyjQgQQRAEQRCEIubOO+9UXcS5sGEe+56xg3daWprPXvtnnnlG9WpjmwTCfm0DBw5U1UpDQkJUM0I2ACxL+Pv744knnsBTTz1V0kMp04gAEQRBEARBKAauuOIKHD9+XHXwHj9+PD777DO8+OKLPnntDx06hJkzZyrhZLB8+XK0atUK06ZNw6ZNm3DXXXfh9ttvV/uVJYYNG4alS5di69atJT2UMosIEEEQBEEQyiXW1FicO7JKPRYHAQEBKqSpZs2aGDRoEPr27Yu5c+c6n09PT8cjjzyCSpUqITAwEN27d8fq1audz9MDQQ/K7Nmz0aZNG9WwuXfv3jh16hT++ecfNG3aFOHh4bjllluQkpLifJ3D4cAbb7yhvC58TevWrfHrr7/mOdaff/5Z7Ve9enXntmeffRZjx45F165dUb9+fYwaNUqJqunTpzv3oWDhub3zzjvKUxITE6OaTmdkZDj34XivueYaNRaOyVsvCgUQvS68Nu3bt8dvv/2mrseGDRuc+2zZsgVXXnklQkNDUblyZdx22204c+aM83n2neM1pvcpOjpa3Y+XXnrJ7X2ioqLQrVs3/Pjjj16NS8g/IkAEQRAEQSh3HNk2DUu+vRLr/hqpHrlenNBQpkHNkB8DGsX0LnzzzTdYt24dGjRogP79++PcuXNur6XB/NFHH6nXHz58GDfccIPKn/j+++/x119/Yc6cOZgwYYJzf4qPKVOm4NNPP1Wz+qNHj8att96KRYsW5Tq+JUuWKCP/QrCZNA15VxYsWIC9e/eqR57L119/rRZXkcJx83kKoU8++USJkrxISEhQoqVly5bq2lAIeYZJxcXFKUFGccYcjlmzZuHkyZPq+rjCMTGEbOXKlXjrrbfwyiuvuAlB0rFjR3UNhCJCL8PEx8ezy6F6FARBEASh9P9+p6am6tu2bVOPBSU95Zw+b1Infe6nbZ3L/M87q+1FxR133KGbzWY9JCREDwgIUOdnMpn0X3/9VT2flJSk+/n56d99953zNVarVa9WrZr+1ltvqfUFCxao182bN8+5zxtvvKG27d2717ntvvvu0/v376/+TktL04ODg/Xly5e7jWf48OH6zTffnOt4W7durb/yyit5ntNPP/2k+/v761u2bHE7z9q1a+s2m8257frrr9dvvPFG9ffOnTvVeFetWuV8fvv27Wrb+PHjc32viRMn6jExMW73/fPPP1evW79+vVofO3as3q9fP7fXHT58WO3D9yU9evTQu3fv7rZPhw4d9Keeespt2wcffKDXqVMnz/MX9AJ/P0u8E7ogCIIgCEJxknR2N3RHVkgQcditSDq3G9HVOxbZ+/bq1QsTJ05EcnKyygGxWCwYMmSIeo4eA4YpMfTHgMnqnInfvn2723GYh2HAMKPg4GDUq1fPbduqVavU33v27FHhWJdffnm2ak/0FORGamqqCnXKDXovmAPy+eefo3nz5m7Pcd1sNjvXGYq1efNm9TfPhefdrl075/NNmjRBZGSkc/3+++/Ht99+61xPSkpSFbl43q5j4rVxZePGjWpcDL/yhNe3UaNG2a6fMT5PDwzDw1zD2ITCRQSIIAiCIAjlitCYhtBMfm4ixGT2R2h0wyJ9X4b9MKyKTJ48WeVYfPnllxg+fHi+jkNhYmBU1XKF25j3YRjvhKFZrvkcRk5KblSoUAGxsTnnxjB0i+FQFFFMQs9rfJ7j8QaGRLESVX7huXJc48aNy/YcRUZ+xsewt4oVK+Z7DIJ3SA6IIAiCIAjlCv+gKDTuNkaJDsLHRl2fUNuLC5PJpJK6//e//ylvA5O6mQ+ybNky5z70iDAJvVmzZgV+H76WQoNVrSh+XBcmw+cGvSPbtm3Ltp2J8AMGDFBG/ogRI/I9Hno7bDYb1q5d69xG7wbzNwyYhO86TtK4cWPlRWGivoFrgj5p27atynFhHw/Pc6X4y2+OTl4eIuHiEAEiCIIgCD6I3W7H+vXrMX/+fPXIdaHwqNFsCLoP+xttr56oHrle3Fx//fUqVOnjjz9WBvLIkSMxZswYlTxN4//ee+9VYUD59ZC4wh4e9CYw8ZzJ1wxFYhI3k9S5nhtMfl+xYoXb547hTRQfrCLF0LETJ06oxTNJPi8oJFg567777lNJ4BQi99xzjwp5ygtW9qKXgqKHYVysBMZKW4YHg7DaFsdy8803K3HCc+V+DBXL7/eHCej9+vXL12sE7xEBIgiCIAg+xuLFi1UvAhqNrPbDR65zu1B40OPBnI/i9Hy4wlyIhx56SFViYl7Im2++qQx7lo7lbD7zN2hAsyzsxcDP0PPPP6+qYbFULwUAQ7JYAjc3WMqW45s3b55zGwULBRGPw5AmYxk8eHC+xvPVV1+hWrVq6NGjh3otRQW9HnnB8sJ//vmnKrnLUrzPPfccXnjhBfWckRfCY9KDRLFB8cCKWY8++qjKL6HHyVsovFjda+jQofk6L8F7NGaio4zCkm0RERHqQ8QPriAIgiD4OhQZbE7XpUsXXHvjjTgQYMGZs2dwcNY8rFm6FC+//DIuu+wylGXy+v1m5/D9+/cr4zmvJGnh4qFn5o8//lAiyBdh/xB6N/g5uZAHJT/ceOONKj+HIXJC/vD2+ylJ6IIgCILgI3Dmlj0RKD7ueepJ3L9kHuKtmTHvkZ1ao5XFrKoosVKSa5UhQSgKGCbF3IzExEQVylXSsJcJq30xmZ4Vr9gHhD0+ClN8sDoYPSf0OgpFh4RgCYIgCIKPsGnTJhVTz3Crqbu3OcUHibOmw9ytE44fP672E4SihiFYDHXyBfFB+N1gA0WGkVEgMIdm0qRJhfoeLATAwgCFKWqE7IgHRBAEQRB8BCOZl+ELx1YvzfZ8kjlz3jA/Sb+CUFZgp3guQulHPCCCIAiC4CNER0erR8ZQd63i3rOBNDL7ue0nCIJQGhEBIgiCIAg+Ajs0V6lSRSXX3ly/MQbWaQA/k0ktA+vUx5nZ81TVIc9OzoIgCKUJESCCIAiC4CMwsfyBBx5QZUBfeuEFDAwIxZ99rsZH9Vsg6dc/sHL5CtUrQhLQBUEozUgOiCAIQimqkMTkY8b/MwSHs+BiiJY9WGKXpXZZDYuN1Qzo+SgPJXgFQSj7iAARBEEoJb0haJCyCowBQ3U4Wy4GadmD95SldkVwCoJQFhEBIgiCUEoa05mCgmFv3h66fwDMe7fhzJkzarvMipdN6N1q06ZNSQ9DEASh0JEcEEEQhBJG13V8sXU/BvyxDFf/uRxfbjugthlhV++99x4cgcFIGXovbD2vhr3r5bDe8iCsVWqq/caPH6/2EwShfFGnTh28//77F32cnTt3Ko8qGw5eDAcOHICmadiwYQN8kVmzZuGSSy6Bw+Eo6aGUe0SACIIglADpdjt+2n0Ez/+3FU8s2Ywvtx3EufQMnE2z4outB/Dyqu1qH/6QsxOxvUUHICwy6wBmC2wde6k/Y2NjffYHXxAEKKM8r+Wll14q0GVavXo1RowYcdGX+JlnnsHDDz/sbDhoCAnP5b///nO+5s4778SgQYNK1e294oor4Ofnp6rMCSWLhGAJgiCUAP9bsQ1Lj5/N9fnZh07hTJoVzbauVOuOKjWz7RNVux6Sz/+9cuVKtGvXrsjGKwhCwWH3eoOffvoJL7zwgvI6GISGhubreFarVXXsrlix4kXflkOHDmHmzJmYMGFCtufmzZuH5s2bO9djYmJQ2qFw+vDDD3HbbbeV9FDKNV55QBISEvK9CIIgCDlzKDElT/FhsPZUHObv2Kv+DqyQ3dCICPRH27Zt1d/Lly+Xyy0I+SQ1LRZHTqxUj0UJw5uMJSIiQnkTjPVPP/0U3bt3d9ufYVUMr/L0Nrz22muoVq0aGjdunGMIFo/7xRdf4LrrrkNwcDAaNmyIP/74I8+x/fzzz2jdujWqV8/e+JKCw3Xs9B4Qemy++eYb/P77707vyMKFC52v27dvH3r16qXGwGOzrPSFePXVV1GpUiXlhbnnnnvw9NNPq3ApV3huTZs2RWBgIJo0aaIKcxgYXpvp06fn+d7XXHMN1qxZg717M/+3Cj4sQCIjIxEVFeX1wvKQ/PAJgiAI2Um1eZ+vkWHJ/MHXbbZsz9UOC0Z8fLz625bD84Ig5M623b9i6owrMHP+SPXIdV9m/vz5ymsyd+5c5bHIDRaluOGGG1QFtauuugrDhg1TpbtzY8mSJWjfvn2Oz1177bVKFFAguQqZJ554Qr0HQ5ro3eHStWtX5/PPPfec2oehoY0aNcLNN9+c5/8ohkRRXI0bNw5r165FrVq1MHHixGz70HPE/bZv347XX38dzz//vBJCrlzovXnsypUrq/MWSkEI1q+//qqExYVgQiQ/8IIgCELONIoMRb3wEOxLMAKocibc34ImwX5YRSGyZQ3QtZ/b82cWz3HO4tWrV08utyB4CT0eS9e8DYcjQ63zcdmad1C3Zh8EBUb55HUMCQlRHgCGXuUFvSU0ugmNdIYbrVq1SomFnDh48GA2AcKQsHfffVeVgjaZTJg2bZrywPz2229KlPD5oKAgpKenK8+IJxQAAwYMcAoihnHt2bNHeS1yguFfw4cPx1133aXWKTTmzJmDpKQk5z6s+McxDR48WK3XrVsX27Ztw2effYY77rgjX+9NLxLPW/BxAVK7dm1Vk9zb2D/+EBpuOkEQBMEdhgm8d2lLfLJ5H7aeTUDd8GBEBvhjR2wiEq02xFsz0DgqDA+3ro/afS7B1VcvgXn9Cpj9/GFt1AqazQbzxv9wYM9m5zGfffZZucyC4CVn43Y5xYeB3WHFubjdqF6lo09ex5YtW15QfBA2KHUVLeHh4Th16lSu+6empqqQJlcqVKiAxx57zLneoUMHHDt2DG+//bYSIPkZAxtoEo6BIsA13+XWW29VIWj07LCnkSsdO3bEv//+q/5OTk5Wky0UKffee69zH3o2GNLm7XsbUDylpKRc8DyEEhYg+/fvz9dBt2zZUtDxCIIglAsqBwfi5U7NvNqXP5w7duwAVi1EwKqsOGvDfPL8URcEIW9iIhvBZPJzEyFmkz+iIxsW+6Wjh8Eou22QkeEujgwx4Q2eE8Cc8Mir7CzFBivpXYhOnTqp8K/8joHvT4wxuFbsozjyBsMT8vnnn6txePbL8fa9DRiSVhgJ/ELBkTK8giAIPg5nCHMLXeB2Pi8IgvcwzKp7+zFKdBA+dmv/RImEX9EQPnHihJsIKc6y2mx2yVCmC8ExGR4FQm9MQfoPNWjQwLkwv4QwqZ4lhV1xXWfOBsOmmF/s+nouDMXKD2lpacqbIk0+S2EZXiZCcaFLy1NVTp48ubDGJgiCIJyHIoOzgG+88YYKheCPMWv3i+dDEApGs4ZDVc4Hw67o+Sip3I+ePXvi9OnTeOuttzB06FDVLO+ff/7x2jtwsfTv319VnaKYMLwJTOymwDCMdFaWon3HHBQDVuCaPXu2Cp9iiL5nKFR+YA8ShlYxF4XJ7CxVzCR619w25nM88sgj6n2Yz8L8E1azovfGNVzsQrCXSUBAALp06VLg8QolIED4AXjllVfUh4RK2HBvCYIgCEULxQYrwAiCUDhQdJR0zgfLyrKcLBPGx44diyFDhqhE6kmTJhXL+1955ZWwWCyq5wfFiAHHwkRtPkdPK0UBBZIBBQNL79Ie5OTIggUL3EoH5wdW6qJ3g+dNDwUrbDGZnsnzBhRJLK3LPJQxY8aokDTmxTz66KP5eq8ffvhBvR+PJZQcmu4ZeHgBKDqo0ktDAxf2I6FSZpnK4ppJEARBEASh6H6/aaAyN5WhN57J00LB+Pjjj1WZXXo0fIXLL79cVdiaOnVqoR3zzJkzKtyLnpP8hm4J3uHt9zPfHhB233St9SwIgiAIgiCUXu677z7ExcUhMTFRNQIsbliRimGm9MAwDIxeCnpkvE169xY2K6S3ScRHKUxCpwvs+++/L5rRCIIgCIIgCMUKw6zYwK8kxAdhOP/ff/+tWj60a9cOf/75p+o90rdv30J9H4aL3XjjjYV6TKFgeOUBcU3uYdI54xKpTFlr2bPc23vvvYfChG6cu+++GydPnlSqmMlD3paiEwRBEARBEHwb9uWgXSmUH7wSIOvXr3dbv+SSS3Ls91EUCelMQnr11Vdx6aWXqrrNrFwgCIIgCIIgCEIZFiCsbFASbN26VXlYKD5IdHR0iYxDEARBEARBEIRizgH56quvcOjQIRQ2rGnfoUMHFXfIhjSDBg1SNaXJ7t27VdnJa665Bm3btlUl6gRBEARBEARBKL14XQXrgQceUBWwateujV69ejmX6tWrX9QAFi1ahAcffFCJEJvNhmeffRb9+vVTXTm5vmTJEtV9k+KEjWe4H0uzCYIgCEJ5JcNhx+wjW7E34TTaVqiFS6s0LOkhCYIgFL4AYXm25cuXK8HAkCxWwqIgadCggVOMsJtn5cqVvX93QHX8dOXrr79WYmPt2rVK3LBiQc2aNdVzV111lRIjuQkQdsXk4lpHXBAEQRDKEmzfNWrFj1h9+oBa/3bPf7ilfieMblm4FYMEQRBKXIAw+dsQGi+99JJqNLJixQolRtgJ85tvvkFGRobyWlwMbDpk5Huw8+apU6cQGxurGhItXrxY1arOK5yLndoFQRAEoajh72BRhCZfiO3Jp53iw+CnvatwmbkywiwFL9RSq1YtaewnCEKxkO9GhAYmk0ktrHzFhTMy/Od1MbDE76OPPopu3bqhRYsWahvzPlgXmsdnaNbVV1+d6+ufeeYZt5LB9IAY3hNBEARBKEwoPkaMGFHsF9XWqDJwVSu3bXboGP3cUzDFphT4uCyx36hRo0IYoSAIQt5oOi17L2C4FXtw0Nvx77//YuXKlSofhOKAS48ePS7a2B85ciT++ecfLF26FDVq1MDFQgFCzwm9KuHh4Rd9PEEQBEEoLA9I0P5jCNp/HPaQICS1qKsePTl48CBee+011SSOv7kk2W7FI7v/QpojK+KgRkA4xtXvf1E3x5c8IHn9fvO6s0cYu1n7ynjzA6NHunfvrvJa//rrL7cu3a4duqOiotCyZUtnKwIDRqEw2oNdwz3D2N9++208+eSTyiajveYtP//8s5rw3bVrFypWrIiHHnoIY8aMuehzFcofaV5+P732gPAfAXMzWJGKSeM//vgjqlSpUljjVR/2mTNnqjCrwhAfgiAIglCU8Me1oB4D278rYZu9yrkesfcYAsbcBS0HEUIoPlzf6/2KYRi/ee75JPTaeLr1FagZKqXq80t8eiwOJuxC7fBGiAiIQnHw5Zdf4uGHH1aPx44dQ7Vq1dyeZ0O+5s2b48yZM0p8MvKDwsA1x7Zq1aoqBP7IkSNuNtPkyZPzHY3Cid9hw4ZhwoQJKtJk+/btuPfee1VzQNpmglCiZXhbt26NEydOKIHAylTLli3D2bNnL3oAdMDwAz5jxgzlWXFV/4IgCIJQFrEtyBIfioQk2Ndt8/r17SrUxre97sGKgc/g4263iPgoALMP/Ip75l6BF1eMVI9cL2qSkpLw008/qYiPAQMGqMI7nsTExKgJXoaiszIovUGMOnGFE8IUC8y/NWChIIoWHtdgzpw5SiizkJAro0aNQu/evdXfU6dOVS0Q7r//ftSrV0+9niHt48aNUzaaIJSoAGH4FQXHW2+9pVQxH6nA+QWhgPjll19Uwnh+oTfl22+/VVW12AuEIodLampqvo8lCIIgCL6OMurSrNmfSMuq4igUvefjiy1vw+bIUOt8/HLLO2p7UcJQJxbYady4MW699VblscjNyKcdNGXKFPW3v79/tufvvvtuNwHDY9GT4bpvnz59EBkZiWnTpjm32e12JYK4L2H1UM9QGdp59K4wBFAQSlSAEDYFZMwiVTHVuCFI2K2c7jpPN6I3TJw4UcV4soQvBY2x8MshCIIgCGUNFm4xt23qvtFshql1k5IaUrmDYVeG+DDIcFhxMGF3kb4vw64oPAjtKdo/bG/gSteuXZW9FRISgnfeeQft2rVTQsIThmbRO8LIlOTkZCVuKEpcMZvNuOmmm9Qkr8H8+fOVR2TIkCFqnbkk06dPV9tZDIjhXu+++6567vjx40VyHQShQFWw+AFdvXq1SnBiDCLDsfjhNxLk8oO49wRBEITyhmXI5UBQABxb9gARYbD06wpTpfzncKTb7dh49hSiAwLRIKJ4chjKAsz5sJj83ESIn8kfdcKLrqHjzp07sWrVKhVyTiwWC2688UYlSjgJa8AJWHpJtmzZohLK6eXgRK8n3EYx89VXX2Hfvn0qR6hVK/fqaISejs6dOzvzTb777jsVZkXPCOEE8t69e5WgYTsFJv0zRIvJ7qx2KgglKkD4paHg4MIqVYxjZOITvzQffvih6g9Sp06dIhmkIAiCIJQlNH8/+A3qA3ApIDtiz2H08gU4l56m1ntVq4lXO3aHRYzGC8KE83tajFFhV/R8UHwMb/EEwoswEZ1Cg73SXKNFOAnLPmsfffSRcxsrijZs2FAt3P+6665TYoT7eUKPR6dOndTznt4Pgw4dOqB+/fqqeBBzTyiAXEO36JFjZAurYDEEnlWw6A0hzAkRhBIVIFTPTIqi0HjvvffUIz/QgiAIgiAUP+9uXO0UH2TBscOYf/Qg+teUYi7e0L/OUHSu2keFXdUOb1ikVbAoJJjPwdAmJo+7wgTwH374QYVkeTJ06FC88MIL+OSTTzB69Ohsz7NaFpdNmzbhlltuyfX96QWh54MTx/RquCaqu4ZrVa9eXf3N8XTp0kWJEUEoUQHCsmxMmsoLKnkqaUEQBEEQipYdceeyb4s9JwIkH1B0tKrYEUUN2wzExsZi+PDhqq2BK8zFoHckJwFCm+qRRx5R4VD33XcfgoODs+3DCqIMnTJCqnITIDwGy/pS1Lh6U1g569dff1URLezhwJAuFhbyzE0RhMLE6+A+Q3ywyU1OsKpCXupbEARBEITCo0V0Ba+2CSUPBUbfvn2ziQ9DgKxZs0YllOfEHXfcoQSGa5iWK0xWz0t8kAYNGqBjx47KU2JUv3KF5Xzbt2+Pbt26YevWrSrcnvsLQol3QnetPf3GG28oFe8qPlhlgTGI9JT4CtIJXRAEQSjNsCLRiBEjMGnSpGxND/fGx+Gx5QtwIjVFrV9Vqy6eb9cFpjIQiVCWO6ELQlmm0DuhG/z1118qfpH/GOjGY1zjDTfcgB07dqiKWIIgCIIgFD31IyIxrf9AbI89i+jAQFQPCZPLLghCqSDfAoTVFNjQhklTbHZDt+KePXuU+KhcuXLRjFIQBEEQhGyw4lXLGEkUFgShdFGgAs+9e/dW1RwYt0g3CxOVRHwIgiAIgiAIglAoHpDBgwfnuJ3l2Zj4xPhUA3bTFARBEARBEARBKLAAyalqA+nfv783LxcEQRC8wGG3wmHPgMU/RK6XIAiCUL4FCGtCC4IgCEXHnpUf4dCWH5QIqVj7MjTv+RIsAZJULAiCIJQ9CpQDIgiCIBQeJ/bMxoENX8FhSwN0B04fWIjdKyfIJRYEQRDKrwekbdu2mD9/PqKiorw6aPfu3fHTTz+hevXqFzs+QRCEUlX//NChQ/l+3dnt/2TbdmLfIpirDEVJUqtWLemzIAiCIJSMANmwYQM2btyI6OhoeLt/enr6xY5NEAShVEHx4VqUw1subZGOHi3dt8XHncWU5+/G/pP5rpZeaOTU/E4QBEEQLhavf9n69OkDb5uma2WgC6sgCEJBPAY02vOL3ZqAk+tegC31pHNbaJCOYb3TUKHFYwiu2F5t0x12HNr0DU7tn49KVeqicuMbERjtoVwK+XwEQRAEoUQECHt95JcaNWoUZDyCIOQDu92OTZs24dy5c8pD2apVK5jNZrmGJURgYGCBPQaNGk/Dur8eRPzJjS5bdWScmgNzQCLsGSnISI2FFjsXlSMZ77UXpze/hU6Dv0VoTMNCOwdBEIqWFStWqFD1K664An/99Zdz+4EDB1C3bl3nOsPeW7ZsiVdffRWXXnqpc/tLL72El19+WVUinTVrltux3377bTz55JPo0aMHFi5c6PWYZs+ejRdffBFbt25V/8cuu+wyvPvuu6hTp06O+3OsY8eOxb///osTJ06gWrVquPXWW/Hcc8+pJtWCUCgCpHbt2t7sJghCMbJ48WJ88skn6p+/QZUqVfDAAw+oHw+hdGH2C0JASIVs2xNOb0P8qc05vkZ32HB8zz9oKAJEEApEbHoydiecQsPwSogKKJ7y119++SUefvhh9Xjs2DFlvLsyb948NG/eHGfOnMFrr72Gq6++Grt27XJr+Fy1alUsWLAAR44ccZvwnTx5cr49l5xkHjhwIB577DF89913iI+Px+jRo1UPuHXr1uX4mh07dsDhcOCzzz5DgwYNsGXLFtx7771ITk7GO++8k+9rIpQ/pAqWIPg49vXbYf1yGqzf/gnHweNO8cHZqnr16uHjjz/G33//rR65zu18Xih9VGt8bbZtum7P8zVmc2ARjkgQyi7T96/DgNkT8OCy79Uj14uapKQkVaRn5MiRGDBgAL7++uts+8TExKjJpBYtWuDZZ59FQkICVq5c6bZPpUqV0K9fP3zzzTfObcuXL1eihcc1mDNnjvJoxMXFub1+1KhR6N27t/p77dq1yptOT0v9+vVV4aEnnnhC5fNmZGTkeB703rBFA8fA351rr71WvUaaUQveIgJEEHwY24oNyJj6Jxxb98KxbjusH38P2+ETyvPRpUsX9YPBmbLg4GD1yHVunzhxovpBEUoXFWp1R8u+byCiSmuEV2yO8Iot8tzf4h+Gao2vKbbxCUJZ8ny8s3kOMhyZ/yf5+O7mOWp7UfLzzz+jSZMmaNy4sQpZoscit/za1NRUTJkyRf2dU1jT3Xff7SZgeKxhw4a57cv83cjISEybNs25jb8NFEHcl7Rr1w4mk0kJCj5HD8jUqVPRt29f+Pn5eX1ufJ23xYoEQQSIIPgw9iUeM3I2O079vUCFXfHHgz8arnCd248fP65yQ4TSR+X6/dBh4GR0HDwFddsOz/Z8UMVO2HrQgtDq/dDhum8QGFa1RMYpCKUZhl0Z4sPA6rBjT8LpIn1fhl1ReBheBBrtixYtctuna9euCA0NRUhIiApnokCgkPCEoVn0jtDjzdAnihuKEleYE3jTTTfh+++/d25jWwV6RIYMGaLWmXdCTwm9LQEBAUqwMLSLx/OWPXv2YMKECbjvvvvyfU2E8okIEEHwZXKYGUtPTVWPrsmKrhjbmZgulG4q1O6OOm3uRmBoVfgHxaB269tRodlDmLE8CNGN7kJIpOTnlVVsDjvmHNmGaae3wl41oqSHU+Zgzoefyb1gh7/JrLYXFTt37sSqVatw8803q3WLxYIbb7xRiRJX6J1Yv3698lowv4Jejpw8EdxGMUPPxS+//KIKYLAQiSeclGJCOvNNCPM8GKZFoUE4ocX8jTvuuAOrV69WgohelKFDh3pV/fTo0aNKTF1//fXqOILgDQUuMG+1WnHq1CmVhOSKlG0UhMLD3KkVbH8syNpg0pDWvB7wW2biIMOucqtaJ67w0k3Sub3YOHs0UhOOQtPMqNF8KBp2HqWSUYWyjUPX8fDyH7HmzIHMDTd2xA9bv8RDwdchpkbnkh5emYAJ50+07KfCruj5oPh4vGU/RAYEF9l7UmjYbDa3pHMa+PQ6fPTRR85tNWvWRMOGDdXC/a+77jqV5M39PKHHo1OnTup5T++HQYcOHVRux48//qhyT2bMmOEWusX8wYiICLz11lvObd9++60aB3NPOnfO/TNHUdOrVy/ltSlICXKh/JJvD8ju3btVObigoCBVHYuzrVxYqi23GVlBEAqGpWcHWIZeDq1udZia1IPfiBvQqPelKkGRs1ieEwBc53ZWSMlpJkwoPexY8roSH0Yi+uEtP+HMoaUlPSyhGFh1en+W+DjPHD0YK/8ahVMHvC+tKuTN4LptMbP/w/ik2zD1yPWigkKC+RwsbcvkbmNhk2cKkh9++CHH19ELQU8J8/5ygpNQXChAbrnlllzfn14Q/jb8+eefKlTXNVE9JSUlWzivUc7d8zfG0/PRs2dPFSJGL4znMQQhL/L9abnzzjvVh2zmzJmqcgJLtHGhuzC3cm2CIBQcS9c2CHh4GPxHDIW5UW31w8BSu6wl/7///U/VbecPCB+5zu2c5ZJ+IKWbuBMbs287vqFExiIULydTErJts5osSDH54fDmH+V2FLInpEPFOkVegpc2U2xsLIYPH66qW7kuzMXwDMNybez8yCOP4M0331T/53OCvTiY92eEVOUmQGijsawvRY2rN4VihKFXr7zyippk5n533XWXmmRu06aN2oehY0yep+hwFR+MemGeyunTp1Uol2tZeEEo1BAsKnYKD34QBUEoGdjng42oOCv24IMPOrfT88Ht0gek9MPmgkln3cOtwio0QrwUNyvzdK5cT+UnuCZJV82IQ6QjFQ6HtUTHJhQMCgxWlWKokycUIAx/YkJ5TjA3gw3+GKbFJoOeMFn9QjCXpGPHjkpIvP/++27PsRwvk9Q5Bi6sqshqimxyyGgXQvHDHBajLO/cuXNV4jkXz8bT3uSNCIKm5/OTwljC8ePHqy6evg6/zPyys8pEeHh4SQ9HEAod6YRedok9vh4bZo2C3ZpZFrRC7cvQqt/b2LNnH0aMGKHirQvadb28cPLkSfX/vzSyJvEovj26CqcdNtSxnsGQhLWoYE9GdJMRCK3aC6UN/ha7NtK7mN/vtLQ0levGsG/2uBAEwXfw9vuZbw/IuHHjlAJ//fXX0bJly2yVGcTQF4Tig2FWhotcKFtEVW2DS4f9jXPH1iAguCIiKmUvOCDkLT5uve12ZFjTS/VlalvLhk4NrUgz6Zi5NwAbVK5AzvkCvoyffwC+nTolXyJEEISyS74FCF2IxLMmNR0pjFWU5meCIAiFg8U/FJXq9JTLWQA4c07xkVqvBxyBpbeMLTMr1x0/v8LJxGYuGZy1Q6BF+gGJNugHk4EM3wx9MaXFA/sWqXsiAkQQhAIJkAULXEqCCoIgCIIPQ/HhCKmAsoapiQmmKC1zJSYAqBQM+8bcKxYJgiCUagHSo0ePohmJIAiCIAgXJgBZ4uM8WrAGLRzQc85jFgRBKP2NCOPi4lRFh+3bt6t11qBmA5ycqjsIgiAIglBQGFblLjY8Vy+4XRAEobT3AVmzZo3qqMlKWOfOnVPLe++9p7ZJHxBBEARBKAQCbNCan4LW9Qi0tseB6NSs59Lo6XDP99DTdPF+CIJQdj0go0ePxrXXXovPP/9cdec0Onzec889ePTRR7F48eKiGKcgCIIglFnMuo66sOEUzEjQTNAan4UWdr7nR5ANaHwG+tqqgDXzd9e+wwFTTQ1amAY9RYfjsJ7pLBEEQSiLAoQeEFfxoQ5isajSvO3bty/s8QmCIAhCmaapbsVrjjhUhgOUHJ/5B+NnQ3ycRzMBenQacCI0c4MdcByg4hDVIQhCOQjBYp+PQ4cOZdt++PBhhIWFFda4BEEQBKFc8D9HvBIfxB/ACFsyNFsOCR3p5uIfnCAIgi8IkBtvvBHDhw/HTz/9pEQHlx9//FGFYN18881FMUZBEARBKJOE6w7UoTvDhQCHhhaH3TsI6wn+QKx0/RYKhzvvvBODBg3Kc586derg/fffL9WXvGfPnio9oKjP87LLLsP333+P4hhvSWG1WtW1YiRUiQiQd955B4MHD8btt9+uBsKFH+ShQ4eqLumCIAhCwbGt2gzrJz/C+uU0zFi5EoNm/Yaev/+EV9f+hxRbhlzaMkYiNJzM4afYcjQMjs2VoB8Oh2NXNPQtlaTMVSnn9OnTGDlyJGrVqoWAgABUqVIF/fv3x7Jly+CLrF69GiNGjCj047700kuqcTUXs9mMmjVrqvdhUaPCZvr06Rg7diyKkj/++AMnT57ETTfdlO05Num+8sor1bn+9ttvzu0LFy5U21hVtrTg7++PJ554Ak899VTJ5IBwAB988AHeeOMN7N27V21jBazg4OBCGZAgCEJ5xbZ0HWzT5yHRrGF7mD/ejEpzPvfnwb2wmDQMDokq0TEKhYuuaXjPFI6XHXGq0Tn5RwvEWi0ASKDnI0AueRESm56GPfFxaBARiaiAovUwDRkyRM0if/PNN6hXr54yWufPn4+zZ8/CF6lYsWKez2dkZMDPz69Ax2b7hnnz5sFut6uWDmzlEB8fr6JrCpPo6GgUNR9++CHuuusumEzZJxLoWaHQKCsMGzYMjz/+OLZu3aruYbF6QAwoOFq2bKkWER+CIAgXT9zKjXi6WTSu6VwVTzWLyfb8gqOHYXVk5gpo6VbYdx+Enpgsl76Us1QLxHWmSnjWFIk7TTF41RRZ0kMqF0zftxvX/DMDDy2drx65XlRwpnvJkiUqUqRXr16oXbs2OnbsiGeeeUZVFjVgWwPaVSEhIcoz8MADDyApKcn5/Ndff43IyEg1m96wYUMEBgYqLwrD4V09DJdccgk+++wzdQzaaDfccIMy8HOKaqlatSpiYmLw4IMPKlGRW2gSDemJEyeq8XJ8r732mtr++++/o23btmosFFYvv/yyqo6aFyxeRA9Q9erV0bdvX1x//fWYO3eu83kKE4b7161bF0FBQWjcuLGa/M4pjIzvR7HEHOX7779fibzcQppOnTqFa665Rh2Tx/7uu++yeSx4/QwvVbVq1fDII4/k6dX6999/1TE92bBhA959911MnjzZbfuBAwfUZ4BERUWp68pzMXA4HKqwE8UTrxHHcyGWL1+u7jnvAQtC8fPB43IMBlu2bFHemNDQUFSuXBm33XYbzpw543ateK55vTfH261bN5V6USweEIZc8UPPm8u/L+TuKkz4BeD7UlnyxBcsWFCoxxcEQfAVPo02Y0WE//mZ8ezPJ2RYcc+2tagwZCCCf5iLjLQMwGyC5eqesPSQKoSlGZbeXeT0gXhHpG5HbdixBxYks0yWkC/Px3ub1iDjvKDn4/hNa9Cres0i8YTQ6ONCw7Bz587KuM0J2jqcUadxvG/fPiVAaBB+8sknzn1SUlKU8T9lyhQVlcJ9GP7jGsq1Z88e/Pzzz/jzzz+RkJCgjHnu52pw056i+OAj92eOL43Ye++9N9fzoEH65ptvKmFCEUFRxZB8jvnSSy9VkTFG2NaLL77o1bWhQT579mx1Lq5GeI0aNfDLL78ocUQDm8fleCmmDOhBotHNkCYeh54I7m+II09o6B87dkydM703NLgpSgymTZum+tzRwOYM/4kTJ7Bx48Zcx7506VIl8Jo2beq2nffolltuwccff6wMeVcoCqdNm6Y8Yjt37lQ2LgWRAT1kjz32GFauXIkVK1aoMdPov/zyy3McA+8vBdBVV12l8lAOHjyYLY+EArh3794qX5vnl5qaqkKpeC0poPLz3hTOvO/FIkDY4dxwIfFCFbc7iR88fnEFQRDKMquiAgFH7nkeDj2z5Orp6pXwfkAqxu44B9gdsP25AObWjaFFSiXC8sKNjmTcryeqqlkp0PCmFo75piwjRsgbhl0Z4sOA3sW98XFoX8ndYCwMaKxzIpfG/aeffqo8Bj169FDCoVWrVs79XA1HTsC++uqralbfVYDQS/HRRx+hU6dOTqORBvCqVauUcUjS0tKUQKGHgUyYMAEDBgxQM/KGQcxJXR6HeRhNmjRRz9Ogz0uA0KimkW/A0Kmnn34ad9xxh1qnB4Q5FxRNeQmQzZs3K7uOng6O1fD+GFAc0LNhQEFGg5iiylWAULTQw0ARQMHwyiuvYMyYMWoMniFRu3btwj///KOuU4cOHdS2L7/80k08sMorrw+9MhwDPSHGNc0JGvv0Jni+F3vmde3aFQMHDsz2Gl7v6POhYZUqVVIeLVf4eTCuHb1cvEe8L7kJEIoO2uVskUEx1qxZMxw9etTtPvIYbdq0weuvv+7cxutGMcTr0qhRI6/fm14hnnexCJCvvvrK+Te/QIIgCELhUyMmGidPn3Tb1qlSVSTbrNhyzj1OfEW0yyytQ4fj6EmYRYCUTsLS2YkQiA/I2fXlQWXdjgf1RBhFeYOhY4yegGV6ANLEE+IVzPnwM5ncRIi/yaS2FxWc8aaRz9nj//77TxnDb731Fr744gtnCA7zIphju2PHDjWzzVAmGuicUTfC3SlmDAOaUDzQiGUuhWEs03A2xAfp0qWL8ipwxt0QIDTYaQwb0LtAYZAXnv3e6B2g58XV42CICtcxe8KQKiZvc79vv/1WhQo9/PDDbvvQe0AjmaKAM/YMraKHxpXWrVu7vQfPkyFrDEljmJsrvD68du3atct27QwYCkbvDoXUFVdcobwK9C649r5zheOi0e8Kz4tehfXr16MgtHIRpMZ9Mbw0FKO8XgY8V95TvsZ1HJ6iifeJXp+cJvPptXIVILm9twG9Nby3F0u+fbZ04eSUtc8vCp/LL/yi8YvEHiJUgozn48U0oKrjLAH38YzVE4TyDv/R858cZyj4yHWh9HJ/s9YIMmf90NUMDcMrHbriqlr1su1bJc0lxtqkwVS9cnENUygsTA5oLU7C1OoUTM1PQ2t3HAi6cKWzJshwig+DMOio5VHOV8gdhlk91qq9Eh2Ej6NbtUdkESei00jkbPLzzz+vojsoPIwZZ4YQXX311coIZIjO2rVrlRFOXPMaCgvPBHLaWxQpecHcD1doANNTQQFhLBQxu3fvzmaYu0LPRYMGDdCiRQsV0kUh5OrxYAgUKy4xdGzOnDnquPS8FMV1cIUeAdqg9DjR0GbYGkvsuubGuFKhQgXExsa6baP4oFFPYUPhYogXClDmWVzMfXnllVfcrrW38D5RSLm+lgvvE8/Pm/c2YLWyCxUoKJIqWIyzy+kDQBVbkJiwRYsWqcQnCgwq/WeffRb9+vXDtm3b1Aed8XVU8cePH1cuMSZneSo0QSiPLF68WP2TZIyqAWe2jH+YQumjVUxFTOt/LRYdO4wQPz/0qFoTgRYLrqxVVyXI7knInPzRHA4MP3w+MZUhscFBsE6ervJAzO0urjKJUIxUSYIWkfV7qgXYgdrx0HdUyPNlu2BRUsNThDztiMNLpigc0vL9014uGVyvocr5YNhV/WKogpUTDJcxyrNScNDYY5iUEdLDkCNPaCuxF4Mxy02DmRPDnqFEzHVguAyhx4XHpOehMGEoGd+fYuJi+N///qcmsVmmmGOmV4UhTPw9MzAqr3rO7NMLYeRQ8Dw5y08h4Qm9Hbx2vM6GB8m4dq7wWDTWudA+5esoqniunjCsib/BFCEMaSMMSWOuhSu0XZl7YSSr+5/Pd8nvpCEn6rm4wntKr0h6erozt4gllF3h2ClqGdaXmzfHW5jMzvMuNg/Ipk2b1EIoDox1Lpx5ZRydq7vPW2bNmqVmAOgKpCuNIV784vADQoxj0g1EV9i6detyPRYvPj0xrosglFXxwVkzuok5Q/b333+rR65zO5/3JD49HR9uXoeRi+fioy3rkWBNL5GxC3kTExiEwfUaoX/Nukp8kGCLH77s1R8vtuuCGyvXgP93v6LBFV2RUFeVbQGSUqAfOYmM7/7C4Rnv4dCWH2GzZlXOEXwTLSSHWdWQC8/wHtcsmKSFZvN3NIYdLzlKT18BX4CigzkfRS0+WGqXBjYNRdpN+/fvVwnWDMEy8gRoxHOmnfkaTECfOnWqyhfxhLPUDFdiojBtJdpQTGx3Dbuh94F5GTTQOTnMZGvmTngmRF8sL7zwgso1ofeCpVkZ5kTvBQVFfmDoFCeXjRwF5h9QZDE5nTkK9Bh5GtWEE+L0ktAu5e8gf/8eeuihHEvi0lBnWNV9993nvHYUCq4J4LRBac/SyOY94P3i857hXAY0xOkFcS0AwGtMz47rYoTFMZeF1K5dW3kXZs6cqSppuVY6yy/My6FwZZI+rz+vGaubESNnm0KKngs2DOd1pJjjfvQq5VcE8fNER0GxCRDG3fFC82T4JeK6sTCejolS/CBeLEaZOCboJCcnIzExUa3z5tCtlVfdYYZzMWHeWHJSwIJQ2uE/C3o++A+b3zt+J4wEPK5zO0sluv5TYWnBh5f9i+92b8e6M6cwddc2jF6+sETPQ8gfgWYLrqpdD1dXrApTbDzOHpsG0zF31z/RN+zFrmVvY/WMO2HPSJXL7MPoiVlVf5wketf341tTKL6EezgMaQybqo4l+BaclWfSOGfB6aGmUUqjmonCTPQlnIRlIjZL9fJ5hp3TrvGE/+9ZwYiGJysU8die/TMoZli1lBO3NBZp3LsmshcWLAFMI5phUvQqUAjxHHMz2POCidvMh2H+BkUCx8/KXLxuFHCu3hCDPn36KLHCa8p9WSI4r7K1zGmmh4Wh/Tw+jXZXjwLDppjMzevKa8acHFYSY2WtnGDoGI34/KYIVK9eXYk2ekuYxE7RVFBYHIpjZEgVbfLnnnvOaY8bYXCGV4l2AT8P9Miw4AHPNyexlhssBEA7nc3HLxZNp2XiBcx4566cYWUFAdf4L7qSeANdk5kKAhUcPzx0hzH0iurzuuuuU8/xovGLOmrUqDw9IFwM6AGhCOHF4g0ShLIAPY78R02PR06CnLNQnO3gj4DhJt187gzuWTg7275Tel+JxpFF36hJKDw4G8gfzRdu19B8b3tEpLrH4h6P2IO9VTI9yM16vIhqTbJ6DJTH65Tc7Fo4QvIOaSoxNB1ao7PQKmQKRT3ZD/q2CoDVuxCJzno63nW4i9B4aLjWVAk2H2p+Zko+g5Btf2DSpEnOZNcLwd9vTiTm9PvNkG96EDibnFeeQVmEM/Q0HPPqoE0DnGFd+ckRKI3Q88Pr4NphvCRgCBZ/ixmhUxDhVRRQEFEY8fvj6uG5WCjyKJSZLpEb3n4/vQ4EMy7qhRKULgYaTXR7UXwQip286i97wti33GprC0JZgW5UYrhyPTG2G/spcplnMMq6CqUPk18ojkbtRHhqBWjINDbtmg3Ho/Y490lPzWoyJfggugZ9ZwXoB2yA2QGk5OARyYOV8McK+KMLMsO2+Ov8qRbmU+JDEMo6DLli2BbTB0pKgEyZMkXZzPSs0G42enwUpvhguBs9J5wALQwsBTnJvGBDmoJA9xPdeIxdZ/MZQRByxqgfzhmGnDwg3O66H2kRXQENI6KwOz5rtrRpZDSaRuXsVhZ8n/DaA3EuZSI211yASgl14DDpOBGxCykBmblvmmZGpTqZ3XYFHye9YEmhuqZhjCkKnZGOGrodq7UAHJAEdEEodljBtaS9MC+88IJ6ZM40ywnn1oyxoDDaKb+5PYUSgmVgZPkbMGGK9YA5MMYlus26eoGKTX/4YcyYMUNV2GIsX2GRlwtXEEorDEccNmyYmu1gzodr/CY9lPwHQRHC5DnXsMhzaWn4aucW7Ig9i2bRFXBX4+ZFXnJSKLrQIoazVAxNxMl98+AXEIFK9frgwPrJOH1wMQJDq6B+hwdQuV6fcnsLSkUIVjlBQrAEofyQVtghWAae9Y4J6wizdBq7TxYk7IpdHH///XfVC8QoKUrhUJiuI0EoK1BUMBmP1T4oNihG+EXnF55xn0wSY3KbZ05WdGAgHm/t3kRK8B0SrHGYsu0DbDq9EtVCamNY04fQMCrvkrpR1dqpxaBl3+wJq+UdU6pUhSpp5B4IguBJoRQLp9eCjWRuvfVW1b0zP7BaD/FszsJKBUZnUEEQ3GHFD4oMVjWhiDeg65XbpQ9I6eO9Nc9g45mV6u/TqSewe8VWfNr3T4T5R5T00Eo1Qfuzl6QWBEEQSpZC61bExiZsepNf8hkBJgjCeSgyWCqQCWdrTp+APSgIQ9t1REWPTrWC7xOXdtYpPgxSbElYfWIRetcqn1WsCovUupfBERRZ0sNAefeAiBAUBOGiBMgff/yRTUCwSznrWNMYEgSh+GAS6lcpsViVHAskx+KHuX9iXOfL0KVKZvdboXTgZ/aHRbPAptvctgf7hZbYmMoKFB+SAyIIglDKBYhnpj8bE7InCJsTvvvuu4U5NkEoE8lYLM1XVKyIO4tVpzLzpki6w45xa1bgrUYti+T92Mm1vNXdLw5C/MLQr84Q/L0/q5lYzbB6aFf50hIdl1Ba0IEKqdBCrZnNDc8yf1JK8QqCUIYESFH2ARGEsgbFByvxFBUZndoBndq6bTtuTcO9I0YUifmRn0ZiQv4Y3mIMGkQ2z0xCD62NK+pcDz+Tn/P5Q0kJ+GXvLhw9ewb22jXl8gpOtEbnoFVMyfybcuRUMPTdUmJbEIRykAMiCELOHgMa7UXFtqQEvHFgp9u2JsFheK6I3pPnIxQNJs2EXjWvVosnR5MTcdeCWUjKyMjcMPAK/HX6qIhBAQjKcIoPA61SCvTD4UBaloAVhJLoms4CQ5dccgnef/99tV6nTh3VyZ2LUL7xSoA89thjXh/wvffeu5jxCEKZguFKRekx4JG3Jyfit+OHWAkCDcIjMbbzpagVKn1vyhK/79+bJT7O8+PJg2h+ZBv61WhWYuMSfAA/e87b/R1AWnEPRrgQrO75zTffONfZMLZDhw5466230KpVK7mAQrnBKwGyfv16rw7GfBBBEIqXIZWrY9bY1/Hae++he4uiyf0QSpZUu3tyOtGhYfyWuehTvQnMWlYzSqFsoMGBRsGHEGpOwY6UOki2B+e8Y2IAdKsJGgXHefR0M8BcEOGCxKZbsScuGQ0iQxAVUDzX7IorrlCtBgh7n7Gf09VXX51rviAbPvv5iTdLKFt49au1YMECr5Z///236EcsCEI2NGsGKvkHyJUpo1xRs04OOT1JOJOWhKSM9BIZk1B0WDQb7q/+K+6u9jtuqDwXT9f+CvWDcilmoWvQt1WEnuAP3WEBkiOg76motgt5M2PvMQycuQKPLN6oHrleHAQEBKBKlSpqYXjS008/jcOHD+P06dM4cOCAmsz96aef0KNHD+VFZ4NZ5t++8sorqFGjhno9Xzdr1iy34z711FPK4x4cHIx69erh+eefV+LFFfZsq1y5smr8PHz4cFUoxWDLli0wmUxqHOTcuXNq/aabbnLu8+qrr6J79+5ur7nyyisRGhqqjnvbbbfhzJkzRXj1hLLCRU2bHTlyRC2CIAhC0dE8ugIebdUKOtKgwwqHFgtdi0PD8EqI8GfFI6Es0TRmF2wRNlhhVuv+JhsGxCzN/QXJ/kBsFZj06jAFRcHcJABaNREgF/J8jN+wGxmOzF5kfHx/w261vThJSkrCt99+iwYNGiAmJqtwAEXJqFGjsH37dvTv3x8ffPCBqjT6zjvvYNOmTWrbtddei927dztfQ1Hx9ddfY9u2bWr/zz//HOPHj3c+//PPP6ucj9dffx1r1qxRjWvZzNagefPmagyLFi1S60uWLHFbJ/zbaBwdFxenKqC2adNGHY+C6OTJk7jhhhuK/LoJ5VCAGCo8IiICtWvXVktkZCTGjh0rFbIEQRCKiJsatMSjrVogwHIK0OJRNSAML7eTJoVlCx1a/XPY2jgMX0ZdijcrXon9fplGaSX/c7m/zB8w1dCcYdB8NNXUAInayRWGXRniw8Dq0LE3PhlFzcyZM5XHgAtFA/ur0eNBb4MBk7QHDx6MunXrKqFA4UEPB70RjRs3xrhx49ySuwlDubp27aoSva+55ho88cQTSnQYcF96PbjwGPRmNGuWlUPGzw0b3C5cuFCt8/Guu+5Ceno6duzYobwpy5cvV54Zwv5vFB8UNE2aNFF/T548WUXE7Nq1q8ivo1DOBMhzzz2nPnR04zE3hAs/fBMmTFDuPkEQBKFouKVBJ3xcvz9aT1+Id2OaoGFEZbnUZYnINGhVsgzgVJM/ZoS3UX/vSc299LIWlD0HUzNpgLTsyRXmfPjxGrngb9LQICIERU2vXr1U1Skuq1atUt4MhjEdPHjQuU/79u2dfyckJODYsWPZmj1znR4SA4oYbmNoF8UNBYlrXgn37dSpk9sxunTp4rZOcWEIEHo76OEwRMnq1auVCDHGsXHjRiU2DDHFhUKE7N27t5CullBWyXcZXlZv+OKLL5Trz4CVG6pXr44HHngAr732WmGPURAEQWCYyIkdiPnnMYxtFA/MfQbnDs1B1JA3oZmkonqZINQ9Xp+ctoRjX3pV/Ha6V64v05MB3a5DM2cZ1LpNB4p+Mr/UwoTz0Zc0VGFX9HxQfDx6SUNEFkMiekhIiAq5MqBNxagShkzdc889zn3yw4oVKzBs2DC8/PLLStDweD/++GO+G0QzvIreF4Z2MZSL+R70flCAxMbGKmHEHBMjfIyeFnpjPKHXRhDyIt+/WkxKMhSuK9zG5wRBEHwVxifHx8ejtBL07yuwpGWNP33nAuyf/w1stUtfx3QaSExaFVzIoXKVKcWEzw5fIKbeBjj26jDVAzSLBj1Dh2OfA5C+wXlyXf1q6Fmjggq7qh9RfFWwPFEhcyYTUlNTc3w+PDwc1apVw7Jly5zhT4TrHTt2VH8zNIoh8YxSMXD1qJCmTZti5cqVuP32253b/vvvP7d9WrZsiaioKBWexRAvejUoSigyKECM/A/Stm1bTJs2TYV8WSwyCSLkj3x/Ylq3bq1CsD788EO37dzG5wRBEHxVfNx62+3IsJbeqlFf90qEJTMv2cmCXz7H1F1TUdrw8w/At1OniAhxJT4Q+rFQoGoSGFHF8rq2PRW8up76WR32WB1gMTwWNnJPbxBygaKjfaXiFR7MqWD5XUKjnvaT4U3IjTFjxuDFF19E/fr1lTBgGV+GcLFCFmnYsKEKt6LXg31F/vrrL8yYMcPtGExqZx8SejEYRsXXbt26VVXM8swD4XPMITGiXDjm+fPnu/WFe/DBB5XX5uabb8aTTz6peprs2bNHjYFeHbPZ45+VIFyMAGGznAEDBmDevHnO2EG6/lhC7u+//87v4QRBEIoFej4oPlLr9YAjMKJUXvWdtnloZT7ptm1LaEckN6uD0oSJXpx9i9Q9KddeEJODDT8Ae1Y6pr4/CjgWBt3fDiT556+cLj0eOU+iCz4Eq0UZIUpMQmcEyS+//KK8CyzDmxOPPPKI+r48/vjjOHXqlEoeZ/I6hQdhWPzo0aPx0EMPKbFAO415uax6ZXDjjTeq3AyKBZbfHTJkCEaOHInZs2e7vRe9LOyObng76J2hKKGocc1DMbwyTI7v16+fel96YdjnxDWhXhByQtN1Pd/zJEyG+vjjj1VcoOHWY/4HP4y+BBO36Obnl5YuTEEoi7DayIgRIzBp0qQi7bpeVq5TcrNr4QjxblbZ16hlOosXQ35HZVOiWp9vbYoPUvvCcXEV1YsdU/IZhGz7o0g/s75+v7Va8UC1RGhmHXpsIPRd0YCtbM4YF+R+5/X7TeN5//79qkIU+2QIguA7ePv9LFDQHoWGJJsLgiAUL4ccMbg38U40NJ9EnCMYJ/XS6ckp90SnQKuZ4LwMWlQaUDcO+u6sPhCCIAhlGa8FCDtbJicnK/eaAWMHWZua2wcNGoRbbrmlqMYpeIndbldNilgQgPGYjN2UOExBKDvQ27HTLhVmSjNKcHiS0zZBEITyLkAefvhh5fkwSroxBvHSSy9V25gUxcQmGr+33XZbUY5XyIPFixerrqZGchthPXCGxzF+UxCEsotfyCn4hZxFekI12NPEM+LL6KkWlfrhRqpUERIEofzg9X88lmr7+uuvnetTpkxRM+yswsDya/SEMC9EBEjJiQ9WyGBhACaeMfbu0IbFWDvrO0x5l2X5XhMRIghllKj6CxBWbaP6W9c1xO7tiaTjUpXQZzkZCr1SMrQQm1rV7Rr0gyIaBUEoP3iduchZddZ6Nvj3338xePBgZ+1nVmBg4xqh+KHniZ4Pig/W7m7evDkc639ExL/Pobf/NoztkIKTv72k9hMEoWzhF3zGKT6IpumoWHcRegVuhIUNIgTfw26CvrEKHDtj4NgbBX1dVSBBkqkFQSg/eC1AWIUiLi7Oub5q1Sp06tTJrXY0S7AJxQ9zPigQ2QWVpe8cKbFIXDzJbZ/u0fHYumyW3B5B8HG0UH9oId73JfALPpttm93swE0RCzA25Ddo0hDCN2F53TPBwIlQwFo2q18JgiBctADp3Lmzaj7ocDjw66+/IjExEb1793YreVizZk1vDycUIkYHeoZdEVvcccCekW2/tJN75LoLgq/iZ4alRRX4NasCv+ZVYGlaGTDn0APCY1t6QnXoDhNsjsqIzRiOU+nPIyn9NlhskWhpOYrWlkPFdw6CIAiCUJgCZOzYsarpTVBQkGpmw0Y2UVFRzufZ+ZLNa4Tih7k4hHWXiV+lBjCFZG4zsNoB/1pt5PYIgo9irh4BU3CW58MUFgBzFZf+B/5mWJpWgn+7mvBrUx2miqFqs90airO7L8e5jPuR7mgOB6KQhDZ4s8Y96vkoLaX4T0YQBEEQCkOAsJzr9u3b8fPPP2P58uVKkLhy0003qW6YQvHDe8NqV999953yUGkWf0Re9wbMEZmlOpN1f3x/tCpats/qYCoIgm+RU9iV6zZLvRiYwjLzBDR6S+pGQwv2U+up6W3ggHsS88GAatjlXwNrbVml04WyTQ3TOVTSsvqLCIIg+Cr5ap9boUIFDBw40Jn7ceTIEWXwkgEDBjhDgITihX0+WGp3xYoV+N///qf6s9grNcPpXm/gq9TLcP+CAHS79UnpByIIPggTxTtY9iEmNXsuhyPpfF6dBpjCsycpaxFBmX/YM/8PezIp6VIk6MGFPGLB1wjXUvB2yM/4NGwqJod/hWeDZ0oBAqFQYZ7vb7/9VqJXlYWQ3n///UI/Lqu3vv766yhqWEk2MjISvsCnn36Ka665pvQIEE+aNWuGAwcOFN5ohALDPh8vv/wy9u3bhwcffBBXXXUVHnzoYWzedwIvvPSKlOAVBB+Es9WfhU3BiyF/4u24z1At7aTzOUdCGnD2FPxCT+Jyv02IyojPfoD082Vck6xwpLnnfdnPJmNHaqWiPwmhxLktYAWaWo4717v67cXV/ptKdExCzrBgDPuq1atXDwEBASp3lobg/Pnzy/Qlo61IEcPWDb7Exo0b8ffff+ORRx5R6xkZGSqap2XLlggJCVG97m6//XYcO3YMZYm7774b69atw5IlS0psDBfV+UjX9cIbiVAoIqRbt27SCV0QSgk3B/6HyqZE9Xe0PRETDr6FL0x98Uf6JQiLWYqI9iuhmRw4lgH0Px2Pn6NvhkPLnDdqkrIft1t/wafmXthftRFMgZnhWER36LAfyapaKJRtmlmyG0fNLcfwm7VtiYynNBGb5sDeWDvqR5kRFXhRc7JeGeH8jeYs+Ntvv62MXBq8s2fPVhOHO3bsKNL3F7IzYcIEXH/99QgNzcypS0lJUYY5+6m1bt0asbGxGDVqlGo1sWbNmjJzCf39/XHLLbeo4lJsKl4SFO23TSiRcKw2bdqgT58+6pHrgiD4JrVN7mFXrG/VLn0XLNpRRNZZocQHSfQDtsasxfgDb+GuU79jzNGv8crhT9DEfBLPB/+JwEpB7scxaTBFhxTruQglx0F7hWzb9ttjSmQspYnfdqVh8PRYPDo/QT1yvShhqDS9AGxjMGTIEDRq1Ej17XrsscdUs2eD9957zzkDTw8JX5eUlOR8/uDBg8prwkJA3IfH4Cy+AcOwr776atU+ISwsTBmYe/fuVc+tXr0al19+uQqpj4iIUMWDaHC7wp5unNAMDAxUkS5z587Ndi6HDx/GDTfcoMQUC+EwPP9iImI4Ph6jcuXKSgx06NAB8+bNy/M1X3zxhXp/w3u0ZcsWXHnller1PA5Dq86cOZPr69kbjVVdXUOReE14vjy3xo0bqwqwH330EdauXYtDhw65eXOmT5+OXr16ITg4WIkVhsF7hlzVqlVLPX/dddfh7NnsYbae2Gw25Y3hecXExChvzB133IFBgwY592HqwxtvvKHSHlgYiu/N8zBYuHChGh+vS/v27dX7d+3aFTt37nR7L543i0ulpqai1AmQZ5991lmBSSg5bGf2w3pkE3SHNBoUhNLENnv1bNu22qujQsS+bNtPBwDhjlO4JnYxuiRthgWZ4iTGlAx/TRoOlmempnfBKUfmDC7Za6+I39Ol6uGFPB8frElGxvn0KT5+uCZZbS+qcvmzZs1Sng6KBk9ccwPYz4sz0xQS33zzjWr8zMqjBjwG+64tXrwYmzdvxrhx45wz+EePHlXigeFdfB0NZ4bb0LAlbKFAg3bp0qVK9DRs2FCFbHO7YdyyyTRnyFeuXKlyBTwLDNFr079/fyVuGMKzbNky9f5XXHEFrFZrga4PBRbHQaN5/fr16lg0kA2j35O33noLTz/9NObMmaMmXNmnjq0hOPFKTwWv9cmTJ5WQyKuHWnx8vDLS84L70KD3zN947rnn8MQTT6iwMorJm2++2Xmdee2GDx+Ohx56SD1PocJG0Rdi3LhxqqDQV199pa5rQkJCttwbio8pU6aoe8PPyOjRo3Hrrbdi0aJF2cb37rvvquvBpuH8HLjC8+Z4OdZSF4L1zDPPFN5IhHyj2zMQO/0ZpO9coNbNkdURfctHsETXkqspCKWAH9I6oa75NFpbjqj1lRl1sSqjDkbpv+ATj30jMoCwHHQGI2H7x63A9Jg+zm2B9nQknE0u6uELPsJxRyRGJN6BSyyHYdUt2GyvAV3504TcYNiVIT4MrA5gX5wd7aoUfnDInj17VNh6kyZNLrjvo48+6pZ4TcP1/vvvxyefZP5XoFFODwq9JIT5JAYff/yxmsVnawQ/v8ywTBrHBq7928ikSZOUYU3jlV4Teh0YCsawMOY/ECZo07Ng8NNPPymhQg8EDXNCg5nH4ex7v3798n19OIvPxYCVVmfMmKFm6GnEu0JBNHXqVDVmen8IvRQUH67J5JMnT1YeJPapc70Grp4kRolUqpR7rlxaWpp6P4oLepRcofhgASbCHFyOhfeZ9/iDDz5QIsoQjnx/VpClMLpQSNgzzzyjPCbGebl6tyg8eY68T126dHHefwrKzz77zK0dxmuvveZcp1jjWHk+9GwRekb4WeF1KDUChK4yViJgWV5CFx1j5OrXr1/Y4xPyIHXTTKf4IPa4ozg96SYENroMYb1HwRKZWYZXEATfJBkBeC55CCpr8XBAw2k9HPcHLkCLFBu6nwWWno+isTg0nNnTE28kh+Ayv5241D+rqegOexXccuYfRNoSsTKsBaJsiehwZj3GWfuW3IkJxY4NFqyxSSVKb2HOh58p0/Nh4G8C6kcWTdhyfnJmaVxylptCgDPgnKWm4cj8BBqNDNEZOXKkmv3v27evEiMsx084286QK0N8eEKvAKtlUiicOnVKhSHxuIangXYdjXZDfBDD0HVN3KahTQ+IKxyjEepVEA/ISy+9hL/++gvHjx9X58zQIE8PCGf0k5OT1ay+q/DimBYsWOD0BLnCMeUkQHh8eooMEeUJPT30oPDeTZw4MdvzxjUnVatm2lu8phQgvI6GiHC9joYAOXTokLKdXSOK6Nni/enYsaNzOwVSu3btnBVned15vxhG5wo9TxRg3oyPYWEGDOHi8UqFAKEqZjLOJZdcopKpCN1EVH5//vlntosiINsXNDeXYn4J2LYM2ToH2NKRtm0uko9sQ0r/t1k7r0hvAT/IhpoWBKFgnNSzeniEa5nxuLcc1dDzjK5Cr/wSovBkfGuwztF/tvpYkLEfDcynlPjYZa+M90J+wtVxS9Ri0014I+UquRWCkAdMOB/VPkSFXdHzQfHxSPsQRBZRIjpDnWjoXijRnPkF9ERQYHAGm2HunN1mOA+NTAqQe+65R4VA0VinCKFYoWHO6lo0KPOC4VfMReAMfe3atZUBTsM4P6FTFAs0ihkq5EnFihVREOhNYO7FO++8gwYNGqjzGDp0aLZxUVzxvNmTjrP6rmNiyBZDmDwxjG9PmAdD45vvwZCznMQHvQMMZfP0fhBXkWeIGEMoXIhq1aq5VQTzNp3ByAXiNahe3T2El/cyv+NjaGBB71mxCxDecMabvfnmm9m2000lAiRvKD5GjBiBwqBPdSvuaZrzc+aEo3jziXuwL7Fok9Dpvs1pZkEQhIKxJKMRLvPfrf6ulq6hWjowJS0rbIOhNats9dRiMCrpZvTw36XEy/KMBjjikNw8QbgQgxoFokctfxV2VS+yaKtg0cCkaGCIFD0YnnkgzGFgCBNzNmgkUlAwF4TQ2PaEXgqGZXFhyM7nn3+uBAhnvZk3QgM6Jy8IJ4wZysV8CyOZ3DVRu2nTpmobvRCG4e6aIE/atm2rwrAYupSTYV4QOK4777zT6TWgoZ1TUju9AwzJYngT8xooXIwxTZs2TYWscbs3cCKdbNu2zfm3q/hgMj69KkwGzy+8jp65Fa7X0WKxKKHlCZPnWSiAeTyEHioWCTDGR68JhQZtSddwq4JAzxAnxT09Jz4rQIxu6J4wuaUoGsSUNegxoNFeKNgzYFs+Hpbj63N8+o57R6Jqk7yTqy4WV1eeIAgXzwpbA3ya2hMD/der5PL51qb4NT3v73EqAjDLmhkPLgiC91B0FEXOR05QfDByhEb0K6+8osQCQ404888QH9pXNEppADMXgDP6NMyZbOyZI8KcDE7+sUwsjWQavITGOV970003KWHCGH8avnxPVnWiJ4b5E0xAZnjXmDFj3LwmDOnicekpYalg7sNkZleGDRumnmPVKp5HjRo1lKeAVaGY88D13PCsxEQYQcNx8fU8Z87Wswxubt4EVnRiXgSvAQ15Xg+GL1GEMVeDY6DgY7gSc2GYq5JTRVDO/FO40MNkGPi89vS80OifOXOmEgDs3UJ4TE9PSW5QZPJe06PD68TooQvlfxCKSHq0+DlgKBfvJe+x4cFg2BtFFx0BvD7du3dXSfL8nFAM8r55CwsIMIytpNIn8i1AeMPoNuKHxRVuyyuRR8iE4UqF6jFo+gUyTu5G3B8vwHZyl3PzmtMWNG7SXrwTglAKmWltrRZBEMoONPZo2DK06vHHH1deBtpUDGcycgyYiM0yvAwlooDgTDgNUjbDM6BRTIP7yJEjyuikN2D8+PHqOc7WM2SIwoIz5DS8XUPmv/zySxWFQcObXhQmNBteBEKvC5O/GfJF0UKPAity8T0MGAbGClyMemHFLFbQYjgQq1FdyCNCYeQJPS48Z05kU1wwNIrHpvjJDRreDEOiJ4fnSMOdRjhfxyR4JmszxIzjNjxJOcFwNlaUMhLdWUWMie/E1StCKPR69uwJb2D5XgqiF198ES+88IISdsy9YXJ9Xjz11FNK8PB+87x4r+g5cxVQPAY/N/xcsPk0PWe8n8wjyQ8//PAD7r33XpQUmu5lZhRVLj+kVHP8oDPkih8UwpvOLwtrWVO1+gr88FL9Ux0WlpvQV9EzUpG8dhoyTuxAnF9l3PvOr/jks89FgJRiFhw5jcnbDuBsmhU9q1fEw63rI8iSfRaHFT74T0rC4fLGuE7Jza6FIyR734TSQCVHMJrao7HfFI9D5syymaURU/IZhGz7o0g/s2XhfpcVCnK/8/r9ZtjI/v37VR8EyUEULgYmotMzxJAyz2R7X8DhcCjvFkPCLiRe8gPL97IiGv9P8ntWmHj7/fTaA8ISY4w1pMCgC4jxiUYZXibTsHqB0cpeKH40vyCEdr5V/X161y7Y9GlyG0oxO2MT8b8VW893egBm7DsGm+7As+0vXMJRKJsMsNbD/WmXwHy+vOqv/rswOXBzSQ/L5zGlxZf0EMo9cg8EX4XhZ/SA5NWwsDg5ePCgKixA7xW9OCzDS2OeXcsLE3rfeN6FLT7yg9cCxHCUMA6NsWdcjMY1nqXYBEG4OP49ctopPgzmHTolAqScEqxbMDytpVN8kKHWRpjjdwBHSrEnpCjhD6uffwCwz705l1Ay8F6UpLEjCLnhbVhVcWAymVQHdUYc0e5u0aKFKsts5PgUFgwJK2nylQPiWStZhEfxkmazYeGxw0ixZaBHtZqICcy73J5Qegn3z/7VjAjIua67UPap4ghBYA7/rms7wkWA5AKryXw7dYoK4fFFdqecxV9ndyLJbkXn8JroE1Uvx34EnBFlzgATgRnTrrA7YE5OhT00iBYLSgMUH7wngiDkDvNymNZQHsiXAGHsZm4NW1xrChc2rNNM9Xf99derHJTyhG7XocelIz7IgXuWzMOR5MzZzg83r8eE7r3RMqZk6jcLRcuAOlXw0+4jOJ2aVQP99ibnjQ+h3HHIlIh4LR0ReladdzvsiAvaDtjKdn7bxUCD1xeN3n0Jp/H6wumwOuxqfXvKaQRFh+OuRpmJwjlB8cHfYPvWPcj4eS6QmAxEhMLvxithbiINCAVBKMMChHkgJeFC5ewPKwqUN+zbYmGduguIs0IP1lC7oQ1HzhcaS7Xb8Nm2Tfjo0j4lPUyhCIgM8MfXfdvj933HMpPQa1RE+0pRcq3LIX5aBkyaA28Hrcbjqe0RpQfCZkrGiRoTcHuFv7E9uQ6mHL8aDhRtzx+h8Jh5aJNTfBhM378uTwFC9NR0ZEz9E7BmZG6IT0LG1D9gevEBaP7iIRUEoYwKEJZPK+5Su2wEw86hrA29ZcsWlBd0qx3WL3cAKTa1HpSi43+bY3D9ZUeR5JeZj2N4Q4SySXSgP+5qVqekhyGUEBp0XF1hMTqFb4ZZc2BLcn3ce+IoHq7wH2LCtkI3p6n9moYcQOuwXVifWLgxwkLRkVMkgeaS35MbjkPHssSHQWo69MMnoNWvWZhDFARBKFK8Dh69UOhVQWEd4w4dOqh8EoqbQYMGuTWqYSIO9ylvOA4nOcWHQZDDhGbxWSEYnStndikVBKHs0T58K7pHboCfyQ6TpqNV6B70rrAcYeEbnOLDoJq/b1RwEbzjmlqtEGB2n/8bWq/dBV+nVYiiUnHHpEGrECmXXhCEUkW+q2C58sADD6j+IGwaU1AWLVqkGupQhLAjKBupsInMtm3bVOY/Y165LF++HOUJUwUmF2qAI+u686+TYQ71+3Np1Rp4qEWbEh1jWeDkyZM+m6Rq4NB1HExLQZjZggqs6pNDkqrrY2lFklTdaRyc/X42Cj6Ig2lV0SD4iNv2A2kyGVGaqBNWAZO634bv9qxEvDUVl1dvhoF13Jue5YQpJhLmnh1hX7DKuc3ctwu0CKlEKQhCGRUgbIbiybfffqs8FBcjQDxb07P8GD0ha9euxX///Ycff/wRv/zyC5KSkpCRkaEaErGrZE6wZjIXg7y6aPo6WoQ/LFfWhO2vQ85tfn2rY8qgLrA5HAj18y/R8ZUV8XHrbbcjw5r1mfE1HFERsF7TH3pkBGcBYN62C37zF+cYrMFcqdJeppNVi3wxabgkOJsRkeO2v890x51V/0AF/3g4dA2rEppja3L9EhmjUHCaRVXDax2uy/fr/K7pCXObJnAcPglTraowVS/esGhBEIRizwHxxMsm6vnCmI2Ojo5WoVdG+BWFCXNAchMfhPsyUb6ssLl9NXwb64+Yk8k4VzEY13epgM5025vzf592xm5SfzeOalVk4XSlDX7WKD5S6/WAI9A369NrbSKhRZ73emga7M0bI8NeGTjlu6KpwI3K9i1S90QESCZL49qgVeguRPtl5nql2f0x71wnnM6IxjuH7kAV/zNItgchwR5aovdOKH5MNaqoRSh78Pd5xowZKhw9vxw4cEB1n16/fj0uueTCHjVy5513Ii4uDr/99hsKky+//FJ1F2dTvbIIGxc2a9YM69atQ40aNUp6OOVPgBQ29LI8+uij6Natm2q+kl/Ymf2xxx5z84CwpnJpJN2m4/klLL3pD1TJ9HZsXpKEGddFIsTf+7rvCemxeGnFA9ifkJlXUye8EV7qMhERAVJRyYDiwxFScC9eUWKOzOFeVwyHI7nwxb/gWyTaQzD+0K1oEboXfppNJaEn24PVczo0HLdKCW5BKE2cPn1aTaL+9ddfygMfFRWF1q1bq220e8oKaWlpeP7551X0isHWrVvVeTK6heHC48ePV/aetxSVUCoojPy5/fbb8eKLLyqxJRSDAElOTkZISIj62+iEXlgwF4RejqVLl+b44bsQAQEBaikL7DxnQ3y6u5GZkqFjyxkbOlXzPvzq192TneKD7I0/jO93fomRrZ4o1PEKRUQyuxK6b9KT5GqXF6y6P9ZddHUr/h8Rr6cg5ERaio640w5EVjQhMLhovydDhgyB1WrFN998g3r16ikRMn/+fJw9e7ZM3Zxff/1Vhcu7iir2c+M5s5/b6NGjURa466670K5dO7z99tsqakfIH/luocrwiLvvvjtHkXAxPPTQQ5g5cyYWLFgg7iwAVUNNMHv8L+Rq9bD8xV/tjd+uHh16AM7ar8NJ+wP4Zk9lvLNhtUpuFnwb+wEH9Iys++Q4p0M/K/dNuBA6+kb/hxfrfoqx9T7BoIr/wgz3vhOCUN7ZvTEDMyalYP6vaeqR60UFZ++XLFmCcePGoVevXqqxZMeOHVXkxrXXXpvr6zjDXrVqVWzcuFEZ9TTuXaFHgJPCOU0I2+12DB8+XIVlBQUFoXHjxvjggw/yHOfq1atRsWJFNU5j3Pfcc4/axvfv3bu3GkteMHeXrRNcYaEhGups55DbRDHPrWXLlmqsMTEx6Nu3r5r0fumll5Ro+/3331WIGpeFCxfm+v5//PEHGjZsiMDAQHWt+Vq+hudiQBv20ksvVe/FSJlHHnlEvZdBnTp18Prrryt7l1Vaa9WqhUmTJrm9T/PmzVGtWjUVMicUgwBh4jm7nfNDyOpUb775Jo4dO4aCwvwEig/ewH///Vd9UQSgYrAZNzcLdLsUgxsHokY+BUijyMxQtgRHd6Tr9TKvOUz4Zd8u/HVwn1xqXycZsK9zwL7dDtsmOxw7HZkT2oKQB+3CtuPy6JUINqfD32RDl4jN6BW9Wq6ZILh4PtYssMLoB8lHrnN7URAaGqoWCgbXYjl52UYPP/wwpkyZooQLQ7VovH/11Vdu+3F96NChykjOKayd+QkMhWJlUYZAsdLozz//nON70ga7/PLLVUGTp556Sm2jx+LUqVP4559/VPhU27Zt0adPH2UH5gaN+/bt2yM/HD9+HDfffLMy+Ldv364ExuDBg9V1YLGjG264AVdccYXaj0vXrl1zPM7+/fvV9WAODYXSfffdh+eee85tn71796pj0SO1adMmlavCMdMWdeXdd99V58GcGlZ9HTlypFubCEIRyfsjFIMA4U3lF+jo0aO4//778f333yslf/XVV2P69OmqlG5+w64oangcfoFOnDihltTUVJR37m8TgklXhOPR9sH4pF84RnfIDH3LD4Mb3oVGUS2QrmdvaLfq1PFCGqlQpFBzcOIma3JGEPKkWUj2yYXmIXvlqgnCeRh25dGMXq3Hncle8bMwsFgsqpgOZ+MjIyNVeBLFAA1gT2hH3XrrrSo8i4ZxgwYN1HZ6ImbPnq0McEJh8PfffyujPSf8/PxUYR4a0ZzcHTZsmAobykmAcBJ44MCB+OyzzzBixAi1je+9atUqJWB4DHoV3nnnHTV+T0+MAb0MLCZCz0B+4DnxvCk66H2gJ4RGvyHc6Kmg56RKlSpq8ffPORSd46enh94WPlK0eYbws2ARrwVzUHhOFDMffvihEnvMXzG46qqr1Bh4/SnImPfBKB1XeJ6lvQR+qREgBnTHMeGbX5733ntP9eyg6uTNoMpmvJ83TJw4UX1Ye/bsqdyMxkJFKgDNKvhhaJMgtKrkV6DLEeYfgXGXTkGLmFrZnqsZ6pFcIJQeAgGthgatquZjpSSEYiciDVqjs9AanANCM2dWE2zZJyvibVItSxAMmPNh8ggo4HpkhQKbRReEM+6MGGGIEGfgOctPjwKFiSvMkVi5ciUWL16M6tWru822M+yHIoZw8pYTwJdddlmu7/nxxx+rPAXabDTkGUZ06FBWeX/C96KnY+rUqbjxxhud2+lBYAsEhkMZQoALvQz0IuSEMXnM8Kf8QA8PPSsUHhzL559/jtjY2Dxfc+WVVzrHxOtC6KFguJcrvG6u8Lx4zV3PqX///spjxHMzaNWqlfNvhnBR+FD0uUJh5K29K7hT4G8ak6feeustVYbs6aefVuKDap0uK3pCvC0hR/daTos3SeeC94xu1RWhflkiplZoGK6v30guYSlEiwDMrU0w1zTBXMek/oa0hSmfRKdAa34aWsUUaJWTobU8pUTIkrg2SLIHOXezOiz4N9b9R1gQyjNMOG/fy98pQvjI9aJORKdhzjAnVolig2XaOszzcIXPM8qE3g5P6AUxBAvDr+jRyK20PnMxGL7EPBCWw92wYYPan4nwrtSvXx9NmjTB5MmTVb81A4oPTgjzda4LjfwxY8bk+J4UKxzPhcSDJ2azGXPnzlWhXrQrJ0yYoDwYroLAky+++MI5JnqCvIXnxdAs13OiKNm9e7e6Fq4eJFd4Xp498RiKRnEn5J98z51SXPBDzy8GPyR0T9FVSJecAd1ZTZtebOUWoTBpGhWD6f0GYtHxIwi2WFQn9QBzPhuKCD6BqYYJminrB0fz12CqrMFxWJJDyhtatSS2h8la55RS1SSc2x2D8YeGoU3YTlg0GzYkNkaszTd73QhCSdGwtR9qNrSosCt6PopafOQE7SjP0rJMSmcS9y233KIMc4YRGdDeevLJJ1XIEPM67rjjjlyPvWzZMmWP0U4zyMlzwdAi2naMRGGuBUO0aHzTO8OQeIaPMSzKGxgaxXPi2Pr164f8QAOfoWlcGElD7w5Dwxhtw+Myqd4VV++QAUWLpxhhYr0rPC+OzwhtuxhYuZXXTSgGDwjVM8Os+MGmamTSjqv4IHzeM+lHKHkiAgJwbZ366FujtoiP0kxO3g7xgJRPTHqu2yr5n0PLkD3oGrERfaJXIciUFdssCEImFB1VapmLXHyw1C6L9zBsiqHrnNlnbgUjSZh74cl1112nQqJoc7nmW7B3CPMk6IGggZ9XEzzmN6xZs0ZNGO/atUt5XTyNcYNKlSqpJPQdO3aoZHDmY7AKVZcuXVRECz0obHRIrw3tOx43NxjO5FkplV4Xw9vAv+nh4d979uxxhoGx6hSPyxAxCiL2TTEmsymAeN3ofWETQFdPjSv0bPAcmLPBc6aYMjxGhqeIz/E8aL9yDPR8sMKWZxL6hWDoFRPz8yu0hAIKECYKMcnHM8bOMybO06UoCELhoJ/TvdomlG5MfskIrboRIZW3QDOnA0GAVkFT+T8G+qnsuR76yRBEWhJwd9XfUTvoOMItKegQvg3XV5pbvCcgCIIT5hl06tRJNeBjzgabLVMQ3Hvvvfjoo49yvFIMbWe+x2233aYMcgOGVNGIzy353NUYp1hhXgffmyLI1RviCXMcKEI2b96skrQZbkRvAsdLIcTKp/TGMOmaLRlyg+Pj65jfa8DclzZt2qiFdiST2fk3Q8oIS/wy54WJ33yf//3vfyqkn3kehNeJ3g0mwzPkiZPgOcFkewo2Xi/mcDDP2JgQN8r/cvuiRYuUQGEpXo6DHpf8Js5TtLA8L48hFEMIFlUxO4x7QmXJm5tbZQJBEAoHFWpldkCrqIGtHRxHdej5C7cVfBz/0JOo1HIaTJbMWG1zHRtSTO3U38yRcxzSoR/TgROhLJIGrVISoGvQj4UBcUFoFrETfib3cIWmIfvhr1lVc0PBd0nKsMKimRBokeoSZQnaR6y+xCUv+P12hSFRXFyh94C5Fp6eE3oJXF/P92TIvGfpXtcxeCbAM+fDtdQsq5My3IuLtzAEa8CAAfjkk09Un5OcxuYJPR2zZs3K9XmKDnphvIEhbK69VVhWmJ4i18R4TqLndTx6ezyht8QV9lShcBEKRr7/wzHcKreEJ8KbbCRVmUxFV02ivMIvcF7XXygHOADHPh3gIpRJImr95xQfNj0MKaY2zuf4/TfVBOyndYBRCCdCoZ9wr3CV5sje6CtDt8CuS96Xr5KUkYGxa1dg8bEj8DOZMLheQ4xq2bakhyX4EAz5ofeA/dfo3fDlCV+Wwf3zzz9L5L0pfCgwKNLoKeFY8htedSEYBkbvEsPVhGISIFTLdGdRZBilzVgnmm5CuswYs0fXGpU3a1wLhcPv+/fg8+2bcC49Db2q1cRTbToi3D/nbqKCIJRuzIFZoQs2PTpbtKwqQsDJvFwaN29OaoDeUatQ0T+r8+/iuLawQwSIr/Lp1g1YeOyw+jvdYccPe3agQUQkpFahYMB8Ec7mMyTK8Cz4KvR4sJFiScCcjldffVVVqGKI1OOPP17o14uJ+ywGIBSjAKHQYFyeq0uQ1RpYu5m5ISzFyxvOL4kIkMJh09nTeH39Suf6vKOHYNI0jO3YvZDeQRAEXyIttg78QzI7DftrJ6EhAzqySkLqNj3PxpQZuh8+OXIDOkVsRrQlATtS6mBr8sVXfBGKjhUnj+e4rVFkJbnsguKll15Si5A3zLPhIvg2+Y6RYuUAJux4wm0rVqxQf3fv3j1boxuh4Cw+fiTbNpbTFQShbBJ/sAuSTzWGrmuAwwb/uJ2ZooPiI0OHYw/j8PI+RoojCAtiO2La6b4iPkoBNUKyN4qs6bHNnnQGabsXwx6fXawIgiCUaQ9IzZo18eWXX6oYRFe4jc8RVlpgqTjh4rEnnEJkfHaxUTEwWC6vIJRRdIcfzu68Eud2980UIboFMDkARl2ymq6k/5Q57mvWGpvOnUaKzabWq4eE4vr6jXH2UGZYlt/e+Tj169dKkEIzI6znSIR2u8v5+v2JZ7An4RRaRtVAleDwEjsPQRCEIhEgzO+4/vrrVbdKoxQv6zaz7rJRq5p1pln2Tbg4ktf+ioTZb6EzzJhWdxiOBWSKOhM03NeslVxeQSgHQsQJPR6pJTkaoShpFh2Daf0GqjyQIIsFPavVVI9nAYRYdARsmJIpPohuR+LCTxDU4gqYI6riwy3zMXXPf+ops6bhydZXYHAdSWAXBKEMCRCWNmOJNuZ7GKXaWKeZnTyNTpkjR44s/JGWMxxpiUicNx5w2BECO97Z/x0WRTRFRue70Kt+czSKZGKqIAjlDosdqJiiSjHjTDCQ5iJShFJNdGCgqn7lSbUQBzR7ZlU0J7oDGad245DJzyk+iF3X8cGW+ehfvTlC/KRQiSAIZUCAsPPkFVdcgU8//fSCtayFi8N27jD0jKzOxcEOK66M3YioUBsCRXwIQvnEzw6t9UloAZk9PvSaCdC3VwTiXLoTCmWOw0km6JYgaDYXF5jJAr8qTVXYlScpNiuOpsShUUTuzeIEQRBKTRK6n58fNm3aVHSjEbKudcW60ALD3K+IyQy/ai3kKglCOUWrmuQUH2rdBGg1s0r2CmWTNLuGtPb3QvM/3/neEoDw/k/CHFZR5Xww7MqVKP9g1AmNKZnBCoIgFEUVrFtvvVUlnAtFi+YXhMhrXnSKEM0vEBFXPK1+cARBKKf4273bJpQ5bLW6oNKofxBz51eoPGoWQtoNUduZcP5U6ysRbPF3io+X210Lf7N0UhcuHvZ8GzRoUJ779OzZE48++mi5Gu9tt92G119/HcUx3pKkc+fOmDZtWpEcO9//oWw2GyZPnox58+ahXbt2CAk5PyNznvfee68wx1euCWzcC5XrdYbtzAGYo2rA5OkREcodtQOPoVvERviZMrA2oSm2JGePFxfKLvq5IGiVPRqAnAty/hmsO+APHXGaNBwsS4SYLQjafwwIjoB/jewFSK6r0wb9qjfDsZQ41A6NEfHho9DYZC81T/r3749Zs2ahrMIG1nfdlVmxTdM0VK5cWTVTZIdy9o0rTD744APoetGWCdy4cSP+/vtvTJw4Mc9763pfDxw4gLp162L9+vW45JJLUFpgg/HRo0fjuuuug8mUb59F4QqQLVu2oG3bzOoau3btcnuOHyyh8D0hlor1VcKhN1jT4hC39wfceFkK4g/MgL3uIzD7ZRkoQumlRsAJjKg+DRYt87PQLGQ/fj55OdYmNivpoQnFxbkgWPaHw1EjEQ6zDv1MMPSDEYCu42E9EdfpKapS72r440VTJOIZoyWUagKOnMLUFr0RPHsVrLNXwXRJE/jdeg00k/vvLRPOG0rOR75xJOrIOOKAXw0TTGFFb8Mwj/arr75y2xYQUPzFApjTy7D64iI8PFwVLqI42L9/Px544AFVUXXlyqwmy4VBREQEipoJEyaosYeGhuZ5b0vivhY2LDJ1zz33qMq3AwYMKNRj5/vXacGCBbku//77b6EOrryjO+yIn/MOTrzTEyfevgxxv78A3Zae+/66A+v+vB8Jh/5Aw+p2xO//GZvnPV2sYxaKjk7hW5ziw6BLxEa55OWIQY4U/HU4DYtWWDBjqT/a7QoFHCZcrqfhpvPig3SAFQ/pCSU8WqEwiF6yEcEu4VSODTvg2L5XLm4hkLI4A6efTkHc+2nqketFDY3SKlWquC2ufdM4kcsqo1dffTWCg4PRtGlT1eR5z549KnSIUSddu3bF3r3un4Hff/9dTQ4HBgaiXr16ePnll1XEiutxOWPPSqY8xmuvvQa73Y7hw4ermfmgoCA0btxYeRDyIjk5GbfffrsyvqtWrYp3333Xq/Pm+/Nc+RqOn++7atUqJCRk/Z966qmn0KhRI3XePIfnn39eCSUDdoGn94DXh33nuN8NN9yA+Pj4XEOavBnvJ598goYNG6prR+/M0KFDcz0PXjO2nLjmmmsueG9d7yuvsdG0m9eiZ8+e2VpccHwxMTF48MEH3c47J9j6gk2/OeZmzZqpqCQelxVpDQ4fPqyuT2RkJKKjozFw4EDlifG8Vnm9t9lsxlVXXYUff/wRhU2Bg0T5ZeAXgG40fnCpasUDUrikrJuGlFU/ONdTN/8Fc3gVhPV6IMf9Y4+tRdK53W7bzhxaipSEIwgOr1HIoxOKG5OH+MjcJh3p8n0dU+NQGqmi6XjM3w7z+UnaCtDxgj0WQ9LNuNTPyl8Kt/07ONJgSj0DX6S03oPiRrdmwC8+Ofv2Y6eB5g1KZExlyfOR+JMVMGx0G9R6YBtLsXhC8mLs2LEqnJ0LjfJbbrlFGeTPPPOMClm6++678dBDD6lZabJkyRJlZH/44Ye49NJLlW02YsQI9dyLL77oZsCzifT7778Pi8UCh8OBGjVq4JdfflHG5/Lly9XraIzScM2JMWPGYNGiRUrwVKpUCc8++yzWrVuXr7CiU6dOYcaMGcq45WIQFhamwrWqVauGzZs3495771XbnnzySTfb8+eff8aff/6pxAuFDL0p3333XYHGyz52jzzyCKZOnaqE0blz59T1zA0WYqLgad++fbbnFi5cqN6DwqN379549dVX1XUlFFsdO3ZUQqF58+bw98/M2SKcwOc15yPPj330OD6ef24iiMKBnwV6kBITE/H444+77UMRwRCwLl26qPPh/eZ46KXhORjv7817c9yezcdLRICwyzk/mBwsBcfu3bvVF4MfAl50b9Wwr3Ly5Ek3NV2SBG2ck+0GxW+dj+PV++a4f+rZLGXryv69u+EXkoLSBl2pnI0QMlmd0Bxtw3a4iY5V8c3l8uSToP2Lfeia6WgeZVd9HraeM+NYSu65G+2iqsFc1/1HPkYDGu1bgAbNONPWMuuouobElEj0O3YE65JXI9VR+r7/AqD5+8FaIQL+Z9x/k7S61eXyXCQMu3KKDwMbYDvqgH+TosuhmjlzZrbQHRrFXAyYL2EIAAoQGpH0BtCgJKNGjXLmVBB6O55++mnccccdap02GUUMDXdXAUIh4/o647Wus/T0ttDAz0mAJCUlqSJE3377Lfr06aO2Me+BIuZC0K7ieXOyOiUl8/8RDX/XPGLmGxiwr9wTTzyhZt5dBUhaWhqmTJmC6tWrO8OhGBpE25Neh/yO99ChQ2oM9DhR7NSuXVt5KXLj4MGDSjRRaLhCw37w4MHqGlIA8n4yfInXk/tXrJhZQIiCxHOcUVFR+Oijj9R+TZo0Ueczf/78XAXI3Llz1XtQ8BjHokfr8ssvd+7z008/KYH5xRdfOJ0DDA+jN4Sv69evn9fvTUFIbwqPV5h5IPkWIExGYdwgbxpdgwZUTY899lipFiAUH7fedjsyrLmHORUndzZOQ/+a7tvW7DqC93/NnNnwhIbpyKs1RIVmGaiHT5vw6uisfzClCT//AHw7dYqIkPMcSKuOr44PRLeI9fA32VQS+ppEESD5JbXuZXAERcIXeCpqCboFHVJ/O3Tgs/gO+CelUY777lDC073iVbIOnG7QFRGRf8CeWAtmewR03R9JaYMQg4p4pBqQiDQ8Z5qJfRp7avuOB8S3hKDvcrZnG5i++weVA4IAkwnmHu1hblC4ibvlEeZ8KAvIVYRYAAu3FyG9evVyS14mDI9xpVWrrEIDxiRcy5Yt3bbREKcHgLkVTIpetmyZMkJdZ8m5D419hiqRnGbtP/74Y1VYiDZdamoqrFZrrt4MGr18vlOnTm5jZ+jWhaBxT88DZ+bpuaHHwnW8htFMLw7fh+KBIWQ8P1c462+ID0JxRsOY+SWehr0346XRTtFB0UYRwYUJ18Y184TXiKFWnhE/N910k/Nv3ivew/r16ytj3xA/udG8eXM3TxA9EvQAEVbacq22tW3bNnWuDEFzPV96KVzhZ4IeDV53V/iZcA3fy+u9DRjlxGucnp6u/i4xATJnzhzMnj07m+Jl/ByVYWmGCp3iI7VeDzgCiz6R6UL8Yk5CB/tsRJszGxImOfzwPfoiuVnuXdAnHUpC3yqbUTUoFgeTK2LeyZZIaVb6mpSZ0uKBfYvUPREvSBa7UmqrRSg4FB+OkAolfgmbm486xQdhTvFtERsxV+sIaw7/mhlc+ZMjATfqmbOHtJs+NIUjNsgfyZoGPXwO/DKqQk8aDIcjq1x3GAJxu9YdL4QsK6YzEwqTjAqRuH/rAnz5+luo07I5tDD3ypNCwWCYVdiN/llhWBaodVNo0YZfcba9QYO8w+dck8MNQzenbTQKCY11ejI4A+8JcwRc39sVehfoZeDEMQ15GqusTFXYieGEM+fGeXPymkbwyJEjVegToadg2LBh6jzo6WEEBMdX1JPahjCiUKB9+8ILL6hQtdWrVytvgScVKlRQoo7CxjWMyhMKGu5LEXAhAeLnUQyA99e4t/fff7+bN4reCG/gZ4KVanMKTTO8MRd6bwOGpfGzU5jio0AChAk9OSlDDrAsZPwTig9fMFBOoAJGJt2J7n67YdHsWJZRH/VCTuOOwE04YQ7Cf8nNEGtzF0rnUAE/n6uTtaH0aQ9BKBdUM8Vm2xaqWRGppeCU7j7rZ0DB8acehHq6DZs0f5w+X273p7QOuCtoGTL8j0LTw+FpQtVySAnv0ozjvBAR8VG4BF/mp3I+GHZlqV48VbCKAiafc1b8QsLGE3pNmPfAHAoDz+R2VzijT4OVAsUonxsbG6sqovbo0SNf782QMR6PUTUcP/NP6Il47rnnnPvkNKlNT82xY8echvh///2nxE1OXhhvx8v8iL59+6qFIWsUHiyqlJOgM7xD9ETklfdy5MgRlbJAjwIxxAo9U/khOjo6m4eM58qQKEbtGBO0FEyu8JrSo8RQMU8vUkGq3+YVllZQ8u1rZIIT4+881dJbb72lXItC4ZKMAMzOaIF/rC0xOnguXgn5A0PMm/EAVuG1Kt+gecgeueSCUArZZKsJu+5u8ByxR+KUnrdY2K/5Yb4pyCk+KvjFIjHUiu8tTTE9oyXmaJkeU1c2Wk4X8ugFoWxA0cGcj+ISHwxjOXHihNty5szFFYvgrD3tMnoPtm7diu3btyvvgWtORU4wcoVJ2IxqoVHOPBNPQ9YV5nAw35eJ3TTQaZiyklJB8gIYQsRQJ47dGAvFBcdNEcRQLCaq5+TRYa4LQ4yYXM08EnoIPMOvvB0vc3L4Xhs2bFCCh9eRNm1uYWX0HtC4X7p0qZu3ge9BMcQqU8yhYMUpCkIjb4dCgB4E9gW52Fzjyy+/XIkrXgcmlFNIGvfa8I7Rm0QPDMfB68TSx/Ty8HpRHOUHvt7IGSlM8v2podCYNGmSSq6hC4rJQS1atMDixYsxbty4Qh+gkEl7ywG0s2SFa/AjVjVZx1XRuVdrEATBdzmpR+CD1MsR78h0a+92VMK41CvPf7u9o1bgcTxa8zv0iV6N1lHbUafKDvwceAJ/++2DTc2bA5vMp/FlgHtMryAIJQMNUM6Kuy4sp3ox0MilIc0Qog4dOqju1ePHj1cehby477771Cw/c3iZJ8EZe1dvSE4wRIsT0SxDS48Bx85Qn4JA78dff/2lKkSxPDDXWd2LngV6RCiIPKFRzzGzNCyNYuZasIxuQcdLb8f06dNV1SqGhn366af44YcfVG5EbrAvhmtoE3MoKAR4DiwjTNHD96DhbkQG0ctCocMSwvTeDBw4sEDXzHg/ltul8OH95ngMz5ERcsdIJdrl9PzwevHcOC7mgOTHI3L06FF1LzyLFxQGml6AlpFUbsyapwLlBaAaZO1gw9XkKzBBi3GEHK83F5wzACxBl9zsWp8IwXLlOv+1GB6UpbgNtkYDT+1/JF9GS2nAlHwGIdv+UGKXX+iiwJfvd3mjPN9vi9kOSwMNGVEWlWPuOK5DP3Lhf8sxjiDcE74LlaIXw+afNYO6JqEpfjnVD2EOfwTAjDOmVJTH+11WMD635e1a5fX7TSOKM7qsOOSa4yCUbZibQcOb3oqShIno9JAwxIm5M77AsmXLlLhizgm9I4UFq7AxbI3/f7zF2+9ngfqA8J+Ca5yeUPRssGWvepJqAXam1c63+DDBAUf+nV+CIBQBjjoW2KJNmd9iC2CuqcGebIeePUXEyaD0Bhie3hLmpKugH3sIx2t8jLOVpqnnQs2ZSeqJJisS5Y4JgiAUKgylYqjWxYbOXQwMT2OIGUPXKDpYmrlbt26FKj6M0DFWuC0KCiRA4uLilMuMzWQ8s+XZDEcofA7ZK2BBUj9cbj4C3e8EkgPOYaV/RUw7nXd1BVcam4/jgaAFqG8+jT32Svg4tRd227PHTQqCUHxokdknELQoDXpszl6QKEcg7qb4OD+JoMGCKkdHIi5qPux+cdic1LDIxywIglCe8exkXtwkJiYq7wTzZpjrwfCyoqgY5tngsEQFCLtPMrmFoVd0i7rWQubfIkCKAF3HW45YdLay2VgUkNoSpuANaGw9Ac3unSfDDzY8H/wnIs+HYzQwn1LrdyfeDRuKrumSIAgXgG2HPKo56tnzyBX+sKG1wwKLhwfTpPvDntwEs+ya9IYRBKHMhmBxEaBs7dJub5sKoobuvvtuJUDoCWFsmLGwFK9Q+HSAFZ1hddsWktIcVU1JGOjvXSxkU/Nxp/gwiDaloJH5RKGOVRCE/OE45IDOLoTn8U+1wnwqI9t+V/hvxpTwz/FE5AQ4lGrJIg02jD3dHQti3ZtRCYIgCIIvkm8PCDPiWcYrty6RQuFTRc9eN1qDHzSHP6qZ47w6xlk9NNs22jxnHdm3C76PBXaYlRnq3kRIKH3oCYC23orLq2xHA+04esTvRkqQP15IHoQD5xsKVjfF4oHAf1WzQpitQPS7cMSOhkkPQgoy8HHgeiRp2UWLIAiCIJQJAcJyb6wbzS6PQvGwSguATXe/WTZzHHRzKtZbsyen58RRRxTmWZuir/9257a5Gc1VKVChNKHjzsBluNp/I/xgx9KMhvgwta8IkVJOm0pzcKD6Lmy1ADsSgTsOZ+AexxL8LzmzEVYry+FM8WEQMgsIWoKX4h7CZpMNqRpbOQuCIAhCGRUgAwYMUA1X2AWyZcuW2dq4sw6yULic1Mx40RSJUY54VIKODPMZJISsxqz0lphjzb1WtSfsObA8owEamk9ip70K1thcOqYLpYLeftsxNGCtc72H/y7E6iH4Iu2yEh2XUHD8w47jZN1dzvWdYcB3NYC79x13bjtiZ/6XOwmwY505CbaC1RIRBEEQhBIj379c9957r3p85ZVXsj3HJPT8tpkXvGOhFoiFpgAEQoefFgFbckOkIrPBjbfo0LDKVk8tXOusW9FHT0UcTJiuBeO4JoZMaWhI6Uk7ywF8AREgpZWgqOz3dFsYYFFeDeaGaNhsr4mlGQ3Q3W+Pep4d1CendRfxIQiCIJRK8m1xepbdFYoRTUMaNAQ7/NFdt+Kklo51LJ/jUonsQphhw8CKi9A+bDv8dROqxzZGrbPNMUBPxR2mCjitSUUsX+aUnr2h5kmH911NBd/Dlp79/kVnAH4aq17ZYT3/b/rNlAFobj6KGqZYbLDVlPBJQRAEodQiU96ljC56Gl5zxGX6PnRgJfwxxhQFu5cipG/0SnSK2KL+tsOOQxW2INAagkqJdXC1noqvtPKXlG5K9S6Rv8Tq1FUJhBZsgX7OipmxtdCjwnZUtGQ2m0u1W7A4rhliMk4jNp8NKX0Jn74HRUzK6cZoUH0JYkMya++adGDgceCcI9gpPgy22qurRRCE0tk74pJLLsH7779f0kMRhNIjQK666ir88MMPqgs6efPNN3H//fcjMjJSrZ89exaXXnqpyg0Rio5HHYlugVedYMVlSMcC5N7u3pXmIfuybTsXekwJkGCUT+9W0P7F8EV0TYN16DVwVM38zml1QpC0cj+eWmJCp8oBqOIfistDOmNsQChspgzMPH0Qnx7JKjIglA50hwV71t+GEdW/hR6QipaJQGSaBR86OmJE9V8RaUnE9uR6mHW2KzJ0qXomCKWV6dOnO/NmT548qRrJzZkzR7U0uOyyyzBhwgTV2VoQygNeC5DZs2cjPT2r9vzrr7+OG264wSlAbDYbdu7cWTSjFBRmXUcNZM+xqaPbGCbuFfH2UFSGe78Wf1sQGG0+Twsql1c6te5lcARlfo59ihh/mKq6Jx9ntG+DMyk18Jddx/t+dlQ3Z/aPsGgmDKpUFysi62O5I9/tfXzCA+KrQrA4SNZDMP7IfWhsOoZlWhr2aDF4vNZU+JnsqBRfB/3P1sAY22ks1ILxthaORM2jESHsaBW6G5X8z2Ffag3sSfWuOp4glHf0RCscR5Nhqh4CLcyjI2ghEx0dnfmeuo5BgwYpMfL777+rps7vvfee6mbNSdyQkJAiHYcglCoBwi9MXutC0cMwKxZfbQ33ev/rNO//ac4/1xF1A48qw4aYbIFIjG2GZ02R2KmVz9lVig9HSAX4Glp4dlWpmTXYw2PAvpSt7NmbSLYL8MNSU/aKSULpYKejmnq8LHKt+o6GpkWh4YmO0M7PMPTR01BXt2FK1BG0itwEs2bHmoRmqBt0FI2CD2fug9X491wHzD7XtUTPRfCeNHsGtsYeQ7XgSFQNltLoxYVtyXFk/LwXmXXuNfjdUB+WS6sWeQjWAw88gP/++w9btmxB8+aZlSwnTpyIKlWqqEiTe+65p8jGIAi+guSAlDLeNEXgVUcc6sMGRoxP1UKxMR8C5EBadbx36Da0DtuJDIcf1ic2RrIe7LUHRSg+9FhddcjWXBpA6Im6Eh/krGZFFd393lf13w/YRICUBky6ju5IR0M9A5s1f9XvxyDdkTkZEJ1U3Sk+DOoiA30rLXKu94/5L9uxL41ch0Vx7ZDmyF+lPKH4WXvmIJ5aNQ3x1lSYoOGGeu3xeKt+ciuKwfPhFB/Epqt18yUxRe4JMaJJAgOzQqdNJhMCAgKwdOlSESBCucDrWA2W2OXiua0oYVxk+/bt1YxBixYt8Pnnn6O8c0iz4HZzBQw1VcA1pkr42uSeNK5V0GBqbIKpvgbk0qz+nC0CC2I7Yml8GyQ7pKO9z5IBOHY4oCdnChFHrA77rqw8nQOBe6Br1qzd/Y4jJEByQEoLL+nxeMMRh7v1ZIx3xGKUI8H53MakxojLCIXVnJmY7orNnI5AayiikqogRQ/BqqA62BxQDTYXoULvSYg5tdjORSgYjCR4ff3fSnwQB3T8uG811p85JJe0iGHYlVN8GNh0OI5mFvgoSpo0aYJatWrhmWeeQWxsLKxWK8aNG4cjR47g+PGs/j+CUJbJVwjWnXfeqRQ6SUtLU0noRqyia35IYREWFobFixcjODgYycnJSoQMHjwYMTExKO/k1LNDq6LBXNfQlBq0GB32TQ4oV4knJjNMYRUBhw2OxDNFPl6hYOjxyLyHObBRC0DjyD/hl1EZDi0Ndr+zOGRtJJe6FECvB8OpXBmip+A7PQRnNLPyXHx05Cb0CNuE+8xpiLZnzZRaTWlov38ANoY78HYdO9LOV86uaEtA38RtqG2LRUpqMM5m+GBeUxmDv4OHDhVcLCTZrTiU7J6TRxbu3oiQc5mfj4MHD7o9FiU0il1n5csyzPlg2JWbCLFoMNUo+vwL5n4wIX348OEqL8RsNqv8jyuvvFLC24Vyg9cC5I477nBbv/XWW7Ptc/vtt6Mw4ZeS4sMQOBRBknuSO6aqHh4qs6a2Ofa7z/JoAaEIqN8Zml+mmHSkxiN973+AnanoQmnhN2sbdPbbh1r+R9X6WUcIvkvvXNLDErygYg7FJKgjKsCBM+ovINEegplxXfCv7sCLiFfhWiTkvLD4rK7DKT7IaUs4fojqDE3XEXhYQq+KA4qPESNGFPj1qs3knd2gR7p7oqd/NBm/H4112/baa6+hqJk0aRIaNSofkxgMs2LOh2cOiBZaPLmQ7dq1w4YNGxAfH688IBUrVkSnTp1U1IcglAe8FiBfffVVkQzgjTfeUDMBO3bsQFBQELp27apckY0bN3aGYfXo0QO7d+/G22+/jQoVfC9ZuDjRzOkIq7YR/qGnkJ5QDYnHWgH6+duYQ0ScFq0BHgLEr2pjp/ggpqAIWGLqwHYqs8uyUDpI0IPxUNIwtLUchB/sWGurk9U3QgO0GNXJDvo5PWcvmFBibIA/EqEhTJmgmZyACbty+JecoplUkYj79URcp6fAqFV3JEjPtXxzSk0rcNIGWCXNr6g9BjTaL4atyafw/uHlSHFkqH/hfaPq484Xr0dJnU95ggnnzPlg2JWpenCR537khNHagDbOmjVrMHbs2GIfgyCUBCX+67Ro0SI8+OCD6NChgyrl++yzz6Jfv37OUnQs87tx40ZVM5vhV0OHDkXlypXLaVM0HRU7z0ZAZGbIVHCFPQgM2Yez63tmPhsbDq2KeyldzV+DyRHLjnVAmAVaJTa1y+5iNvn5w5TsO6FYvnsPfAsHTFhjq+u+0QSYW5ighWQqUr2WDscuB/TskR5CCUFR8bQpCo85ElRBiW3ww1umcDiMvDqzA1ptO8JDrKiTcQzVzp3EzDMdkJTaHHciDn7mfegQa8Ocyh4iRK2GwqSHQG9gguMA36wkzrB8wHCli/UYNEIjXNGyIzbHHlVVsGqESBGJ4oSiw9yk+IXHL7/8orweFH2bN2/GqFGjVGle2j+CUB4ocQEya9Yst/Wvv/4alSpVwtq1a1VjHgOKjtatW2PJkiVKhOQEw7Rcc1ESErKSOvODr/YjMFezISDS3ZoIqnwEYcd+gyPOBD21GtKuGeD+IocdwVv/hqNaVVh792GpDSCdiQVhbrv57ZyLgO2zi+M0hCKGhQgM8aHWNQ2m2ibYz5XPRpO+ygbNXxWUYH8flth2EpoOUwsHTFookhGIrQhHsN4YE/b1g8URAqYrp2nxeGjPr9gTcgb7QgOgwYZAHEM6GgN6ppdYiwC0FjrsGx04H70l+ChBFn90rOgxkSCUaZhs/thjj6nJ1apVq6oQ9ueff76khyUI5UeAeMJ4SMLELH4xmQPCZHRuZ0L6yJEj8wznevnll8tsY7qAGFbHmJ9te1qjHshIikKTKjsR6ziG06bMXgKkvnU7dtfrD61TNDSKD/YT8d8JpAfD5IiGrjvgOL0f6aZAoNm18BXKe2O6i8GlmmsWkhLgxJSW+T/GV9A9yxE2z4CmVXfb58r9XZT4cL5Gj8C/qc2QHvoUqmp+0GCHSbPjuK2DS1DX+TywiFRgfzJ8CV+7B4JQHCxcuND59yOPPKIWQSiv+JQAcTgcePTRR9GtWzdV8WrVqlUqwc9IPn/44YfRsmXLXF/PknacUXD1gNSsWbPMNKZLTY+CLW0VLIGJzm3WxEpI1xsCIUBQyC50TP8Fu80tEGeKQVXHYdS078HOkEdgDnAxcbQM2ANXIeNkAByH7IAtHQguv5XFypwxdNwPqJHZcdfJGStMyXHl+h4w1trPPwDYl9VDwxdJ7tE3W++Painu5bZJiD0NmkmH2WgMcz4NzDMzxP/MTvhtWwdfg/fCiH8XBEEQyhc+JUCYC8LOoGzEQzp27KiqRHgLSwQbZYLLJLoZpzYPQUSd5fAPOY30hKqIO9DN+fTB+PpoU3kVmtk3wCiysy++YeZLz+mqTK/b4c6kAOW48FVpMUgLgi25GTI6tQMCA2A6dBT+cxdCS/HtvhBFbZAyjPPbqVOcXlZf5d1Dy7A+IQ0assqhJvqxioC7CIls4h5GScKxGXHo6FwPcOh47dY7UXn4/fA1eK+LOp9PEARB8E18RoA89NBDmDlzpgqzqlGjRkkPx2expUXi7I6rcnzuTGplLDrUD+2qrkCwJVkJkqVH+qjnHAd1QHOo/ACKDscRHXrBUmTKDKXFIL0Q7A/AEp3PPfccateu7dzu0HVYdQcCW3YEBlwHX6c4DFIe39eN3pdqVMboFb9gXzzrZAUiWk9CnfTspUHrBjdCiwrtseXMGue2ew4mIs0eh0UxQYjOcOC2xs3RsmWrYj4DQRAEQfBxAWKEVs2YMUPFR9atK4l4F8Pu2GZqyYYDcOzTAS5CqTJIvYXio7zU8C/LVA2OwI997sHBpLMI9wtEVEAITq9JgSPNo58PNLzY+WOsPL4Ax5IP4RJ0RbXjqdD2rsL15xJg7t4WlsukL4wgCILge1h8Iezq+++/x++//66SzU+cOOGcDWVfEEEQcicpIwPL4s7A1rAe0h3Zm9sJpZfaoVl5WUGXWpD8e4Zz3eqwwtoiBRZTFXSr3g9Jf1iR/HcGkqhRLE0Qfqs//LoUT0M1QSgppDGxIJTe76Vb8ZWSYOLEiSoEpmfPnqoUnbH89NNPJT0034FN5aKRmcORFRZ+cVgAUz0N5rYmmJqZPMPLhVLAocQEDJ3zBz49sh8ZV/bBU7u34GSKb1U7EgqHkCv9EHazP/wampDRIBWvHH4GjpjMBC7bCQeS/8rIyj63AYk/WrN5TAShrODnlymuU1KkyY0g+BrG99L4nvqsB0RmMC6ABpibm6CFnW8q59Dh2H3xTeVMDUwwRWnOsq1aMxPs6x1A1iSr4ON8uWMzYtOzWpyfzbDi293b8Xjr9iU6LqHwYS+X4J5+ajmz6zB2/7XD+ZztcPb+LnoaYD+jw1TDvfCEIJQFzGazalJ86tQptc5y/fyOCIJQsvY8xQe/l/x+8nvq0wJEyBstRnOKD7Vu8rKpHL0mMZrq/6DH6u7dkOn9OC8+nLubNWhRGvRTMmtaWjiUlFWO2eBgYjmvLFAO8atrgq7p0HSX/xMhgKWyGGRC2aVKlSrq0RAhgiD4BhQfxvczL0SA+DhaTiFXAfnzmqAWYN/ryBIXjkxPCsWMG5JCUKroULEKtsWedd9W6cJfeqHsEJeehsc2L0S9xhG4fVdzBDjMQBAQfkcAND8RIELZhR4PhmtXqlQJGRniuhcEX4BhVxfyfBiIAPFxHHE6TB69FPULVI3Vot29JiSqdhqeTZ6BL9Iuww57NegndGjVsvbRU3TVK0QoPdzVpAUOJSVg4bHD0B0OdIuuiJsaNC7pYQnFyJc7tmBr7FlsrX0WC6seVg0LL21bHfe2bi33QSgX0Njx1uARBMF3KPEkdOECJAH2/Y7/t3cn0FWUh9/Hf3fNvhDCFhL2XYKoxSIIKoii1Ir8/1p6asUV7CtUa20Vea0sr1Jb8Vi7ay1aqnUHFKt1A5G6goKySACBBGKEkH25Se69856ZmMAlQQgmd/1+zrknmWcmw8M8hDu/+ywjw9sYDowKQ/5dxxl+5W5ZVOFMVG93ieYnvagE1VvPBfHl+eU/4Jcv3y/fFrNbhNaIJAlOp349erz+OGSk4h9Zphuz+8ll5404lmwuKW7+vtLdoO3ppfq0qlg7Kw7o/65foWvXPqa/