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November 9, 2021 08:24
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profiler_test.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "profiler_test.ipynb", | |
"private_outputs": true, | |
"provenance": [], | |
"collapsed_sections": [], | |
"authorship_tag": "ABX9TyMteLeP2LVeEOSTsw2E+7Yv", | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
}, | |
"language_info": { | |
"name": "python" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/vinothpandian/01403012b89ffcfcf6d43a232c0b1735/profiler_test.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "WLdQkr8KQLuP" | |
}, | |
"source": [ | |
"!pip install -q memory_profiler line_profiler" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "GTHlbR3wQKFQ" | |
}, | |
"source": [ | |
"%load_ext memory_profiler\n", | |
"%load_ext line_profiler" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "FcBAiWxhOcRw" | |
}, | |
"source": [ | |
"%%file demo.py\n", | |
"\n", | |
"def imperative_pad(n):\n", | |
" arr = [0]\n", | |
" for i in range(1, n):\n", | |
" arr.insert(0, i)\n", | |
" arr.append(i)\n", | |
" return arr\n", | |
"\n", | |
"def declarative_pad(n):\n", | |
" arr = [0]\n", | |
" for i in range(1, n):\n", | |
" arr = [i, *arr, i]\n", | |
" return arr" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "zw_wjd31x2VT" | |
}, | |
"source": [ | |
"from demo import imperative_pad, declarative_pad" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "XH0bGXEVOs6K" | |
}, | |
"source": [ | |
"%timeit imperative_pad(10000)" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "gHR81uwbPFUN" | |
}, | |
"source": [ | |
"%timeit declarative_pad(10000)" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "TQ35QowhPp73" | |
}, | |
"source": [ | |
"%prun imperative_pad(1000)" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "IfIRk9-VP2bU" | |
}, | |
"source": [ | |
"%prun declarative_pad(1000)" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "bnww_W83QYqd" | |
}, | |
"source": [ | |
"%lprun -f imperative_pad imperative_pad(1000)" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "c-XN7M9uQYqe" | |
}, | |
"source": [ | |
"%lprun -f declarative_pad declarative_pad(1000)" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "DytOvibbQfaG" | |
}, | |
"source": [ | |
"" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "gpx_eJDrRDgl" | |
}, | |
"source": [ | |
"%memit imperative_pad(1000)" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "nq8zScMERDgm" | |
}, | |
"source": [ | |
"%memit declarative_pad(1000)" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "NKnzzvgRRKQ0" | |
}, | |
"source": [ | |
"" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "FEXWpj0yRS_B" | |
}, | |
"source": [ | |
"%mprun -f imperative_pad imperative_pad(1000)" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "tp4rJL52RS_B" | |
}, | |
"source": [ | |
"%mprun -f declarative_pad declarative_pad(1000)" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "m3gGeyeRRZBu" | |
}, | |
"source": [ | |
"" | |
], | |
"execution_count": null, | |
"outputs": [] | |
} | |
] | |
} |
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