463 lines
472 KiB
Plaintext
463 lines
472 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"\n",
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"plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
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"plt.rcParams[\"font.size\"] = 16\n",
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"\n",
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"g_label_fontsize = 16\n",
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"\n",
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"colors = [\n",
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" \"#5D7599\",\n",
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" \"#233142\",\n",
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" \"#F95959\",\n",
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"]\n",
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"\n",
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"edgecolors = [\n",
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" \"#FFFFFF\",\n",
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" \"#FFFFFF\",\n",
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" \"#FFFFFF\",\n",
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"]\n",
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"\n",
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"hatches = [\"\\\\\\\\\", \"\", \"\"]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 4200x1555.56 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots(\n",
|
|
" figsize=(14, 14 / 3), ncols=2, nrows=2, constrained_layout=True, dpi=300\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"labels_name_a = [\n",
|
|
" \"ModelA\\n8DP\",\n",
|
|
" \"ModelA\\n8TP\",\n",
|
|
" \"ModelB\\n8TP\",\n",
|
|
" \"ModelC\\n8DP\",\n",
|
|
" \"ModelC\\n8TP\",\n",
|
|
" \"ModelD\\n8TP\",\n",
|
|
"]\n",
|
|
"labels_name_b = [\n",
|
|
" \"ModelA\\n16DP\",\n",
|
|
" \"ModelA\\n16TP\",\n",
|
|
" \"ModelB\\n16TP\",\n",
|
|
" \"ModelC\\n16DP\",\n",
|
|
" \"ModelC\\n16TP\",\n",
|
|
" \"ModelD\\n16TP\",\n",
|
|
"]\n",
|
|
"labels_name_c = [\n",
|
|
" \"ModelA\\n2DP$\\\\times$4TP\",\n",
|
|
" \"ModelA\\n4DP$\\\\times$2TP\",\n",
|
|
" \"ModelB\\n4DP$\\\\times$2TP\",\n",
|
|
" \"ModelC\\n2DP$\\\\times$4TP\",\n",
|
|
" \"ModelC\\n4DP$\\\\times$2TP\",\n",
|
|
" \"ModelD\\n2DP$\\\\times$4TP\",\n",
|
|
"]\n",
|
|
"labels_name_d = [\n",
|
|
" \"ModelA\\n15DP\",\n",
|
|
" \"ModelA\\n15TP\",\n",
|
|
" \"ModelB\\n15TP\",\n",
|
|
" \"ModelC\\n15DP\",\n",
|
|
" \"ModelC\\n15TP\",\n",
|
|
" \"ModelD\\n15TP\",\n",
|
|
"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# MFU\n",
|
|
"data_a = {\n",
|
|
" labels_name_a[0]: [41.0, 34.2, 44.4], # 22.64\n",
|
|
" labels_name_a[1]: [26.2, 36.8, 43.6], # 22.64\n",
|
|
" labels_name_a[2]: [30.1, 39.6, 49.4], # 37\n",
|
|
" labels_name_a[3]: [0, 0, 0], # 37\n",
|
|
" labels_name_a[4]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_a[5]: [0, 0, 0], # 22.64\n",
|
|
"}\n",
|
|
"data_b = {\n",
|
|
" labels_name_b[0]: [0, 0, 0], # 37\n",
|
|
" labels_name_b[1]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_b[2]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_b[3]: [0, 0, 0], # 37\n",