b1+nBlZIAwCEEXpAIoDZW6GvbBqdMkQD3T1VnezRB1Xbtbf+q9aPLzOsyUBHTso7pbpACf4Ga3hWrnOfPvT2k3HIkBE4ggcRKMXpkq2uPtTVQAj0N6q19aiyXsnJmvnOMlU2NC5Q8FnJfhXVVujOka0/wBQAgGCjByRCjE/O1ZmJQ9TJmaJsdxdN7TRGnZ0prR9cK/l3GrLVNfaU5Fbn65b9rzbvLjUSg1VtAB2lvlrTPv6LcjyHe0H6eQ6qi8vTHD6arMr/VPW+xmV7AQAINXpAIsSwhN4B2w6bXYPjc/Ru1dGffzYyig01FEs3JLypS92bmss/bOirHT4mKgORzlG6WymeEv3ui39oW2JP2Q1DQ2oL9fbAnFY+abKxTCkAIGwQQCJEg+FVnFwtyo7nkdpztKmhl4Y5C7Xbl6l1DQM7sJYAgsWfmiXZHbL7fTqlZn9jod2hC/qdqb8fzFdZ/eG1t6f2Gcn8IABA2CCARIj11Xk6N/XwyjY1/jptrc0/gZ+0WfM9zBeA6GEkZCjlnBtVufpP5pb1u25uJ3fO0aPjZ+gfO97TlzXlOrv7AF3Rj4dTAgDCBwEkQnxcs1PlvhoNjM+ywsfGml2q9geO8wYQW5LHXqv4oZPU8OVWuXoMkzOjcfhVr+QMXZQzXH/eusYKIjvLD+jm4ROV6k4IdZUBACCARJJddYXWC0B08ux4R3U73pEjrbsST5sme2L6cX/GDB1NwaPJV7UVuvm9p1T39cTzF/M3WUOyloy+osPqDgDAiaIHJMzZHHVK6/W+4tP2q6Gms8rzvyuv5/g3JQAiS9W7j6nyrd83b9dsXKnM65+UzZ0oo6RctpQk2dyB88COZU3h9ubw0eSdoh2qbqhTkiuu3esOAEBbEEDCXObQl5XQqXGuhzvlgOLSC1T40dWSQdMB0cLw+1T17uMBZb7SffK886IcH1TKOFQmxbvlnHKO1CXpuOdLccW3KIt3uJiIDgAICzwHJIw54iqaw0cTZ1yVEjL2hKxOADqA3yejrjqwzJBsawsbw4fJUy/vC6/LWVZ53NNNyBpizQM50g/7nym3gw8uAAChx7tRODPsMsybENtRxQa5EYgmNqdb8UPOlWfbm4fLbKmyVfkCDzSk+MLDDx48lniny1oJa/nuT7S/plRjug7QhJ5DOqLqAAC0GQEkjPnqk1V7aIASM3c2lzXUdJKnNPChhAAiX9qUu2SLS26chJ7aXcnjZkn/+FiqCVztriE95YTOl+5O1DWDx3ZQbQEAOHkEkDBX/Plkpfb8RHFp+6xJ6BX7zpAMR6irBaCd2eNTlP69XwWUeb+fJu8zr0p+8zkfkv20IarLyuTaAwAiGgEk3BlOVewbJe0bJVfSAaVmb5Dhd6qq6BT56tJCXTsAHch5Zq7sA3rJvzNf9i4ZsvftKeXltTjOV+xX/ec+ObrY5R7MBxQAgPBGAIkQ8el71eWUlbLZ/dZ2StZGFW2cLm9t4ERTANHFnpEm+5m5x9xf+75XFY/XSY3/NShupENpN8bJdvTkMQAAwgSzmSNEas5HzeHDZHfWWyEEQOwyfIYqnzscPkx1G32q33ZEAQAAYYYekFbYPeUKN3ZHVYsyh61c9urjr4gTicKxDYBwY1RLRiur8vqK/NIwhmIBAMITAeQIaWlpcrnjpC/eVrjxpdRJRy1o4//ogJJ2vtjmc/VI9GlUF6+qGmx69yuXPL7wHKphtoXZJgBaZ0+1yZllk7ewcZJ6E/cQwgcAIHwRQI7QrVs3/XPZP1ReHn6fvvsMn14vfkbry9fKZXNpXMbFGvPLya0eu3fvXt1zzz2aN2+eevc+vGSvraZECevul71st5oix3VndlL1xEVSXLLCjRk+zDYBcGyp18Wr/BGPfEWGbPFS8lS3nFmMrgUAhC8CyFHMG95wvekdOvjuNh1vho9BgwY1bxcvm6X/em3a1eUsDawt0hlVu2WvKlJW1WYl517VATUG0NFc2XZ1np8gf4khe4pNNnd49mgCANCEABIj/HVVWtKQobd6jW8um1T6qW768g35yotCWjcA34654pWjc2PwyK/YpUc236cdpZvVP22ors/9pfqmDeYSAwDCBv30MSK/tk5vpQ8PKHsjPVdFrjTFDxwXsnqhbQy/Ic8GrypfqJfnE6+1DTTx+b36fx/M0ebi9arzebS15BMten+OGnz1XCQAQNigBySC+D2V5nJYsrsT2/yzxfUNLcoMm021o2corv9Z7VRDdLSKv9fJ85GveTt+jFOi+aKCr7pE9Xs3yNkpW64eQ0/qHDvKtuhgbWCPZmldsbaVbNSILme2U00BAPh2CCARwGioVdlLC+TZ9qZksytx5KVKnfxL2ewn3nzDO2cq3R2nsvq65rKMuDiNGje9g2qN9uYt9AeED5PnPa/sQ1nxKNJ5Pn9LpcvnSV/3VCTkTlH6pQvbfJ5Ud6dWy9PieGApACB8MAQrzNV95tWh+3aqbt1pUl0/ye9VzcfPq2b9s206T7zDqfvHnKtBaY03KIPTM7TkrPPksnPzGil85a0MtzIkWzVtGMkMv0/l//lNc/gw1X72sup2f9jmc2Ul99K4noGr4323+3nqnTqgXeoKAEB7oAckjNW+36CKpeZNST/Z1E+qmSSj6yzJ/YXqvnhPSWf+sE3ny83I1LKJF8vr98tpJ3tGGvcAu+wpkv+IB8/Z023ydWd8fyTz11bIX3mwRbn34E7F9W37sKmbT1+kUd3GK6/sM/VPG6ZxPS9sp5oCANA+uAsNYzVvegO2bUacbNXft753dMo56fMSPiKTzWVT+ux4OfvYZT7IxdXPrvTZcRIdIBHNnpguR+fDz+tp4s457aTO57A5NC57sq4b/gudmzNFjjYM1QQAIBh4ZwpjRkNrQ27csqd0U/LoH4eiSggxVx+HOs9NCCzMa/xiP7RDZSv/KcPnVeKpl7C4QAQtoZv+/YUqff6X8ld8JTncShl3w0lPRD+S4feqfs96a+6Yu/cZsjHkEgAQBgggYSxhjEtVzx85vMZQ4gVZSp7w3EmthIXoNSDVp8TVC1Trb5yk7tn6H3X6398qfsiEUFcNJ8Ddc7i6zn5J3uIv5EjpJntC6re+br6Kr3Ro2Sz5SgusbWeX/sq48q9yJLU+UR0AgGAhgISxxElO2RzmXBCvbPFS4vkuxZ/KMzvQ0qScetm+Dh9Nqj98igASQczeCVfXgcfcX7v5FVW+8zclVRbr2iF1kvfwinatqVz7cHP4MHkP7lL1e48p9fyftWu9AQBoKwJImA/NSJzosl7AN3G3MpvL8H3zDSoiR/3+z1S24i6rF9Rs6knZUv3GZdKw31jDrFpbktt7YEeLsoavWpYBABBsTEIHosCawpYhNfHUS0NSF7Q/z7Y3GtdcPoIr/7868MepKrr3uzr0jxvkLTnc22FyZ5/a4jytlQEAEGwEECAKbDrkVO1ZN8uVM1KurFOUetGdSjx9WqirhXZiT0hvWej1NA+xqs//2JrEfqTkcddb/x6auPt+V0lnsXgFACD0GIIVRQzD0LaST5RXuV1ytrKCFqKaN2e0MideFepqoAMkjLxU1eufDnheiO2oY7xf5clb9qWc6T2sbXtCmjJnPKqG4t3W/BJnRi/aBgAQFgggUcLjrdXC92/StpKN1nbadTZ96dmrQRoU6qohxBr8Pn1eWqKuCYnqlpgU6urgGD49+IGezXtUJZ6DGt1jgqYPniWXw23tcyRlKPO6J1S7caUO7d+lf616SzMGBz6A0uaKlz0xrcV5XZl9ueYAgLAS1kOwCgoKdO6552rYsGEaMWKEnn322VBXKWy9nr+8OXyY7EmG/n3wyZDWCaG3uaRY339lha5/+zVNfXWllmxaH+oqoRX7Kndr0ftztPnQehVW79ULO5fq71uWBBzjSO6s5LOvVd1pM/RqgVvebsMD9ieNuYbluQEAESGse0CcTqcefPBBjRw5UkVFRTrjjDN08cUXKymJT3GPtqf866fRHcHsAUFsW/zxByqp81jf+2XomV3bNb5HtkZ17R7qquFrBZVf6Ncf3iqv4Q24JmsKVmnWiLnHuE421Y67XTm+ffIW75a7zyjF9T6dawoAiAhhHUB69OhhvUzdu3dXZmamSkpKCCCtGNp5pN4qeDGgrE/i4OA0FI7J4/EoPz+/Q6/Q3r17A742qfP7tLOirMXxb+d9rrSyipP6s3r16qX4+PiTrCmO1uCr1/z3fmINuzpanOOoJ94fze5UwpALuKgAgIgT8gCyePFivfDCC/r888+VkJCgMWPG6L777tPgwYE3zxs2bJDP51NOTk7I6hrOzsv+njYXr9fafa/IkCHvAbu+158Vb0LNDB8zZ84Myp91zz33tCizXfm/MjICn3y98pG/adXefSf1Zzz88MMaNIh5Re0VOD+v+qTV8GEam3aR8vLyTjhwdgQCJwCgI9gMc+mkEJo8ebKmT5+uUaNGyev16s4779TmzZu1devW5p4Os9dj3LhxeuSRR6yAcix1dXXWq0lFRYUVWMrLy5WamqpYUFxbpK07t+hXcxZxsxgjPSDfZFtVhR7M36mar5+SPj49U9f37GM95PJkcEP6zczA0JbA6cjyKnV6TYvy6jfiVf9p4wT0UCJwIlTM9++0tLSYev8GYknIA8jRDh48qK5du+rtt9/W+PHjrUAxadIk3XDDDfrxj7/5E/358+drwYIFLcpj7T+wppsgbh5gqvV6tenQAXVLSFLf1JarJCF0gdP87/cv+fO1p3Z7c9mIlNH6Uc9bwqJZCJwIFQIIEN1CPgSrtbBgysjIsN6cr776ak2YMOG44cM0d+5c3XrrrS16QKJZXlmJDnpqdXpmNyU4w645EQbMfxeju2WFuhoxwZwf09Yhaov7/13/2fu89pRv1+CMU3V+r0vltLd8sj0AANEirO5Y/X6/brnlFo0dO1bDhw/XunXr9PTTT1tL8K5YscI6ZtmyZcrNzW315+Pi4qxXLPD6/Zr34TqtKWx8EnKq260HzjpXuZ27hLpqANog3pmgS/tfyTUDAMSMsAogN910kzX/wwweprPPPtsKJWhpdWF+c/gwVdTX6/5N6/X4hIu4XAAAAAhbYRNAZs+erVWrVmnt2rXKzs4OdXXCXl5Z6QmVAQAAAOEk5AHEnOcxZ84cLV++XGvWrFHfvn1DXaWIkJvRcqjV8M6ZAdv7PLXaU7BHuZ0z1SMxucV1f7Vgj9YV7VePxCRd0X+wuiYkdni9AQAAENuc4TDs6sknn9TKlSuVkpJiPfHcZC6/Zz4XBK0b16OnpvUdqBW7d1pPuDZDxO0jRzXvbxh7pubu3Gx977DZ9PNTv6P/6Xd4cuxft27S0u1bmrf/U7BHT06cohR36Jf+BAAAQPQK+TK8x3oewdKlS60VsL6NWFjG76uaapXUeTQovZMcNrtVtvrTTbrj6/DRJN7h0MsXT1Oyy21NYJ+06lnVeL0Bx9w+8kxN6zcwqPUHACAW37+BWBbyHpAwewxJxOmWmGS9jrS/rrbFcR6fT4XVVRqUniG/YajO52vlmMBAAgAAALS3xo/MEVUGmPM9fIGrh6W749QnpfEhdG6HQ5Oye7foIZnYs1dQ6wkAAIDYE/IeELS/DJdbrtXr5LjgXHn8fnWKi9P874yxgkeTO077rjLi4r+ehJ6s64fmtuhJAQAAANobASRKObdu10NzblFSVg/1SkmRy344fDQ9HfvmEWdYLwAAACBYCCBRzBxW1T8tPdTVAAAAAJoxBwQAAABA0BBAAAAAAAQNAQQAAABA0DAHJIpVesv0t89+oz0VOzQkY4SmDbhGia7kUFcLAAAAMYwAEq1shv6av1AH6wutzS2HNmhH6RYtGPOXUNcMAAAAMYwhWFHKmeNrDh9NPi3+UIVV+SGrEwAAAEAAiTGGAp+QDgAAAAQTASRKeQscynT3CCgb3vk76pncJ2R1AgAAAJgDEq0Mm2bl3KUNvtXWJPShGafqfwZeG+paAQAAIMYRQMJcieegntj2B20v/Uz904bqR0NvUtfErBP62VRXhmadMrfD6wgAAACcKAJIGDMMQ4ven231YJj2V+3RjrLN+v2EF+SwOUJdPQAAAKDNCCBB5vF4lJ9/YitR7fN80Rw+mnxZXaDXN72kfonDjvlze/fuDfjakXr16qX4+PgO/3MAAAAQHWyG+TF7lKqoqFBaWprKy8uVmpqqcJCXl6eZM2ee0LH2DJ/Srq5uUV7xZJJ8ReHRA/Lwww9r0KBBoa4GACCKhOP7N4D2QwAJ4x4Q098K7tWO6k+bt3snDNL/6b1Q4YIeEABAeyOAANGNABLm6ry1enn308ozJ6GnD9WUvtOV6EoOdbUAAOgwBBAgujEHJMzFORM0beDVoa4GAAAA0C54ECEAAACAoCGAAAAAAAgaAggAAACAoCGAAAAAAAgaAggAAACAoCGAAAAAAAgaAggAAACAoCGAAAAAAAgaAggAAACAoCGAAAAAAAgaAggAAACAoCGAAAAAAAgap6KYYRjW14qKilBXBQAAnKCm9+2m93EA0SWqA0hlZaX1NScnJ9RVAQAAJ/E+npaWxnUDoozNiOKPF/x+vwoLC5WSkiKbzaZY+uTIDF0FBQVKTU0NdXXQwWjv2EJ7x5ZYbW/z1sQMH1lZWbLbGS0ORJuo7gEx/9PKzs5WrDLfrGLpDSvW0d6xhfaOLbHY3vR8ANGLjxUAAAAABA0BBAAAAEDQEECiUFxcnO6++27rK6If7R1baO/YQnsDiEZRPQkdAAAAQHihBwQAAABA0BBAAAAAAAQNAQQAAAAAAQQAAABA9KEHJIqsXbtWl1xyifXkWPPJ7ytWrAh1lRDkNi0pKdGcOXM0ePBgJSQkqFevXvrpT3+q8vJy2iLMLF68WKNGjVJKSoq6du2qqVOnavv27cf9uXvuuUdjxoxRYmKi0tPTj3ncY489phEjRig+Pt46/0033dTOfwN0NNoaQLQigESR6upqnXrqqfrjH/8Y6qogRG1aWFhove6//35t3rzZugl99dVXdd1119EmYebtt9+2QsH777+v119/XQ0NDbrgggusNv8m9fX1uvzyy/WTn/zkmMc88MADmjdvnu644w5t2bJFb7zxhi688MIO+FugrczfT6/Xe0LH0tYAohXL8EYp89Py5cuXW5+qIrbb9Nlnn9WVV15p3dg6nc4Oqx++nYMHD1o9FWYwGT9+/HGPN8PlLbfcorKysoDy0tJS9ezZUy+99JImTpxIs4SZBQsW6M9//rP1Ozljxgzl5uYe92doawDRhh4QIMqZw69SU1MJH2GuaZhcRkbGtzqP2Zvi9/u1f/9+DR06VNnZ2briiitUUFDQTjXFt3H77bfrd7/7nbZt26bTTz/dej300ENWAG0r2hpApCKAAFGsuLhYixYt0syZM0NdFXwDMzCYvRljx47V8OHDv9W1+uKLL6zz3XvvvXrwwQf13HPPWXODJk2aZA3pQWiZc3J+8IMf6OWXX7ZC4lVXXWX1cJi9VmbvptnLeaJDtGhrAJGKAAJEKPMGMzk5ufmVn58fsL+iokJTpkzRsGHDNH/+/JDVE8dnzgUx5+w89dRTzWU33nhjQPueKDN8mPNJzE/VzXkfo0eP1r/+9S/t2LFDq1evpjnCiDnkzgyeH3/8sVauXKn33ntP06ZNs/4tnAjaGkCkYkA4EKHMG1RzaE0Tc6WsJpWVlZo8ebK1wpL5iarL5QpRLXE8s2fP1qpVq6wVz8zhUk0WLlyo2267rc0XsEePHtZXM3g26dKlizIzM1uEVISW+Xtq9lAtW7bMav9zzjnHmhdyZNt9E9oaQKQigAARypwr0Np8AbPnw/zkOy4uTi+++KI15APhxzAMa8lkMyCuWbNGffv2bfHpuPlqK3MYl8lc0rcp0JhDsMzheL17926n2uNk+Xw+vfbaa1boMJfVzsnJaR6GZS6b3Ra0NYBIRQCJIlVVVdq5c2fz9u7du7Vx40brJrWtb2yIzDY1w4e5lGtNTY3++c9/Wtvmq+lTcIfDEdT645uHXT355JPW0Buzp6qoqMgqT0tLs57hcixmL4YZKMyv5s2s+e/BNGDAAGuo1qBBg3TppZfq5ptv1sMPP2wtQDB37lwNGTJE5513Hk0SBkMnlyxZYs0DMZdHNp/pciy0NYCoZSBqrF692jCb9OjXjBkzQl01BKlNj3W8+dq9ezftEEaO1U5Lly79xp8z2761nzPbvkl5eblx7bXXGunp6UZGRoZx2WWXGfn5+UH4W+F4zN/D2traE7pQtDWAaMVzQAAAAAAEDatgAQAAAAgaAggAAACAoCGAAAAAAAgaAggAAACAoCGAAAAAAAgaAggAAACAoCGAAAAAAAgaAggAAACAoCGAAIh4ffr00YMPPhjqagAAgBNAAAEQFFdffbVsNpt+/etfB5SvWLHCKgcAALGBAAIgaOLj43XfffeptLSUqw4AQIwigAAImvPPP1/du3fX4sWLj3nM888/r1NOOUVxcXHW0KolS5YE7D9w4IAuueQSJSQkqG/fvnriiSdanKOsrEzXX3+9unTpotTUVE2YMEGbNm1q3m9+f9555yklJcXaf8YZZ2j9+vXt/LcFAACtIYAACBqHw6F7771Xv//977Vv374W+zds2KArrrhC06dP12effab58+frrrvu0mOPPRYwlKugoECrV6/Wc889pz/96U9WKDnS5ZdfbpW98sor1jlPP/10TZw4USUlJdb+H/3oR8rOztZHH31k7b/jjjvkcrmCcAUAAICTSwAgmC677DKNHDlSd999tx599NGAfQ888IAVFMzQYRo0aJC2bt2q3/72t1bwyMvLs0LFhx9+qFGjRlnHmOcYOnRo8znWrVtn7TcDiNmLYrr//vutuSZmYJk5c6by8/P1i1/8QkOGDLH2Dxw4MIhXAACA2EYPCICgM+eBPP7449q2bVtAubk9duzYgDJze8eOHfL5fNZ+p9NpDZlqYoaI9PT0gOFVVVVV6ty5s5KTk5tfu3fv1q5du6xjbr31VmuIljkkzJwU31QOAAA6HgEEQNCNHz9eF154oebOndvu5zbDR48ePbRx48aA1/bt261eD5M5tGvLli2aMmWK3nrrLQ0bNkzLly9v97oAAICWGIIFICTMngdzKNbgwYOby8yhVP/9738DjjO3zaFY5vwRs7fD6/Va8zaahmCZwcKcdN7EnO9RVFRk9ZSYk9iPxTyn+frZz36mH/7wh1q6dKk1PAwAAHQsekAAhERubq41Gfyhhx5qLvv5z3+uN998U4sWLbLme5jDtP7whz/otttus/abYWXy5MmaNWuWPvjgAyuImEOpzBWxmpjDqs466yxNnTpVr732mvbs2aN3331X8+bNs1a6qq2t1ezZs7VmzRrt3bvXCjjmZPQj55EAAICOQwABEDILFy6U3+8P6L145pln9NRTT2n48OH61a9+ZR1jTkBvYvZUZGVl6ZxzztG0adOsSeVdu3Zt3m8+1PDf//63NczrmmuusXo5zFW1zLDRrVs3qyfl0KFDuuqqq6x95qpbF110kRYsWBD0vz8AALHIZhiGEepKAAAAAIgN9IAAAAAACBoCCAAAAICgIYAAAAAACBoCCAAAAICgIYAAAAAACBoCCAAAAICgIYAAAAAACBoCCAAAAICgIYAAAAAACBoCCAAAAICgIYAAAAAAULD8f7//nVu0p+hBAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_hardware[\"Nodes\"] = pd.cut(df_hardware[\"Number of Nodes\"], bins=[0.1,1,2,16,64000], labels=[\"1\",\"1-2\",\"2-16\", \">16\"])\n", + "ax = sb.boxplot(df_hardware, y=\"Energy-To-Solution [kWh]\", x=\"Nodes\") #, native_scale=True)\n", + "# Add in points to show each observation\n", + "sb.stripplot(df_hardware, x=\"Nodes\", y=\"Energy-To-Solution [kWh]\", size=4, hue=\"CPU Generation\")\n", + "ax.set_yscale(\"log\", base=2)\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 203, + "id": "b5c1fd9f-74b3-425b-b3ec-98896ec0d0f6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Contributor Affiliation', 'File Name', 'Run Wall-Clock Time [s]',\n", + " 'Pre-Processing Wall-Clock Time [s]', 'Storage File-System',\n", + " 'Number of CPU Cores', 'Number of GPU Devices', 'Number of Nodes',\n", + " 'CPU Family', 'CPU Model', 'CPU Submodel', 'CPU Generation',\n", + " 'GPU Model', 'Mesh', 'System TDP [W]', 'Number of Cells',\n", + " 'Time per Iteration [s]', 'Track', 'OpenFOAM Flavor',\n", + " 'Run Consumed Energy [kWh]', 'Decomposition Method', 'Last-Level Cache',\n", + " 'Network Interconnect', 'Renumbering Method', 'Contributor ID',\n", + " 'Is Partial', 'Is Energy Reported', 'Software Optimization Category',\n", + " 'Total Core Time [s]', 'Total Node Time [s]',\n", + " 'Energy per Iteration [J]', 'Energy per Iteration [kJ]',\n", + " 'Energy-To-Solution [kWh]', 'Time-To-Solution [h]',\n", + " 'Core-Time-To-Solution [h]', 'Node-Time-To-Solution [h]', 'FVOPS',\n", + " 'FVOPS per Energy', 'FVOPS per Energy per Iteration', 'FVOPS per Node',\n", + " 'year', 'Nodes'],\n", + " dtype='str')" + ] + }, + "execution_count": 203, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_hardware.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 212, + "id": "406962d4-0961-416d-a582-6d0f7f2cd790", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{1, 2, 3, 4, 5, 6, 8, 10, 12, 14, 16, 18, 24, 25, 32, 36, 48, 64, 128, 256}" + ] + }, + "execution_count": 212, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "set(df_hardware[\"Number of Nodes\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "id": "53caf0f8-d12a-412c-9cde-9e13d7bf5eae", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_hardware[\"Nodes\"] = pd.cut(df_hardware[\"Number of Nodes\"], bins=[0.1,1,2,4,16, 64,64000], labels=[\"1\",\"2\",\"2-4\",\"4-16\", \"16-64\", \">64\"])\n", + "df_hardware[\"Cells per Core\"] = df_hardware[\"Number of Cells\"]/df_hardware[\"Number of CPU Cores\"]\n", + "\n", + "ax = sb.boxplot(df_hardware, y=\"Energy-To-Solution [kWh]\", x=\"Nodes\", hue=\"Mesh\", palette=\"vlag\", whis=(0, 100)) #, native_scale=True)\n", + " # Add in points to show each observation\n", + "#sb.stripplot(df_hardware, x=\"Nodes\", y=\"Energy-To-Solution [kWh]\", size=4, hue=\"Mesh\", linewidth=0.5)\n", + "ax.set_yscale(\"log\", base=2)\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "id": "e810e21c-b8f4-476f-94e7-1850c3417d08", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Contributor Affiliation', 'File Name', 'Run Wall-Clock Time [s]',\n", + " 'Pre-Processing Wall-Clock Time [s]', 'Storage File-System',\n", + " 'Number of CPU Cores', 'Number of GPU Devices', 'Number of Nodes',\n", + " 'CPU Family', 'CPU Model', 'CPU Submodel', 'CPU Generation',\n", + " 'GPU Model', 'Mesh', 'System TDP [W]', 'Number of Cells',\n", + " 'Time per Iteration [s]', 'Track', 'OpenFOAM Flavor',\n", + " 'Run Consumed Energy [kWh]', 'Decomposition Method', 'Last-Level Cache',\n", + " 'Network Interconnect', 'Renumbering Method', 'Contributor ID',\n", + " 'Is Partial', 'Is Energy Reported', 'Software Optimization Category',\n", + " 'Total Core Time [s]', 'Total Node Time [s]',\n", + " 'Energy per Iteration [J]', 'Energy per Iteration [kJ]',\n", + " 'Energy-To-Solution [kWh]', 'Time-To-Solution [h]',\n", + " 'Core-Time-To-Solution [h]', 'Node-Time-To-Solution [h]', 'FVOPS',\n", + " 'FVOPS per Energy', 'FVOPS per Energy per Iteration', 'FVOPS per Node',\n", + " 'Nodes', 'Cells per Core', 'year', 'Year', 'Cores', 'Nodes [#]',\n", + " 'Cores [#]', 'Year (binned)'],\n", + " dtype='str')" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_hardware.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "54d9d67a-efed-4ced-84eb-4e9b57215537", + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'year'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mKeyError\u001b[39m Traceback (most recent call last)", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/indexes/base.py:3641\u001b[39m, in \u001b[36mIndex.get_loc\u001b[39m\u001b[34m(self, key)\u001b[39m\n\u001b[32m 3640\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m3641\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_engine\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 3642\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", + "\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/index.pyx:168\u001b[39m, in \u001b[36mpandas._libs.index.IndexEngine.get_loc\u001b[39m\u001b[34m()\u001b[39m\n", + "\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/index.pyx:197\u001b[39m, in \u001b[36mpandas._libs.index.IndexEngine.get_loc\u001b[39m\u001b[34m()\u001b[39m\n", + "\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/hashtable_class_helper.pxi:7668\u001b[39m, in \u001b[36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[39m\u001b[34m()\u001b[39m\n", + "\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/hashtable_class_helper.pxi:7676\u001b[39m, in \u001b[36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[39m\u001b[34m()\u001b[39m\n", + "\u001b[31mKeyError\u001b[39m: 'year'", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[31mKeyError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[21]\u001b[39m\u001b[32m, line 11\u001b[39m\n\u001b[32m 5\u001b[39m coresbin = [\u001b[32m1\u001b[39m,\u001b[32m32\u001b[39m,\u001b[32m64\u001b[39m,\u001b[32m128\u001b[39m,\u001b[32m256\u001b[39m,\u001b[32m512\u001b[39m,\u001b[32m1024\u001b[39m,\u001b[32m2048\u001b[39m, \u001b[32m4096\u001b[39m, \u001b[32m8192\u001b[39m, \u001b[32m16384\u001b[39m, \u001b[32m32768\u001b[39m]\n\u001b[32m 6\u001b[39m df_hardware[\u001b[33m\"\u001b[39m\u001b[33mCores [#]\u001b[39m\u001b[33m\"\u001b[39m] = pd.cut(df_hardware[\u001b[33m\"\u001b[39m\u001b[33mNumber of CPU Cores\u001b[39m\u001b[33m\"\u001b[39m], \n\u001b[32m 7\u001b[39m bins=coresbin,\n\u001b[32m 8\u001b[39m labels=[\u001b[33m\"\u001b[39m\u001b[33m<\u001b[39m\u001b[33m\"\u001b[39m+\u001b[38;5;28mstr\u001b[39m(_) \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m coresbin[\u001b[32m1\u001b[39m:]])\n\u001b[32m---> \u001b[39m\u001b[32m11\u001b[39m df_hardware[\u001b[33m\"\u001b[39m\u001b[33mYear\u001b[39m\u001b[33m\"\u001b[39m] = \u001b[43mdf_hardware\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43myear\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m]\u001b[49m.apply(\u001b[38;5;28;01mlambda\u001b[39;00m x: \u001b[38;5;28mstr\u001b[39m(x))\n\u001b[32m 14\u001b[39m \u001b[38;5;66;03m#cmap = sb.color_palette(\"deep\", len(set(df_hardware[\"year\"])))\u001b[39;00m\n\u001b[32m 16\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m i,m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m([\u001b[33m\"\u001b[39m\u001b[33mfine\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mmedium\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mcoarse\u001b[39m\u001b[33m\"\u001b[39m]):\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/frame.py:4378\u001b[39m, in \u001b[36mDataFrame.