{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Regridding using ESMF with xESMF and ESMPy wrappers" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# download our WOA data\n", "#!wget https://data.nodc.noaa.gov/woa/WOA13/DATA/temperature/netcdf/5564/1.00/woa13_5564_t00_01.nc\n", "\n", "byrd=True\n", "\n", "if not byrd:\n", " woadir = '../using_f2py/'\n", "else:\n", " woadir = '~rdussin/demo_files/'" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home2/nhn2/miniconda3/envs/pangeo/lib/python3.6/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['plt']\n", "`%matplotlib` prevents importing * from pylab and numpy\n", " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" ] }, { "data": { "text/plain": [ "'0.10.4'" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import xarray as xr\n", "import matplotlib.pylab as plt\n", "from matplotlib import cm\n", "%pylab inline\n", "xr.__version__" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "[6609600 values with dtype=float32]\n", "Coordinates:\n", " * lat (lat) float32 -89.5 -88.5 -87.5 -86.5 -85.5 -84.5 -83.5 -82.5 ...\n", " * lon (lon) float32 -179.5 -178.5 -177.5 -176.5 -175.5 -174.5 -173.5 ...\n", " * depth (depth) float32 0.0 5.0 10.0 15.0 20.0 25.0 30.0 35.0 40.0 45.0 ...\n", " * time (time) float32 6.0\n", "Attributes:\n", " standard_name: sea_water_temperature\n", " long_name: Average of all unflagged interpolated values at each stan...\n", " cell_methods: area: mean depth: mean time: mean\n", " grid_mapping: crs\n", " units: degrees_celsius" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "woa = xr.open_dataset(woadir + 'woa13_5564_t00_01.nc',decode_times=False)\n", "woa['t_mn']" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# download a ROMS irregular grid \n", "if not byrd:\n", " !wget http://oceanus.esm.rutgers.edu:8080/thredds/fileServer/ROMS/NWA/Inputs/NWA_grd.nc\n", " romsdir = './'\n", "else:\n", " romsdir = '~rdussin/demo_files/'" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "roms_nwa = xr.open_dataset(romsdir + 'NWA_grd.nc')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.figure(figsize=[12,12])\n", "plt.pcolormesh(roms_nwa['lon_vert'].values,roms_nwa['lat_vert'].values,roms_nwa['mask_rho'].values)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The easy way " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Regridder',\n", " '__builtins__',\n", " '__cached__',\n", " '__doc__',\n", " '__file__',\n", " '__loader__',\n", " '__name__',\n", " '__package__',\n", " '__path__',\n", " '__spec__',\n", " 'backend',\n", " 'data',\n", " 'frontend',\n", " 'smm',\n", " 'util']" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import xesmf as xe\n", "dir(xe)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (bath: 1, eta_psi: 361, eta_rho: 362, eta_u: 362, eta_v: 361, eta_vert: 363, s_rho: 40, s_w: 41, xi_psi: 721, xi_rho: 722, xi_u: 721, xi_v: 722, xi_vert: 723)\n", "Coordinates:\n", " * s_rho (s_rho) float64 -0.9875 -0.9625 -0.9375 -0.9125 -0.8875 ...\n", " * s_w (s_w) float64 -1.0 -0.975 -0.95 -0.925 -0.9 -0.875 -0.85 ...\n", "Dimensions without coordinates: bath, eta_psi, eta_rho, eta_u, eta_v, eta_vert, xi_psi, xi_rho, xi_u, xi_v, xi_vert\n", "Data variables:\n", " theta_s float64 ...\n", " theta_b float64 ...\n", " Tcline float64 ...\n", " hc float64 ...\n", " Cs_r (s_rho) float64 ...\n", " Cs_w (s_w) float64 ...\n", " h (eta_rho, xi_rho) float64 ...\n", " hraw (bath, eta_rho, xi_rho) float64 ...\n", " f (eta_rho, xi_rho) float64 ...\n", " pm (eta_rho, xi_rho) float64 ...\n", " pn (eta_rho, xi_rho) float64 ...\n", " dmde (eta_rho, xi_rho) float64 ...\n", " dndx (eta_rho, xi_rho) float64 ...\n", " xl float64 ...\n", " el float64 ...\n", " x_rho (eta_rho, xi_rho) float64 ...\n", " y_rho (eta_rho, xi_rho) float64 ...\n", " x_u (eta_u, xi_u) float64 ...\n", " y_u (eta_u, xi_u) float64 ...\n", " x_v (eta_v, xi_v) float64 ...\n", " y_v (eta_v, xi_v) float64 ...\n", " x_psi (eta_psi, xi_psi) float64 ...\n", " y_psi (eta_psi, xi_psi) float64 ...\n", " x_vert (eta_vert, xi_vert) float64 ...\n", " y_vert (eta_vert, xi_vert) float64 ...\n", " lon (eta_rho, xi_rho) float64 ...\n", " lat (eta_rho, xi_rho) float64 ...\n", " lon_u (eta_u, xi_u) float64 ...\n", " lat_u (eta_u, xi_u) float64 ...\n", " lon_v (eta_v, xi_v) float64 ...\n", " lat_v (eta_v, xi_v) float64 ...\n", " lon_psi (eta_psi, xi_psi) float64 ...\n", " lat_psi (eta_psi, xi_psi) float64 ...\n", " lon_vert (eta_vert, xi_vert) float64 275.5 275.6 275.6 275.7 275.7 ...\n", " lat_vert (eta_vert, xi_vert) float64 8.745 8.785 8.826 8.866 8.907 ...\n", " spherical |S1 ...\n", " angle (eta_rho, xi_rho) float64 ...\n", " mask_rho (eta_rho, xi_rho) float64 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " mask_u (eta_u, xi_u) float64 ...\n", " mask_v (eta_v, xi_v) float64 ...\n", " mask_psi (eta_psi, xi_psi) float64 ...\n", " wtype_grid (eta_rho, xi_rho) float64 ...\n", " rdrg_grid (eta_rho, xi_rho) float64 ...