|
|
" labels_name_b[4]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_b[5]: [0, 0, 0], # 22.64\n",
|
|
"}\n",
|
|
"data_c = {\n",
|
|
" labels_name_c[0]: [37.1, 30.4, 44.6], # 2DP 4TP\n",
|
|
" labels_name_c[1]: [40.4, 30.5, 44.7], # 4DP 2TP\n",
|
|
" labels_name_c[2]: [-1, 31.7, 38.0], #\n",
|
|
" labels_name_c[3]: [0, 0, 0], # 37\n",
|
|
" labels_name_c[4]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_c[5]: [0, 0, 0], # 22.64\n",
|
|
"}\n",
|
|
"data_d = {\n",
|
|
" labels_name_d[0]: [0, 0, 0], # 37\n",
|
|
" labels_name_d[1]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_d[2]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_d[3]: [0, 0, 0], # 37\n",
|
|
" labels_name_d[4]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_d[5]: [0, 0, 0], # 22.64\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"bar_width = 0.2\n",
|
|
"group_spaing = 0.15\n",
|
|
"\n",
|
|
"group_positions = {}\n",
|
|
"current_pos = 0\n",
|
|
"\n",
|
|
"x_label_cnt = len(data_a.keys())\n",
|
|
"x_label_group_cnt = 3\n",
|
|
"\n",
|
|
"for idx in range(x_label_cnt):\n",
|
|
" group_positions[idx] = []\n",
|
|
" for _ in range(x_label_group_cnt):\n",
|
|
" group_positions[idx].append(current_pos)\n",
|
|
" current_pos += bar_width\n",
|
|
" current_pos += group_spaing\n",
|
|
"\n",
|
|
"group_centers = {}\n",
|
|
"for idx, positions in group_positions.items():\n",
|
|
" group_centers[idx] = sum(positions) / len(positions)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(a) Single-node, single parallel')"
|
|
]
|
|
},
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"label_set = set()\n",
|
|
"for idx, (x_label, y_data) in enumerate(data_a.items()):\n",
|
|
" positions = group_positions[idx]\n",
|
|
" for i, (pos, value, color, edgecolor, hatch, label) in enumerate(\n",
|
|
" zip(\n",
|
|
" positions,\n",
|
|
" y_data,\n",
|
|
" colors,\n",
|
|
" edgecolors,\n",
|
|
" hatches,\n",
|
|
" legend_labels,\n",
|
|
" )\n",
|
|
" ):\n",
|
|
" if label in label_set:\n",
|
|
" local_label = None\n",
|
|
" else:\n",
|
|
" local_label = label\n",
|
|
" label_set.add(local_label)\n",
|
|
" ax[0][0].bar(\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" width=bar_width,\n",
|
|
" color=color,\n",
|
|
" label=local_label,\n",
|
|
" hatch=hatch,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" )\n",
|
|
"\n",
|
|
"ax[0][0].set_xticks(list(group_centers.values()))\n",
|
|
"ax[0][0].set_xticklabels(list(data_a.keys()))\n",
|
|
"\n",
|
|
"ax[0][0].set_ylim(0, 100)\n",
|
|
"ax[0][0].set_yticks([0, 50, 100])\n",
|
|
"ax[0][0].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[0][0].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
|
|
"ax[0][0].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[0][0].set_ylabel(\"MFU (%)\", fontsize=g_label_fontsize)\n",
|
|
"ax[0][0].set_title(\"(a) Single-node, single parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(b) Two-node, single parallel')"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx, (x_label, y_data) in enumerate(data_b.items()):\n",
|
|
" positions = group_positions[idx]\n",
|
|
" for i, (pos, value, color, edgecolor, hatch) in enumerate(\n",
|
|
