463 lines
508 KiB
Plaintext
463 lines
508 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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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": 4,
|
|
"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": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# peak memory\n",
|
|
"data_a = {\n",
|
|
" labels_name_a[0]: [79, 40.95, 50.12], # 22.64\n",
|
|
" labels_name_a[1]: [47, 44.24, 41.74], # 22.64\n",
|
|
" labels_name_a[2]: [65.66, 59.47, 69.75], # 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]: [50, 40.94, 54.22], # 2DP 4TP\n",
|
|
" labels_name_c[1]: [60, 40.97, 55.75], # 4DP 2TP\n",
|
|
" labels_name_c[2]: [-1, 59.32, 64.60], #\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": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"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": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(a) Single-node, single parallel')"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"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, 85)\n",
|
|
"ax[0][0].set_yticks([0, 40, 80])\n",
|
|
"ax[0][0].set_yticklabels([\"0\", \"40\", \"80\"], 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(\"Peak Memory (GB)\", fontsize=g_label_fontsize)\n",
|
|
"ax[0][0].set_title(\"(a) Single-node, single parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(b) Two-node, single parallel')"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"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, 85)\n",
|
|
"ax[0][1].set_yticks([0, 40, 80])\n",
|
|
"ax[0][1].set_yticklabels([\"0\", \"40\", \"80\"], 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": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(c) Single-node, hybrid parallel')"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"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, 85)\n",
|
|
"ax[1][0].set_yticks([0, 40, 80])\n",
|
|
"ax[1][0].set_yticklabels([\"0\", \"40\", \"80\"], 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(\"Peak Memory (GB)\", fontsize=g_label_fontsize)\n",
|
|
