{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"# Speasy caches levels analysis"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"import speasy as spz\n",
"\n",
"amda_tree = spz.inventories.tree.amda\n",
"%matplotlib widget\n",
"# Use this instead if you are not using jupyterlab yet\n",
"#%matplotlib notebook\n",
"import matplotlib.pyplot as plt\n",
"from datetime import datetime, timedelta\n",
"import time\n",
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"First ensure that speasy is setup to use SciQLop cache"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"spz.config.proxy.url.set('http://sciqlop.lpp.polytechnique.fr/cache-dev')\n",
"spz.config.proxy.enabled.set(True)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data shape: (32400, 3)\n",
"Data size in Bytes: 1039238\n"
]
}
],
"source": [
"start_time = datetime(2016, 6, 2)\n",
"stop_time = datetime(2016, 6, 8)\n",
"reference_data = spz.get_data(amda_tree.Parameters.ACE.MFI.ace_imf_all.imf, start_time, stop_time, progress=False)\n",
"print(f\"Data shape: {reference_data.values.shape}\")\n",
"print(f\"Data size in Bytes: {reference_data.nbytes}\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"def times(f, *args, n=10, **kwargs):\n",
" def time_once():\n",
" start = time.perf_counter_ns()\n",
" f(*args, **kwargs, progress=False)\n",
" stop = time.perf_counter_ns()\n",
" return (stop - start) / 1e6\n",
"\n",
" return [time_once() for _ in range(n)]\n",
"\n",
"def best_99_percent(times):\n",
" return sorted(times)[:int(len(times)*.99)]\n",
"\n",
"def best_90_percent(times):\n",
" return sorted(times)[:int(len(times)*.9)]"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## Cache level comparison"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"Then request data several times with all 3 configurations:\n",
"\n",
"- **without any cache**, each time speasy will download data from AMDA\n",
"- **with remote cache only**, each time speasy download data from our remote cahe hosted [here](http://sciqlop.lpp.polytechnique.fr/cache)\n",
"- **with local cahe**, each time after the first request speasy will load data from your disk"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"pycharm": {
"is_executing": true,
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"durations_without_any_cache = times(spz.get_data, amda_tree.Parameters.ACE.MFI.ace_imf_all.imf, start_time, stop_time,\n",
" disable_cache=True, disable_proxy=True, n=10);\n",
"durations_with_remote_cache = times(spz.get_data, amda_tree.Parameters.ACE.MFI.ace_imf_all.imf, start_time, stop_time,\n",
" disable_cache=True, n=1000);\n",
"durations_with_local_cache = times(spz.get_data, amda_tree.Parameters.ACE.MFI.ace_imf_all.imf, start_time, stop_time,\n",
" n=10000);"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"pycharm": {
"is_executing": true,
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "116c0d726f2142c5b58f6e505963f7fa",
"version_major": 2,
"version_minor": 0
},
"image/png": "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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"
\n",
"
\n",
"
\n",
" Figure\n",
"
\n",
"
\n",
"
\n",
"
\n",
" Figure\n",
"
\n",
"
\n",
"
\n",
"
\n",
" Figure\n",
"
\n",
"
\n",
"