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April 5, 2022 05:28
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [], | |
"source": [ | |
"!pip install dask s3fs xarray matplotlib zarr" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from dask import distributed\n", | |
"import dask.array as da" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Create a local cluster of workers all running on the same machine" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/srv/conda/envs/notebook/lib/python3.8/site-packages/distributed/node.py:160: UserWarning: Port 8787 is already in use.\n", | |
"Perhaps you already have a cluster running?\n", | |
"Hosting the HTTP server on port 36583 instead\n", | |
" warnings.warn(\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<table style=\"border: 2px solid white;\">\n", | |
"<tr>\n", | |
"<td style=\"vertical-align: top; border: 0px solid white\">\n", | |
"<h3 style=\"text-align: left;\">Client</h3>\n", | |
"<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n", | |
" <li><b>Scheduler: </b>tcp://127.0.0.1:41783</li>\n", | |
" <li><b>Dashboard: </b><a href='http://127.0.0.1:36583/status' target='_blank'>http://127.0.0.1:36583/status</a></li>\n", | |
"</ul>\n", | |
"</td>\n", | |
"<td style=\"vertical-align: top; border: 0px solid white\">\n", | |
"<h3 style=\"text-align: left;\">Cluster</h3>\n", | |
"<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n", | |
" <li><b>Workers: </b>1</li>\n", | |
" <li><b>Cores: </b>1</li>\n", | |
" <li><b>Memory: </b>1.00 GiB</li>\n", | |
"</ul>\n", | |
"</td>\n", | |
"</tr>\n", | |
"</table>" | |
], | |
"text/plain": [ | |
"<Client: 'tcp://127.0.0.1:41783' processes=1 threads=1, memory=1.00 GiB>" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"client = distributed.Client()\n", | |
"client" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Connect to object store and check the content of a folder" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import s3fs\n", | |
"fs = s3fs.S3FileSystem(anon=True, client_kwargs=dict(endpoint_url=\"https://js2.jetstream-cloud.org:8001/\"))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"['gateway-results/random1000x1000/.zarray',\n", | |
" 'gateway-results/random1000x1000/0.0',\n", | |
" 'gateway-results/random1000x1000/0.1',\n", | |
" 'gateway-results/random1000x1000/0.2',\n", | |
" 'gateway-results/random1000x1000/0.3']" | |
] | |
}, | |
"execution_count": 23, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"fs.ls(\"gateway-results/random1000x1000\")[:5]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Create a data store compatible with xarray" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"d = s3fs.S3Map(\"gateway-results/random1000x1000\", s3=fs)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Create a distributed array" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ds = da.from_zarr(d)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Make a plot" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(1000, 1000)" | |
] | |
}, | |
"execution_count": 33, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ds.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7f419f2313d0>" | |
] | |
}, | |
"execution_count": 34, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(ds)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"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": "3.8.10" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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