__getitem__\u001b[39m\u001b[34m(self, key)\u001b[39m\n\u001b[32m 4376\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.columns.nlevels > \u001b[32m1\u001b[39m:\n\u001b[32m 4377\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._getitem_multilevel(key)\n\u001b[32m-> \u001b[39m\u001b[32m4378\u001b[39m indexer = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mcolumns\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 4379\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[32m 4380\u001b[39m indexer = [indexer]\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/venvs/neofoam/lib/python3.13/site-packages/pandas/core/indexes/base.py:3648\u001b[39m, in \u001b[36mIndex.get_loc\u001b[39m\u001b[34m(self, key)\u001b[39m\n\u001b[32m 3643\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(casted_key, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[32m 3644\u001b[39m \u001b[38;5;28misinstance\u001b[39m(casted_key, abc.Iterable)\n\u001b[32m 3645\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28many\u001b[39m(\u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m casted_key)\n\u001b[32m 3646\u001b[39m ):\n\u001b[32m 3647\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m InvalidIndexError(key) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01merr\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m3648\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01merr\u001b[39;00m\n\u001b[32m 3649\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[32m 3650\u001b[39m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[32m 3651\u001b[39m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[32m 3652\u001b[39m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[32m 3653\u001b[39m \u001b[38;5;28mself\u001b[39m._check_indexing_error(key)\n", + "\u001b[31mKeyError\u001b[39m: 'year'" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fig, axs = plt.subplots(1, 3, figsize=(12, 4), layout=\"constrained\", gridspec_kw={\"hspace\": 0.1}, sharey=True, sharex=True)\n", + "\n", + "df_hardware[\"Nodes [#]\"] = pd.cut(df_hardware[\"Number of Nodes\"], bins=[0.1,1,2,4,16, 64,64000], labels=[\"1\",\"2\",\"4\",\"16\", \"64\", \">64\"])\n", + "\n", + "coresbin = [1,32,64,128,256,512,1024,2048, 4096, 8192, 16384, 32768]\n", + "df_hardware[\"Cores [#]\"] = pd.cut(df_hardware[\"Number of CPU Cores\"], \n", + " bins=coresbin,\n", + " labels=[\"<\"+str(_) for _ in coresbin[1:]])\n", + "\n", + "\n", + "df_hardware[\"Year\"] = df_hardware[\"year\"].apply(lambda x: str(x))\n", + "\n", + "\n", + "#cmap = sb.color_palette(\"deep\", len(set(df_hardware[\"year\"])))\n", + "\n", + "for i,m in enumerate([\"fine\", \"medium\", \"coarse\"]):\n", + " df_filt = df_hardware[df_hardware[\"Mesh\"] == m]\n", + " sb.scatterplot(\n", + " df_filt, x=\"Cores [#]\", y=\"Time-To-Solution [h]\",# color=\"black\",\n", + " #linewidth=0.1,\n", + " size_norm=5, hue=\"CPU Family\", style=\"CPU Generation\", ax=axs[i], zorder=20, s=50, )\n", + " #df_filt[\"Cells per Core\"] = df_hardware[\"Number of Cells\"]/df_hardware[\"Number of CPU Cores\"]\n", + " ax = sb.boxplot(df_filt, y=\"Time-To-Solution [h]\", x=\"Cores [#]\", \n", + " #hue=\"CPU Family\",\n", + " #palette=\"vlag\", \n", + " #color=\"white\",\n", + " whis=(0, 100),\n", + " ax = axs[i],#, title=m\n", + " #, native_scale=True\n", + " )\n", + " for patch in ax.patches:\n", + " r, g, b, a = patch.get_facecolor()\n", + " patch.set_facecolor((r, g, b, .01))\n", + " \n", + "\n", + " ax.set_title(m)\n", + " if i != 2:\n", + " axs[i].get_legend().set_visible(False)\n", + "\n", + "# Add in points to show each observation\n", + "#sb.stripplot(df_hardware, x=\"Nodes\", y=\"Energy-To-Solution [kWh]\", size=4, hue=\"Mesh\", linewidth=0.5)\n", + "\n", + "\n", + "\n", + "for i, ax in enumerate(axs.flat):\n", + " def one_over(x):\n", + " \"\"\"Vectorized 1/x, treating x==0 manually\"\"\"\n", + " print(x)\n", + " x = np.array(x, float)\n", + " return x/63e6\n", + "\n", + "\n", + " # the function \"1/x\" is its own inverse\n", + " inverse = one_over\n", + " \n", + " #ax.set_xscale(\"log\", base=2)\n", + " #ax.xaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", + " ax.set_yscale(\"log\", base=2)\n", + " ax.yaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", + " #secax = ax.secondary_xaxis('top', functions=(one_over, inverse))\n", + " #secax.set_xlabel('Cells per Core [#]')\n", + "\n", + "\n", + "\n", + "\n", + "ax.set_yscale(\"log\", base=2)\n", + "sb.move_legend(axs[2], \"upper left\", bbox_to_anchor=(1.05, 1.05))\n", + "op.save_fig(fig, fig_folder, \"TTS_Cores_facetGrid_alt\", doSaveFig)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7334e72c-84fe-4fd4-bbf0-d611b14ed778", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 198, + "id": "de404101-924e-4e56-b8d2-1be4b4403db5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_63329/2770148827.py:16: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#g = sb.FacetGrid(df_hardware, col=\"CPU Family\")\n", + "df_hardware[\"Cells per Core\"] = df_hardware[\"Number of Cells\"]/ df_hardware[\"Number of CPU Cores\"]\n", + "cellsbin = [1, 8000, 16000, 32000, 64000, 128000, 256000, 512000, 512000*2, 512000*4, 512000*16]\n", + "df_hardware[\"Cells per Core [#]\"] = pd.cut(df_hardware[\"Cells per Core\"], \n", + " bins=cellsbin,\n", + " labels=[\"<\"+str(int((_/1000)))+\"k\" for _ in cellsbin[1:]]\n", + " )\n", + "\n", + "\n", + "\n", + "#sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "\n", + "#for i, ax in enumerate(axs.axes.flat):\n", + "\n", + " # the function \"1/x\" is its own inverse\n", + " #inverse = one_over\n", + " \n", + " #ax.set_xscale(\"log\", base=2)\n", + " #ax.xaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", + " #ax.set_yscale(\"log\", base=2)\n", + " #ax.yaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", + " #secax = ax.secondary_xaxis('top', functions=(one_over, inverse))\n", + " #secax.set_xlabel('Cells per Core [#]')\n", + "plt.tight_layout()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 233, + "id": "2379e874-1b17-4ac9-bbd5-646ffc8a9103", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Contributor Affiliation', 'File Name', 'Run Wall-Clock Time [s]',\n", + " 'Pre-Processing Wall-Clock Time [s]', 'Storage File-System',\n", + " 'Number of CPU Cores', 'Number of GPU Devices', 'Number of Nodes',\n", + " 'CPU Family', 'CPU Model', 'CPU Submodel', 'CPU Generation',\n", + " 'GPU Model', 'Mesh', 'System TDP [W]', 'Number of Cells',\n", + " 'Time per Iteration [s]', 'Track', 'OpenFOAM Flavor',\n", + " 'Run Consumed Energy [kWh]', 'Decomposition Method', 'Last-Level Cache',\n", + " 'Network Interconnect', 'Renumbering Method', 'Contributor ID',\n", + " 'Is Partial', 'Is Energy Reported', 'Software Optimization Category',\n", + " 'Total Core Time [s]', 'Total Node Time [s]',\n", + " 'Energy per Iteration [J]', 'Energy per Iteration [kJ]',\n", + " 'Energy-To-Solution [kWh]', 'Time-To-Solution [h]',\n", + " 'Core-Time-To-Solution [h]', 'Node-Time-To-Solution [h]', 'FVOPS',\n", + " 'FVOPS per Energy', 'FVOPS per Energy per Iteration', 'FVOPS per Node',\n", + " 'Nodes', 'Cells per Core', 'year', 'Year', 'Cores', 'Nodes [#]',\n", + " 'Cores [#]', 'Year (binned)', 'Cells per Cor [#]',\n", + " 'Cells per Core [#]'],\n", + " dtype='str')" + ] + }, + "execution_count": 233, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_hardware.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ac0455e0-74d0-45e3-a945-d43ad773a731", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "4ce3ce1c-d21a-4597-afc4-fb4de9624be6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_80328/2947988320.py:62: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_80328/2947988320.py:62: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_80328/2947988320.py:62: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_80328/2947988320.py:67: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax.get_xticklabels(), visible=None)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_80328/2947988320.py:67: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax.get_xticklabels(), visible=None)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_80328/2947988320.py:67: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax.get_xticklabels(), visible=None)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_80328/2947988320.py:71: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_80328/2947988320.py:71: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_80328/2947988320.py:71: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_80328/2947988320.py:78: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " plt.tight_layout()\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_80328/2947988320.py:78: UserWarning: The figure layout has changed to tight\n", + " plt.tight_layout()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_hwtrack/scaling_count_cpu.png\n" + ] + }, + { + "data": { + "image/png": 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pdzVr1rQ3iEox7NKli73ZGzBggLnrrrvs76+88kqbPu2OU+dFAbmOT48p9Uk08OUNdr01u1xKpaPXKqhSirXqIUXS+dL5UOq1BtActz+6QVDama6F0kPddXD7okBO59s7wBZJtbBUg0vXSO3oJl6patrewQcfbH+vgF9pngo83Y24SyFXIKf98dbV083EBx98YP9dp04dG5gq6HPnQK/VeVCwqLRUpbVeddVVdn/1HuvVq5e9DrrJ0Y1Kfu9L3TwNHz7cfiktTSlp4g123fkQpa4rXc4Fpjr3SoVSipQC5sj3jZ6vgFZfv/76azjYdelwuhnRzZYGQDSYMWHCBPu43ttuWzpetafzE8k9p2/fvmb06NH2vexSA3Useu2RRx5pz5H+7c63ftZ51vVAavWV0fjdhxbEr/412j6oj/K7340miP44yH46Gr/774IE0bcjGMkQPyZyDEn8GL3/SfQYkvgRAP4fg6aIKQWgqquk2kyq+aSA96233rKflOvfCjC8M2YcBZQK6vRpqAJZBXQKFDXjQDeVkfTJrLYpP/30k62Jpk/poy0eoABHRfvdjZ9mMah+nG4KVSvISzMPVDRfN2+aSaB6kHpMQbQ+HVZ7jmbtqIC+Ak19uqu6dPvvv7+tT6VZEZpd4GYoeANXzcBRPSIFWu4GNT+aBSQKutwn1Do3+rRZM3Qi6yBpP/ScBx980H5S7T7BdgGXzqVuorWPugHRvmsmgoIsF/Rp9oGug85NfnQDo+dowZKPPvrInhNdC80S0o2Oa0/Hpe+qP+badzWdNOtKj6tOl7zzzjv2mLRvqtulGmR637Rs2TIc6Om1urHXfummQjMldcOt66NzrGPXvukmQPW9vJ544gn7/tD10QDFkCFD7Kwrtfv999/nOUZ3g+Vu9HUe9b7UjZje37oZcgssOLp50TnUjYsCWdUk1HtMx+62pxsszQLVjDNtW8epWaKO3pcK2DXwGW2Wld7HuvaaoaZr594/mm2j2TE6fj2m8+YCd92Qad80M0GKWgcRid9XRuNnH1oQP/vXaPzud6MJoj+Oxo9+Ohq/+++CBNG3IxjJED8mcgxJ/Bi9/0mWGJL4EQD+QY0CxMrGjRtDl156qa2n4+qyuXo8U6ZMCZ1++um2Hs8999wTru+j56muT+fOnW0Nqa+//jp0zTXX2DpPGRkZBbb3wQcf2Ne8+OKLtmaQ2o58jbavmnANGzYM9e7dO/TLL7+EBgwYYOvH6TVz5szJcwx6vmpDuhpS7hjUnvZftaOc0aNHh+rXrx/q2bNn6M8//4xa283VnVLtKm1D9apUL8vVn9q+fXu+xzhu3Dj7fNW6U20q7Ve0c6PaSccdd1zoq6++ylNvSTWTVN9LxyfTp08PnXvuuXbbN954Y2js2LG29pe+X3vttaEzzjjD1tuKNH78+NC///3v0Ntvvx3asGFDuEaWzuuxxx4buvDCC8PXXo8/+OCDto1HHnnEPl/n9KeffrJtNGvWLLR48WL73DvvvNPuj7een2h/VGNM9TcnT55sH3v++eftNu++++5893HNmjW5fla72rauUU5OTvjxH3/80dYOe++99/JsQ/upL9X9U32zqVOnFvl9qVpSau+EE04IXXTRRaGff/45fP0d1Q1050bvn9tuu81eB9Wo0vtC9QQjuWuq2oZ63ciRI3P9Xufukksusb/r169fuHaZzpvqnWq/8jtfSP6+Msg+tLDj9qN/jSaIfjeaIPrjaPzqp6Pxs/8uSNB9O/yTDPFjIseQxI/R+59kiCGJHwEgN2qaImb0ibbSjPTpuz5V9c5mU602fTqqlUc//PBDO/tEaS5u5k2NGjXsJ6ovv/yyWbhwof0Ut7CZNfXq1bOfkuvTeaVMKf1QM3qUcqT0QKUgarVerUastjTrQF+ajaBPeFXzR6lRXkrF0ifNqlHlZhW4OkDuU2HNIHCUSqU2NWtBMwIc98mw+3TfUd06fZKslYK1OqvSsTSjQjWsvPWpHJcKphk/+uRZM4SGDh2a59xodpJSzFwakDflR2ltmnWhGRpKO1NdLa2wqfOl860UH33pNZpZodfrd/l92q5roxlRSg/Tc7XPOh7NGNL10O8141GflOtxpYPq0/V3333Xriyq41Nqps6PZiTpnClVTqsm63feFFDNslB6nZtFoU/NlaqmFZy1/ZNPPjm8j+4aiTclSY/rk3XNrlBKk86n2tP7Tvuvn3Vev/jiC3vcmlGllFHth/ZTMwQ0m0PXWMeR37n3UpqgUl11jlWrSrNMNLNAKbBKxXKzBfR+1/tUfxeaBaaZAmpftduUvqdZApF0fC51S/ugWQ7uGHU+dUyqoaYZKJqxo9kreq/r/exeV5wZXEievjLIPrQgfvev0fjV70YTVH8cTWn30y49OZJ+r9lRfvXfBQm6b4e/kiF+TNQYkvgxev+TLDEk8SMA5MagKWJGNZVUE011zFQvSsGCbqhcmrDS/PQfvILUN9980wYOnTt3DqcoKeDTjeSwYcOKlGaqlCUFM/rSzZir96QgVwtaKMVLKTUXXHCBTe1SfSDdSGofddOW382Zgg7dyCl9ZsWKFTZo9i5ioWDVpTAqmNJN7/nnn5+nLlFkTUH3s4KnI444wu6jjlGDWwUFvQqMVHtON7K66czvZkD7oeBNaTpuWzrHrq6WUsF0s6yAXHXmVE9JKTxKGXvooYfsQiNKN9K1Unt6brT0U5ca5hY20L66AFLnRylfCvj0XtDvdFOheps//PCDGT9+vD0Pullp166dXchA9Fo9T/XwdCOv66JFGnS9tI9KR9KNiM6ZannqeJXG6RWt/pwe1/XW9nWMSlV1N1rjxo2zg4kKhrVfWhRCA41aZEHtKu1OC0BoMQg9pvdlYTdiunFToKw6o7oJUvsKYCODXndDpPeOFhLQOdQ1jFY70D1fN2NalEUBtd4P7mbMvWf03lJQrgUwdHOl95NSZPX3oPOI1Owrg+xDC+JX/xqNn/1uNEH2x9H40U9HO79+9t8FCbpvh7+SIX5MxBiS+LHg/icZYkjiRwDIR8TMU8BXLuVDqSP69yuvvGLTRe6///48z7311lttGt/MmTNtuorSsLKzs8MpMT169AinGkXjUlT0XakvSkd+7rnn7GMrVqwIDRw4MNSgQQObFtmpU6dC0wrzo9SpVq1a5dkXpTbp2HQc4tKfo1m4cGH43zo3LsVHaWDO66+/btN78kuz0mv+/vvv0AUXXBA1FcydD71G/1bqmPbxtddeC40aNcqmdX7//ffhdDelhCotUs8ZNGhQsc+N0tNcauX69evD+ylKX9Pv5s2bl2vfCuJe+91339lUOaU/6ToqnVwpTy69TZS6puuic6VUp6K2oev08ssv2/Qll1q1aNEim8bUp0+f8P4uWLAgdM4559j9+Oabb+xjSq3t2LFjaO7cuUU6PzqO8847L5x+pTRcvZ+UKqv3uzfNyn33pu5GpvFGeuihh+zx6xw5mzdvtqlaTzzxROjzzz8Pb8d9ITX7ylj2oUH0r7Hsd6MJuj8Oqp+OZf8dL307Sl8yxo+JFEMSPxat/0mWGJL4EQD+H4OmCExWVlaeWkoKHrp06WIDw//85z+2XpNqMPXq1StUt27d8M2SglMFFpmZmbkGfyIpkFXwoBpW3hswRzdpqh/lfqcaQwp6tW0FioXVDlKQoxtMBZNuGwrAvYNSLhBRQKrj0k2nlx5XzTZvsKKAW/WG3A2r8/vvv9u6W14FBb2iWnDaz/woIPZSIHfdddfZukkuoIusM6djU+CtG4/Icx4ZcLmfvY9rIMDVp/PSDbrqbEXeaOjaaXDAu83IdnQzoPp5qrenmmW6aVFw6Libi4kTJ9o2hg4dmu/5iHYcOs7IY1Vt0GXLluV67LfffrPvnf79+0c9x9HacCKD44KC3uIMamrQoW3btvY9LzqnkyZNsnWymjZtat+bOoeqhchgaer1ldH43YfGon+NJqh+Nxq/++No/OqnC2vPr/471n07/JcM8WOix5DEj6kTQxI/AkBuRctZA3aT6j+pXtq8efNsKpBSQjRorzo69957r00tUQ2l2267zdxyyy02NUipTkr5E31XyohSVpzIVUi1SqVq+rj0E6UtavVKpaE4Sptxq5oqxVFtKX1Lq4CqPpZSmJQyk5/bb7/dpjUpxUvpzh06dLC15ETpV15KkXE1tlzqo+j4tRKpVl9VuqNcffXVNi1SqyWr/pWX6ly1aNHC/lvnTLp3727rvKmml/ZHtfB0TrUirNo8/vjjbTqWl9KvVTdJNZb0WtX5cmlq2ob2V9vRaukulcjRsanukVZaV/2kyON0dFy6hm4ldlebTu1qnxx3HLoO4r0+SlvSNVBKmI7HteHaUbrm6NGjbVqRVsbVvmlFV51jt3Kttu/SzZT2pn/nt4Jufseh7StdSu8tfbn6n6Lro7Q1ccem9pXytGrVqlzpdoW18fnnn4cfP+qoo+x37/tFK53eeuut4dVT3YqoxUlLVR00va+UsjVixAhzww032Pqlqr3WqlUr+zema6aVd0uS7orE7Suj8bsPLYhf/Ws0QfS70QTRH0fjZz8djd/9d6z7dvgrGeLHRI4hiR8L73+SLYYkfgSA3KhpikC4oE+DNgMGDLC1lNzNkeosqZ6PgtFffvnFBgwK9LwLWahYv2pYRauXpgBw8uTJNtjVjaZqB2lRCdWeUk0hBdWq86Yi+iqC/v7779vaTqr3o5s30eCRglHVA1KtKu/NqupVqUaVgmq9RnXmvvnmGxsEX3zxxXZhDNWCElc3UgGpuML8utFUm6oPpxtF1a7SjaoeV4B/6qmn5inK7+VqWynAUtArKvquBQ+0+EbdunXzfZ2C/2nTptn9UzCsc6N91023auY1bdrU3nh8//33uepYehfb0LXScbgb20hu4SAF324BER2LdxuO+1l1yBTgu1pfuhlQvT5dNy1YEFlnSe8PnTftY7NmzWxtrzfeeMMOBmZlZdlFjXQevNdN7xvV5XJF7vPbn/y2r7pSlSpVCg/YRtb9cv/WDZKOIdq5L6iN0047zbYReV68Qa9osQrdIOk9or+LolCNq7feesv+W/XV9B5Te1qgQn8j3naRWn1lNH73oQXxq3+NJoh+N5og+uNoguino/G7/y5q23717fBPosePiRxDEj8Wvf9JlhiS+BEA8hEx8xQoVS4lRClTSjNSqp03JShajSallyj1T7//448/QldffbWty6Q0pkhKPdE233nnnXD9IKU9qRacUreUAvjss8+GVq5cadO5tB8unWvp0qXh7Sgl6+23386T6jJ9+nSbztyvX7/w9rVfs2fPtrWmtC3VLop83bhx4+zvtF+qTaVjUNqlS+G68sorQ6effrqtYVRY+qw3dcpb1037pDZatGhh0zgjU28eeeSR0CmnnBL65JNPQhs3brSPqX2dL6V4emtgeVMtvelBOv9KBdUxRqaKunOhx0899VS7L507d86VDhSNrqdq9umcKhWse/fuuc6P445JqU3a/siRI3M9rutw9tln29/pnOp6KbVItZ66detm24hMiSrK9vPz7bffhs+jUtjUXuvWrXOdu91tw2vdunU2bUvHUNx6aUrFV500pfbp762kqbxInr4yGr/70IL41b9GE0S/G00Q/XE0fvfT0fjdf5ek7dLs2+GfZIgfEzmGJH4sWv+TjDEk8SMA5MZMUwRCK3PrU+62bdva2SkFrd6plEPNQBkzZoz9hF0pQ3pMM2TyW4H0zz//tKvw6pPdPffcM7zqr2azKJ1Kn8xr1p1mxGiVU33SrzZ79OgRno2gT981E0H7FbkKqVY0VeqMZhlo+9ofbevoo4+26Via7aOZB2rzxhtvtCueip4rShubMGGC+e233+xK5VoNU8eumQZ6/plnnpmrPa24qRRqzaRQipQ+TXYpaTqH3pUwNTNJj+lYI2c2aJbCxIkTzUknnWRXRNen2dp3ta9zoHOsldXdbCa34rLO1dSpU+1rlP6lVLfs7Gw7Iyi/mWNqX5SKpHOitDXNuNCKyG7lTi+379oXrZKsWRNqU7Mw3Pnx0qfnboaUfuc9X9qW2hw8eLC566677GrOl112md0nfQKva6DUPpcSlZ9o24+cVaBr7FZ31uwnzQzT6zSTs7DVqovaRiS9/zULRWl8xU0NdbNidC4iV+D1ljxA6vSV0fjdhxbEj/41miD63WiC6o+j8bufjsbv/rskbZdm3w7/JXL8mKgxJPFj0fufZIwhiR8BIDcGTeErF0DOnj3bBm8KEJVOpUA0WuCrmyXVYdQNpII5pSzpud5URS+lRbk2lH6lwM8FEqr1o5sxBYgKNlQzTkGm2jrggAPy7Gd+Aa/SCCUjI8PUr1/fBrtu+wp2FQRp/1U3UkG2glAFW9pvBVu6yVWApPpv7kZT6T7aN6WAqa6dgme56aab7GOu9pQoNUwpX97UKn25c6b0rEjaPwXpSqW84IILwjfoLpXS7UdkrTgFcUqV1A2HvvQ6HYeuk6ublB/dlOiGXnW6dFOhlC/VUerZs2eeG3JXd0mpZbrGSm9Tm/ndiLvj/euvv+xztX2dy8iBP92w6BwpxU4DDLoJ0vvMW0MqP4Vt30uDFqrzpNplOpf6WSl1hdUxLE4b+dFzS8rddKktdw0YLE3dvjIav/vQgvjRv0bjd78bTdD9cdD9dDR+99+703Zp9O3wVzLEj4kYQxI/Fr3/SeYYkvgRADwiZp4Cu82b+qN/a6VcpR4qPaqoq3dG215+jyn9Sqvv3njjjbnSpbxpRjNnzgxdeOGFNjUycpXSoqza2rx5c7s6qnf1Ve/2tQJ5jx497GqVM2bMCD+m1zRq1MiulBpJKVdKs3n88cdtWtSdd94ZatKkSWjQoEF2RU2tsKqVWl3qVnHpHCmN8/zzzw+nsbl9njJlit3uU089le9rteKq0tP0XcdRGK3Oqu1pNVm1G23