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@zonca
Created April 5, 2022 19:19
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "8149165a",
"metadata": {},
"outputs": [],
"source": [
"import requests\n",
"from datetime import datetime"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3806b984",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"!pip install dask s3fs matplotlib zarr"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "a254413a",
"metadata": {},
"outputs": [],
"source": [
"gateway_url = \"http://gateway-svc\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "48fdd6e4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Gateway up and running!\\n'"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"requests.get(gateway_url).text"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6e2ba205",
"metadata": {},
"outputs": [],
"source": [
"import os"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "4759487a",
"metadata": {},
"outputs": [],
"source": [
"time_str = datetime.now().strftime(\"_%Y_%m_%d_%H_%M\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "80f7e27c",
"metadata": {},
"outputs": [],
"source": [
"job_id = \"output_\" + os.environ[\"JUPYTERHUB_USER\"] + time_str"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "385e847a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'output_zonca_2022_04_05_18_56'"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"job_id"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "7d27dc93",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Submitted job output_zonca_2022_04_05_18_56\\n'"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"requests.get(gateway_url + \"/submit_job/\" + job_id).text"
]
},
{
"cell_type": "markdown",
"id": "6a45f0f9",
"metadata": {},
"source": [
"## Access the results from Object Store"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "c60b17ba",
"metadata": {},
"outputs": [],
"source": [
"import dask.array as da"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "b1c88769",
"metadata": {},
"outputs": [],
"source": [
"import s3fs\n",
"fs = s3fs.S3FileSystem(anon=True, client_kwargs=dict(endpoint_url=\"https://js2.jetstream-cloud.org:8001/\"))\n",
"ds = da.from_zarr(s3fs.S3Map(f\"gateway-results/{job_id}\", s3=fs))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "0c4441aa",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr><th> Bytes </th><td> 3.81 MiB </td> <td> 39.06 kiB </td></tr>\n",
" <tr><th> Shape </th><td> (1000, 1000) </td> <td> (100, 100) </td></tr>\n",
" <tr><th> Count </th><td> 101 Tasks </td><td> 100 Chunks </td></tr>\n",
" <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
" </tbody>\n",
"</table>\n",
"</td>\n",
"<td>\n",
"<svg width=\"170\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
"\n",
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],
"text/plain": [
"dask.array<from-zarr, shape=(1000, 1000), dtype=float32, chunksize=(100, 100), chunktype=numpy.ndarray>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "fd8bcde5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f4fa54b8790>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"plt.imshow(ds)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "b0a25844",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0.10433518, 0.9947994 , 0.9907398 , 0.7680951 , 0.04177644,\n",
" 0.93743396, 0.20135006, 0.4053057 , 0.19609669, 0.46845722],\n",
" [0.7334408 , 0.8334949 , 0.8266337 , 0.86560017, 0.3031313 ,\n",
" 0.04647348, 0.39505833, 0.67045635, 0.40000802, 0.75801724],\n",
" [0.74739045, 0.26985013, 0.78039384, 0.44628453, 0.2684339 ,\n",
" 0.22661428, 0.9322821 , 0.2328252 , 0.28624043, 0.7189886 ],\n",
" [0.30162972, 0.36327428, 0.48448002, 0.06571124, 0.30203223,\n",
" 0.23641266, 0.10122705, 0.80227274, 0.5077929 , 0.31476167],\n",
" [0.21055554, 0.34234652, 0.94731426, 0.04151184, 0.29854128,\n",
" 0.7540523 , 0.933424 , 0.5068469 , 0.99266326, 0.52119285],\n",
" [0.35272262, 0.2334405 , 0.31108052, 0.7627327 , 0.8869551 ,\n",
" 0.622171 , 0.17905557, 0.30034807, 0.3987103 , 0.07346197],\n",
" [0.08758052, 0.8843878 , 0.2908135 , 0.2930994 , 0.32978505,\n",
" 0.10682841, 0.6730049 , 0.5199022 , 0.34078377, 0.18805423],\n",
" [0.25145808, 0.05917318, 0.8257454 , 0.7592919 , 0.8065188 ,\n",
" 0.42096624, 0.7974591 , 0.06416523, 0.76590276, 0.34466755],\n",
" [0.17926508, 0.9087201 , 0.19888845, 0.15535194, 0.48390222,\n",
" 0.2541678 , 0.8866698 , 0.97423494, 0.8683298 , 0.71332675],\n",
" [0.497853 , 0.6913733 , 0.33492705, 0.29350016, 0.06196859,\n",
" 0.28359538, 0.6636135 , 0.36543515, 0.6743879 , 0.17898625]],\n",
" dtype=float32)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds[:10,:10].compute()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d870d089",
"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": 5
}
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