" zip(\n",
|
|
" positions,\n",
|
|
" y_data,\n",
|
|
" colors,\n",
|
|
" edgecolors,\n",
|
|
" hatches,\n",
|
|
" )\n",
|
|
" ):\n",
|
|
" ax[0][1].bar(\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" width=bar_width,\n",
|
|
" color=color,\n",
|
|
" hatch=hatch,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" )\n",
|
|
"\n",
|
|
"ax[0][1].set_xticks(list(group_centers.values()))\n",
|
|
"ax[0][1].set_xticklabels(list(data_b.keys()))\n",
|
|
"\n",
|
|
"ax[0][1].set_ylim(0, 100)\n",
|
|
"ax[0][1].set_yticks([0, 50, 100])\n",
|
|
"ax[0][1].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[0][1].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
|
|
"ax[0][1].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[0][1].set_title(\"(b) Two-node, single parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(c) Single-node, hybrid parallel')"
|
|
]
|
|
},
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx, (x_label, y_data) in enumerate(data_c.items()):\n",
|
|
" positions = group_positions[idx]\n",
|
|
" for i, (pos, value, color, edgecolor, hatch) in enumerate(\n",
|
|
" zip(\n",
|
|
" positions,\n",
|
|
" y_data,\n",
|
|
" colors,\n",
|
|
" edgecolors,\n",
|
|
" hatches,\n",
|
|
" )\n",
|
|
" ):\n",
|
|
" if value == -1:\n",
|
|
" ax[1][0].text(\n",
|
|
" pos,\n",
|
|
" 1,\n",
|
|
" \"OOM$\\\\times$\",\n",
|
|
" rotation=90,\n",
|
|
" ha=\"center\",\n",
|
|
" va=\"bottom\",\n",
|
|
" color=\"red\",\n",
|
|
" )\n",
|
|
" ax[1][0].bar(\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" width=bar_width,\n",
|
|
" color=color,\n",
|
|
" label=local_label,\n",
|
|
" hatch=hatch,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" )\n",
|
|
"\n",
|
|
"ax[1][0].set_xticks(list(group_centers.values()))\n",
|
|
"ax[1][0].set_xticklabels(list(data_c.keys()))\n",
|
|
"\n",
|
|
"ax[1][0].set_ylim(0, 100)\n",
|
|
"ax[1][0].set_yticks([0, 50, 100])\n",
|
|
"ax[1][0].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[1][0].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
|
|
"ax[1][0].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[1][0].set_ylabel(\"MFU (%)\", fontsize=g_label_fontsize)\n",
|
|
"ax[1][0].set_title(\"(c) Single-node, hybrid parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(d) Two-node, hybrid parallel')"
|
|
]
|
|
},
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx, (x_label, y_data) in enumerate(data_d.items()):\n",
|
|
" positions = group_positions[idx]\n",
|
|
" for i, (pos, value, color, edgecolor, hatch) in enumerate(\n",
|
|
" zip(\n",
|
|
" positions,\n",
|
|
" y_data,\n",
|
|
" colors,\n",
|
|
" edgecolors,\n",
|
|
" hatches,\n",
|
|
" )\n",
|
|
" ):\n",
|
|
" ax[1][1].bar(\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" width=bar_width,\n",
|
|
" color=color,\n",
|
|
" hatch=hatch,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" )\n",
|
|
"\n",
|
|
"ax[1][1].set_xticks(list(group_centers.values()))\n",
|
|
"ax[1][1].set_xticklabels(list(data_d.keys()))\n",
|
|
"\n",
|
|
"ax[1][1].set_ylim(0, 100)\n",
|
|
"ax[1][1].set_yticks([0, 50, 100])\n",
|
|
"ax[1][1].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[1][1].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