lTi8dp16j53nPa34eeugh+17xXjulo82fPz/0xBNPhD7//PNC93F3tv/ZZ5/lWXW6uOnthbWhFDukliD6yqK07XcfGov+NRq/+9146I9j1U/Hqv+Odd+O0pNs8WOixpDEj8VDDAkAyY1BU5S6/OpM6WZPN2xeBQW+3qA2vxsYb4036dOnj613pdo9mzZtyvNabe/jjz+2z9FzC+K9eXJUq0qBp2o8eWsPeZ/jamOp1pV7XDWLVAfOy3ts99xzT6h+/fqhl156yd64jh071tbTchSgd+zYMVSvXj17o1vc63DzzTeHmjVrZmtneU2dOtUej2p1RR5HSaj+3HnnnReutaWaYtFuyN13PVc3KoUNeKi+Xdu2bUM9e/a0P+v8q97SNddcY+uE6TiuvfZa+54o7H2zO9tXPbSSnqfiHANSRxB9ZTR+9qGx7F+jCarfjYf+OBb9dKz671j37ShdiR4/JksMSfxY9P6AGBIAkh+Dpig1AwcODN17773203L9W4XzCwuKvYGv+wQ+2owBefHFF23h9JNOOil0yy23hN5//337eHZ2duiqq64KNWjQIDRixIhcC2S4AFPb1SwfPS+aJ5980hZad/vgvmt7d911V6hu3bqhl19+OdexeQNYFepv3759vkX58wveVWC+U6dONphu2bJlrlkMrm3NGFC7urktTGQbKgKf36DChAkTbJtvvPFGrsf13FGjRhWrDSdyEYOCbsid9evXF3pMbhGIDz74IPThhx+GOnToYH/W7JMHH3zQzg4pzqI3QW8/qDaQOILoK2PVhxbEz/41miD63Vj2x0Vt2+9+Oh77PvrdxJEM8WOix5DEjyVDDAkAyY+apigV3bt3twtEqND+xo0bbU0lFa2///77c9V+Em9dJb1OVFutW7dupl+/fqZu3br5tnHttdeaadOm2TpPxx9/vBk3bpwteL9hwwZbk0kLY/Tp08c8/PDDtlaT6jyplo+rM6XaTaqdpmLqrn0vV2R91qxZdh8bNWoUrpOlOlfaV9WEe+211+zrL7roInPIIYfk2o4Kravov6sH5+VqD/Xt29fWo1KdKdWLU5F2vUbtHXjggeE6RW67On/6t2rRFcbbhuokaeEEFYKPlJOTY7+7mnqientPPvmkmTt3rq3l5OpwFeU4xNXYc/u/zz77mPPOO88+pnpaqp2nRUdOOOGE8LEVVmtpy5YtdhEGUbH8OXPm2EUNHn30UdOmTRtbv2x3+L39oNpA4giir4zG7z60IH73r9EE0e/Gsj8uznH71U/HY99Hv5s4kiF+TIYYkvix+IghASBFxHrUFolP6Uaqo6QZMTk5ObZWmFKY9Mn3sGHDor7O++l6v3797PNbtGhhP5GP/MRbbaie1CeffBLauHFjOG1QMwyUfufSnZR+eNFFF9kZA/o0f968eeFtaCaCnnv//ffnmUmj2Qtq99RTT7X70blz53xn3KjNG264wc5u0KwB1aJzlCKmmQi33357rvQor1WrVtnZAN26dQvP3tE5GzNmTGjixIn5vkY113ScRa375m3DnSvHHY+ui/f6KF1UMzx03lS/a3faiORmMuk90rp1a5tqVxxKp2zVqlWod+/e9hxHzsDY3bRKv7cfVBuIf0H0lQW17WcfWpCg+tdoguh3Y9kfl6Tt0u6n47Hvo9+Nf8kQPyZTDEn8WHzEkACQ/Jhpit2iT9YnTZpkZ6XoU299mq5P8rVC8PDhw83ixYvzvMat2KlPvt0n9lotVJ/MN2vWzG7Da/369WbixInmpJNOsqtNupWHtYqoVgB+4403zC+//GLOPfdcO4tFq5EOHDjQvPLKK3YmQatWrczmzZvtTIbVq1fbWQWRswTUtlSoUMGuQjpz5kzz1FNP2Rk33lWF1aZWU9WKmoMHDzbjx483rVu3tiuVanbBsmXL7Mqu3hlD/3w4YT/F1+qpS5YssSucahaDjl8rVJ555pnhT/nHjh1rj1XHqZWEdR61wmvDhg0LvBb5tRE5k8cdh5vFoFlP2mfNLtI5HDZsWIErIxeljUiaydSuXTuzdetWu9qtZkIUx4knnmg++ugje43cLBPvvuzuavB+bz+oNhDfgugrowmiDy2I3/1rNEH0u7Hsj3en7dLup+Ox76PfjW/JEj8mQwxJ/FhyxJAAkPwYNEWJKchatWqVTbmrU6eODVZdEHvQQQeZQw891AaAd999t70ZrFWrlrnwwgttwOsNfN2/FYxGa0OpigqkXcDrAkp3Q7l8+fLwa5SiVK9ePRsovvfee+all16yKU9KS1SKoILy/ChtSulL7du3t8G0Ur5089qzZ89cQe+//vUv07t3b9OgQQN7Mzhy5Eh7fDVr1rQ3my790UvBrEvd0j4rwHWPu2BVtL1evXrZlC1tc+3atTb9R/utc1qQaG14t++4G4vff//dfPzxx/amYejQoYXeoBenDS8di1LIOnToYK9FcemmwLXjrkNp3mz7vf2g2kDq9pWFtR1EH1oQP/vXaILod2PZH5dG26XZT8dj30e/G5+SLX5M9BiS+HH3EEMCQHJj0BQlpiBLwZ+CwZ9//tnMmDHDHHPMMTYw/PTTT20wrE/59cm76i2pbtv06dPNgw8+GK7zJN5/59dGenq6DSJHjx5tA2MFvC5IVGAta9assd/d4wqO9dzzzz/f1sjSazTTpqDabLphVXCpGQ9NmjSx23E13rxBrwvsNStHda8UyGr7ekztRnLP/+uvv+w5UkCt/cjvBlYzHa688kpbx0773bhxY9OlSxdz+OGHF3gtitOGVK9e3T4+ZMgQG+zpe2E36MVtI1JJ6+J5+X2jHcSNPAOlqSeIvjIe+tCC+NW/RhNEv1sabZe0Py6ttv3op+Ox76PfjS/JFj8mcgxJ/Fh6iCEBIDkxaIoSU8CmLy3ooE/UVWhfN3oK7n788UcbuGlmgD6Zz8rKMjfffLNNN1QQpwUxikoBnYLeKVOmmAULFtjUJxeYuO/RAmctLKBZAkUJZLQNBe1KY9IxRC6OkV/Qq0BXbRTEzS7QDAKdL6WSuX1XgL106VI7q0GzDhR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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sb.set(style=\"ticks\", font_scale=1.25, palette=sb.color_palette()) # crazy big\n", + "\n", + "fig, axs = plt.subplots(2, 3, figsize=(12, 8), layout=\"constrained\", gridspec_kw={\"hspace\": 0.1}, sharey=\"row\") # , sharex=\"col\")\n", + "df_hardware[\"FVOPS per Core\"] = df_hardware[\"FVOPS\"] / df_hardware[\"Number of CPU Cores\"]\n", + "df_hardware[\"CPU Generation\"] = df_hardware[\"CPU Generation\"].apply(lambda x: x.replace(\"-gen)\",\")\"))\n", + "\n", + "df_hardware[\"Cells per Core\"] = df_hardware[\"Number of Cells\"]/ df_hardware[\"Number of CPU Cores\"]\n", + "cellsbin = [1, 8000, 16000, 32000, 64000, 128000, 256000, 512000, 512000*2, 512000*4, 512000*16]\n", + "df_hardware[\"Cells per Core [#]\"] = pd.cut(df_hardware[\"Cells per Core\"], \n", + " bins=cellsbin,\n", + " labels=[\"<\"+str(int((_/1000)))+\"k\" for _ in cellsbin[1:]]\n", + " )\n", + "\n", + "for i,m in enumerate([\"coarse\", \"medium\", \"fine\"]):\n", + " df_filt = df_hardware[df_hardware[\"Mesh\"] == m]\n", + " # get average for mesh and Cells per Core [#] == <8192k\n", + " mean = df_filt[df_filt['Cells per Core [#]'] == \"<2048k\"][\"FVOPS\"].mean()\n", + " \n", + " sb.scatterplot(\n", + " df_filt, x=\"Cells per Core [#]\", y=\"FVOPS\",# color=\"black\",\n", + " #linewidth=0.1,\n", + " size_norm=5, hue=\"CPU Family\", style=\"CPU Generation\", ax=axs[0][i], zorder=20, s=50, linewidth=0,)\n", + " ax = sb.boxplot(df_filt, \n", + " y=\"FVOPS\",\n", + " x=\"Cells per Core [#]\", \n", + " #hue=\"CPU Family\",\n", + " #palette=\"vlag\", \n", + " #color=\"white\",\n", + " whis=(0, 100),\n", + " ax = axs[0][i],\n", + " linewidth=1.5\n", + " #lw=1.2#, title=m\n", + " #, native_scale=True\n", + " )\n", + "\n", + " data = pd.DataFrame.from_dict({\"FVOPS\":[mean, mean*2048/8],\n", + " \"Cells per Core [#]\": [\"<2048k\", \"<8k\"]}\n", + " )\n", + "\n", + " sb.lineplot(data, x= \"Cells per Core [#]\", y=\"FVOPS\", ax=axs[0][i], color='red', linestyle=\"--\")\n", + " \n", + " for patch in ax.patches:\n", + " r, g, b, a = patch.get_facecolor()\n", + " patch.set_facecolor((r, g, b, .01))\n", + " \n", + " ax.set_title(m)\n", + " if i != 2:\n", + " axs[0][i].get_legend().set_visible(False)\n", + " \n", + " df_filt = df_hardware[df_hardware[\"Mesh\"] == m]\n", + " ax = sb.histplot(\n", + " data=df_filt,\n", + " hue=\"CPU Family\",\n", + " x=\"Cells per Core [#]\", \n", + " multiple=\"stack\",\n", + " stat=\"count\", \n", + " ax=axs[1][i],\n", + " ec=\"k\"\n", + " )\n", + " if i != 2:\n", + " axs[1][i].get_legend().set_visible(False)\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", + "\n", + "for i, ax in enumerate(axs[0]):\n", + " ax.set_yscale(\"log\", base=2)\n", + " ax.yaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", + " ax.set_xticklabels(ax.get_xticklabels(), visible=None)\n", + " ax.set_xlabel(\"\")\n", + " ax.invert_xaxis()\n", + "for i, ax in enumerate(axs[1]):\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", + " ax.invert_xaxis()\n", + "\n", + " \n", + "sb.move_legend(axs[0][2], \"upper left\", bbox_to_anchor=(1.05, 0.95))\n", + "sb.move_legend(axs[1][2], \"upper left\", bbox_to_anchor=(1.05, 0.75))\n", + "\n", + "plt.tight_layout()\n", + "op.save_fig(fig, fig_folder, \"scaling_count_cpu\", doSaveFig)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "c88905ce-f876-4480-b8e3-cb04605883dc", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_80328/460253272.py:8: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sb.histplot(\n", + " data=df_hardware,\n", + " hue=\"Mesh\",\n", + " x=\"Cells per Core [#]\", \n", + " multiple=\"stack\",\n", + " stat=\"count\"\n", + " )\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", + "\n", + "#sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "\n", + "#for i, ax in enumerate(axs.axes.flat):\n", + "\n", + " # the function \"1/x\" is its own inverse\n", + " #inverse = one_over\n", + " \n", + " #ax.set_xscale(\"log\", base=2)\n", + " #ax.xaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", + " #ax.set_yscale(\"log\", base=2)\n", + " #ax.yaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", + " #secax = ax.secondary_xaxis('top', functions=(one_over, inverse))\n", + " #secax.set_xlabel('Cells per Core [#]')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "420ce870-fff6-4142-803b-b828ff1add66", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 138, + "id": "dc8ba55d-9da9-4baf-9aa1-948c54cd4910", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_63329/601529467.py:48: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_63329/601529467.py:48: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_63329/601529467.py:48: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_hwtrack/TTS_Cores_facetGrid_alt.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fig, axs = plt.subplots(1, 3, figsize=(12, 4), layout=\"constrained\", gridspec_kw={\"hspace\": 0.1}, sharey=True, sharex=True)\n", + "\n", + "df_hardware[\"Nodes [#]\"] = pd.cut(df_hardware[\"Number of Nodes\"], bins=[0.1,1,2,4,16, 64,64000], labels=[\"1\",\"2\",\"4\",\"16\", \"64\", \">64\"])\n", + "\n", + "coresbin = [1,64,256,1024, 4096, 16384, 32768]\n", + "df_hardware[\"Cores [#]\"] = pd.cut(df_hardware[\"Number of CPU Cores\"], \n", + " bins=coresbin,\n", + " labels=[\"<\"+str(_) for _ in coresbin[1:]])\n", + "\n", + "#df_hardware[\"Year\"] = df_hardware[\"year\"].apply(lambda x: str(x))\n", + "\n", + "\n", + "#cmap = sb.color_palette(\"deep\", len(set(df_hardware[\"year\"])))\n", + "\n", + "for i,m in enumerate([\"fine\", \"medium\", \"coarse\"]):\n", + " df_filt = df_hardware[df_hardware[\"Mesh\"] == m]\n", + " #sb.scatterplot(\n", + " # df_filt, x=\"Cores [#]\", y=\"Time-To-Solution [h]\",# color=\"black\",\n", + " # #linewidth=0.1,\n", + " # size_norm=5, hue=\"CPU Family\", style=\"CPU Generation\", ax=axs[i], zorder=20)\n", + " #df_filt[\"Cells per Core\"] = df_hardware[\"Number of Cells\"]/df_hardware[\"Number of CPU Cores\"]\n", + " ax = sb.lineplot(df_filt, y=\"Time-To-Solution [h]\", x=\"Cores [#]\", \n", + " style=\"CPU Family\",\n", + " hue=\"Year (binned)\", \n", + " #palette=\"vlag\", \n", + " #color=\"white\",\n", + " #whis=(0, 100),\n", + " ax = axs[i],#, title=m\n", + " #, native_scale=True\n", + " )\n", + " for patch in ax.patches:\n", + " r, g, b, a = patch.get_facecolor()\n", + " patch.set_facecolor((r, g, b, .01))\n", + " \n", + "\n", + " ax.set_title(m)\n", + " if i != 2:\n", + " axs[i].get_legend().set_visible(False)\n", + "\n", + "# Add in points to show each observation\n", + "#sb.stripplot(df_hardware, x=\"Nodes\", y=\"Energy-To-Solution [kWh]\", size=4, hue=\"Mesh\", linewidth=0.5)\n", + "\n", + "for ax in axs.flat:\n", + " #ax.set_xscale(\"log\", base=2)\n", + " #ax.xaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", + " ax.set_yscale(\"log\", base=2)\n", + " ax.yaxis.set_major_formatter(FormatStrFormatter('%.4g'))\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", + "\n", + "\n", + "ax.set_yscale(\"log\", base=2)\n", + "sb.move_legend(axs[2], \"upper left\", bbox_to_anchor=(1.05, 1.05))\n", + "op.save_fig(fig, fig_folder, \"TTS_Cores_facetGrid_alt\", doSaveFig)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fe228949-b3cf-46aa-907a-0204d0467195", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "3cc4d6a4-bd1c-4dce-84aa-84f20c361ca4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sb.scatterplot(df_hardware, y=\"Energy-To-Solution [kWh]\", x=\"Cells per Core\", hue=\"Mesh\") #, native_scale=True)\n", + "ax.set_yscale(\"log\", base=2)\n", + "ax.set_xscale(\"log\", base=2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "49b86f62-a6d4-4ef9-9d46-85f241d0144d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_59204/2859918988.py:3: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " ax = sb.boxplot(df_hardware_fine, y=\"Energy-To-Solution [kWh]\", x=\"year\", palette=\"vlag\") #, native_scale=True)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "df_hardware[\"Nodes\"] = pd.cut(df_hardware[\"Number of Nodes\"], bins=[0.1,1,2,16,64000], labels=[\"1\",\"1-2\",\"2-16\", \">16\"])\n", + "df_hardware_fine = df_hardware[df_hardware[\"Mesh\"] == \"fine\"]\n", + "ax = sb.boxplot(df_hardware_fine, y=\"Energy-To-Solution [kWh]\", x=\"year\", palette=\"vlag\") #, native_scale=True)\n", + "# Add in points to show each observation\n", + "sb.stripplot(df_hardware_fine, x=\"year\", y=\"Energy-To-Solution [kWh]\", size=4, hue=\"Time-To-Solution [h]\", linewidth=0.5)\n", + "ax.set_yscale(\"log\", base=2)\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "7a6101f3-c196-4a96-ae4d-6f04a907592b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sb.histplot(df_hardware, x=\"Mesh\",\n", + " hue=\"Nodes\",\n", + " #hue=\"Contributor ID\", \n", + " multiple=\"fill\",\n", + " stat=\"percent\",\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "19", + "metadata": {}, + "source": [ + "# Strong Scaling" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "557e0788-3a98-4b1d-ab41-e41dab61b042", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn import datasets, linear_model\n", + "from sklearn.linear_model import LinearRegression\n", + "from scipy.optimize import curve_fit\n", + "from scipy.stats import expon\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "20", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_63329/1965200703.py:18: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " popt, pcov = curve_fit(tts, X.values.ravel(), y.values.ravel())\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_63329/1965200703.py:18: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " popt, pcov = curve_fit(tts, X.values.ravel(), y.values.ravel())\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_63329/1965200703.py:18: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " popt, pcov = curve_fit(tts, X.values.ravel(), y.values.ravel())\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_63329/1965200703.py:18: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " popt, pcov = curve_fit(tts, X.values.ravel(), y.values.ravel())\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_63329/1965200703.py:18: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " popt, pcov = curve_fit(tts, X.values.ravel(), y.values.ravel())\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_63329/1965200703.py:4: RuntimeWarning: overflow encountered in exp\n", + " return a * np.exp(-b * nc) + c\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_63329/1965200703.py:18: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " popt, pcov = curve_fit(tts, X.values.ravel(), y.values.ravel())\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_63329/1965200703.py:18: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " popt, pcov = curve_fit(tts, X.values.ravel(), y.values.ravel())\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sb.scatterplot(df_hw_coarse.sort_values(\"CPU Family\"),x=\"Number of CPU Cores\", y=\"Time-To-Solution [h]\", hue=\"CPU Family\", style=\"CPU Generation\")\n", + "\n", + "def tts(nc, a, b, c):\n", + " return a * np.exp(-b * nc) + c\n", + " \n", + "gen = set(df_hw_coarse[\"CPU Generation\"])\n", + "\n", + "for g in gen:\n", + " df_filt = df_hw_coarse[df_hw_coarse[\"CPU Generation\"] == g]\n", + " \n", + " X = df_filt[[\"Number of CPU Cores\"]]\n", + " y = df_filt[[\"Time-To-Solution [h]\"]]\n", + "\n", + "#regressor = LinearRegression()\n", + "#regressor.fit(X, y_fit)\n", + "#y_pred = regressor.predict(X)\n", + " try:\n", + " popt, pcov = curve_fit(tts, X.values.ravel(), y.values.ravel())\n", + " #popt, pcov = curve_fit(tts, X.values, y.values)\n", + " plt.plot(np.array([10,32000]), tts(np.array([10,32000]), *popt), color = 'blue')\n", + " except:\n", + " continue\n", + "\n", + "ax.set(xscale=\"log\", title=\"Coarse Mesh\")\n", + "ax.set_yscale(\"log\", base=2)\n", + "\n", + "ax.yaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "addSecondaryAxisCellsPerCore(ax, size_coarse)\n", + "fig = ax.get_figure()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "21", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_hwtrack/strong_scaling_coarse.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Use only CPUs with more than one entry per submodel\n", + "df_hw_coarse_scaling = df_hw_coarse[df_hw_coarse.groupby(\"CPU Submodel\")[\"CPU Submodel\"].transform(len) > 2]\n", + "ax = sb.regplot(df_hw_coarse_scaling.sort_values(\"CPU Family\"), x=\"Number of CPU Cores\", y=\"Time-To-Solution [h]\", \n", + " #hue=\"CPU Family\",\n", + " #style=\"CPU Generation\",\n", + " #marker='s', markersize=5\n", + " # order=0,\n", + " lowess=True,\n", + " #robust=True,\n", + " #logx=True\n", + " )\n", + "ax = sb.scatterplot(df_hw_coarse_scaling.sort_values(\"CPU Family\"), x=\"Number of CPU Cores\", y=\"Time-To-Solution [h]\",\n", + " hue=\"CPU Family\", style=\"CPU Generation\",\n", + " #marker='s', markersize=5\n", + " )\n", + "ax.set(xscale=\"log\", title=\"Coarse Mesh\")\n", + "ax.set_yscale(\"log\", base=2)\n", + "ax.yaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", + "addSecondaryAxisCellsPerCore(ax, size_coarse)\n", + "#sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "fig = ax.get_figure()\n", + "op.save_fig(fig, fig_folder, \"strong_scaling_coarse\", doSaveFig)" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "id": "22", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_hwtrack/strong_scaling_medium.