mirror of
https://github.com/tlsnotary/website.git
synced 2026-01-07 21:24:15 -05:00
Co-authored-by: dan <themighty1@users.noreply.github.com> Co-authored-by: sinu.eth <65924192+sinui0@users.noreply.github.com>
122 lines
57 KiB
Plaintext
122 lines
57 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "5d91e955-ef4d-47a0-a254-9e3f64f46deb",
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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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",
|
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"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from brokenaxes import brokenaxes\n",
|
|
"import pandas as pd\n",
|
|
"\n",
|
|
"for dark in [True, False]:\n",
|
|
" if dark:\n",
|
|
" plt.style.use(\"dark_background\")\n",
|
|
" else:\n",
|
|
" plt.style.use(\"default\")\n",
|
|
"\n",
|
|
" df1 = pd.read_csv(\"download.native.csv\", header=0)\n",
|
|
" df2 = pd.read_csv(\"download.browser.csv\", header=0)\n",
|
|
"\n",
|
|
" agg1 = df1.groupby(\"download_size\")[\"time_total\"].mean().reset_index()\n",
|
|
" agg2 = df2.groupby(\"download_size\")[\"time_total\"].mean().reset_index()\n",
|
|
"\n",
|
|
" plt.plot(agg1[\"download_size\"]/1024.0, agg1[\"time_total\"]/1000.0, label=\"native\")\n",
|
|
" plt.plot(agg2[\"download_size\"]/1024.0, agg2[\"time_total\"]/1000.0, label=\"browser\")\n",
|
|
"\n",
|
|
" plt.xlabel(\"Response size (KB)\")\n",
|
|
" plt.ylabel(\"Runtime (sec)\")\n",
|
|
" plt.title(\"Response size effect on protocol runtime\")\n",
|
|
" plt.legend(loc=\"upper left\") \n",
|
|
"\n",
|
|
" plt.xticks(list(range(0, 30, 10)) + list(range(20,140, 20)) )\n",
|
|
" plt.yticks(list(range(0, 15, 5)) + list(range(10, 70, 10)) )\n",
|
|
"\n",
|
|
" plt.xlim(0, 120)\n",
|
|
" plt.ylim(0, 60)\n",
|
|
"\n",
|
|
" plt.grid(True, linestyle=\"--\")\n",
|
|
"\n",
|
|
" svg_name = \"download_dark.svg\" if dark else \"download_light.svg\"\n",
|
|
" plt.savefig(svg_name, bbox_inches=\"tight\")\n",
|
|
" plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "4f61c9fb-7176-4f79-8537-772256a0443d",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "76dddf3c-94cd-4b24-ad4c-172a9bb133f4",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "16aaacfc-5c3f-43fd-8149-7e19b40577b9",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "7f7a83f8-b14e-4b12-b181-1db5eb853aef",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "29b36958-84dd-4eb8-a082-44e70d99cc9d",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.13.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|