|
|
"ax[1][1].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[1][1].set_title(\"(d) Two-node, hybrid parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7efce1268e60>"
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig.legend(\n",
|
|
" ncol=3,\n",
|
|
" loc=\"upper center\",\n",
|
|
" frameon=False,\n",
|
|
" shadow=False,\n",
|
|
" bbox_to_anchor=(0.5, 1.1),\n",
|
|
" fontsize=g_label_fontsize,\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
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SKVMmiYiIkBw5crCIFuBhvCW/PbR161ZnhGmxggULSsGCBV0dBuD1yGWORS4DHMdb8hfHmgAe5S257SH6ZoBvIpc5FrkMsI9BKaVcHQQAeKLZs2fLRx99JCdPnrR4n7CwMHn99ddl2LBhFk2qnDFjhnz66aeSmJgoly9flsTERHtCNhIUFCS5c+eWQoUKyRNPPCFlypSRypUrS6VKlXSZ9Dljxgzp0aOHXXUEBgZKcHCwhISESM6cOSUqKkoKFy4sZcqUkUqVKskzzzwjgYGBdscK4AFn5DYRffKD3k6ePJm2WmLhwoXl9OnTNtfl5+cnwcHBEhwcLBERERIVFSV58uSREiVKSNmyZaVWrVqSL18+nSIH8DhyWWERIZcBnojjzIxxnAl4HvpmhUWEvhngDchnhUWEfAYAwLp16+Tjjz9Od8GLKyeF3rlzRyZPnizffvutnDlzJm17ZGSkNG3aVBo2bChVqlSRmJgYk/vHxsZK+fLlRSkl169fl9u3b+san8FgkOzZs0vBggUlOjpaSpUqJeXLl5dq1apJrly5dGvDHg/7JyEhIZIlSxaJioqSvHnzSqlSpeSpp56SWrVqSWRkpC6xAu7M2/LbQ/bmCL0NHjxYhgwZIiIiQ4YMkaFDh9pVX1BQkAQHB0toaKjkypVLoqKiJCYmRsqUKSNVqlSRSpUqiZ+fnw6RA56BXOYc5DJAf96WvzjW5FgTEPG+3PYQfTP6ZvAt5DLnIJcBdlIAAKvcv39f9ejRQ4lI2iMkJES9+uqrasWKFerixYsqISFB3bx5U+3evVuNHDlSFS5cON3zn3rqKXXs2DGr2k1ISFC//vqrKl68eLq6HPEICQlRTZo0UdOnT1d37961+z1LTExUJ06cUN99953KnTu3rrFmzpxZde/eXf399992xwn4MmfntunTpzs8l1n7OHnypFGct27dUhs3blRt2rTRvb1y5cqp8ePHq3v37un8aQK+i1xGLgM8FceZ1uM4E3B/9M3omwHegnxGPgMAQCmlNm7cqGrUqGHyt6tbt25Ojyc1NVVNnz5dRUVFpYulWLFi6scff1QJCQk21fvvv/+qrl27OqWPUaZMGfXRRx9ZfU5L6/24fv26WrlypapTp46ucfr5+alnn31W/fjjjyoxMdHuWAF34+35zdXHU48/Bg8ebBRjfHy8OnTokPrss89U5syZdW0vMjJS9e3bVx05ckSnTwhwT+Qychngqbw9fz3Esabxg2NNeDNvz22u7ovRNwOcg1xGLgM8iUEppQQAYJGUlBR5/vnnZdmyZWnbqlSpIj///LMUKlRIc7+kpCR56623ZPz48WnbChYsKFu2bJGCBQtaFcOtW7ekdOnScv78eZPlBQsWlEqVKknFihWlYsWKkjdvXsmRI4dERkZKamqq3L17V86ePStHjhyR7du3y7p16+TgwYOa7WXLlk3ef/996du3r4SGhloVqylnz56VChUqyLVr10yWh4aGSpkyZaRs2bKSO3duyZIli8TGxsrRo0dly5Ytcu7cOc26u3btKiNHjtRtNVjAV7git5m6M2KrVq2kc+fOUqZMGYmKipKwsDCTd3LWuqtioUKF5NSpUybbS05Olps3b8rhw4dl7dq1MmXKFLl48WK65zx6Z0RT3n//ffniiy80ywsWLCjly5eXmJgYyZkzpyil5PLly/LPP//Itm3bJDk52eR++fLlk7Fjx0qbNm006waQMXLZA+QywPNwnMlxJuCN6Js9QN8M8HzkswfIZwAAX7Z9+3b5+OOP5bffftN8jrPvHnbp0iXp0qVLuphCQkJk2LBh8tZbb0lAQIDdbbzxxhsybtw4k2Xh4eFSoUKFtPNFTz75pOTIkUNy5MghYWFhcu/ePbl69aocP35cdu3aJZs2bZINGzZIUlKSyfoMBoO0adNGhg8fLk888YTdsSulpHPnzvLTTz9pthcTEyPly5eXQoUKSWRkpCQnJ8uFCxdk165d8tdff4nWdLrixYvLhAkTpFatWnbHCbiar+S3x++OWLRoUenXr59Uq1ZNChQoIFmyZJGgoCCTd1HUurPihg0bTOYBpZTcu3dPzpw5I7///rvMnDlTtmzZku45j94d0ZQ9e/ZIlSpVJDEx0WR55syZ5amnnpLSpUtLzpw5JSIiQm7duiWHDx+WjRs3ap4n9/f3l759+8qwYcMkPDxcs33A05DLyGWAp/KV/PU4jjU51oR385XcRt/sAfpm8FbkMnIZ4JFcsToFAHiqN998M90KUlWrVrXqjlaP33WsdOnSNq0COmjQIM1VrUzd2Ssje/bsUS+//LIKDAzUrDdfvnxqxYoVVtdtyrvvvqvZzokTJzT3S01NVb/99pt69tlnNffPnz+/2rVrly5xAr7CFbnt0TsjBgcHq0WLFlncntZdFQsVKmRxHTdv3lTNmze3Kn/evn1b+fv7m2z7xRdfNLvvtWvX1JAhQ1RYWJhm/urbt69KSkqy+DUASI9cRi4DPBXHmRxnAt6Ivhl9M8BbkM/IZwAA3/Xnn3+qhg0bav4+Pfpw5t3DfvvtN5UrV6507UdHR6t9+/bp2s6xY8c0X6+pO3tl5Pr162rs2LEqf/78mvUGBASo/v3763In1QMHDmi28/HHH5vd9+zZs+qtt95SAQEBJvf38/