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Use only CPUs with more than one entry per submodel\n", + "df_hw_medium_scaling = df_hw_medium[df_hw_medium.groupby(\"CPU Submodel\")[\"CPU Submodel\"].transform(len) > 2]\n", + "ax = sb.lineplot(df_hw_medium_scaling.sort_values(\"CPU Family\"), x=\"Number of CPU Cores\", y=\"Time-To-Solution [h]\", hue=\"CPU Family\", style=\"CPU Generation\", marker='s', markersize=5)\n", + "ax.set(xscale=\"log\", title=\"Medium Mesh\")\n", + "ax.set_yscale(\"log\", base=2)\n", + "ax.yaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", + "addSecondaryAxisCellsPerCore(ax, size_medium)\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "fig = ax.get_figure()\n", + "op.save_fig(fig, fig_folder, \"strong_scaling_medium\", doSaveFig)" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "id": "23", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_hwtrack/strong_scaling_fine.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" ] @@ -1026,7 +3795,7 @@ ], "copyrightYear": 2025, "kernelspec": { - "display_name": "py3.12", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1040,7 +3809,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.3" + "version": "3.13.1" }, "license": "The MIT License (MIT)" }, diff --git a/Overview.ipynb b/Overview.ipynb index 451535c..528e548 100644 --- a/Overview.ipynb +++ b/Overview.ipynb @@ -329,7 +329,7 @@ ], "copyrightYear": 2025, "kernelspec": { - "display_name": "py3.12", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -343,7 +343,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.3" + "version": "3.13.1" }, "license": "The MIT License (MIT)" }, diff --git a/SWTrack.ipynb b/SWTrack.ipynb index 585ec8b..7fe32f0 100644 --- a/SWTrack.ipynb +++ b/SWTrack.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 1, "id": "1", "metadata": {}, "outputs": [], @@ -22,12 +22,13 @@ "import datetime\n", "import traceback\n", "from scipy.optimize import curve_fit\n", - "import pathlib" + "import pathlib\n", + "from matplotlib import pyplot as plt" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 2, "id": "2", "metadata": {}, "outputs": [ @@ -35,30 +36,24 @@ "name": "stdout", "output_type": "stream", "text": [ - "last time the data was updated 2025-09-05 13:41:16.846264 by sles\n", - "03_OHC1_DrivAer_Result_Template_v3 Ruggero Poletto.xlsm: No energy data found\n" + "last time the data was updated 2026-03-27 08:31:56.368997 by go\n", + "03_OHC1_DrivAer_Result_Template_v3 Ruggero Poletto.xlsm: No energy data found\n", + "05_Huawei_OHC1_DrivAer_Result_Software_MxP_Fine.xlsm: number of timestep != number of wall clock time, assuming partial run\n", + "05_Huawei_OHC1_DrivAer_Result_Software_MxP_Fine.xlsm: trying to fill wct, this makes only sense if N/A cases are contiguously to the right at the moment\n", + "05_Huawei_OHC1_DrivAer_Result_Software_MxP_Fine.xlsm: No energy data found\n", + "08_OHC1_DrivAer_Result_inductiva_65M Gabriel Marcos Magalhães.xlsm: No energy data found\n", + "10_Olenik_OHC1_FTP_S_MILAN250_CPU.xlsm: No energy data found\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/home/sles/.venvs/py3.12/lib/python3.12/site-packages/openpyxl/worksheet/_reader.py:329: UserWarning: Conditional Formatting extension is not supported and will be removed\n", + "/Users/go/venvs/neofoam/lib/python3.13/site-packages/openpyxl/worksheet/_reader.py:329: UserWarning: Conditional Formatting extension is not supported and will be removed\n", " warn(msg)\n", - "/home/sles/.venvs/py3.12/lib/python3.12/site-packages/openpyxl/worksheet/_reader.py:329: UserWarning: Conditional Formatting extension is not supported and will be removed\n", + "/Users/go/venvs/neofoam/lib/python3.13/site-packages/openpyxl/worksheet/_reader.py:329: UserWarning: Conditional Formatting extension is not supported and will be removed\n", " warn(msg)\n" ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10_Olenik_OHC1_FTP_S_MILAN250_CPU.xlsm: No energy data found\n", - "08_OHC1_DrivAer_Result_inductiva_65M Gabriel Marcos Magalhães.xlsm: No energy data found\n", - "05_Huawei_OHC1_DrivAer_Result_Software_MxP_Fine.xlsm: number of timestep != number of wall clock time, assuming partial run\n", - "05_Huawei_OHC1_DrivAer_Result_Software_MxP_Fine.xlsm: trying to fill wct, this makes only sense if N/A cases are contiguously to the right at the moment\n", - "05_Huawei_OHC1_DrivAer_Result_Software_MxP_Fine.xlsm: No energy data found\n" - ] } ], "source": [ @@ -68,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 3, "id": "3", "metadata": {}, "outputs": [ @@ -76,9 +71,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/sles/.venvs/py3.12/lib/python3.12/site-packages/openpyxl/worksheet/_reader.py:329: UserWarning: Conditional Formatting extension is not supported and will be removed\n", + "/Users/go/venvs/neofoam/lib/python3.13/site-packages/openpyxl/worksheet/_reader.py:329: UserWarning: Conditional Formatting extension is not supported and will be removed\n", " warn(msg)\n", - "/home/sles/.venvs/py3.12/lib/python3.12/site-packages/openpyxl/worksheet/_reader.py:329: UserWarning: Conditional Formatting extension is not supported and will be removed\n", + "/Users/go/venvs/neofoam/lib/python3.13/site-packages/openpyxl/worksheet/_reader.py:329: UserWarning: Conditional Formatting extension is not supported and will be removed\n", " warn(msg)\n" ] } @@ -103,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 4, "id": "4", "metadata": {}, "outputs": [], @@ -112,12 +107,158 @@ "df_software = dfs[dfs[\"Track\"] == \"Software Track\"]\n", "\n", "fig_folder = \"figures_swtrack\"\n", - "doSaveFig = False # Set to True to save figures" + "doSaveFig = True # Set to True to save figures" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 9, + "id": "91b4983d-52bf-4390-b4bd-94d2537bc432", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_swtrack/Count_Mesh_Track.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sb.set(style=\"ticks\", font_scale=1.25, palette=sb.color_palette()) # crazy big\n", + "dfs['Track'] = dfs['Track'].apply(lambda x: x.split()[0])\n", + "dfs['Mesh'] = pd.Categorical(dfs['Mesh'], ['coarse','medium','fine'])\n", + "ax = sb.histplot(dfs, x=\"Mesh\",\n", + " hue=\"Track\",\n", + " #hue=\"Contributor ID\", \n", + " multiple=\"stack\",\n", + " stat=\"count\",\n", + " ec=\"k\"\n", + " )\n", + "ax.set_aspect(0.05)\n", + "\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "plt.tight_layout()\n", + "op.save_fig(ax.get_figure(), fig_folder, \"Count_Mesh_Track\", doSaveFig)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "98a9eb44-78d1-4be2-89a0-ebc257a92b2a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/4246307649.py:30: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " plt.tight_layout()\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/4246307649.py:30: UserWarning: The figure layout has changed to tight\n", + " plt.tight_layout()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_swtrack/Count_Nodes_Category.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_software[\"Nodes [#]\"] = pd.cut(\n", + " df_software[\"Number of Nodes\"], \n", + " bins=[0.01,1,2,4,16, 64,64000], \n", + " labels=[\"1\",\"2\",\"2-4\",\"4-16\", \"16-64\", \">64\"])\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(8, 4), layout=\"constrained\", gridspec_kw={\"hspace\": 0.5, 'width_ratios': [1, 6]}, sharey=True)\n", + "df_software[\"Optimization Category\"] = df_software[\"Software Optimization Category\"]\n", + "df_software['Track'] = df_software['Track'].apply(lambda x: x.split()[0])\n", + "\n", + "ax = sb.histplot(df_software, x=\"Track\",\n", + " hue=\"Optimization Category\",\n", + " #hue=\"Contributor ID\", \n", + " multiple=\"fill\",\n", + " stat=\"percent\",\n", + " ax=axs[0],\n", + " ec=\"k\"\n", + " )\n", + "axs[0].get_legend().set_visible(False)\n", + "\n", + "ax = sb.histplot(df_software, x=\"Nodes [#]\",\n", + " hue=\"Optimization Category\",\n", + " #hue=\"Contributor ID\", \n", + " multiple=\"fill\",\n", + " stat=\"percent\",\n", + " ax=axs[1],\n", + " ec=\"k\"\n", + " )\n", + "\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "plt.tight_layout()\n", + "op.save_fig(ax.get_figure(), fig_folder, \"Count_Nodes_Category\", doSaveFig)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "b21552c3-bd48-4477-8621-466124a187cf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_swtrack/Count_Nodes_Category.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sb.histplot(df_software, x=\"Track\",\n", + " hue=\"Software Optimization Category\",\n", + " #hue=\"Contributor ID\", \n", + " multiple=\"fill\",\n", + " stat=\"percent\"\n", + " )\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "plt.tight_layout()\n", + "op.save_fig(ax.get_figure(), fig_folder, \"Count_Nodes_Category\", doSaveFig)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, "id": "5", "metadata": {}, "outputs": [], @@ -133,57 +274,38 @@ }, { "cell_type": "code", - "execution_count": 27, - "id": "6", + "execution_count": 84, + "id": "ba14d309-833d-457c-8b1d-cf2f4887efce", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Index(['Contributor Affiliation', 'File Name', 'Run Wall-Clock Time [s]',\n", - " 'Pre-Processing Wall-Clock Time [s]', 'Storage File-System',\n", - " 'Number of CPU Cores', 'Number of GPU Devices', 'Number of Nodes',\n", - " 'CPU Family', 'CPU Model', 'CPU Submodel', 'CPU Generation',\n", - " 'GPU Model', 'Mesh', 'System TDP [W]', 'Number of Cells',\n", - " 'Time per Iteration [s]', 'Track', 'OpenFOAM Flavor',\n", - " 'Run Consumed Energy [kWh]', 'Decomposition Method', 'Last-Level Cache',\n", - " 'Network Interconnect', 'Renumbering Method', 'Contributor ID',\n", - " 'Is Partial', 'Is Energy Reported', 'Software Optimization Category',\n", - " 'Total Core Time [s]', 'Total Node Time [s]',\n", - " 'Energy per Iteration [J]', 'Energy per Iteration [kJ]',\n", - " 'Energy-To-Solution [kWh]', 'Time-To-Solution [h]',\n", - " 'Core-Time-To-Solution [h]', 'Node-Time-To-Solution [h]', 'FVOPS',\n", - " 'FVOPS per Energy', 'FVOPS per Energy per Iteration', 'FVOPS per Node'],\n", - " dtype='object')" + "{'CoherentIO',\n", + " 'Decomposer',\n", + " 'FullGPUPort',\n", + " 'LinearSolverOffload',\n", + " 'MixedPrecission',\n", + " 'Multilevel',\n", + " 'Other',\n", + " 'Selective'}" ] }, - "execution_count": 27, + "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "dfs.columns" + "set(dfs['Software Optimization Category'])" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 85, "id": "7", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_893593/4055474467.py:1: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " df_software[\"Type\"] = \"Other\"\n" - ] - }, { "data": { "text/plain": [ @@ -201,11 +323,11 @@ " 'Energy-To-Solution [kWh]', 'Time-To-Solution [h]',\n", " 'Core-Time-To-Solution [h]', 'Node-Time-To-Solution [h]', 'FVOPS',\n", " 'FVOPS per Energy', 'FVOPS per Energy per Iteration', 'FVOPS per Node',\n", - " 'Type'],\n", - " dtype='object')" + " 'Nodes [#]', 'Optimization Category', 'Type'],\n", + " dtype='str')" ] }, - "execution_count": 28, + "execution_count": 85, "metadata": {}, "output_type": "execute_result" } @@ -217,7 +339,11 @@ "df_software.loc[df_software[\"Contributor Affiliation\"] == \"KIT/TUM\", \"Type\"] = \"GPU Plugin\"\n", "df_software_fine = df_software[df_software[\"Mesh\"]==\"fine\"]\n", "df_hardware_fine = df_hardware[df_hardware[\"Mesh\"]==\"fine\"]\n", - "\n", + "df_software_coarse = df_software[df_software[\"Mesh\"]==\"coarse\"]\n", + "df_hardware_coarse = df_hardware[df_hardware[\"Mesh\"]==\"coarse\"]\n", + "df_software_medium = df_software[df_software[\"Mesh\"]==\"medium\"]\n", + "df_hardware_medium = df_hardware[df_hardware[\"Mesh\"]==\"medium\"]\n", + "df_software_wo_GPU = df_software[df_software[\"Type\"] != \"Full GPU port\"]\n", "\n", "df_software.columns" ] @@ -232,7 +358,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 86, "id": "9", "metadata": {}, "outputs": [ @@ -242,10 +368,10 @@ "text": [ "\n", "total number of valid entries: 62 / 237,\n", - "Contributor ID: {'05', '01', '10', '04', '15'} ,\n", + "Contributor ID: {'10', '15', '01', '04', '05'} ,\n", "software track entries 62 ,\n", - "processesed 7 different CPU vendors {'LX2', 'Core', 'Xeon', 'Fujitsu', 'EPYC', 'Neoverse', 'Instinct'},\n", - "processesed 4 different GPUmodels {'NVIDIA A100-40', 'N/A', 'NVIDIA A100-64', 'AMD MI100'},\n", + "processesed 7 different CPU vendors {'Instinct', 'EPYC', 'LX2', 'Core', 'Neoverse', 'Xeon', 'Fujitsu'},\n", + "processesed 4 different GPUmodels {'NVIDIA A100-40', 'NVIDIA A100-64', 'AMD MI100', 'N/A'},\n", "-------------------\n", "break-down by CPU model: CPU Model\n", "EPYC 106\n", @@ -253,8 +379,8 @@ "LX2 25\n", "Fujitsu 18\n", "Neoverse 7\n", - "Instinct 1\n", "Core 1\n", + "Instinct 1\n", "Name: count, dtype: int64\n", "-------------------\n", "-------------------\n", @@ -268,17 +394,28 @@ "max nodes 256,\n", "max cores 32768,\n", "min wall clc 0.0,\n", - "min time step software 0.116968,\n", - "min time step hardware 0.3748,\n", - "min energy software 1867.34275 [Ws],\n", - "min energy hardware 2613.0 [Ws],\n", + "min time step software fine 0.319962533001001,\n", + "min time step hardware fine 0.3748,\n", + "min time step hardware factor 0.1463112780122705,\n", + "min time step software medium 0.3618,\n", + "min time step hardware medium 0.651198350911726,\n", + "min time step hardware factor 0.44440891244049807,\n", + "min time step software coarse 0.116968,\n", + "min time step hardware coarse 0.4179,\n", + "min time step hardware factor 0.7201052883464943,\n", + "\n", + "min energy software 1867.34275 [J],\n", + "min energy hardware 2613.0 [J],\n", "max FVOPS 737.5863598356426 [MFVOPS],\n", "max FVOPS 629.6691568836712 [MFVOPS],\n", + "max FVOPS/node 58.70646766169155 [MFVOPS],\n", + "max FVOPS/node 36.16636528028933 [MFVOPS],\n", + "max FVOPS/node 14.026758739749676 [MFVOPS],\n", "max energy 236.86655999999996 [kWh],\n", "total reported energy consumption 4785.149739199097 kWh, bringing 0.020584561482113878 olympic swimming pools worth of water to a boil\n", - "decomposition methods {'N/A', 'hierarchical', 'scotch', 'custom', 'hierarquical', 'Multilevel Scotch', 'Scotch', 'standard', 'Hierarchical'},\n", + "decomposition methods {'Multilevel Scotch', 'hierarchical', 'hierarquical', 'Scotch', 'standard', 'Hierarchical', 'custom', 'scotch', 'N/A'},\n", "renumbering methods {'CuthillMcKee', 'RCM', 'N/A', 'standard'}\n", - "network {'HDR100HCA 100 Gbps', 'NVLink 3.0 + Mellanox HDR Infiniband', 'N/A', 'Infiniband NDR 200', 'ConnectX NDR200 100 Gb/s', 'NDR 200 Infinband', 'InfiniBand (IB) HDR 200Gb/s', '-', 'RoCE', '/', 'IB FDR10 40Gb/s', 'IB EDR 100Gb/s', 'Infiniband QDR 40GBs', 'Slingshot-11 200 Gb/s', '200 Gbps NVIDIA Mellanox HDR InfiniBand', 'InfiniBand HDR ', 'Mellanox HDR Infiniband', 'NVIDIA ConnectX-6 100Gb/s'},\n", + "network {'HDR100HCA 100 Gbps', 'Mellanox HDR Infiniband', 'NVIDIA ConnectX-6 100Gb/s', 'RoCE', 'InfiniBand HDR ', 'Infiniband QDR 40GBs', 'IB EDR 100Gb/s', '/', 'Slingshot-11 200 Gb/s', '200 Gbps NVIDIA Mellanox HDR InfiniBand', 'NDR 200 Infinband', 'IB FDR10 40Gb/s', 'NVLink 3.0 + Mellanox HDR Infiniband', 'InfiniBand (IB) HDR 200Gb/s', 'ConnectX NDR200 100 Gb/s', '-', 'N/A', 'Infiniband NDR 200'},\n", "\n" ] } @@ -300,12 +437,23 @@ "max nodes {max(dfs['Number of Nodes'])},\n", "max cores {max(dfs['Number of CPU Cores'])},\n", "min wall clc {min(dfs['Run Wall-Clock Time [s]'])},\n", - "min time step software {min(df_software['Time per Iteration [s]'])},\n", - "min time step hardware {min(df_hardware['Time per Iteration [s]'])},\n", - "min energy software {min(df_software['Energy per Iteration [J]'])} [Ws],\n", - "min energy hardware {min(df_hardware['Energy per Iteration [J]'])} [Ws],\n", + "min time step software fine {min(df_software_fine['Time per Iteration [s]'])},\n", + "min time step hardware fine {min(df_hardware_fine['Time per Iteration [s]'])},\n", + "min time step hardware factor {1-min(df_software_fine['Time per Iteration [s]'])/min(df_hardware_fine['Time per Iteration [s]'])},\n", + "min time step software medium {min(df_software_medium['Time per Iteration [s]'])},\n", + "min time step hardware medium {min(df_hardware_medium['Time per Iteration [s]'])},\n", + "min time step hardware factor {1-min(df_software_medium['Time per Iteration [s]'])/min(df_hardware_medium['Time per Iteration [s]'])},\n", + "min time step software coarse {min(df_software_coarse['Time per Iteration [s]'])},\n", + "min time step hardware coarse {min(df_hardware_coarse['Time per Iteration [s]'])},\n", + "min