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July 27, 2021 08:15
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Numpy
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "68ea2f2a", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np \n", | |
"\"\"\"can use from numpy import *, but its not preferable\"\"\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "02e79e00", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"arr = np.arange(1000000)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "720e4376", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"pythlist = list(range(1000000))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "6d7979a5", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Wall time: 746 ms\n" | |
] | |
} | |
], | |
"source": [ | |
"%time for _ in range(10): [item*3 for item in pythlist]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"id": "a64976fb", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Wall time: 29 ms\n" | |
] | |
} | |
], | |
"source": [ | |
"%time for _ in range(10): arr = arr*3" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"id": "63a0177a", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([1, 2, 3, 4, 5, 6])" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.array([1,2,3,4,5,6])" | |
] | |
} | |
], | |
"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": "3.9.1" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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