"ax[1][0].set_title(\"(c) Single-node, hybrid parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(d) Two-node, hybrid parallel')"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"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, 85)\n",
|
|
"ax[1][1].set_yticks([0, 40, 80])\n",
|
|
"ax[1][1].set_yticklabels([\"0\", \"40\", \"80\"], 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": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f9bb0e38170>"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"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": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
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dmsY1BTBDz+iZ23vG+3AIBC2jZbQMuqNjdMztHTsX1xVAJ9woAoDt/C3mpk+fbnryOvdzg7VlyxYVFxenREQVL15cZWRkmI7LisXcypUr1QUXXJC3n3LlyqnZs2ebfv7s2bNVuXLlChy/WLFiasmSJSGNQSmlBg4cmG9/lStXVgsWLDD83KNHj6oePXqY/h2Espg7dOiQatKkSd4ictCgQaZ3h9+4cWO+NxPP/nj++eeDOq6Tb4IuWLAg7xjVq1dXubm5hp939dVXG35tDRs2tGVcsB89M0bP6Bn0RNOM0TT3Ns2uH7jl5OSotm3bmn6fx40bF9b+YS9aZoyWuadlxYsXN/3a16xZE9Q44G30zBg9o2fQAw0zRsPc07BzReqCjjlz5vj9e9i7d6+txwcAt2NNYYw1hXvXFOfD+3DRiZYZo2W0DHqiacZomnubxjUFMEPPjNEz9/SM9+EQCFpmjJbRMuiDjhmjY+7p2Lm4rgA64UYRAGznbzGXnZ2tqlSpYnji6tixY1jHfeihh/L29eSTT/odV7iLuTVr1uS7g1aJEiXUhg0bzvu8bdu2qfLlyxcYQ0pKilq9enXQ4xg8eHC+/VStWlVt27btvM979NFHLVnMZWVlqSuuuCLveRMnTjzvc44cOZLvOac/YmJi1IwZMwI+tpNvgt588815xzj3bnJn+/DDD02/p8uWLbNlbLAXPTNHz+gZ9EPTzNE0dzbNjh+4nTx5UvXs2dP0e9y+fXvTC97gDrTMHC2LfMu2bdvm92s/fPhwwGOA99Ezc/SMnsH9aJg5Ghb5hhmJ1AUd+/fv9/v34O8CIQCIBqwpzLGmcOea4nx4Hy460TJztIyWQT80zRxNc2fTuKYAZuiZOXoW+Z7xPhwCRcvM0TJaBj3QMXN0LPIdM8J1BdAJN4oAYDt/izmllBo+fLjpyeu3334L6ZgHDx5UKSkpSkRUoUKF1D///ON3XOEs5tLT01X16tXz7eP9998P+PmrV69W8fHxBcZRoUIFdejQoYD3880336iYmJi858fHx6vly5cH9NysrCx1+eWXh72Ye+KJJ/Ke89hjjwX8vHXr1qmkpKQCxy1RooQ6evRoQPtw6k3QnTt35v19paamqiNHjph+blZWlipbtqxlLxoQefTMP3pGz6AXmuYfTXNf06z+gduiRYv8fn+bNm0a8NeJyKFl/tGyyLbsm2++Mf26ixYtGvDXgOhAz/yjZ/QM7kbD/KNh3n99GYwiRYqY/j2MGDHC9uMDgJuxpvCPNYX71hT+8D5c9KJl/tEyWga90DT/aJr7msY1BTBDz/yjZ7wPBz3QMv9oGS2D+9Ex/+iY919jBoPrChCsWAGACLv77rulePHihttee+21kPY5duxYycjIEBGRnj17StmyZUMe3/n8+9//lo0bN+b9uV69enLbbbcF/PwGDRrIAw88UODxv//+Wx577LGA9nH06FG57777RCmVb1yNGzcO6PkJCQkyZMiQwAZsYt68eTJs2DARESlRooQ899xzAT+3Zs2a0r179wKPHzhwQMaMGRPWuKw2ZswYyc7OFhGR3r17S2pqqunnJiQkSN++fQ23ffTRR3Lw4EFbxojIoWf0jJ7BS2gaTdOlaX///bd88sknsnLlStmxY4ccOXJETp06JUopycnJkePHj8vu3btl9erV8sknn8igQYOkbt260qJFC1m9erXhPu+++25ZsGCBpKSkOPzVwGq0jJZFsmUbNmww3Va6dGlbjw3voWf0jJ5BZzSMhuny+tIJFSpUMN126NAhB0cCAPphTcGaQqc1Be/DwQwto2W0DF5C02iaLk3jmgKcDz2jZ7wPBy+gZbSMlkF3dIyO6fIa0wlcV4BgcaMIABGXkpIi999/v+G2Dz/8UHbs2BHU/rKysmTkyJEiIhITEyMDBw4Me4xmfvvtN5kwYUK+x/r27SsxMTFB7WfIkCGGL4AmTpwo8+fPP+/zn3zySdm5c2fenxMTE+WRRx4JagydOnWSKlWqBPWcsz333HN5i8nu3btL0aJFg3p+06ZNDR8fNWpUyGOyWlZWlrz77rsi4ptbAwYMOO9z7r33XomLiyvw+IkTJ2TixImWjxGRRc/omQg9g3fQNJomokfTNm3aJLfccos0btxYKleuLGlpaZKYmCixsbESHx8vRYoUkXLlyknDhg3llltukVdffVV+//13w321aNFClixZIhMmTJCkpCSHvxLYgZbRMpHItczfD+STk5NtPTa8h57RMxF6Bn3RMBomosfrSyf4+4dV6enpDo4EAPTDmoI1hYgeawreh4M/tIyWidAyeAdNo2kiejSNawpwPvSMnonwPhz0R8tomQgtg97oGB0T0eM1phO4rgDB4kYRAFzhwQcflEKFChV4/NSpU/LWW28Fta/3339f/vnnHxERue6666RWrVqWjNHIkCFDJCcnJ99jXbp0CXo/aWlp0q9fP8Ntr7zyit/nbty4UUaPHp3vsa5du0qpUqWCGkNsbKy0bNkyqOectnr1almyZEnen6+99tqg91G+fHnDx7dt2yabNm0KaVxW+/jjj2Xv3r0iItKuXTupWbPmeZ9ToUIF6dy5s+G2sWPH5rtTG7yBntEzegYvoWk0TYemWSEuLk7+7//+T6ZNmybNmzeP9HBgMVpGyyLVMn8/kOdNUISCntEzegad0TAaFi2vL8/HXzePHDni4EgAQE+sKVhT6LCm4H04nA8to2W0DF5C02iaDk2zAtcUeB89o2e8DwcvoGW0jJZBd3SMjkXLa8zz4boCBIsbRQBwhbJly0rPnj0Nt7377rty+PDhgPf1xhtv5P33E088Ee7QTG3fvl2+/PLLfI+VK1dOKleuHNL+zL7+2bNnm96dWERkxIgRkpubm++xUBZTIiL169cP6XnnLibr1q0b9D6KFClium3RokVB788Op+8mJ+J7ARKoBx54wPDxTZs2yezZs8MeF9yFntEzegYvoWk0TYemVatWTT788EOZM2eOLF68OO9j0aJF8t1338nnn38uI0eOlIEDB0qLFi0Mf6tHTk6OvPrqq1K5cmW54oorZPz48XLy5MkIfDWwAy2jZZFqWUZGhuk2oze0gPOhZ/SMnkFnNIyG6fD60gnn/l2eLT4+3sGRAICeWFOwptBhTcH7cDgfWkbLaBm8hKbRNB2axjUFCAQ9o2e8DwcvoGW0jJZBd3SMjunwGtMJXFeAYHGjCACuMXDgQImJiSnweEZGRoHFgplZs2blLXyaNm0qV199taVjPNvkyZML3PErnDuM1ahRQ5o0aWK47eOPPzZ8PD09XSZNmlTg8caNG4c0hgsuuCCk582dOzffnytXriwxMTFBfbRt29Z0/3///XdI47LSypUrZfny5SLie+OgY8eOAT+3TZs2pnfWD3RuQy/0jJ6ZoWfQEU2jaWbc0DQRkYoVK8qtt94qbdq0kauuuirv4+qrr5b27dvLjTfeKAMGDJBhw4bJwoUL5dChQ/LRRx/JNddcY7i/ZcuWyb333is1a9Ys8MNb6IuW0TIzdrYsISHBdBsXjiFU9IyemaFn0AENo2Fm3PL60gmZmZmm2woXLuzgSABAX6wpWFOYccOagvfhEChaRsvM0DLoiKbRNDNuaJoI1xQgcPSMnpnhfTjohJbRMjO0DLqgY3TMjFteYzqB6woQLG4UAcA1atWqJddff73hthEjRsiJEyfOu49hw4bl/ffjjz9u2diMfPXVVwUeq1ixYlj7bNWqleHjCxYsMHz8m2++KXD3vZSUFKlevXpY4wjGP//8I1u3brX1GPv377d1/4E4+075