258 lines
276 KiB
Plaintext
258 lines
276 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 17,
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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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" \"#455D7A\",\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": 18,
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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 4200x2100 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots(\n",
|
|
" figsize=(14, 14 / 2), ncols=1, nrows=2, constrained_layout=True, dpi=300\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"labels_name = [\n",
|
|
" \"ModelA\\n8FSDP\",\n",
|
|
" \"ModelA\\n16FSDP\",\n",
|
|
" \"ModelB\\n8FSDP\",\n",
|
|
" \"ModelB\\n16FSDP\",\n",
|
|
" \"ModelC\\n8FSDP\",\n",
|
|
" \"ModelC\\n16FSDP\",\n",
|
|
" \"ModelD\\n8FSDP\",\n",
|
|
" \"ModelD\\n16FSDP\",\n",
|
|
" \"ModelA\\n4TP+2DP\",\n",
|
|
" \"ModelA\\n8TP+2DP\",\n",
|
|
" \"ModelB\\n4TP+2DP\",\n",
|
|
" \"ModelB\\n8TP+2DP\",\n",
|
|
" \"ModelC\\n4TP+2DP\",\n",
|
|
" \"ModelC\\n8TP+2DP\",\n",
|
|
" \"ModelD\\n4TP+2DP\",\n",
|
|
" \"ModelD\\n8TP+2DP\",\n",
|
|
"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# memory cost\n",
|
|
"data_a = {\n",
|
|
" labels_name[0]: [53, 53, 65], # 22.64\n",
|
|
" labels_name[1]: [53, 53, 65], # 22.64\n",
|
|
" labels_name[2]: [35, 35, 48], # 37\n",
|
|
" labels_name[3]: [35, 35, 48], # 37\n",
|
|
" labels_name[4]: [53, 53, 65], # 22.64\n",
|
|
" labels_name[5]: [53, 53, 65], # 22.64\n",
|
|
" labels_name[6]: [53, 53, 65], # 22.64\n",
|
|
" labels_name[7]: [53, 53, 65], # 22.64\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"bar_width = 0.2\n",
|
|
"group_spaing = 0.15\n",
|
|
"\n",
|
|
"group_positions = {}\n",
|
|
"current_pos = 0\n",
|
|
"\n",
|
|
"for x_label, y_data in data_a.items():\n",
|
|
" group_positions[x_label] = []\n",
|
|
" for i in range(len(y_data)):\n",
|
|
" group_positions[x_label].append(current_pos)\n",
|
|
" current_pos += bar_width\n",
|
|
" current_pos += group_spaing\n",
|
|
"\n",
|
|
"group_centers = {}\n",
|
|
"for x_label, positions in group_positions.items():\n",
|
|
" group_centers[x_label] = sum(positions) / len(positions)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(a)')"
|
|
]
|
|
},
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"label_set = set()\n",
|
|
"for x_label, y_data in data_a.items():\n",
|
|
" positions = group_positions[x_label]\n",
|
|
" for i, (\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" color,\n",
|
|
" edgecolor,\n",
|
|
" hatch,\n",
|
|
" ) in enumerate(\n",
|
|
" zip(\n",
|
|
" positions,\n",
|
|
" y_data,\n",
|
|
" colors,\n",
|
|
" edgecolors,\n",
|
|
" hatches,\n",
|
|
" )\n",
|
|
" ):\n",
|
|
" ax[0].bar(\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" width=bar_width,\n",
|
|
" color=color,\n",
|
|
" hatch=hatch,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" )\n",
|
|
"\n",
|
|
"ax[0].set_xticks(list(group_centers.values()))\n",
|
|
"ax[0].set_xticklabels(list(data_a.keys()))\n",
|
|
"\n",
|
|
"ax[0].set_ylim(0, 100)\n",
|
|
"ax[0].set_yticks([0, 50, 100])\n",
|
|
"ax[0].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[0].tick_params(axis=\"x\", bottom=False, labelsize=11, pad=1)\n",
|
|
"ax[0].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[0].set_ylabel(\"MFU (%)\", fontsize=g_label_fontsize)\n",
|
|
"ax[0].set_title(\"(a)\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_377368/733354797.py:1: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
|
|
" ax[0].legend(\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f0152baeb10>"
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"ax[0].legend(\n",
|
|
" ncol=3,\n",
|
|
" loc=\"upper center\",\n",
|
|
" frameon=False,\n",
|
|
" shadow=False,\n",
|
|
" fontsize=g_label_fontsize,\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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|
|
"text/plain": [
|
|
"<Figure size 4200x2100 with 2 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"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
|
|
}
|