NTn3/+ud0xAq7ia/nt8eOT+/fv27Tvo48NGzZYXMf48eNVUFCQVTm0bdu2mm2npqZq7pecnKwWLVqkSpcurbl/qVKl1PHjxy2OH3BX5DJyGbkMnsrX8tfjONbkWBPeyddyG30z+mbwTuQychm5DJ7MTwAAFvn777/l22+/Tfs7NDRUfvrpJwkLC7O4jm+++UayZcuW9vf+/fvlyy+/tDqWihUrWr2POWXLlpWpU6fKoUOHpGHDhiafc/78eWnatKl89NFHkpqaald7Tz/9tGaZ1spiD8vq1KkjW7ZskWHDhpl8zrlz56RWrVqya9cuu2IEfIU75LYZM2ZIq1atLH6+HrJmzSpLliyRJk2aWLxP5syZpUSJEibLzOUuEZEcOXLI4MGDZc+ePfLkk0+afM63334r3bt311w1GoA2chm5DPBU7pC/HuI4k+NMQC/ukNvomz1A3wywD/mMfAYA8F3x8fHStGlTCQ4OllmzZsmOHTtkxowZkiNHDpfGNXPmTGnUqJFcuXIlbVuVKlVkx44dUrp0aV3biomJkSxZsuhWX/bs2eXNN9+U48ePy7BhwyQkJMToOcnJyTJq1CipUaOGnD171q72SpYsKRERESbLMuqf5M+fX8aMGSPbt2+XqKgoo/LU1FQZOHCgfPDBB3bFCLiCL+e3xo0by4wZM0zmH0fq06ePzJo1y6p9bD3f7e/vL61atZJdu3ZJ7969TT7nwIEDUr16dTl16pRVMQHuhFxGLiOXwVP5cv56iGNNjjXhfXw5t9E3e4C+GbwBuYxcRi6Dp2OhCACw0KBBg9JduNKxY0cpXLiwVXWEh4dLt27d0m375ptvJCUlxap68ufPb9XzLRUdHS2rVq2Sr7/+WgIDA43KlVLy6aefSteuXe26iKdAgQL2hCkGg0EGDRokQ4cONVkeGxsrjRo1kosXL9rVDuALXJ3bmjVrJh06dLCqPb0YDAaZNm2aZM+e3eJ97M1fRYsWlU2bNknevHlNls+ePVsGDRpkVxuALyKXkcsAT+Xq/PUojjM5zgT04urcRt8sPfpmgO3IZ+QzAIDvCgkJkZMnT8qSJUuka9euUqlSJenWrVu6RaSc7fPPP5fu3btLUlJS2rZnnnlGfvvtN6t+s63hiPNFQUFBMmjQIPnrr7+kaNGiJp/zxx9/SNWqVeXEiRN2tWVv/JUrV5b169dLeHi4yfLPP/9cpkyZYlcbgLP5an4LCQmRyZMnZ3jxnqO0b99eOnXqZPHz7T2+CgoKkgkTJkiPHj1Mll+4cEEaNmwo9+7ds6sdwFXIZeQyEXIZPJOv5q/HcazJsSa8i6/mNvpm6dE3g6cjl5HLRMhl8GwsFAEAFrh586asW7cu3ba6devaVFetWrXS/X3lyhXZvHmzVXVkypTJprYt1a9fP1m2bJmEhoaaLJ8zZ4689tprNtevtZqqtT766COpWrWqybJr165Jz549dWkH8FbukNveeustm9rTS+7cueXll1+2+Pl65K/cuXPLtGnTNMu/+OIL+eOPP+xuB/AV5DJyGeCp3CF/PYrjzAc4zgTs4w65jb6ZMfpmgPXIZ+QzAABMXbDRokULl0yY/PLLL43uKBoTEyNLly7VvLBED448X1SmTBn566+/pHLlyibLL1y4IPXq1ZMLFy7Y3IYe/ZOSJUvKV199pVn+v//9T06ePGl3O4Az+WJ+a9OmjcMWS7bUhx9+aPFz9TrfPX78eClUqJDJsiNHjsh7772nSzuAK5DLXINcBtjPF/PX4zjW5FgT3scXcxt9M2P0zeDpyGWuQS4D9MFCEQBggS1btqRbhUtEJEeOHDbVZaozcfToUavqCAkJsaltazRo0EB+/fVXk3d8FRGZNGmSjB071qa6g4OD7YjsPwaDQT7//HPN8hUrVsi2bdt0aQvwRq7ObeHh4UYT5V2hSZMmFj9Xr/zVqFEjqVmzpsmylJQU+eijj3RpB/AF5LIHyGWA53F1/nocx5kPcJwJ2MfVuY2+GX0zQC/kswfIZwAApJcpUybJlSuXU9scP368DBgwIN22bNmyyfLlyyUyMtKhbTv6fFG2bNlk3bp1Uq5cOZPlJ0+elJYtW0pycrJN9evVP+nVq5fExMSYLLt796589tlnurQDuJK357fmzZvrWp8tSpYsqTkB/XF65a+QkBAZMmSIZvmkSZPk9OnTurQFuANymeORywDH8Pb89TiONR/gWBPezttzG30z0+ibwduQyxyPXAbog4UiAMAC586dM9pm62qiplbvunHjhlV1OGtFsrp168q4ceM0ywcOHCgHDhywul4/P/1+fmrVqiUlSpTQLP/uu+90awvwNq7ObeXKlRN/f3+b2tNTxYoVLc6reuYvc3fMXrdunRw+fFi3tgBvRi57gFwGeB5X56/HcZz5H44zAdu5OrfRN6NvBuiFfPYA+QwAAGPZs2d3Wlvr16+Xfv36GW2fPXu2FCtWzOHtO+N8UebMmWXp0qUSFRVlsnznzp0ydOhQm+rWq3/i7+8vr7zyimb5Dz/8ILdv39alLcCVvDm/VaxYUfc6baF1Z+vH6Xl81bFjR8mWLZvJspSUFJk4caJubQHugFzmeOQywDG8OX89jmPNBzjWhC/w5txG34y+GXwHuczxyGWA/VgoAgAscPPmTaNtO3bssKmu2NhYo21aJ6LcQa9eveSFF14wWRYfHy9du3aV1NRUJ0eVXosWLTTLfvvtNydGAngWV+a2nDlzSu3atW1qS28RERHSpEkT3VYYtFTjxo0176Yt8mDSO4CMkcseIJcBnofjTI4zAW9E3+wB+maA5yOfPUA+AwDAWGhoqFPaOXv2rHTo0EFSUlLSbe/UqZM0btzYKTE4S4ECBWTy5Mma5Z9//rns3LnTiREZM3euKCEhQbZu3erEaADH8Nb8VrVqVSlQoIDu9dqiTp06kj9/fqe2GRwcLA0aNNAs5/gK3oZc5njkMsAxvDV/uRLHmoDreWtuo29G3wy+hVzmeOQywH4sFAEAFsiaNavRtrlz50pCQoLVdR09etRo23PPPWdLWE4zbtw4yZQpk8my3bt3y88//+zkiNKrUqWKZtnVq1fl7NmzTowG8ByuzG1NmzaVTz75xOp2HGXZsmWSJ08ep7YZEREhxYsX1yz/+++/nRgN4LnIZf8hlwGeheNMjjMBb0Tf7D/0zQDPRj77D/kMAID0QkJCnNLOiy++KFevXk23LXv27DJmzBintO9sLVq0kNatW5ssS0lJkUGDBjk5ovSKFy8umTNn1iynfwJv4K357ffff5egoCCH1G2tPn36SM+ePZ3errnz3f/884/LF24G9EQuczxyGeAY3pq/XI1jTcC1vDW30TejbwbfQi5zPHIZYD8WigAAC5QsWdJo282bN+XLL7+0uq5Nmzal+/uZZ56RJ554wubYnCF37tzy5ptvapZ/8sknLu0ARUdHmy2/cuWKkyIBPIuv5zZ3YC5/kbsAy5DLXI9cBtjG1/MXx5mAd/L13OYO6JsB+iCfuR75DADgrvz8HD/Vatq0abJx40aj7Z9++qnkypXL4e27yrBhwzTf39WrV8vvv//u5IjSK1KkiGYZ/RN4A/Kb9zJ3fJWcnCw3b950YjSAY5HLvBe5DN6O/OU4HGsCrkNu8170zeBLyGXei1wGb8JCEQBggaefftrknU6HDx8u+/fvt7ie+Ph4o7uifvzxx3bH5wx9+/aVgIAAk2X//vuvLFu2zMkR/Sc8PNxseXJyspMiATwLuc31zOUvchdgGXKZ65HLANuQvzjOBLwRuc316JsB+iCfuR75DADgrvz9/R1a//Xr1+Xdd9812p4/f355+eWXHdq2q5UoUUKaNGmiWf7VV185MRpj9E/g7chv3ovz3fAl5DLvRS6DtyN/OQ7HmoDrkNu8F30z+BJymfcil8GbsFAEAFggLCxM2rRpY7Q9ISFBmjRpIufPn7eonjFjxsi1a9fS/u7YsaM0atRItzgdKXfu3NK8eXPN8rlz5zoxmvTu3LljtjwqKspJkQCehdzmeubyF7kLsAy5zPXIZYBtyF8cZwLeiNzmevTNAH2Qz1yPfAYA8FUjR440eZeqfv36SVBQkAsicq5evXpplq1cuVJiY2OdGE169E8A+/h6fnMlc/nLz89PIiMjnRgN4NnIZa5DLgPs4+v5i2NNwDv5em5zJfpmgH7IZa5DLoM3YaEIALDQwIEDTa4EdvbsWalTp44cO3bM7P5///23fPLJJ2l/V6hQQaZOnap7nI7UsmVLzbJff/1V4uPjnRjNfy5fvqxZZjAYOFEGmEFucy1z+StPnjxOjATwbOQy1yKXAbYjf3GcCXgjcptr0TcD9EM+cy3yGQDAF12/fl2+++47o+3BwcHSo0cPF0TkfPXr15fQ0FCTZfHx8bJkyRInR/Qf+ieA7chvrmUuf+XKlcvhd8YEvAW5zLXIZYDtyF8cawLeiNzmWvTNAH2Qy1yLXAZvwkIRAGChYsWKyQcffGCy7MiRI1K1alXZtGmTyfLz58/L888/n3aBS7Vq1WTdunUSFhbmsHgdwdydzu7evStbtmxxYjT/2bZtm2ZZpUqVNE/uASC3uVJcXJz8888/muXVq1d3XjCAhyOXuQ65DLAP+YvjTMAbkdtch74ZoC/ymeuQzwAAvmrChAly9+5do+1Nmzb1mTtXhYaGSs2aNTXLV65c6cRo/nPs2DG5cuWKZjn9E8A88ptrmTvfTf4CLEcucy1yGWA78hfHmoA3Ire5Fn0zQB/kMtcil8GbsFAEAFjh448/lrp165osu379utSvX1++//77dNuvXbsm9evXl7Nnz4qISIcOHWTt2rWSLVs2h8ert6ioKMmfP79mubmJm460bNkyzbImTZo4MRLAM/l6bnOVNWvWSGJiosmy0NBQqV27tpMjAjwbucw1yGWA/Xw9f3GcCXgnX89trkLfDNAf+cw1yGcAAF+klJLp06ebLOvQoUPav1NTU2XDhg0yaNAgqVGjhhQuXFjCwsIka9asUqpUKenatav8+uuvkpSU5KzQdVepUiXNMnc8V1S4cGEpWbKkE6MBPAv5zbUSEhJk7dq1muWc7wYsQy5zLXIZYDvy13841gS8B7nNteibAfogl7kWuQzeJsDVAQCAJwkICJBFixZJzZo1TZ4USkpKkpdfflkOHTokI0aMkCtXrkj9+vXl33//leDgYBk5cqS88cYbzg9cR+XKlZNz586ZLHPFibJVq1bJnj17TJaFhITISy+95OSIAM9DbnONESNGaJb16NGDu1QDViKXuQa5DLAf+YvjTMAbkdtcg74ZoD/ymWuQzwAAvmjz5s1y4sQJo+3BwcHSpEkTiY2NlalTp8p3331n8nn379+X27dvy8GDB+XHH3+UYsWKybhx4zQXvXJn5cqV0yw7fPiwxMfHS0hIiNPiSUxMlNGjR2uWv/baa06LBfBE5DfXmj59uuZdqnPlyiVt2rRxckSAZyKXuRa5DLAd+es/HGsC3oPc5lr0zQB9kMtci1wGb+Pn6gAAwNNkzpxZ1q5dK+XLl9d8zldffSUtWrSQ6tWry/79+6VSpUqya9cur5gQWrBgQc2yQ4cOOTESkdu3b0vfvn01y/v27Ws2XgD/8fXc5mzjxo2TP//802RZeHi4fPzxx06OCPAO5DLnIpcB+vH1/MVxJuCdfD23ORt9M8BxyGfORT4DAPiqxYsXm9xeo0YN+fXXX6V48eLyv//9T06cOCH+/v6SN29eyZ07t2Z9hw8flnr16nnkb6e5cy8pKSly9OhRJ0Yj8uGHH8rZs2dNlhUoUMDsuSQA5DdXOnPmjAwaNEizfPDgwRIeHu7EiADPRS5zHXIZYB/y13841gS8B7nNdeibAfohl7kOuQzeiIUiAMAGkZGRsn79eqlatarmc5YvXy7Hjh2TmjVryh9//CGlSpVyYoSOkz9/fs2ymzdvOi2OuLg4ad++vRw7dsxkebly5ejgAlby5dzmTKtWrZL//e9/muUTJkyQqKgoJ0YEeBdymXOQywD9+XL+4jgT8F6+nNucib4Z4HjkM+cgnwEAfNlvv/1mcvu2bdukY8eOcunSJWnbtq2sWLFCYmNj5fz583Lx4kW5ceOGTJ48WQoVKmRy/2HDhnncxSXmzhWJOPd80bRp02TkyJEmywIDA2XmzJlOveMs4InIb65x7do1ef755+X69esmyxs1aiSvvvqqk6MCPBe5zDXIZYD9yF//4VgT8B7kNtegbwboi1zmGuQyeCsWigAAG2XNmlXWr18vrVq1Mvu8TZs2yeuvvy5JSUlOisyxIiIiNMtu377tlBiOHj0qtWvXltWrV5ssL1CggCxbtowVvAAb+Gpuc4aUlBT5+uuvpXnz5pKYmGjyOZ988ol