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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()\n",
"cluster.scale(6);"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ffed5de9c2634f2b815781390c5687e7",
"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://192.168.60.55:43201\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>6</li>\n",
" <li><b>Cores: </b>12</li>\n",
" <li><b>Memory: </b>36.00 GB</li>\n",
"</ul>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<Client: scheduler='tcp://192.168.60.55:43201' processes=6 cores=12>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"client = Client(cluster)\n",
"client"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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": 6,
"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": 7,
"metadata": {},
"outputs": [],
"source": [
"ds = xr.open_zarr(s3map)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"23.78170368"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"var='T2D'\n",
"ds[var].nbytes/1.e9"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds[var].mean(dim='time')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 2.01 s, sys: 292 ms, total: 2.3 s\n",
"Wall time: 29.5 s\n"
]
}
],
"source": [
"%%time\n",
"isub = 4\n",
"mean_var = ds[var][:,::isub,::isub].mean(dim='time').compute()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mean_var.plot.imshow(figsize=(8,6));"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 80 ms, sys: 12 ms, total: 92 ms\n",
"Wall time: 1.28 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()"
]
}
],
"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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