463 lines
462 KiB
Plaintext
463 lines
462 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 25,
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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": 26,
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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 4200x1400 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": 27,
|
|
"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": 28,
|
|
"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": 29,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"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": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(a) Single-node, single parallel')"
|
|
]
|
|
},
|
|
"execution_count": 31,
|
|
"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": 32,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(b) Two-node, single parallel')"
|
|
]
|
|
},
|
|
"execution_count": 32,
|
|
"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": 33,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(c) Single-node, hybrid parallel')"
|
|
]
|
|
},
|
|
"execution_count": 33,
|
|
"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": 34,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(d) Two-node, hybrid parallel')"
|
|
]
|
|
},
|
|
"execution_count": 34,
|
|
"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": 35,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7efce10d4260>"
|
|
]
|
|
},
|
|
"execution_count": 35,
|
|
"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": 36,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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jZf6jZZGNpjkbTbMH1xS4Az1ztkjvGe/DwVe0zNloGS3DhdExZ4v0jtmN6woQCvrNfADae/TRRyUuLq7Q4xkZGTJmzBhLjjlt2jTZv3+/iIh06tRJ6tWrZ8lxEHnee++9/D8PHDhQBg4caPh5f//9t3z99dd2DQs2oGVwE1oGEboGXHzxxabb/vrrL/sGgqDQMjjVE088IVlZWYUeb926tTRp0sSWMfznP//R+m7fkYaewanoGXxBw4CzKleubHoxnIjIK6+8IhkZGTaOCAD0wZoCbsJ7cZGLlsFNaBloGiId1xS4Bz2DU/E+HPxBy+BUtAy+omPAWVxXgGBxowgAtqtUqZLccccdhttGjRpl+KIgGEopefvtt/P//tRTT4V0/4hc27Ztk++//15EPHe069Onj7Ru3Vrq1Klj+PlWvVhBeNAyuAUtwxl0