AwYMkNjY4E6h/fv3N3x85syZsmPHjrDGBvehZ/TMDD2DjmgaTTPjhqaFIikpSW655RaZO3euzJs3T6pVq2b4edu2bZMbb7xRnnrqKYdHCDvQMlpmxs6W+fuB/PHjx207LryNntEzM/QMOqBhNMyMrq8vQ+Hvt9yUKVPGuYEAgMZYU7CmMOOGNQXvwyFQtIyWmaFl0BFNo2lm3NC0UHBNQfSiZ/TMDO/DQSe0jJaZoWXQBR2jY2Z0fY0ZCq4rQLDiIz0AADjbE088ITNmzCjw+J49e2Ty5Mly7733mj539erVMm/ePBHx3c38pptusm2c6enpsnr16gKPp6amhrXfBg0aGD6+bNkyyc7Olvj4/Nk2WuSVLFnS8O5pdlm6dGmBx+bPn19grOEoW7asZfsKxb59++Sjjz4SEZEiRYpInz59gt5H79695cknn5Rjx47lezwnJ0fGjRsnL774oiVjhXvQM3pmhJ5BVzSNphmJdNOs0Lp1a/nll1+ka9euMnv2bMPPefnll6VkyZLy6KOPOjw6WI2W0TIjdrbM376PHDli23HhffSMnhmhZ9AFDaNhRrzw+jIQSim/v+WkSpUqDo4GAPTGmoI1hZFIryl4Hw7BomW0zAgtg65oGk0zEummWYFrCqIPPaNnRngfDrqhZbTMCC2DTugYHTPihdeYgeC6AoSCG0UAcJWrrrpKrrjiCvnpp58KbHvjjTekb9++pncpP/uOX4899ljQdzMPxi+//CJKqQKPFypUKKz9mi3mTp48Kfv27ZNy5crle9xoMZeWlhbWGIJldKf3unXrSsmSJR0dh53effddOXnypIiI9OrVK6TvcVpamvTo0UPGjx9fYNuECRPkueeek4SEhLDHCvegZ/TMjegZQkXTaJqXpaSkyFdffSUtWrSQFStWGH7O448/Li1atJCGDRs6PDpYiZbRMqdVrlzZdNuuXbsM37QBAkHP6JnT6BmsRMNoWDTbsWOHZGVlmW6vVauWg6MBAL2xpmBN4Ua8D4dg0TJa5ka0DKGiaTTNy7imILrQM3rmNN6Hgx1oGS1zGi2D1egYHYtmXFeAUNhXOgAI0RNPPGH4+MaNG+WLL74w3LZ9+3b55JNPRMR316tQ7mYejI0bNxo+npmZGdZ+q1evbnrHrv379+f784kTJ2TTpk0FPi/cO48F69ChQwUeS09Pd3QMdsrJyZGxY8fm/XnMmDESExMT0ofRG6Aivrvaff755059SXAQPaNnbkLPEC6aRtO8LCkpSaZOnWr6ZkRubq4MHDjQ4VHBDrSMljmpbt26ptuys7Nl27ZtDo4GXkPP6JmT6BmsRsNoWLQy+m0ypxUuXNhvbwEABbGmYE3hJrwPh1DRMlrmJrQM4aJpNM3LuKYgutAzeuYk3oeDXWgZLXMSLYMd6Bgdi1ZcV4BQcKMIAK5zww03yMUXX2y47fXXXzd8fPjw4ZKdnS0iIv3795fk5GTbxicicvjwYcPHMzIywtpvbGys6WLsyJEj+f68b98+w887fvx4WGMIltFizmxsOvrqq68M72xmtdGjR9t+DDiPntEzN6FnCBdNo2leV7NmTbnjjjtMty9cuFDWr1/v4IhgB1pGy5xUq1YtKVKkiOn233//3cHRwGvoGT1zEj2D1WgYDYtWRr/x5rTmzZtLXFycg6MBAP2xpmBN4Sa8D4dQ0TJa5ia0DOGiaTTN67imIHrQM3rmJN6Hg11oGS1zEi2DHegYHYtWXFeAUHCjCACuExsba3pn3WXLlsnChQvzPZaeni4TJkwQEd9dewcMGGD7GLOysgwfP3fBFYqiRYsaPn7uIu/cu4BZOYZgGC0ef/75Z0fHYKeRI0fm/ff48eNl8eLFYX288MILhsdZtGgRL4A9iJ7RMzehZwgXTaNp0eDuu+/2u/3rr792aCSwCy2jZU6Kj4+Xli1bmm5fsmSJg6OB19AzeuYkegar0TAaFq1mzpxpuq1Lly4OjgQAvIE1BWsKN+F9OISKltEyN6FlCBdNo2nRgGsKogM9o2dO4n042IWW0TIn0TLYgY7RsWjFdQUIBTeKAOBKvXv3llKlShlue+211/L9edy4cXL06FEREbnzzjtNn2el4sWLGz6+ZcuWsPedlpZm+HiJEiXy/TkzM9Pw8w4ePBj2GIJhtPhcvny5o2Owy++//y4LFiwQEZFLLrlE+vbtK1dddVVYHwMHDjSdP9wx35voWUH0zHn0DFahaQXRNG+58sorpXDhwqbb//jjDwdHA7vQsoJomX2uu+46023nvlkFBIueFUTP7EPPYDUaVhAN87Z169bJ2rVrDbclJCRI165dHR4RAHgDa4qCWFM4j/fhEC5aVhAtcx4tg1VoWkE0zVu4piB60LOC6Jl9eB8OdqFlBdEy+9Ay2IGOFUTHvI3rChAqbhQBwJWSk5NN7941a9asvJPeqVOnZMSIESLiu1vYY4895sj4zl1YnbZhwwbJyckJa99xcXEFHktLS5MKFSrke8xsQXnw4EHZvXt3WGMIxgUXXFDgscWLFzt2fDu98847ef/9wAMPWLLP5ORkufPOOw23TZ06VTIyMiw5DtyDnuVHzyKDnsEqNC0/muY9cXFxcvHFF5tud/LvEPahZfnRMnt169ZN4uPjDbetWLFCtm7d6uyA4Cn0LD96Zi96BqvRsPxomPeNGzfOdFvXrl2lbNmyDo4GALyDNUV+rCkig/fhEC5alh8tiwxaBqvQtPxomvdwTUH0oGf50TN78T4c7ELL8qNl9qJlsAMdy4+OeR/XFSBU3CgCgGs98MADhnfeVUrJ66+/LiIi06dPl7///ltERLp06SLVq1d3ZGw1atQwfPzkyZOyadOmsPZ97NixAo9ddtllBR4zW1CKiKxatSqsMQSjZMmSBR7bvHlz3l3mw7Vx40bJzs62ZF/BSE9Pl6lTp4qISGpqqvTq1cuyfd9///0SExNT4PGjR4/KtGnTLDsO3IOenUHP6Bn0R9POoGnON80JRYoUMd1m9INX6ImWnUHL7G1ZyZIlpVu3bobblFJ56zSnKaUiclxYj56dQc/oGfRDw86gYd58fXnavn37ZMKECYbbYmNjZdCgQQ6PCAC8hTXFGawpeB8O+qJlZ9AyWgb90bQzaJo3f+bDNQXRg56dQc94Hw76omVn0DJaBj3RsTPomDdfY57GdQUIBzeKAOBaJUqUkD59+hhumz59uuzYsUOGDRuW99gTTzzh1NDk0ksvlbS0NMNt8+bNC2vfRou59u3bF3isRIkSkpycbLiPRYsWhTWGYBgtNEX838UqGHfffbc8//zzluwrGBMnTsz7u+jdu7ekpqZatu/q1atLmzZtDLeNGTPGsuPAPejZGfSMnkF/NO0MmuZ805ywZ88e023ly5d3cCSwEy07g5bZ37J///vfhhfCioiMHTtWTpw4YfsYzjZ16lS5+uqrJTc319Hjwh707Ax6Rs+gHxp2Bg3z5uvL04YMGWL6m3J79Ogh9evXd3hEAOAtrCnOYE3B+3DQFy07g5bRMuiPpp1B07z5Mx+uKYge9OwMesb7cNAXLTuDltEy6ImOnUHHvPka8zSuK0A4uFEEAFd77LHHDO+we+rUKenWrZv89ttvIiLSvHlzufLKKx0bV2xsrFx99dWG22bOnBnyfrOzs+XAgQMFHr/++usLPBYXFydNmzY13M+0adMkJycn5HEYjcvM5Zdfbnh3tk8++USWLVsW1nF/+eUXWbx4sdStWzes/QRLKSWjR48WEZGYmBh54IEHLD/G/fffb/j4r7/+KkuWLLH8eIg8euZDz+gZvIGm+dA0Z5vmhGPHjuXdVdjIFVdc4eBoYDda5kPL7G/ZZZddJt27dzfctmvXLhk1apTtYzht7dq1ct9990mrVq0kNpYfDXsFPfOhZ/QMeqJhPjTMe68vT1uyZInpP34qWbJkvouWAAChY03hw5qC9+GgN1rmQ8toGbyBpvnQNO/9zIdrCqIPPfOhZ7wPB73RMh9aRsugLzrmQ8e89xrzNK4rQLg40wFwtYsuukhuuukmw21nLxQef/xxp4aU58477zR8fN68eXLkyJGQ9rl582Y5depUvseaNm1quphp0aKF4eO7du2SGTNmhDQGI1lZWabbEhISDBfSOTk5ctddd8nJkydDPu6gQYMkLi5OWrZsGfI+QvHdd9/Jxo0bRUSkTZs2UqtWLcuP0blzZ9O7R3PHfG+iZ/SMnsFLaBpNi0TTnDBz5kzT701CQoJ07NjR4RHBTrSMljnZstdee02KFi1quO3FF1+Ubdu22T6GQ4cOSdeuXaV8+fLy9NNP2348OIee0TN6Bp3RMBrm1deXIiK7d++W22+/3fS3FI0bN05Kly7t8KgAwJtYU7Cm4H04eAEto2W0DF5C02iaV3/mwzUF0Yee0TPeh4MX0DJaRsugOzpGx7z6GlOE6wpgDW4UAcD1nnjiCb/ba9SoIZ07d3ZoNGd06dJFKlSoUODxzMxMGT9+fEj7/P333ws81r9/f9PPN1voiogMHDhQjh07FtI4zpWZmel3e58+fQwf/+OPP+TOO+8M6Q5k06dPl++//16uu+46KVOmTNDPD8ebb76Z99923ClfRCQ+Pt70BcGnn34q//zzjy3HRWTRM3pGz+AlNI2mOd00sx+AWUUpJW+99Zbp9ptvvlnKli1r6xjgPFpGy5xqWcWKFWXEiBGG2w4fPiy33Xab3ztuhyszM1Ouv/562bx5s0yYMEGSkpJsOxYig57RM3oGndEwGua115ciIkeOHJHOnTvLjh07DLc/9dRTfv9+AQDBY03BmoL34eAFtIyW0TJ4CU2jaV77mQ/XFEQvekbPeB8OXkDLaBktg+7oGB3z2mtMEa4rgHW4UQQA2519xyh/d48y07hxY793fRo4cKDExgafM7OxBDrG+Ph4GTRokOG2ESNGhPTiZebMmfn+XKtWLenRo4fp59evX1/atGljuG3Lli0ycODAoMdg5PDhw36333LLLVKxYkXDbR9++KH06tWrwN3M/Fm+fLnce++9IiIyYMCAgJ6jlArosfNZs2aNzJkzR0REypQpI9ddd13Q+whUz549DR/PysqSd955x7bjInT0LHD0zIee0TM3o2mBo2k+kWyaiIR1N9lAjBkzRn766SfDbUlJSfLSSy/ZenyEhpYFjpb5RLJlvXv3ln79+hluW7p0qdx+++22vBF68uRJufXWW+XHH3+UV155xbN31tYdPQscPfOhZ/TMTWhY4GiYj9dfX+7fv1/atm0rK1asMNzet29feeGFF2wdAwDoiDVF4FhT+PA+HO/DuREtCxwt86FltMzNaFrgaJqP13/mwzUF+qJngaNnPrwPx/twbkTLAkfLfGgZLXMbOhY4Oubj9deYXFcASykAsFmXLl2UiCgRUV988UVI+/jmm2/y9nH2R+nSpVVmZmbY4zr7o0uXLgHvIycnRzVq1MhwP2+//XZQ48nMzFQlS5bMt48ZM2ac93mzZ882PP7pj6effjqg4x86dEg1a9bMcB+ff/75eZ//zjvv+B1H/fr11erVq8+7n2nTpqnU1FQlIuq6664LaOxKKdW9e/cCx7zyyisDfv5pnTt3znt+v379gn5+sGrWrGn4/UpLS1MHDhyw/fgIDj0LDD3zoWf0zO1oWmBomk+km6aUUvfcc4/h19CyZcuQ9ne2L7/8UsXHx5t+n4YPHx72MWAPWhYYWubjhpZlZWWp1q1bm34tN9xwg0pPTw9p30bS09PzjnfbbbdZtl9Yj54Fhp750DN65jY0LDA0zMcNDevbt6/h12DF68sVK1aoKlWqmH6fHnnkEZWbmxv2cQDAi1hTBIY1hU+k1xS8DwcztCwwtMyHltEyt6NpgaFpPpFumlJcUwBz9Cww9MzHDT3jfTgYoWWBoWU+tIyWuREdCwwd83FDx7iuADrhRhEAbNekScQBtgEAAE+pSURBVJO8E9Xo0aND2kdubq6qXbt2gRPf888/b8m4zv5o3LhxUPv5+eefVaFChQrsJzU1VW3cuDHg/bzwwgv5nn/PPfcE/Ny7777b70KqV69efl9ErVmzRtWtW9f0+a1atVLZ2dl5n793794C+8jNzVUdOnTwO464uDjVoUMH9f7776s///xTZWRkqGPHjql169ap8ePH5/s7SUlJUZs2bQr4e9C+ffsCx7vkkksCfr5SSi1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|
|
"text/plain": [
|
|
"<Figure size 4200x1555.56 with 4 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig.savefig(\"end_to_end_mem.pdf\", bbox_inches=\"tight\", dpi=1000)\n",
|
|
"fig"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": ".venv",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
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