545 lines
508 KiB
Plaintext
545 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": 145,
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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": 146,
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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 4200x1567.16 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots(\n",
|
|
" figsize=(14, 14 / 2.68), ncols=2, nrows=2, constrained_layout=True, dpi=300\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 147,
|
|
"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": 148,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# overlapp\n",
|
|
"data_a = {\n",
|
|
" labels_name_a[0]: [0, 0, 37.8], # 22.64\n",
|
|
" labels_name_a[1]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_a[2]: [0, 0, 0], # 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_a_diff = {\n",
|
|
" labels_name_a[0]: 46.6, # 22.64\n",
|
|
" labels_name_a[1]: 70, # 22.64\n",
|
|
" labels_name_a[2]: 70, # 37\n",
|
|
" labels_name_a[3]: 70, # 37\n",
|
|
" labels_name_a[4]: 70, # 22.64\n",
|
|
" labels_name_a[5]: 70, # 22.64\n",
|
|
"}\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_b_diff = {\n",
|
|
" labels_name_b[0]: 70, # 37\n",
|
|
" labels_name_b[1]: 70, # 22.64\n",
|
|
" labels_name_b[2]: 70, # 22.64\n",
|
|
" labels_name_b[3]: 70, # 37\n",
|
|
" labels_name_b[4]: 70, # 22.64\n",
|
|
" labels_name_b[5]: 70, # 22.64\n",
|
|
"}\n",
|
|
"\n",
|
|
"data_c = {\n",
|
|
" labels_name_c[0]: [0, 0, 0], # 2DP 4TP\n",
|
|
" labels_name_c[1]: [0, 0, 0], # 4DP 2TP\n",
|
|
" labels_name_c[2]: [0, 0, 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_c_diff = {\n",
|
|
" labels_name_c[0]: 70, # 2DP 4TP\n",
|
|
" labels_name_c[1]: 70, # 4DP 2TP\n",
|
|
" labels_name_c[2]: 70, #\n",
|
|
" labels_name_c[3]: 70, # 37\n",
|
|
" labels_name_c[4]: 70, # 22.64\n",
|
|
" labels_name_c[5]: 70, # 22.64\n",
|
|
"}\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",
|
|
"}\n",
|
|
"data_d_diff = {\n",
|
|
" labels_name_d[0]: 70, # 37\n",
|
|
" labels_name_d[1]: 70, # 22.64\n",
|
|
" labels_name_d[2]: 70, # 22.64\n",
|
|
" labels_name_d[3]: 70, # 37\n",
|
|
" labels_name_d[4]: 70, # 22.64\n",
|
|
" labels_name_d[5]: 70, # 22.64\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 149,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 150,
|
|
"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": 151,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(a) Single-node, single parallel')"
|
|
]
|
|
},
|
|
"execution_count": 151,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"label_set = set()\n",
|
|
"\n",
|
|
"for idx, (x_label, y_data) in enumerate(data_a.items()):\n",
|
|
" diff_value = data_a_diff[x_label]\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",
|
|
"\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",
|
|
" ax[0][0].bar(\n",
|
|
" pos,\n",
|
|
" diff_value - value,\n",
|
|
" width=bar_width,\n",
|
|
" color=\"#E3E3E3\",\n",
|
|
" label=None,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" bottom=value\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(\"Comm-Time Ratio(%)\", fontsize=g_label_fontsize)\n",
|
|
"ax[0][0].set_title(\"(a) Single-node, single parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 152,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(b) Two-node, single parallel')"
|
|
]
|
|
},
|
|
"execution_count": 152,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"total_label = \"Non-Overlap Communication\"\n",
|
|
"\n",
|
|
"for idx, (x_label, y_data) in enumerate(data_b.items()):\n",
|
|
" diff_value = data_b_diff[x_label]\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",
|
|
" ax[0][1].bar(\n",
|
|
" pos,\n",
|
|
" diff_value - value,\n",
|
|
" width=bar_width,\n",
|
|
" color=\"#E3E3E3\",\n",
|
|
" label=total_label,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" bottom=value\n",
|
|
" )\n",
|
|
"\n",
|
|
" if total_label is not None:\n",
|
|
" total_label = None\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": 153,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(c) Single-node, hybrid parallel')"
|
|
]
|
|
},
|
|
"execution_count": 153,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx, (x_label, y_data) in enumerate(data_c.items()):\n",
|
|
" diff_value = data_c_diff[x_label]\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",
|
|
" ax[1][0].bar(\n",
|
|
" pos,\n",
|
|
" diff_value - value,\n",
|
|
" width=bar_width,\n",
|
|
" color=\"#E3E3E3\",\n",
|
|
" label=None,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" bottom=value,\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(\"Comm-Time Ratio(%)\", fontsize=g_label_fontsize)\n",
|
|
"ax[1][0].set_title(\"(c) Single-node, hybrid parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 154,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(d) Two-node, hybrid parallel')"
|
|
]
|
|
},
|
|
"execution_count": 154,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx, (x_label, y_data) in enumerate(data_d.items()):\n",
|
|
" diff_value = data_d_diff[x_label]\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",
|
|
" ax[1][1].bar(\n",
|
|
" pos,\n",
|
|
" diff_value - value,\n",
|
|
" width=bar_width,\n",
|
|
" color=\"#E3E3E3\",\n",
|
|
" label=None,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" bottom=value,\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": 155,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7feb8165d250>"
|
|
]
|
|
},
|
|
"execution_count": 155,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig.legend(\n",
|
|
" ncol=4,\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": 156,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 4200x1567.16 with 4 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 156,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# fig.savefig(\"end_to_end_overlap.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
|
|
}
|