DZGuRIkSptsOHz5s40gQDFoGJ/r999/lm2++Mdx255132jaOChUqSPv27W07HoJDz+BE9Ay+omFAQf379zf9DwkOHTpU4LfWAADOYk0Bt+C9uMhGy+AWtAwiNA3gmgL3oGdwIt6Hg79oGZyIlsEfdAwoiOsKEAxuFAEgLJ588knDx/fv3y9TpkwJ6bFmz54tf/75p4iINGrUSNq0aRPS/SNyjR49WvLy8kREpG/fvpKcnCwiIgMGDDD8/AULFsjmzZttGx+sR8vgBrQM56JriGQHDx403ZaSkmLjSBAsWganGT58uCilCj0eFxcn3bp1s3UsPXv2tPV4CA49g9PQM/iDhgFnxcfHm/6mXRGRd955R3JycmwcEQDogzUF3ID34kDL4Aa0DGfQNEQyrilwF3oGp+F9OASClsFpaBn8RceAs7iuAMHgRhEAwqJ+/frSsWNHw23Dhw/Pf2MpFIYPH57/Z7NFpFWWL18uTz31lLRq1UrKly8vCQkJkpCQIOXKlZNrrrlGHnvsMfn+++8lNzfXsjFs3rxZXn31VWnfvr1UrlxZEhMTJSkpSapVqya33HKLTJkyRbKzsy07vojI6tWr5dlnn5U2bdpIpUqVJDExURITE6Vq1arSokULee6552TFihWWjiHUTp48KZMmTRIRkaioqAKLsd69e+e/IXoupZSMHTvWtjHCerSMltEyuA1do2u6dy0Ya9euNd1WvXp1G0eCYNEyWuaklqWlpclHH31kuK1x48Zy0UUX2Tqem266SerXr2/rMRE4ekbP6Jk5euZ8NIyGOalhTtCnTx+Ji4sz3Hbw4EFZsGCBzSMCAD2wpmBNofuagvfiIELLaBktg7vQNJqme9OCwTUF7kLP6JmTesb7cAgULaNltMwcLdMDHaNjTuqYE3BdAQKmAMBiffr0USKiREQtXLgw//H58+fnP37+x6effhqSY69evTp/nxdffLHKyckxHNe5H3369AnqmLm5ueqjjz5StWvXNv36zv+oVKmSeu+999Tp06eD/IrP2rRpk7rxxhtVVFTUBY9fvXp1NW/ePDVp0iTD7YH68ccfVZMmTXz+PrRp00atWrUqoGMZ/Xu2atUq4LFfyPjx4/OP07lz50LbH3jgAcOvsXjx4urkyZOWjQvWoWW0jJbRMreha3RNt6698MILhuMLVSfN5p6IqG+//TYkx0Do0TJa5vSWffjhh6ZjevzxxwMaD9yJntEzegad0TAa5vSGnc/q15dmWrdubfq9uffeey09NgDogDUFawrd1hS+4L24yEPLaBkto2VuQtNomm5N45oCmKFn9MzpPeN9OPiCltEyWgbd0TE65vSOnY/rCqATbhQBwHJmizmllLryyisNT1xNmzYNybFvv/32/H2+++67puMK1WJux44dqmXLlgX217JlSzVy5Ej1448/qq+//lq988476uqrrzY8dsOGDdWmTZuC/KqVGj16tIqPj8/fb1RUlOrYsaMaP368mjt3rpoxY4Z69NFHVWpqav7nxMbGqg4dOoRkMZeZmanuueee/OdXqFBBPfnkk+qzzz5TCxYsUNOnT1d33XVXgTGeO46xY8f6fUy73wStX79+/nHmzJlTaPtvv/1mujCbOHGiZeOCdWgZLaNltMxt6Bpd061rVv7AbceOHYZft4jnB6+h/KErQouW0TKnt6x79+6m66lPPvnE77HAvegZPaNn0BkNo2FOb9j5wnVBx2uvvWba0goVKlh6bADQAWsK1hS6rSl8wXtxkYeW0TJaRsvchKbRNN2axjUFMEPP6JnTe8b7cPAFLaNltAy6o2N0zOkdOx/XFUAn3CgCgOW8LeZmzJhhevI6/3P9tX37dhUTE6NERJUoUUJlZGSYjisUi7nVq1eriy66KH8/5cuXV3PnzjX9/Llz56ry5csXOn7x4sXVsmXLAhqDUkoNGjSowP6qVKmiFi1aZPi5x48fVz179jT9NwhkMXf06FHVtGnT/EXk4MGDTe8Ov2XLlgJvJp778eKLL/p1XDvfBF20aFH+MWrUqKHy8vIMP+/aa681/NoaNWpkybhgLVpmjJbRMuiLrhmja87tmlU/cMvNzVXt2rUz/T6PHz8+qP3DWrTMGC1zTstKlChh+rWvX7/er3HA3eiZMXpGz6AHGmaMhjmnYecL1wUd8+bN8/rvcODAAUuPDwBOx5rCGGsK564pLoT34iITLTNGy2gZ9ETTjNE05zaNawpghp4Zo2fO6Rnvw8EXtMwYLaNl0AcdM0bHnNOx83FdAXTCjSIAWM7bYi4nJ0dVrVrV8MTVqVOnoI77yCOP5O/r6aef9jquYBdz69evL3AHrZIlS6rNmzdf8Hk7d+5UFSpUKDSG5ORktXbtWr/HMWTIkAL7qVatmtq5c+cFn/f444+HZDGXnZ2trrrqqvznTZo06YLPOXbsWIHnnPmIiopSs2bN8vnYdr4Jeuutt+Yf4/y7yZ3r448/Nv2erlixwpKxwTq0zBwto2XQE10zR9ec2TUrfuB26tQp1atXL9PvcYcOHUwveIMz0DJztCz8Ldu5c6fXrz0tLc3nMcD96Jk5ekbP4Hw0zBwNC3/DjITrgo5Dhw55/XfwdoEQAEQC1hTmWFM4c01xIbwXF5lomTlaRsugH5pmjqY5s2lcUwAz9MwcPQt/z3gfDr6iZeZoGS2DHuiYOToW/o4Z4boC6IQbRQCwnLfFnFJKjRgxwvTk9dtvvwV0zCNHjqjk5GQlIqpIkSLqn3/+8TquYBZz6enpqkaNGgX28eGHH/r8/LVr16rY2NhC46hYsaI6evSoz/v59ttvVVRUVP7zY2Nj1cqVK316bnZ2trryyiuDXsw99dRT+c954oknfH7exo0bVUJCQqHjlixZUh0/ftynfdj1JuiePXvy/71SUlLUsWPHTD83OztblStXLmQvGhBetMw7WkbLoB+65h1dc17XQv0DtyVLlnj9/jZr1sznrxPhQ8u8o2Xhbdm3335r+nUXK1bM568BkYGeeUfP6BmcjYZ5R8Pc//rSH0WLFjX9dxg5cqTlxwcAJ2NN4R1rCuetKbzhvbjIRcu8o2W0DHqhad7RNOc1jWsKYIaeeUfPeB8OeqBl3tEyWgbno2Pe0TH3v8b0B9cVwF/RAgBhdu+990qJEiUMt73xxhsB7XPcuHGSkZEhIiK9evWScuXKBTy+C/n3v/8tW7Zsyf97/fr15Y477vD5+Q0bNpSHHnqo0ON///23PPHEEz7t4/jx4/LAAw+IUqrAuJo0aeLT8+Pi4mTo0KG+DdjEggULZPjw4SIiUrJkSXnhhRd8fm6tWrWkR48ehR4/fPiwjB07NqhxhdrYsWMlJydHRET69OkjKSkppp8bFxcn/fr1M9z2ySefyJEjRywZI8KDltEyWga3oWt0TZeu/f333/Lpp5/K6tWrZffu3XLs2DE5ffq0KKUkNzdXTp48Kfv27ZO1a9fKp59+KoMHD5Z69epJy5YtZe3atYb7vPfee2XRokWSnJxs81eDUKNltCycLdu8ebPptjJlylh6bLgPPaNn9Aw6o2E0TJfXl3aoWLGi6bajR4/aOBIA0A9rCtYUOq0peC8OZmgZLaNlcBOaRtN0aRrXFOBC6Bk94304uAEto2W0DLqjY3RMl9eYduC6AviLG0UACLvk5GR58MEHDbd9/PHHsnv3br/2l52dLaNGjRIRkaioKBk0aFDQYzTz22+/ycSJEws81q9fP4mKivJrP0OHDjV8ATRp0iRZuHDhBZ//9NNPy549e/L/Hh8fL4899phfY+jcubNUrVrVr+ec64UXXshfTPbo0UOKFSvm1/ObNWtm+Pjo0aMDHlOoZWdny/vvvy8inrk1cODACz7n/vvvl5iYmEKPZ2VlyaRJk0I+RoQPLaNlIrQM7kLX6JqIHl3bunWr3HbbbdKkSROpUqWKpKamSnx8vERHR0tsbKwULVpUypcvL40aNZLbbrtNXn/9dfn9998N99WyZUtZtmyZTJw4URISEmz+SmAFWkbLRMLXMm8/kE9MTLT02HAfekbPROgZ9EXDaJiIHq8v7eDtP6xKT0+3cSQAoB/WFKwpRPRYU/BeHLyhZbRMhJbBPWgaTRPRo2lcU4ALoWf0TIT34aA/WkbLRGgZ9EbH6JiIHq8x7cB1BfAXN4oA4AgPP/ywFClSpNDjp0+flnfeecevfX344Yfyzz//iIjIDTfcILVr1w7JGI0MHTpUcnNzCzzWtWtXv/eTmpoq/fv3N9z22muveX3uli1bZMyYMQUe69atm5QuXdqvMURHR0urVq38es4Za9eulWXLluX//frrr/d7HxUqVDB8fOfOnbJ169aAxhVqM2fOlAMHDoiISPv27aVWrVoXfE7FihWlS5cuhtvGjRtX4E5t0B8to2W0DG5D1+iaDl0LhZiYGPm///s/mT59urRo0SLcw0GI0TJaFq6WefuBPG+CIhD0jJ7RM+iMhtGwSHl9eSHeunns2DEbRwIAemJNwZpChzUF78XhQmgZLaNlcBOaRtN0aFoocE2B+9Ezesb7cHADWkbLaBl0R8foWKS8xrwQriuAv7hRBABHKFeunPTq1ctw2/vvvy9paWk+7+utt97K//NTTz0V7NBM7dq1S7766qsCj5UvX16qVKkS0P7Mvv65c+ea3p1YRGTkyJGSl5dX4LFAFlMiIg0aNAjoeecvJuvVq+f3PooWLWq6bcmSJX7vzwpn7iYn4nkB4quHHnrI8PGtW7fK3Llzgx4XnIOW0TJaBreha3RNh65Vr15dPv74Y5k3b54sXbo0/2PJkiXy/fffyxdffCGjRo2SQYMGScuWLQ1/q0dubq68/vrrUqVKFbnqqqtkwoQJcurUqTB8NbACLaNl4WpZRkaG6TajN7SAC6Fn9IyeQWc0jIbp8PrSDuf/W54rNjbWxpEAgJ5YU7Cm0GFNwXtxuBBaRstoGdyEptE0HZrGNQXwBT2jZ7wPBzegZbSMlkF3dIyO6fAa0w5cVwB/caMIAI4xaNAgiYqKKvR4RkZGocWCmTlz5uQvfJo1aybXXnttSMd4rilTphS641cwdxirWbOmNG3a1HDbzJkzDR9PT0+XyZMnF3q8SZMmAY3hoosuCuh58+fPL/D3KlWqSFRUlF8f7dq1M93/33//HdC4Qmn16tWycuVKEfG8cdCpUyefn9u2bVvTO+v7OrehD1pGy8zQMuiKrtE1M07omohIpUqV5Pbbb5e2bdvKNddck/9x7bXXSocOHeTmm2+WgQMHyvDhw2Xx4sVy9OhR+eSTT+S6664z3N+KFSvk/vvvl1q1ahX64S30RctomRkrWxYXF2e6jQvHECh6Rs/M0DPogIbRMDNOeX1ph8zMTNNtSUlJNo4EAPTFmoI1hRknrCl4Lw6+omW0zAwtg45oGk0z44SmiXBNAXxHz+iZGd6Hg05oGS0zQ8ugCzpGx8w45TWmHbiuAP7iRhEAHKN27dpy4403Gm4bOXKkZGVlXXAfw4cPz//zk08+GbKxGfn6668LPVapUqWg9tm6dWvDxxctWmT4+Lffflvo7nvJyclSo0aNoMbhj3/++Ud27Nhh6TEOHTpk6f59ce6d8gcOHCjR0f6dQgcMGGD4+OzZs2X37t1BjQ3OQstomRlaBl3RNbpmxgldC0RCQoLcdtttMn/+fFmwYIFUr17d8PN27twpN998szzzzDM2jxBWoGW0zIyVLfP2A/mTJ09adly4Gz2jZ2boGXRAw2iYGV1fXwbC22+5KVu2rH0DAQCNsaZgTWHGCWsK3ouDr2gZLTNDy6AjmkbTzDihaYHgmoLIRc/omRneh4NOaBktM0PLoAs6RsfM6PoaMxBcVwB/xYZ7AABwrqeeekpmzZpV6PH9+/fLlClT5P777zd97tq1a2XBggUi4rmb+S233GLZONPT02Xt2rWFHk9JSQlqvw0bNjR8fMWKFZKTkyOxsQWzbbTIK1WqlOHd06yyfPnyQo8tXLiw0FiDUa5cuZDtKxAHDx6UTz75REREihYtKn379vV7H3369JGnn35aTpw4UeDx3NxcGT9+vLz88sshGSucgZbRMiO0DDqja3TNSLi7Fgpt2rSRdevWSbdu3WTu3LmGn/Pqq69KqVKl5PHHH7d5dAg1WkbLjFjZMm/7PnbsmGXHhfvRM3pmhJ5BFzSMhhlxw+tLXyilvP6Wk6pVq9o4GgDQG2sK1hRGwr2m4L04+IuW0TIjtAy6omk0zUi4mxYKXFMQeegZPTPC+3DQDS2jZUZoGXRCx+iYETe8xvQF1xUgENwoAoCjXHPNNXLVVVfJzz//XGjbW2+9Jf369TO9S/m5d/x64okn/L6buT/