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July 12, 2018 00:50
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Compare xarray's built-in interpolation with xESMF
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Built-in" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"http://xarray.pydata.org/en/stable/interpolation.html#example" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"import xarray as xr" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ds = xr.tutorial.load_dataset('air_temperature')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<xarray.Dataset>\n", | |
"Dimensions: (lat: 25, lon: 53, time: 2920)\n", | |
"Coordinates:\n", | |
" * lat (lat) float32 75.0 72.5 70.0 67.5 65.0 62.5 60.0 57.5 55.0 52.5 ...\n", | |
" * lon (lon) float32 200.0 202.5 205.0 207.5 210.0 212.5 215.0 217.5 ...\n", | |
" * time (time) datetime64[ns] 2013-01-01 2013-01-01T06:00:00 ...\n", | |
"Data variables:\n", | |
" air (time, lat, lon) float32 241.2 242.5 243.5 244.0 244.09999 ...\n", | |
"Attributes:\n", | |
" Conventions: COARDS\n", | |
" title: 4x daily NMC reanalysis (1948)\n", | |
" description: Data is from NMC initialized reanalysis\\n(4x/day). These a...\n", | |
" platform: Model\n", | |
" references: http://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanaly..." | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ds" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"new_lon = np.linspace(ds.lon[0], ds.lon[-1], ds.dims['lon'] * 4)\n", | |
"new_lat = np.linspace(ds.lat[0], ds.lat[-1], ds.dims['lat'] * 4)\n", | |
"new_lat[-1] += 0.01" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CPU times: user 3.05 s, sys: 1.1 s, total: 4.15 s\n", | |
"Wall time: 3.19 s\n" | |
] | |
} | |
], | |
"source": [ | |
"%time dsi = ds.interp(lat=new_lat, lon=new_lon)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<xarray.Dataset>\n", | |
"Dimensions: (lat: 100, lon: 212, time: 2920)\n", | |
"Coordinates:\n", | |
" * time (time) datetime64[ns] 2013-01-01 2013-01-01T06:00:00 ...\n", | |
" * lat (lat) float64 75.0 74.39 73.79 73.18 72.58 71.97 71.36 70.76 ...\n", | |
" * lon (lon) float64 200.0 200.6 201.2 201.8 202.5 203.1 203.7 204.3 ...\n", | |
"Data variables:\n", | |
" air (time, lat, lon) float64 241.2 241.5 241.8 242.2 242.5 242.7 ...\n", | |
"Attributes:\n", | |
" Conventions: COARDS\n", | |
" title: 4x daily NMC reanalysis (1948)\n", | |
" description: Data is from NMC initialized reanalysis\\n(4x/day). These a...\n", | |
" platform: Model\n", | |
" references: http://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanaly..." | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"dsi" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# xESMF" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import xesmf as xe" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Overwrite existing file: bilinear_25x53_100x212.nc \n", | |
" You can set reuse_weights=True to save computing time.\n", | |
"CPU times: user 499 ms, sys: 47.9 ms, total: 547 ms\n", | |
"Wall time: 556 ms\n" | |
] | |
} | |
], | |
"source": [ | |
"%time regridder = xe.Regridder(ds, {'lat': new_lat, 'lon': new_lon}, 'bilinear')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# change sparse matrix format for better performance in this specific case\n", | |
"regridder.A = regridder.A.tocsr()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CPU times: user 215 ms, sys: 151 ms, total: 366 ms\n", | |
"Wall time: 367 ms\n" | |
] | |
} | |
], | |
"source": [ | |
"%time dr_out = regridder(ds['air'])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Compare" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.collections.QuadMesh at 0x31eb6fe10>" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"dsi['air'][0].plot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.collections.QuadMesh at 0x31ebec860>" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"dr_out[0].plot()" | |
] | |
}, | |
{ | |
"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": "3.6.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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