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Bugging esmpy 7.1.0.dev35
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# Switch to Python 3 syntax because we are using Python2.7\n", | |
"# from https://hub.docker.com/r/continuumio/miniconda/\n", | |
"from __future__ import (absolute_import, division,\n", | |
" print_function, unicode_literals)\n", | |
"\n", | |
"import numpy as np\n", | |
"import xarray as xr\n", | |
"import ESMF" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"ESMPyManager:\n", | |
" local_pet = 0\n", | |
" pet_count = 1\n", | |
")" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ESMF.Manager(debug=True)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Create source and destination grids" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The source grid has 20x20 = 400 grid cells and the destination grid has 10x10 = 100 grid cells. They cover the same spatial domain." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"sourcegrid = ESMF.Grid(np.array([20,20]), \n", | |
" staggerloc = ESMF.StaggerLoc.CENTER,\n", | |
" coord_sys = ESMF.CoordSys.SPH_DEG)\n", | |
"\n", | |
"source_lon = sourcegrid.get_coords(0)\n", | |
"source_lat = sourcegrid.get_coords(1)\n", | |
"source_lon[...], source_lat[...] = np.meshgrid(np.linspace(-120, 120, 20), \n", | |
" np.linspace(-60, 60, 20))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"destgrid = ESMF.Grid(np.array([10,10]), \n", | |
" staggerloc = ESMF.StaggerLoc.CENTER,\n", | |
" coord_sys = ESMF.CoordSys.SPH_DEG)\n", | |
"\n", | |
"dest_lon = destgrid.get_coords(0)\n", | |
"dest_lat = destgrid.get_coords(1)\n", | |
"dest_lon[...], dest_lat[...] = np.meshgrid(np.linspace(-120, 120, 10),\n", | |
" np.linspace(-60, 60, 10))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"sourcefield = ESMF.Field(sourcegrid)\n", | |
"destfield = ESMF.Field(destgrid)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Write offline regridding weights" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [], | |
"source": [ | |
"regrid_offline = ESMF.Regrid(sourcefield, destfield, filename='weights.nc',\n", | |
" regrid_method = ESMF.RegridMethod.BILINEAR,\n", | |
" unmapped_action = ESMF.UnmappedAction.IGNORE)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Open the weight file" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<xarray.Dataset>\n", | |
"Dimensions: (n_s: 400)\n", | |
"Dimensions without coordinates: n_s\n", | |
"Data variables:\n", | |
" S (n_s) float64 1.0 0.0 0.0 0.0 0.8887 0.1113 -3.947e-16 ...\n", | |
" col (n_s) int32 1 1 2 1 21 1 22 1 3 2 4 2 23 2 24 2 5 3 6 3 25 3 26 ...\n", | |
" row (n_s) int32 1 2 1 21 1 22 1 3 2 4 2 23 2 24 2 5 3 6 3 25 3 26 3 ..." | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ds = xr.open_dataset('weights.nc')\n", | |
"ds" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"According to ESMF documentation [12.7.3 Regrid Calculation Output](http://www.earthsystemmodeling.org/esmf_releases/last_built/ESMF_refdoc/node3.html#SECTION03027300000000000000), the variable meanings are\n", | |
"\n", | |
" n_s: The number of entries in the regridding matrix.\n", | |
" col: The position in the source grid for each entry in the regridding matrix.\n", | |
" row: The position in the destination grid for each entry in the weight matrix.\n", | |
" S: The weight for each entry in the regridding matrix." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The Fortran code for applying weights is\n", | |
"\n", | |
" ! Apply weights\n", | |
" do i=1, n_s\n", | |
" dst_field(row(i))=dst_field(row(i))+S(i)*src_field(col(i))\n", | |
" enddo" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"This means, the variable `col` should take integers from 1 to the number of grid boxes in the source grid (400 here), and the variable `row` should take integers from 1 to the destination grid number (100 here). \n", | |
"\n", | |
"**However, the ranges of `col` and `row` are wrong:**" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"col = ds['col'].values\n", | |
"row = ds['row'].values" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(1, 200)" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"col.min(), col.max() # should have been 1~400" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(1, 201)" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"row.min(), row.max() # should have been 1~100" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 2", | |
"language": "python", | |
"name": "python2" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.13" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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