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@paddymul
Created July 15, 2023 19:34
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Memory Usage of bucakroo
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "2dc29cdc-d782-41db-993e-7a7c57376c26",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.27\n"
]
}
],
"source": [
"import os, psutil\n",
"def print_mem_usage():\n",
" process = psutil.Process()\n",
" GB = 1_073_741_824\n",
" print(\"{:0.2f}\".format(\n",
" process.memory_info().rss/ GB)) # in giga bytes \n",
"print_mem_usage()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "5920ade0-8a29-4044-98e2-cb6c3c0e6b3c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.50\n"
]
}
],
"source": [
"import pandas as pd\n",
"print_mem_usage()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "0bac52fd-2edb-4584-b927-f297243a7948",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.50\n"
]
}
],
"source": [
"import buckaroo\n",
"print_mem_usage()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "579b0a5e-853d-4d0f-8e20-a6c4905a93e4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4.29\n"
]
}
],
"source": [
"df = pd.read_parquet('1993-flights.gzip.parquet')\n",
"print_mem_usage()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "4849f376-018b-4e3c-b4ec-dc5cd61fc22d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6.60\n"
]
}
],
"source": [
"buckaroo.BuckarooWidget(df)\n",
"print_mem_usage()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "b7c54bf4-de69-40cf-a793-f426eae5408e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6.74\n"
]
}
],
"source": [
"buckaroo.BuckarooWidget(df)\n",
"print_mem_usage()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f04a0004-129f-4aaa-a0aa-38ff5c381775",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4.63 s ± 398 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%timeit buckaroo.BuckarooWidget(df)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8707c9eb-7ecd-4fb2-8521-0140a00dbdfb",
"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": "3.11.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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