WrVsnSqlCjxcpUiSo/Zot5k6dOiUHDx6U8uXLF3jcaDGXmpoa1Bj8ZXSn93r16kmpUqVsHYeV3n//fTl16pSIiPTu3Tug73Fqaqr07NlTJkyYUGjbxIkT5YUXXpC4uLigxwpnoGW0zIloGYJB1+iamyUnJ8vXX38tLVu2lFWrVhl+zpNPPiktW7aURo0a2Tw6hBIto2V2q1Klium2vXv3Gr5pA/iCntEzu9EzhBINo2GRbPfu3ZKdnW26vXbt2jaOBgD0xpqCNYUT8V4c/EXLaJkT0TIEiqbRNDfjmoLIQs/omd14Hw5WoGW0zG60DKFGx+hYJOO6AgTCutIBQICeeuopw8e3bNkiX375peG2Xbt2yaeffioinrteBXI3c39s2bLF8PHMzMyg9lujRg3TO3YdOnSowN+zsrJk69athT4v2DuP+evo0aOFHktPT7d1DFbKzc2VcePG5f997NixEhUVFdCH0RugIp672n3xxRd2fUmwCS2jZU5CyxAKdI2uuVlCQoJMmzbN9M2IvLw8GTRokM2jghVoGS2zU7169Uy35eTkyM6dO20cDdyGntEzO9EzhBoNo2GRyui3yZyRlJTktbcAgMJYU7CmcBLei0OgaBktcxJahmDRNJrmZlxTEFnoGT2zE+/DwSq0jJbZiZbBCnSMjkUqritAILhRBADHuemmm+TSSy813Pbmm28aPj5ixAjJyckREZEBAwZIYmKiZeMTEUlLSzN8PCMjI6j9RkdHmy7Gjh07VuDvBw8eNPy8kydPBjUGfxkt5szGpqOvv/7a8M5moTZmzBjLjwF70TJa5iS0DKFA1+ia29WqVUvuuusu0+2LFy+WTZs22TgiWIGW0TI71a5dW4oWLWq6/ffff7dxNHAbekbP7ETPEGo0jIZFKqPfeHNGixYtJCYmxsbRAID+WFOwpnAS3otDoGgZLXMSWoZg0TSa5nZcUxA56Bk9sxPvw8EqtIyW2YmWwQp0jI5FKq4rQCC4UQQAx4mOjja9s+6KFStk8eLFBR5LT0+XiRMniojnrr0DBw60fIzZ2dmGj5+/4ApEsWLFDB8/f5F3/l3AQjkGfxgtHn/55Rdbx2ClUaNG5f95woQJsnTp0qA+XnrpJcPjLFmyhBfALkPLaJmT0DKEAl2ja5Hg3nvv9br9m2++sWkksAoto2V2io2NlVatWpluX7ZsmY2jgdvQM3pmJ3qGUKNhNCxSzZ4923Rb165dbRwJALgDawrWFE7Ce3EIFC2jZU5CyxAsmkbTIgHXFEQGekbP7MT7cLAKLaNldqJlsAIdo2ORiusKEAhuFAHAkfr06SOlS5c23PbGG28U+Pv48ePl+PHjIiJy9913mz4vlEqUKGH4+Pbt24Ped2pqquHjJUuWLPD3zMxMw887cuRI0GPwh9Hic+XKlbaOwSq///67LFq0SERELrvsMunXr59cc801QX0MGjTIdP5wx3z3oWWF0TL70TKEEl0rjK65y9VXXy1JSUmm2//44w8bRwOr0LLCaJl1brjhBtNt579ZBfiLnhVGz6xDzxBqNKwwGuZuGzdulA0bNhhui4uLk27dutk8IgBwB9YUhbGmsB/vxSFYtKwwWmY/WoZQoWmF0TR34ZqCyEHPCqNn1uF9OFiFlhVGy6xDy2AFOlYYHXM3ritAoLhRBABHSkxMNL1715w5c/JPeqdPn5aRI0eKiOduYU888YQt4zt/YXXG5s2bJTc3N6h9x8TEFHosNTVVKlasWOAxswXlkSNHZN++fUGNwR8XXXRRoceWLl1q2/Gt9N577+X/+aGHHgrJPhMTE+Xuu+823DZt2jTJyMgIyXHgDLSsIFoWHrQMoUTXCqJr7hMTEyOXXnqp6XY7/w1hHVpWEC2zVvfu3SU2NtZw26pVq2THjh32DgiuQs8KomfWomcINRpWEA1zv/Hjx5tu69atm5QrV87G0QCAe7CmKIg1RXjwXhyCRcsKomXhQcsQKjStIJrmPlxTEDnoWUH0zFq8Dwer0LKCaJm1aBmsQMcKomPux3UFCBQ3igDgWA899JDhnXeVUvLmm2+KiMiMGTPk77//FhGRrl27So0aNWwZW82aNQ0fP3XqlGzdujWofZ84