06dLFyZEB3odc5jjkMsCxfDV/cZwJeDdfzW3OQN8McC7ymeOQzwAAvu7KlSuyf/9+k2VxcXHSpEkT2bdvn/z888/SuHFjCQ0NTSvPli2b9OrVS/bu3SuNGzc2Wcd3330nU6dOdUjsjmDuXJGIc84XxcfHywcffCA9e/Y0WW4wGGTKlClSu3Zth8cCeDLym2vs2rVLqlWrJrt37zZZ/tRTT8nPP/8s/v7+To4M8EzkMtcglwH2I3+lx7Em4B3Iba5B3wzQF7nMNchl8GYsFAEAdggNDZUFCxbIyy+/bPZ5kyZNktq1a8uVK1ecFJnjPNrBfNydO3fsrn/w4MEyYcIEWb9+vZw6dUri4uIkOTlZLl26JGvWrJFXXnlFSpcuLX/99ZfJ/evWrSt//fWX5MuXz+5YAF/li7nNXtu2bZMhQ4bI/PnzZc+ePXLt2jVJTk6Wu3fvyqFDh+Sbb76RcuXKyVtvvSXJyclG+4eFhcn06dPlo48+ckH0gHcil1mPXAa4B1/MXxxnAt7PF3ObveibAe6JfGY98hkAABnbs2ePye2BgYGyZMkSWb58uZQsWdJsHZkzZ5bFixdLlSpVTJb369dPDh8+bHeszmDuXJGI/eeLli5dKp999pn88ssvcuDAAbl586akpKTI7du3Ze/evfL5559LiRIl5PPPPze5f2RkpCxfvly6detmVxyALyC/6e/NN9+UqVOnypYtW+Ts2bMSHx8vSUlJcv78efnll1+kQ4cOUrlyZTl69KjJ/Tt06CBbtmzJ8EJJAP8hl+mPXAY4B/krPY41Ae9AbtMffTPA+chl+iOXwdcFuDoAAPB0mzZtkmXLlklAQIBUqlRJ/vjjD5PP27ZtmzzzzDOycuVKefLJJ50cpX5SU1M1ywIC7P9ZmTVrlsyaNcvq/YoUKSL9+/eXPn36iJ8f6yAB9vK13GavY8eOydChQ63ez9/fX1q3bi1Dhw6V4sWLOyAywLeRy6xDLgPch6/lL44zAd/ga7nNXvTNAPdFPrMO+QwAgIwdOnTI5PZChQpJixYtLK4nODhYfvjhBylbtqwkJCSkK7t//758+umn8sMPP9gVqzOYO1ckYv/5ot27d2veMcyckJAQ6dKliwwZMoQFRQELkd/0980339i0X+nSpWXgwIHSqVMnnSMCvB+5TH/kMsA5yF/pcawJeAdym/7omwHORy7TH7kMvo4ZzgBgh5EjR0r9+vXl5s2bsnDhQtm2bZsMGDBA8/knTpyQZ555RnPiqCe4f/++ZllYWJjd9Y8dO1beeecdqVevntkTXgaDQUqVKiWvvvqqLFq0SI4ePSqvv/46F+8AOvDF3GavOnXqyOjRo6Vz585Srlw5s/kwa9as0rhxYxk+fLgcP35c5s2bx2R3wAHIZdYjlwHuwRfzF8eZgPfzxdxmL/pmgHsin1mPfAYAQMa07mBVuHBhq+t68sknpXv37ibL5s6dK6dPn7a6Tmczd65IxP7zRe3bt5fPP/9c2rZtK6VKlZKgoCDN5+bKlUuef/55GT16tJw5c0amTJnChTuAFchv+ps5c6b069dPatasKVFRUZrP8/f3lwoVKki/fv1k7dq1sm/fPia8AzYil+mPXAY4B/krPY41Ae9AbtMffTPA+chl+iOXwdfZf0s+APBBKSkp8sYbb8jEiRPFYDDIzJkz01btGjFihJQsWVJ69eoliYmJRvveuHFDGjZsKKtWrZJnnnnG2aHb7datW5pl5jpTlmrZsmW6zm1CQoJcuHBBbt68KQkJCRIRESHZsmWTHDlySEhIiN3tAfiPL+c2exUoUEDefvvtdNuuXbsmly9flrt374q/v79ky5Yt7WEwGFwUKeD9yGW2I5cBruXL+YvjTMB7+XJusxd9M8C9kM9sRz4DACBj169fN7nd1otE3nnnHZkyZYrR3VKTk5Nl8eLF8tZbb9lUr7OYO1ckYv/5ouLFi8v777+f9rdSSq5cuSJXrlyRuLg4CQwMTOubZM2a1a62AF9HftPfiy++KC+++GLa33FxcXLhwgW5ffu2JCUlSebMmdPOd5u7OBGA5chl+iOXAc5B/kqPY03AO5Db9EffDHA+cpn+yGXwdSwUAQBWSklJkQ4dOsiCBQtEROTNN9+Uzp07p3vOiy++KIUKFZLnn3/e5ImlO3fuSMOGDWXbtm1SpkwZZ4Stm7Nnz2qWFSpUSPf2goODpUiRIlKkSBHd6wbwH1/PbY4QGRkpkZGRrg4D8CnkMv2RywDn8PX8xXEm4J18Pbc5An0zwDXIZ/ojnwEAkF5sbKzJ7blz57apvqJFi0rNmjVlw4YNRmUbN250+0mh5s4Vieh/vshgMEhUVJQuC5YCSI/85nhhYWFStGhRV4cBeDVymeORywDHIH+lx7Em4B3IbY5H3wxwPHKZ45HL4Gv8XB0AAHgSpZR069YtbUJodHS0jBgxwuRza9asKVu2bJG8efOaLI+NjZXmzZvLzZs3HRavIxw/flyzrHjx4k6MBIBeyG0AvAG5DICnIn9xnAl4I3IbAG9BPgMAAM4QFxdncnuOHDlsrrN58+Ymt//555821+ks5s4VZcuWjYtsAA9CfgPgDchlADwV+Ss9jjUB70BuA+ANyGUA9MZCEQBghc8++0xmz56d9vfw4cMlODhY8/mlS5eWLVu2SOHChU2Wnz59Wt599129w3So3bt3a5ZVqVLFiZEA0Au5DYA3IJcB8FTkL44zAW9EbgPgLchnAADAGQIDA01uz5w5s811NmzY0OT2q1evSmpqqs31OsPff/+tWVa5cmUnRgLAXuQ3AN6AXAbAU5G/0uNYE/AO5DYA3oBcBkBvLBQBABb6888/5eOPP077O1++fNKmTZsM94uOjpYNGzZIwYIFTZZPmzZNdu3apVucjnTo0CG5deuWyTKDwSA1atRwbkAA7EZuA+ANyGUAPBX5i+NMwBuR2wB4C/IZAABwlkyZMpncHhQUZHOdTz75pMn9U1JSNM/FuIs//vhDs6xmzZpOjASAvchvALwBuQyApyJ/pcexJuAdyG0AvAG5DIDeWCgCACzUt2/fdKtovfDCCxIQEGDRvoULF5Y1a9ZIZGSkyfKRI0fqEqOjLV++XLOsYsWKki9fPidGA0AP5DYA3oBcBsBTkb84zgS8EbkNgLcgnwEAAGeJiooyuT0hIcHmOgMCAqRYsWImyxITE22u19GuXr0qO3bs0Cxv2bKlE6MBYC/yGwBvQC4D4KnIX//hWBPwHuQ2AN6AXAZAbywUAQAW2Lhxo9EJorp161pVR7FixWThwoUmJ5IuXrxY7t+/b1eMzjB//nzNso4dOzoxEgB6ILcB8AbkMgCeivz1AMeZgHchtwHwFuQzAADgTDExMSa337hxw656tSab5siRw656HWnhwoXpFut6VJkyZaRUqVJOjgiAPchvALwBuQyApyJ//YdjTcB7kNsAeANyGQC9sVAEAFhg9uzZRttKly5tdT01atSQIUOGGG1PSEiQ7du32xKa0+zdu1f+/PNPk2WhoaHSo0cPJ0cEwF7kNgDegFwGwFORvzjOBLwRuQ2AtyCfAQAAZ9LqZ5w8edKueiMiIoy2Zc6cWQIDA+2q15EmT56sWfb66687MRIAeiC/AfAG5DIAnor89R+ONQHvQW4D4A3IZQD0xkIRAGCBLVu2GG3LnTu3TXW9++67UqhQIaPtx44ds6k+Zxk+fLhmWZ8+fSRbtmxOjAaAHshtALwBuQyApyJ/cZwJeCNyGwBvQT4DAADOVLVqVfHzM57CtX//frvqzZQpk9E2Wxa/cpaVK1fK7t27TZbly5dPXnzxRSdHBMBe5DcA3oBcBsBTkb8e4FgT8C7kNgDegFwGQG8sFAEAFjh37pzRtpCQEJvqCgoKku7duxttv3Hjhk31OcOOHTtk/vz5JsuyZs0qH374oZMjAqAHX89tALwDuQyAp/L1/MVxJuCdfD23AfAe5DMAAOBMmTNnlqefftpo+z///COJiYk213v37l2jbdWrV7e5PkdKSUmRgQMHapZ/8sknEhoa6sSIAOiB/AbAG5DLAHgq8hfHmoA3IrcB8AbkMgB6Y6EIALCAUspo261bt2yur0aNGkbbsmbNanN9jpSYmCgvvfSSyfdARGTUqFGSPXt2J0cFQA++nNsAeA9yGQBP5cv5i+NMwHv5cm4D4F3IZwAAwNnat29vtC0+Pl62bt1qc52m+i916tSxuT5H+uKLL2TPnj0my2rWrCk9evRwckQA9OLr+Q2AdyCXAfBUvp6/ONYEvJOv5zYA3oFcBkBPLBQBABbInTu30bZLly7ZXF++fPmMtuXJk8fm+hzpjTfekP3795ssa9Gihbz00ktOjgiAXnw5twHwHuQyAJ7Kl/MXx5mA9/Ll3AbAu5DPAACAs3Xq1MnkXUyXLVtmc52HDh1K93fhwoWlXr16NtfnKJs2bZIhQ4aYLMuaNat8//33YjAYnBsUAN34cn4D4D3IZQA8lS/nL441Ae/ly7kNgPcglwHQEwtFAIAFqlSpYrTt999/t7m++Pj4dH/7+flJtWrVLN4/NTXV5rat8fnnn8uUKVNMlpUsWVJ++OEHm+rVumtsRmUA9OVuuc0TaOUochfgOuQy65HLAPfgbvmL40wAenC33OYJ6JsB7ol8Zj3yGQAA9smZM6fJO5nOmTNHkpOTra7v3LlzRgtd9enTR/z8LJ8q5ozzRfv375cXXnhBkpKSjMr8/f1l7ty5Eh0dbVPd9E8A9+CO+c3dcb4bcD/kMuuRywD34I75i2NNAPZyx9zm7uibAe6HXGY9chmgzXv+pwOAA7Vs2dJo26+//mpzfYcPH07397PPPiu5cuWyeP+EhASb27bUJ598Ih988IHJsujoaFmxYoVkzpzZproTExNtKgOgL3fLbZbSyoHOyB9abZC7ANchl1mPXAa4B3fLXxxnAtCDu+U2S9E3A/A48pn1yGcAAF9haoKmXhe5fPjhhxIREZFu2+XLl2X+/PlW17Vw4cJ0f+fLl0/69OljVR2OPl+0a9cuqV27tty4ccOozM/PT6ZNmyYNGza0uX76J4B1fCm/WcJcDnR0HuF8N2A7cll65DLAc/hS/uJYE/AdvpTbLEHfDPBM5LL0yGWAe2KhCACwQJs2bYxWDl22bJkcPXrUpvp+/vnndH+/++67Vu1/8+ZNm9q1RGxsrHTo0EEGDx5ssrxkyZKyefNmKVSokM1txMXFaZbdvXvX5noBWMfdcpul7t27Z9V2PWnlL3IX4DrkMuuRywD34G75i+NMAHpwt9xmKfpmAB5HPrMe+QwA4CtM3Y1UrwmIefPmlWHDhhltHzJkiMl2taSkpMikSZPSbRs7dqzRhNOMOPJ80cyZM6V69epy7do1o7Lg4GCZM2eOdOvWza426J8A1vGl/GYJc8dRjj7G4nw3YDtyWXrkMsBz+FL+4lgT8B2+lNssQd8M8EzksvTIZYB7YqEIALBAQECAfPXVV+m2paamSs+ePSUlJcWquv744w9ZtGhR2t8NGjSQ5s2bW1XH6dOnrXq+JZRSsnDhQilZsqTMmzfP5HO6du0qf/31l+TLl8+uti5fvqxZdvbsWbvqBmA5d8ttlrp48aLJ7Xfu3HH4waVW/iJ3Aa5DLrMeuQxwD+6WvzjOBKAHd8ttlqJvBuBx5DPrkc8AAL4iNjbWaNudO3d0q79fv37SqFGjdNuOHDkiQ4cOtbiOr776Sv7999+0v1944QVp06aNVXGkpKTIuXPnrNrHEseOHZNmzZpJ9+7d5f79+0blMTExsn37dmnfvr3dbdE/AazjK/nNUlrHVyIiFy5ccEibD3G+G7AduSw9chngOXwlf3GsCfgWX8ltlqJvBngmcll65DLAPbFQBABY6IUXXpDXXnst3bbNmzdLnz59JDU11aI6Tp48Ka1iN1h+AAEAAElEQVRbtxallIiIFClSRGbNmmV1LL/99pt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",
|
|
"text/plain": [
|
|
"<Figure size 4200x1555.56 with 4 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig.savefig(\"end_to_end_mfu.pdf\", bbox_inches=\"tight\", dpi=1000)\n",
|
|
"fig"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": ".venv",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.9"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|