545 lines
510 KiB
Plaintext
545 lines
510 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 14,
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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": 16,
|
|
"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": 17,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# overlapp\n",
|
|
"data_a = {\n",
|
|
" labels_name_a[0]: [36.1, 0, 0], # 94.2,??,81\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]: 38.4, # 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": 18,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"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": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(a) Single-node, single parallel')"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"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": 21,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(b) Two-node, single parallel')"
|
|
]
|
|
},
|
|
"execution_count": 21,
|
|
"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": 22,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(c) Single-node, hybrid parallel')"
|
|
]
|
|
},
|
|
"execution_count": 22,
|
|
"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": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(d) Two-node, hybrid parallel')"
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"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": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7fd4dd9832f0>"
|
|
]
|
|
},
|
|
"execution_count": 24,
|
|
"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": 25,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 4200x1555.56 with 4 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 25,
|
|
"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
|
|
}
|