time step hardware factor {1-min(df_software_coarse['Time per Iteration [s]'])/min(df_hardware_coarse['Time per Iteration [s]'])},\n", + "\n", + "min energy software {min(df_software['Energy per Iteration [J]'])} [J],\n", + "min energy hardware {min(df_hardware['Energy per Iteration [J]'])} [J],\n", "max FVOPS {max(df_software['FVOPS'])/1e6} [MFVOPS],\n", "max FVOPS {max(df_hardware['FVOPS'])/1e6} [MFVOPS],\n", + "max FVOPS/node {max(df_software['FVOPS per Node'])/1e6} [MFVOPS],\n", + "max FVOPS/node {max(df_software_wo_GPU['FVOPS per Node'])/1e6} [MFVOPS],\n", + "max FVOPS/node {max(df_hardware['FVOPS per Node'])/1e6} [MFVOPS],\n", "max energy {max(dfs['Energy-To-Solution [kWh]'])} [kWh],\n", "total reported energy consumption {sum(dfs['Energy-To-Solution [kWh]'])} kWh, bringing {sum(dfs['Energy-To-Solution [kWh]'])/e} olympic swimming pools worth of water to a boil\n", "decomposition methods {set(dfs[\"Decomposition Method\"])},\n", @@ -316,13 +464,20 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 87, "id": "10", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_swtrack/wct_cores_mesh.png\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -339,6 +494,14 @@ "op.save_fig(fig, fig_folder, \"wct_cores_mesh\", doSaveFig)" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "427669f2-f5ea-4b35-bfe9-001723fb984f", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "id": "11", @@ -349,13 +512,118 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 88, + "id": "d3784bba-7129-411f-9e19-2620ae192261", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn import datasets, linear_model\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.preprocessing import PolynomialFeatures\n", + "from scipy.optimize import curve_fit\n", + "from scipy.stats import expon\n", + "import numpy as np\n", + "\n", + "def fvops(nc, a, b):\n", + " return a * nc + b\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "7abb1339-c1fb-4bce-81ea-c41ae3240f44", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'df_hw_coarse' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[91]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m gen = \u001b[38;5;28mset\u001b[39m(\u001b[43mdf_hw_coarse\u001b[49m[\u001b[33m\"\u001b[39m\u001b[33mCPU Generation\u001b[39m\u001b[33m\"\u001b[39m])\n\u001b[32m 3\u001b[39m \u001b[38;5;66;03m#for g in gen:\u001b[39;00m\n\u001b[32m 4\u001b[39m \u001b[38;5;66;03m# df_filt = df_hw_coarse[df_hw_coarse[\"CPU Generation\"] == g]\u001b[39;00m\n\u001b[32m 5\u001b[39m \u001b[38;5;66;03m# \u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 16\u001b[39m \u001b[38;5;66;03m# except:\u001b[39;00m\n\u001b[32m 17\u001b[39m \u001b[38;5;66;03m# continue\u001b[39;00m\n\u001b[32m 19\u001b[39m ax.set(xscale=\u001b[33m\"\u001b[39m\u001b[33mlog\u001b[39m\u001b[33m\"\u001b[39m, title=\u001b[33m\"\u001b[39m\u001b[33mCoarse Mesh\u001b[39m\u001b[33m\"\u001b[39m)\n", + "\u001b[31mNameError\u001b[39m: name 'df_hw_coarse' is not defined" + ] + } + ], + "source": [ + "gen = set(df_hw_coarse[\"CPU Generation\"])\n", + "\n", + "#for g in gen:\n", + "# df_filt = df_hw_coarse[df_hw_coarse[\"CPU Generation\"] == g]\n", + "# \n", + "# X = df_filt[[\"Number of CPU Cores\"]]\n", + "# y = df_filt[[\"Time-To-Solution [h]\"]]\n", + "\n", + "#regressor = LinearRegression()\n", + "#regressor.fit(X, y_fit)\n", + "#y_pred = regressor.predict(X)\n", + "# try:\n", + "# popt, pcov = curve_fit(tts, X.values.ravel(), y.values.ravel())\n", + "# #popt, pcov = curve_fit(tts, X.values, y.values)\n", + "# plt.plot(np.array([10,32000]), tts(np.array([10,32000]), *popt), color = 'blue')\n", + "# except:\n", + "# continue\n", + "\n", + "ax.set(xscale=\"log\", title=\"Coarse Mesh\")\n", + "ax.set_yscale(\"log\", base=2)\n", + "\n", + "ax.yaxis.set_major_formatter(FormatStrFormatter('%.2g'))\n", + "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", + "addSecondaryAxisCellsPerCore(ax, size_coarse)\n", + "fig = ax.get_figure()\n", + "\n", + "ax = sb.lineplot(\n", + " df_software_fine,\n", + " x=\"Number of Nodes\",\n", + " y=\"FVOPS\", \n", + " hue=\"Software Optimization Category\",\n", + " marker=\"o\"\n", + ")#, style=\"GPU Model\")\n", + "ax.set(yscale=\"log\", xscale=\"log\", title=\" Software Track\")\n", + "\n", + "ax = sb.scatterplot(\n", + " df_software_fine,\n", + " x=\"Number of Nodes\",\n", + " y=\"FVOPS\", \n", + " hue=\"Software Optimization Category\",\n", + ")#, style=\"GPU Model\")" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "b8c70043-aed0-406b-8121-1921084f4420", + "metadata": {}, + "outputs": [], + "source": [ + "df_wiki = df_hardware[df_hardware[\"Contributor Affiliation\"] == \"Wikki GmbH\"]\n", + "df_wiki_lumi = df_wiki[df_wiki[\"File Name\"] == \"01_Wikki_OHC1_DrivAer_Result_hardware_236M.xlsm\"]\n", + "df_wiki_lumi = df_wiki_lumi[df_wiki_lumi[\"CPU Family\"] == \"AMD\"] " + ] + }, + { + "cell_type": "code", + "execution_count": 93, "id": "12", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 CoherentIO\n", + "1 MixedPrecission\n", + "2 Decomposer\n", + "3 FullGPUPort\n", + "4 Selective\n", + "saving figure to figures_swtrack/FVOPS_Nodes_GPUOptimizationType_Fine_fit.png\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -365,22 +633,85 @@ } ], "source": [ - "ax = sb.scatterplot(df_software,x=\"Number of Nodes\", y=\"FVOPS\", hue=\"Type\", style=\"GPU Model\")\n", - "ax.set(xscale=\"log\", yscale=\"log\", title=\" Software Track\")\n", + "import matplotlib.patches as mpatches\n", + "\n", + "df_software_fine = df_software[df_software[\"Mesh\"] == \"fine\"]\n", + "\n", + "gen = set(df_software_fine[\"Software Optimization Category\"])\n", + "hf, ha = plt.subplots(1,1)\n", + "handles, labels = ha.get_legend_handles_labels()\n", + "patches = []\n", + "\n", + "colors = sb.color_palette(\"tab10\", 6) # [\"green\", \"blue\", \"red\", \"black\", \"cyan\"]\n", + "\n", + "for i,g in enumerate(gen):\n", + " print(i, g)\n", + " df_filt = df_software_fine[ df_software_fine[\"Software Optimization Category\"] == g]\n", + "\n", + " ax = sb.scatterplot(\n", + " df_filt,\n", + " x=\"Number of Nodes\",\n", + " y=\"FVOPS\", \n", + " color=colors[i],\n", + " ax = ha\n", + " )\n", + "\n", + " # manually define a new patch \n", + " patches.append(mpatches.Patch(label=g, color=colors[i]))\n", + " \n", + " # handles is a list, so append manual patch\n", + " # handles.append(patch) \n", + "\n", + " if g == \"Selective\":\n", + " continue\n", + " X = df_filt[[\"Number of Nodes\"]]\n", + " y = df_filt[[\"FVOPS\"]]\n", + " \n", + " poly_features = PolynomialFeatures(degree=2)\n", + " X_ploy = poly_features.fit_transform(X) # convert the original feature to polynomial feature\n", + "\n", + " lin_reg = LinearRegression()\n", + " lin_reg.fit(X_ploy,y)\n", + " \n", + " X_new = np.sort(X,axis = 0) # in order to plot the line of the model, we need to sort the the value of x-axis\n", + " X_ploy = poly_features.fit_transform(X) # convert the original feature to polynomial feature\n", + "\n", + " X_new_ploy = poly_features.fit_transform(X_new) # compute the polynomial features \n", + " y_predict = lin_reg.predict(X_new_ploy) # make predictions using trained Linear Regression model\n", + "\n", + " \n", + " #popt, pcov = curve_fit(fvops, X.values.ravel(), y.values.ravel())\n", + " #plt.plot(np.array([1,512]), fvops(np.array([1,512]), *popt), color = colors[i], linestyle=\":\")\n", + " plt.plot(X_new, y_predict, color = colors[i],linestyle=\"-.\")\n", + "\n", + "\n", + "sb.lineplot(df_wiki_lumi, x=\"Number of Nodes\", y=\"FVOPS\", color=\"black\", linewidth=1.5, linestyle=\"-.\")\n", + "patches.append(mpatches.Patch(label=\"Hardware Track\", color=\"black\"))\n", + "handles.extend(patches)\n", + "plt.legend(handles=handles)\n", + "\n", + "ax.set(yscale=\"log\", xscale=\"log\", title=\" Software Track\")\n", "sb.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", "fig = ax.get_figure()\n", - "op.save_fig(fig, fig_folder, \"FVOPS_Nodes_GPUOptimizationType\", doSaveFig)" + "op.save_fig(fig, fig_folder, \"FVOPS_Nodes_GPUOptimizationType_Fine_fit\", doSaveFig)" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 94, "id": "13", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_swtrack/FVOPS_Energy_OptimizationCat.png\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -568,7 +899,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 16, "id": "22", "metadata": {}, "outputs": [ @@ -576,17 +907,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_893593/2364517994.py:7: FutureWarning: \n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/2364517994.py:7: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sb.boxplot(\n", - "/tmp/ipykernel_893593/2364517994.py:11: FutureWarning: \n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/2364517994.py:11: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sb.boxplot(\n", - "/tmp/ipykernel_893593/2364517994.py:15: FutureWarning: \n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/2364517994.py:15: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", "\n", @@ -595,7 +926,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -634,7 +965,62 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 61, + "id": "a43c53ae-b80a-442b-8da9-704695f17f63", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['__add__',\n", + " '__class__',\n", + " '__class_getitem__',\n", + " '__contains__',\n", + " '__delattr__',\n", + " '__dir__',\n", + " '__doc__',\n", + " '__eq__',\n", + " '__format__',\n", + " '__ge__',\n", + " '__getattribute__',\n", + " '__getitem__',\n", + " '__getnewargs__',\n", + " '__getstate__',\n", + " '__gt__',\n", + " '__hash__',\n", + " '__init__',\n", + " '__init_subclass__',\n", + " '__iter__',\n", + " '__le__',\n", + " '__len__',\n", + " '__lt__',\n", + " '__mul__',\n", + " '__ne__',\n", + " '__new__',\n", + " '__reduce__',\n", + " '__reduce_ex__',\n", + " '__repr__',\n", + " '__rmul__',\n", + " '__setattr__',\n", + " '__sizeof__',\n", + " '__str__',\n", + " '__subclasshook__',\n", + " 'count',\n", + " 'index']" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dir()#.to_hex()" + ] + }, + { + "cell_type": "code", + "execution_count": 74, "id": "23", "metadata": {}, "outputs": [ @@ -642,22 +1028,32 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_893593/2755085759.py:1: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sb.boxplot(\n", - "/tmp/ipykernel_893593/2755085759.py:9: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/2769352961.py:18: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " ax.set_yticklabels([\"Cd\"], size = 15)\n", - "/tmp/ipykernel_893593/2755085759.py:10: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", - " ax.set_xticklabels(ax.get_xticks(), size = 15)\n" + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/2769352961.py:19: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_yticklabels(ax.get_yticks(), size = 15)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/2769352961.py:33: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_yticklabels([\"Cl\"], size = 15)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/2769352961.py:34: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_yticklabels(ax.get_yticks(), size = 15)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/2769352961.py:51: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_yticklabels([\"Cs\"], size = 15)\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/2769352961.py:52: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_yticklabels(ax.get_yticks(), size = 15)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to figures_swtrack/validation.png\n" ] }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -665,25 +1061,69 @@ } ], "source": [ + "fig, axs = plt.subplots(1, 3, figsize=(6, 9), layout=\"constrained\", \n", + " #gridspec_kw={\"hspace\": 0.1},\n", + " sharey=False, sharex=False)\n", + "c = sb.color_palette(\"pastel\")\n", "\n", "sb.boxplot(\n", - " dsfs_clean, x=\"cd_mean\", y=\"Cd mean\",\n", - " whis=[0, 100], width=.6, palette=\"vlag\"\n", + " dsfs_clean, y=\"cd_mean\", x=\"Cd mean\",\n", + " whis=[0, 100], width=.6, \n", + " #palette=\"vlag\",\n", + " ax=axs[0],\n", + " color=c[0],\n", ")\n", - "ax = sb.stripplot(dsfs_clean, x=\"cd_mean\", y=\"Cd mean\", size=0.5, color=\".3\")\n", "\n", - "ax.set_xlabel('Mean value', fontsize=15)\n", - "ax.set_ylabel('')\n", + "ax = sb.stripplot(dsfs_clean, y=\"cd_mean\", x=\"Cd mean\", size=4, color=\".3\", ax=axs[0], jitter = 0.01)\n", + "\n", + "ax.set_ylabel('Mean value', fontsize=15)\n", + "ax.set_xlabel('')\n", "ax.set_yticklabels([\"Cd\"], size = 15)\n", - "ax.set_xticklabels(ax.get_xticks(), size = 15)\n", + "ax.set_yticklabels(ax.get_yticks(), size = 15)\n", + "\n", + "sb.boxplot(\n", + " dsfs_clean, y=\"cl_mean\", x=\"Cl mean\",\n", + " whis=[0, 100], width=.6, \n", + " #palette=\"vlag\",\n", + " ax=axs[1],\n", + " #hue=\"Cl mean\",\n", + " color=c[1],\n", + ")\n", + "ax = sb.stripplot(dsfs_clean, y=\"cl_mean\", x=\"Cl mean\", size=4, color=\".3\", ax=axs[1], jitter = 0.01)\n", + "\n", + "ax.set_ylabel('', fontsize=15)\n", + "ax.set_xlabel('')\n", + "ax.set_yticklabels([\"Cl\"], size = 15)\n", + "ax.set_yticklabels(ax.get_yticks(), size = 15)\n", + "ax.set_yticks(ax.get_yticks()[::2]); # show every 2th tick\n", + "\n", + "\n", + "sb.boxplot(\n", + " dsfs_clean, y=\"cs_mean\", x=\"Cs mean\",\n", + " whis=[0, 100], width=.6,\n", + " #palette=\"vlag\",\n", + " #hue=\"Cl mean\",\n", + " color=c[2],\n", + " ax=axs[2]\n", + ")\n", + "ax = sb.stripplot(dsfs_clean, y=\"cs_mean\", x=\"Cs mean\", size=4, color=\".3\", ax=axs[2], jitter = 0.01)\n", + "#sb.stripplot(df_hardware, x=\"Nodes\", y=\"Energy-To-Solution [kWh]\", size=4, hue=\"CPU Generation\")\n", + "\n", + "ax.set_ylabel('', fontsize=15)\n", + "ax.set_xlabel('')\n", + "ax.set_yticklabels([\"Cs\"], size = 15)\n", + "ax.set_yticklabels(ax.get_yticks(), size = 15)\n", + "ax.set_yticks(ax.get_yticks()[::2]); # show every 2th tick\n", + "\n", "\n", "fig = ax.get_figure()\n", - "fig.set_size_inches(6, 3)" + "fig.set_size_inches(8, 3)\n", + "op.save_fig(fig, fig_folder, \"validation\", doSaveFig)" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 18, "id": "24", "metadata": {}, "outputs": [ @@ -691,20 +1131,20 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_893593/292379111.py:1: FutureWarning: \n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/292379111.py:1: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sb.boxplot(\n", - "/tmp/ipykernel_893593/292379111.py:9: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/292379111.py:9: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " ax.set_yticklabels([\"Cl\"], size = 15)\n", - "/tmp/ipykernel_893593/292379111.py:10: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/292379111.py:10: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " ax.set_xticklabels(ax.get_xticks(), size = 15)\n" ] }, { "data": { - "image/png": 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" ] @@ -732,7 +1172,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 19, "id": "25", "metadata": {}, "outputs": [ @@ -740,20 +1180,20 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_893593/2441014139.py:1: FutureWarning: \n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/2441014139.py:1: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sb.boxplot(\n", - "/tmp/ipykernel_893593/2441014139.py:9: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/2441014139.py:9: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " ax.set_yticklabels([\"Cs\"], size = 15)\n", - "/tmp/ipykernel_893593/2441014139.py:10: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + "/var/folders/9k/fsqnnjlj7n10pwdjq41gzd340000gn/T/ipykernel_79372/2441014139.py:10: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " ax.set_xticklabels(ax.get_xticks(), size = 15)\n" ] }, { 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", 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", 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" ] @@ -777,6 +1217,22 @@ "fig = ax.get_figure()\n", "fig.set_size_inches(6, 3)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e6270321-dfc7-435a-941a-cfdcc2becacd", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "133b97bc-392d-4f41-b106-81c7f1be35f4", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -805,7 +1261,7 @@ ], "copyrightYear": 2025, "kernelspec": { - "display_name": "py3.12", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -819,7 +1275,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.3" + "version": "3.13.1" }, "license": "The MIT License (MIT)" },