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@rsignell-usgs
Created May 29, 2018 20:19
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Read National Water Model (NWM) model data from Zarr"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"from dask.distributed import Client, progress, LocalCluster\n",
"from dask_kubernetes import KubeCluster\n",
"import xarray as xr\n",
"import s3fs"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"cluster = KubeCluster.from_yaml('/home/jovyan/worker-template.yaml')\n",
"cluster.scale(10);"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a22c38b6adf64e34aabde0bf79555deb",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value='<h2>KubeCluster</h2>'), HBox(children=(HTML(value='\\n<div>\\n <style scoped>\\n .…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cluster"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table style=\"border: 2px solid white;\">\n",
"<tr>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3>Client</h3>\n",
"<ul>\n",
" <li><b>Scheduler: </b>tcp://192.168.254.19:44324\n",
" <li><b>Dashboard: </b><a href='/user/rsignell-usgs/proxy/8787/status' target='_blank'>/user/rsignell-usgs/proxy/8787/status</a>\n",
"</ul>\n",
"</td>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3>Cluster</h3>\n",
"<ul>\n",
" <li><b>Workers: </b>10</li>\n",
" <li><b>Cores: </b>10</li>\n",
" <li><b>Memory: </b>37.50 GB</li>\n",
"</ul>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<Client: scheduler='tcp://192.168.254.19:44324' processes=10 cores=10>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"client = Client(cluster)\n",
"client"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# jetstream s3\n",
"# url='https://iu.jetstream-cloud.org:8080'\n",
"# fs = s3fs.S3FileSystem(client_kwargs=dict(endpoint_url=url), anon=True)\n",
"# s3map = s3fs.S3Map('rsignell/nwm/test_week', s3=fs)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# AWS s3\n",
"fs = s3fs.S3FileSystem(anon=True)\n",
"s3map = s3fs.S3Map('rsignell/nwm/test_week5c', s3=fs)\n",
"#s3map = s3fs.S3Map('rsignell/nwm/tiny3a', s3=fs)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"ds = xr.open_zarr(s3map)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (time: 168, x: 4608, y: 3840)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2018-04-01T01:00:00 2018-04-01T02:00:00 ...\n",
" * x (x) float64 -2.304e+06 -2.303e+06 -2.302e+06 -2.301e+06 ...\n",
" * y (y) float64 -1.92e+06 -1.919e+06 -1.918e+06 -1.917e+06 ...\n",
"Data variables:\n",
" LWDOWN (time, y, x) float64 dask.array<shape=(168, 3840, 4608), chunksize=(168, 384, 288)>\n",
" PSFC (time, y, x) float64 dask.array<shape=(168, 3840, 4608), chunksize=(168, 384, 288)>\n",
" Q2D (time, y, x) float64 dask.array<shape=(168, 3840, 4608), chunksize=(168, 384, 288)>\n",
" RAINRATE (time, y, x) float32 dask.array<shape=(168, 3840, 4608), chunksize=(168, 384, 288)>\n",
" SWDOWN (time, y, x) float64 dask.array<shape=(168, 3840, 4608), chunksize=(168, 384, 288)>\n",
" T2D (time, y, x) float64 dask.array<shape=(168, 3840, 4608), chunksize=(168, 384, 288)>\n",
" U2D (time, y, x) float64 dask.array<shape=(168, 3840, 4608), chunksize=(168, 384, 288)>\n",
" V2D (time, y, x) float64 dask.array<shape=(168, 3840, 4608), chunksize=(168, 384, 288)>\n",
"Attributes:\n",
" model_initialization_time: 2018-04-01_00:00:00\n",
" model_output_valid_time: 2018-04-01_01:00:00"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"23.78170368"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"var='T2D'\n",
"ds[var].nbytes/1.e9"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'T2D' (y: 3840, x: 4608)>\n",
"dask.array<shape=(3840, 4608), dtype=float64, chunksize=(384, 288)>\n",
"Coordinates:\n",
" * x (x) float64 -2.304e+06 -2.303e+06 -2.302e+06 -2.301e+06 ...\n",
" * y (y) float64 -1.92e+06 -1.919e+06 -1.918e+06 -1.917e+06 ..."
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds[var].mean(dim='time')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "93395deef1a5417d9d7e98936b9e8960",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox()"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mean_var = ds[var].mean(dim='time').persist()\n",
"progress(mean_var)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"isub=2\n",
"mean_var[::isub,::isub].plot.imshow(figsize=(8,6));"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 92 ms, sys: 8 ms, total: 100 ms\n",
"Wall time: 1.36 s\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"ds1d = ds[var][:,2000,2000]\n",
"ds1d.plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [default]",
"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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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