caLQY1dccUWhx8wWlCIia9asCWoM/ihVqlShx7Zt25Z/l/lgbdmyRXJyckKyL3+kp6fLtGnTREQkJSVFevfuHbJ9P/jggxIVFVXo8ePHj8v06dNDdhw4Ay07i5bRMrgDXTuLrtnfNTsULVrUdJvRD16hJ1p2Fi2ztmWlSpWS7t27G25TSuWv1eymlArLcRF69OwsekbPoB8adhYNc+fryzMOHjwoEydONNwWHR0tgwcPtnlEAOAurCnOYk3Be3HQFy07i5bRMuiPpp1F09z5Mx+uKYgc9Owsesb7cNAXLTuLltEy6ImOnUXH3Pka8wyuK0AwuFEEAMcqWbKk9O3b13DbjBkzZPfu3TJ8+PD8x5566im7hiaXX365pKamGm5bsGBBUPs2Wsx16NCh0GMlS5aUxMREw30sWbIkqDH4w2ihKeL9Llb+uPfee+XFF18Myb78MWnSpPx/iz59+khKSkrI9l2jRg1p27at4baxY8eG7DhwBlp2Fi2jZXAHunYWXbO/a3bYv3+/6bYKFSrYOBJYiZadRcusb9m///1vwwthRUTGjRsnWVlZlo/hXNOmTZNrr71W8vLybD0urEHPzqJn9Az6oWFn0TB3vr48Y+jQoaa/Kbdnz57SoEEDm0cEAO7CmuIs1hS8Fwd90bKzaBktg/5o2lk0zZ0/8+GagshBz86iZ7wPB33RsrNoGS2DnujYWXTMna8xz+C6AgSDG0UAcLQnnnjC8A67p0+flu7du8tvv/0mIiItWrSQq6++2rZxRUdHy7XXXmu4bfbs2QHvNycnRw4fPlzo8RtvvLHQYzExMdKsWTPD/UyfPl1yc3MDHofRuMxceeWVhndn+/TTT2XFihVBHXfdunWydOlSqVevXlD78ZdSSsaMGSMiIlFRUfLQQw+F/BgPPvig4eO//vqrLFu2LOTHQ3jRMg9aRsvgHnTNg67Z2zU7nDhxIv+uwkauuuoqG0cDq9EyD1pmfcuuuOIK6dGjh+G2vXv3yujRoy0fwxkbNmyQBx54QFq3bi3R0fxo2C3omQc9o2fQEw3zoGHue315xrJly0z/46dSpUoVuGgJABA41hQerCl4Lw56o2UetIyWwR1omgdNc9/PfLimIPLQMw96xvtw0Bst86BltAz6omMedMx9rzHP4LoCBIszHQBHu+SSS+SWW24x3HbuQuHJJ5+0a0j57r77bsPHFyxYIMeOHQton9u2bZPTp08XeKxZs2ami5mWLVsaPr53716ZNWtWQGMwkp2dbbotLi7OcCGdm5sr99xzj5w6dSrg4w4ePFhiYmKkVatWAe8jEN9//71s2bJFRETatm0rtWvXDvkxunTpYnr3aO6Y7z60jJbRMrgNXaNr4eiaHWbPnm36vYmLi5NOnTrZPCJYiZbRMjtb9sYbb0ixYsUMt7388suyc+dOy8dw9OhR6datm1SoUEGeffZZy48H+9AzekbPoDMaRsPc+vpSRGTfvn1y5513mv6WovHjx0uZMmVsHhUAuBNrCtYUvBcHN6BltIyWwU1oGk1z6898uKYg8tAzesb7cHADWkbLaBl0R8fomFtfY4pwXQFCgxtFAHC8p556yuv2mjVrSpcuXWwazVldu3aVihUrFno8MzNTJkyYENA+f//990KPDRgwwPTzzRa6IiKDBg2SEydOBDSO82VmZnrd3rdvX8PH//jjD7n77rsDugPZjBkz5IcffpAbbrhBypYt6/fzg/H222/n/9mKO+WLiMTGxpq+IPjss8/kn3/+seS4CB9aRstoGdyGrtE1u7tm9gOwUFFKyTvvvGO6/dZbb5Vy5cpZOgbYj5bRMrtaVqlSJRk5cqThtrS0NLnjjju83nE7WJmZmXLjjTfKtm3bZOLEiZKQkGDZsRAe9Iye0TPojIbRMLe9vhQROXbsmHTp0kV2795tuP2ZZ57x+u8LAPAfawrWFLwXBzegZbSMlsFNaBpNc9vPfLimIHLRM3rG+3BwA1pGy2gZdEfH6JjbXmOKcF0BQocbRQCw3Ll3jPJ29ygzTZo08XrXp0GDBkl0tP85MxuLr2OMjY2VwYMHG24bOXJkQC9eZs+eXeDvtWvXlp49e5p+foMGDaRt27aG27Zv3