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@HoWol76
Created January 24, 2020 05:06
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"import pandas as pd\n",
"from pandas.plotting import register_matplotlib_converters\n",
"import numpy as np\n",
"register_matplotlib_converters()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load the dask system. That's just copied from what the `gadi_jupyter` script tells you."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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"<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://127.0.0.1:36819</li>\n",
" <li><b>Dashboard: </b><a href='http://127.0.0.1:8787/status' target='_blank'>http://127.0.0.1:8787/status</a>\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>3.80 GB</li>\n",
"</ul>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<Client: 'tcp://127.0.0.1:36819' processes=1 threads=1, memory=3.80 GB>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import os\n",
"import dask.distributed\n",
"\n",
"# Edit as desired\n",
"threads_per_worker = 1\n",
"\n",
"try:\n",
" c # Already running\n",
"except NameError:\n",
" c = dask.distributed.Client(\n",
" n_workers=int(os.environ['PBS_NCPUS'])//threads_per_worker,\n",
" threads_per_worker=threads_per_worker,\n",
" memory_limit=f'{3800*threads_per_worker}mb',\n",
" local_directory=os.path.join(os.environ['PBS_JOBFS'],\n",
" 'dask-worker-space')\n",
" )\n",
"c"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The next block is just generating some random data similar to your actual data. You need to load your own data into a dask array instead."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
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" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
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" <tbody>\n",
" <tr><th> Bytes </th><td> 458.78 MB </td> <td> 7.20 MB </td></tr>\n",
" <tr><th> Shape </th><td> (1770, 180, 360) </td> <td> (500, 60, 60) </td></tr>\n",
" <tr><th> Count </th><td> 144 Tasks </td><td> 72 Chunks </td></tr>\n",
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"text/plain": [
"dask.array<astype, shape=(1770, 180, 360), dtype=float32, chunksize=(500, 60, 60), chunktype=numpy.ndarray>"
]
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"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tstart = '1870-01'\n",
"ntime = 1770\n",
"tfreq = 'M'\n",
"nlat = 180\n",
"nlon = 360\n",
"\n",
"lat = np.linspace(-89.5, 89.5, nlat, endpoint=True, dtype=np.float32)\n",
"lat = xr.DataArray(lat, dims='lat', coords={'lat':lat}, attrs={'units':'degree_north'})\n",
"\n",
"lon = np.linspace(0, 360, nlon, endpoint=False, dtype=np.float32)\n",
"lon = xr.DataArray(lon, dims='lon', coords={'lon':lon}, attrs={'units':'degree_east'})\n",
"\n",
"time = pd.date_range(tstart, periods=ntime, freq=tfreq)\n",
"time = xr.DataArray(time, dims='time', coords={'time':time})\n",
"\n",
"data = dask.array.random.random(\n",
" (ntime, nlat, nlon), chunks=(500, 60, 60)).astype(np.float32)\n",
"data = xr.DataArray(data, dims=('time', 'lat', 'lon'), \n",
" coords={'time':time, 'lat':lat, 'lon':lon}, \n",
" attrs={'units':'arbitrary', 'longname':'random data'})\n",
"\n",
"data.data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
" def low_pass_weights(window, cutoff):\n",
" \"\"\"Calculate weights for a low pass Lanczos filter.\n",
"\n",
" Args:\n",
"\n",
" window: int\n",
" The length of the filter window.\n",
"\n",
" cutoff: float\n",
" The cutoff frequency in inverse time steps.\n",
"\n",
" \"\"\"\n",
" order = ((window - 1) // 2 ) + 1\n",
" nwts = 2 * order + 1\n",
" w = np.zeros([nwts])\n",
" n = nwts // 2\n",
" w[n] = 2 * cutoff\n",
" k = np.arange(1., n)\n",
" sigma = np.sin(np.pi * k / n) * n / (np.pi * k)\n",
" firstfactor = np.sin(2. * np.pi * cutoff * k) / (np.pi * k)\n",
" w[n-1:0:-1] = firstfactor * sigma\n",
" w[n+1:-1] = firstfactor * sigma\n",
" return w[1:-1]\n",
"\n",
"weights = low_pass_weights(73,1/52)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"sea = data.rolling(time=3, center=True).mean()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
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" <thead>\n",
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" </thead>\n",
" <tbody>\n",
" <tr><th> Bytes </th><td> 152.93 MB </td> <td> 2.40 MB </td></tr>\n",
" <tr><th> Shape </th><td> (590, 180, 360) </td> <td> (167, 60, 60) </td></tr>\n",
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]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sea1 = sea[0::3,:,:]\n",
"sea1.data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Above you can see that all chunk sizes are over 36. This is important for the next step. It can't be smaller than 36, but you also don't want to make it too big, or you will need to load too much data later on.\n",
"\n",
"You can change the chunking with the line\n",
"\n",
" a = b.chunk({\n",
" 'time': 150,\n",
" 'lat' : 60,\n",
" 'lon' : 60\n",
" })\n",
"\n",
"if you need to."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
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" <text x=\"173.808574\" y=\"92.388626\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,173.808574,92.388626)\">180</text>\n",
" <text x=\"35.294118\" y=\"98.894899\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,35.294118,98.894899)\">590</text>\n",
"</svg>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"dask.array<where, shape=(590, 180, 360), dtype=float64, chunksize=(167, 60, 60), chunktype=numpy.ndarray>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wa = sea1.rolling(time=len(weights)).reduce(np.average, weights=weights)\n",
"wa.data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see whether the data is available."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"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": [
"wa.isel(lat=90, lon=180).plot()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"wa.sel(time='1930-01').plot()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:analysis3-20.01] *",
"language": "python",
"name": "conda-env-analysis3-20.01-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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