y6DBg3yewxG0tLSvG6/7bbbpFKlSobbPv74Y+ndu3ehu5l5s3LlSrn//vtFRGTgwIE+PUcp5dNjF7J+/XqZN2+eiIiULVtWbrjhBr/34atevXoZPp6dnS3vvfeeZcdFYGiZ72iZBy2jZU5H13xH1zzC2TURCepusr4YO3as/Pzzz4bbEhIS5JVXXrH0+AgMLfMdLfMIZ8v69Okj/fv3N9y2fPlyufPOOy15I/TUqVNy++23y08//SSvvfaaa++srTt65jt65kHP6JmT0DDf0TAPt7++PHTokLRr105WrVpluL1fv37y0ksvWToGANARawrfsabw4L043otzIlrmO1rmQctomZPRNN/RNA+3/8yHawr0Rc98R888eB+O9+GciJb5jpZ50DJa5jR0zHd0zMPtrzG5rgAhpQDAYl27dlUiokREffnllwHt49tvv83fx7kfZcqUUZmZmUGP69yPrl27+ryP3Nxc1bhxY8P9vPvuu36NJzMzU5UqVarAPmbNmnXB582dO9fw+Gc+nn32WZ+Of/ToUdW8eXPDfXzxxRcXfP57773ndRwNGjRQa9euveB+pk+frlJSUpSIqBtuuMGnsSulVI8ePQod8+qrr/b5+Wd06dIl//n9+/f3+/n+qlWrluH3KzU1VR0+fNjy48N3tMw3tMyDltEyHdA139A1j3B3TSml7rvvPsOvoVWrVgHt71xfffWVio2NNf0+jRgxIuhjwBq0zDe0zMMJLcvOzlZt2rQx/VpuuukmlZ6eHtC+jaSnp+cf74477gjZfhF69Mw39MyDntEzp6FhvqFhHk5oWL9+/Qy/hlC8vly1apWqWrWq6ffpscceU3l5eUEfBwDciDWFb1hTeIR7TcF7cTBDy3xDyzxoGS1zOprmG5rmEe6mKcU1BTBHz3xDzzyc0DPeh4MRWuYbWuZBy2iZE9Ex39AxDyd0jOsKoBNuFAHAck2bNs0/UY0ZMyagfeTl5ak6deoUOvG9+OKLIRnXuR9NmjTxaz+//PKLKlKkSKH9pKSkqC1btvi8n5deeqnA8++77z6fn3vvvfd6XUj17t3b64uo9evXq3r16pk+v3Xr1ionJyf/8w8cOFBoH3l5eapjx45exxETE6M6duyoPvzwQ/Xnn3+qjIwMdeLECbVx40Y1YcKEAv8mycnJauvWrT5/Dzp06FDoeJdddpnPz1dKqaVLlxZ4/tSpU/16fiDuvvtu0+/XoEGDLD8+fEfLfEPLaBkt0wdd8w1dC3/XzmjXrp3h+IP5gVtOTo4aNmyYio+PN/3+3HvvvQHvH9ajZb6hZc5pmVJKZWRkqLZt25p+LZdccolatmxZwPs/Y/Xq1eqyyy5TIqK6deumsrOzg94nrEPPfEPP6Bk9cyYa5hsa5pyGtW/f3nD8wby+TEtLU4MGDVIxMTGG+05OTlYffvhhwPsHgEjAmsI3rCnCv6bgvTh4Q8t8Q8toGS3TA03zDU0Lf9PO4JoCmKFnvqFnzumZUrwPh8JomW9oGS2jZc5Fx3xDx5zTMa4rgE64UQQAS2VnZ6uiRYvmn7AeeOCBgPf13//+t8DJLykpSR06dCgk4zr3o2jRon6/MPjggw8M93XZZZepgwcPXvD5S5cuVYmJifnPa968uTpx4oTPx8/IyFA1a9b0upAqX768ev7559W6detUenq6OnLkiFqyZIm677778u903KRJE9PnV69eXXXq1ElVrVpV1a5d23Ac+/fvVxUqVPA6Dl8/Pv/8c5+/fqWUuvjiiwvtIzEx0ed/y8zMTFW7du0Cz//oo4/8GkMgHnnkEdPvQWxsrFqzZo3lY8CF0TJaRsu8o2X6oWt0TZeunXHixIn8O8Oe/3H11Ver06dP+7W/zMxMNXXqVHXllVd6/XoHDRrEHVkdjJbRMt1adq7MzEx1xx13eB1nly5d1KpVq/ze986dO9XDDz+c/73v2bOn352EvegZPaNnxuiZHmgYDdOtYSdOnFDFihUzHFOzZs3UqVOn/NrfH3/8of7v//5Ppaammn6tt9xyi/rrr7/82i8ARBrWFKwpdFlT8F4cvKFltIyWeUfL9ELTaJouTTuDawpghp7RM916di7eh8MZtIyW0TJjtEwfdIyO6dYxriuAbrhRBABLjRw5ssBJq0yZMuro0aMB7evUqVOqfPny+fsaOHBgwOMaNWqU14XEpEmT/N7nW2+9ZbivSy65RK1YscL0eR9//HGBxUPz5s293qHLzLZt21TFihUDXjw988wzatKkSV4/JyEhQd1///1e72b2+++/q7Jlywa1kHvttdf8+toXLlxouq9x48Zd8Pk5OTnqtttuK/TcNm3aWPpC0eiN1/M/qlSpwkLPAWgZLaNl5miZnugaXdOha2fk5eWp+++/3+vYihQpoq644grVq1cvNWzYMDVhwgQ1c+ZM9cMPP6gFCxaoL7/8Uk2ePFk9++yzqkOHDl5/0CYi6uKLL1Zz5szx6+uF/WgZLdOpZWYmTJhg+mbTmY9atWqpZ555Rn3zzTfq77//LnSx2YkTJ9SqVavU6NGjVfv27fPfsElMTAzJGGE9ekbP6JkHPdMTDaNhOjUsNzf3gr9FJT4+XjVq1Ej17t1bvfLKK2ratGnq+++/V4sXL1Y//vij+vzzz9Xw4cPVPffcoy699FLT/cTExKibbrpJLV261K+vFQAiFWsK1hQ6rCl4Lw4XQstoGS0zR8v0Q9Nomg5NO4NrCuANPaNnOvXMDO/DgZbRMlrmQcv0RcfomE4d47oC6IgbRQCwxL59+9Tzzz+vYmJiCp3E6tWrp+bOnRvQm0vDhg3LPxEG8sbQ/v371ZAhQ/JfEHg7YQ8bNszvu4p99tlnhneMio6OVtdff70aN26c+vHHH9W3336r3nnnHXX11Vfnf05UVJR64okngrrb3q5du9QVV1zh18IpNjZWjRgxQimlTBdzJUqUUE8//bTav3+/T+PYuXOnaty4sd+LuJiYGL8WX0eOHFFfffWVKleu3AX/Lbds2VLojl1//fWXGjdunGrQoIHp85s3b66mTJmiNm/eHJI3RPPy8tShQ4fUjz/+qK677jqfvi/FihVTzz77rFqzZo1fd4ND8GgZLaNlxmiZvugaXdOha7t371bbt29X69atU1OnTlXNmzf3e8yBfMTGxqrWrVurqVOncldph6NltEyHlvlj79696p577lHR0dE+fS3R0dGqePHiqmzZsiopKcnwc7p27ar+/PPPgMcEe9AzekbP6JnOaBgN06Fh27dvV3/++adasWKF+uCDD1TTpk39HrO/X98111yjXn/9dbVz507f/2EBIIKxpmBNocOagvficCG0jJbRMmO0TE80jabp0DSuKYAv6Bk906Fn/uB9uMhEy2gZLaNluqNjdEyHjnFdAdyAG0UACJn27durunXrqooVK6qoqKgLntiSkpLUpZdequrWratGjx7t0zGOHj2qkpOTVffu3S0b17kfUVFRqlKlSqpOnTqqffv2Ph1v7969qm/fvio+Pt7nY3Tu3Fn98ssvPn9N3mRlZannnnvO9IXQ+Qvrn376Kf+55y/mKleurN5++211/Phxv8dx+vRp9eabb6qLLrrIp+/DNddco9auXevz/v39tzzz0bdvX6WUUi+99JLfz42OjlYffvih39+Lc4ViUTh58uSgxgDvaJkHLfOgZcZomV7omgdd83B615RSqmrVqiHpzPntS0xMVKmpqap8+fKqfv36ql27dqpPnz7qtddeU7Nnzw747sSwBy3zoGUeOrQsENu3b1f/+c9/VIUKFQI6frFixVSvXr3UypUrgxoHrEXPPOiZBz2jZ7qhYR40zEOHhnn7D6AC+YiNjVUpKSmqdOnSqnbt2qpdu3aqb9++6s0331QLFixQaWlpfn8fASASsabwYE3h4fQ1Be/FwQwt86BlHrTMGC3TB03zoGkeTm+aUlxTAHP0zIOeeejQs0DwPpz70TIPWuZBy2iZjuiYBx3z0KFjXFc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|
|
"text/plain": [
|
|
"<Figure size 4200x1400 with 4 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 36,
|
|
"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
|
|
}
|