\n", "Attributes:\n", " Description: ROMS grid\n", " Author: pyroms.grid.write_grd\n", " Created: 2013-04-01T09:31:11.293024\n", " type: ROMS grid file" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "woa\n", "roms_nwa.rename({'lon_rho':'lon','lat_rho':'lat'},inplace=True)\n", "roms_nwa" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\u001b[0;31mInit signature:\u001b[0m \u001b[0mxe\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mRegridder\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mds_in\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mds_out\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mperiodic\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilename\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreuse_weights\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m \n", "\u001b[0;31mInit docstring:\u001b[0m\n", "Make xESMF regridder\n", "\n", "Parameters\n", "----------\n", "ds_in, ds_out : xarray DataSet, or dictionary\n", " Contain input and output grid coordinates. Look for variables\n", " ``lon``, ``lat``, and optionally ``lon_b``, ``lat_b`` for\n", " conservative method.\n", "\n", " Shape can be 1D ``(lat, lon)`` for rectilinear grids,\n", " or 2D ``(y, x)`` for general curvilinear grids.\n", "\n", "method : str, optional\n", " Regridding method. Options are\n", "\n", " - 'bilinear'\n", " - 'conservative', **need grid corner information**\n", " - 'patch'\n", " - 'nearest_s2d'\n", " - 'nearest_d2s'\n", "\n", "periodic : bool, optional\n", " Periodic in longitude? Default to False.\n", " Only useful for global grids with non-conservative regridding.\n", " Will be forced to False for conservative regridding.\n", "\n", "filename : str, optional\n", " Name for the weight file. The default naming scheme is::\n", "\n", " {method}_{Ny_in}x{Nx_in}_{Ny_out}x{Nx_out}.nc\n", "\n", " e.g. bilinear_400x600_300x400.nc\n", "\n", "reuse_weights : bool, optional\n", " Whether to read existing weight file to save computing time.\n", " False by default (i.e. re-compute, not reuse).\n", "\n", "Returns\n", "-------\n", "regridder : xESMF regridder object\n", "\u001b[0;31mFile:\u001b[0m ~/miniconda3/envs/pangeo/lib/python3.6/site-packages/xesmf/frontend.py\n", "\u001b[0;31mType:\u001b[0m type\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regrider = xe.Regridder?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "regrider = xe.Regridder" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Create weight file: patch_180x360_362x722_peri.nc\n" ] } ], "source": [ "regrid_patch = xe.Regridder(woa,roms_nwa,method='patch',periodic=True)\n", "# other method are possible : bilinear, nearest neighbor,..." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "roms_nwa.mask_rho.plot()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "temp_out = regrid_patch(woa['t_an'])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=[12,12])\n", "plt.contourf(roms_nwa['lon'].values,roms_nwa['lat'].values,temp_out.sel(depth=0).values.squeeze(),50,cmap=cm.gist_ncar)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The not so easy way " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "import ESMF" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's create a raw bathymetry" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "roms_nwa = xr.open_dataset(romsdir + 'NWA_grd.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### ROMS ESMF grid" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# create an ESMF target grid corresponding to our ROMS grid\n", "\n", "ny_target, nx_target = roms_nwa.lon_rho.shape\n", "esmf_grid_target = ESMF.Grid(np.array([nx_target,ny_target]))\n", "# cell center\n", "esmf_grid_target.add_coords(staggerloc=[ESMF.StaggerLoc.CENTER])\n", "esmf_grid_target.coords[ESMF.StaggerLoc.CENTER]\n", "esmf_grid_target.coords[ESMF.StaggerLoc.CENTER][0][:]=roms_nwa.lon_rho.transpose()\n", "esmf_grid_target.coords[ESMF.StaggerLoc.CENTER][1][:]=roms_nwa.lat_rho.transpose()\n", "# cell corner\n", "esmf_grid_target.add_coords(staggerloc=[ESMF.StaggerLoc.CORNER_VCENTER])\n", "esmf_grid_target.coords[ESMF.StaggerLoc.CORNER_VCENTER]\n", "esmf_grid_target.coords[ESMF.StaggerLoc.CORNER_VCENTER][0][:]=roms_nwa.lon_vert.transpose()\n", "esmf_grid_target.coords[ESMF.StaggerLoc.CORNER_VCENTER][1][:]=roms_nwa.lat_vert.transpose()\n", "# VERY IMPORTANT! if not set properly, this ruins the interpolation process\n", "# our domain is regional/not global, hence we must set:\n", "esmf_grid_target.is_sphere=False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Etopo ESMF grid" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Bathy is taken from ETOPO1 website, select area and export to netcdf\n", "# my extraction is on byrd : ~rdussin/demo_files\n", "\n", "if byrd:\n", " topodir = '~rdussin/demo_files/'\n", "else:\n", " topodir = './'" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# if we were using bilinear interpolation, we could use the ESMF built-in function to\n", "# read bathy file into grid object\n", "# esmf_grid_source = ESMF.Grid(filename='etopo1_bedrock.nc',filetype=ESMF.FileFormat.GRIDSPEC,is_sphere=False)\n", "\n", "# However it doesn't include the corners so we can either add the lon_bounds and lat_bounds array to the\n", "# file and add add_corner_stagger=True to the previous command or we can just read lon/lat from the file\n", "# and add the corners manually\n", "\n", "# read coords from netcdf file\n", "etopo = xr.open_dataset(topodir + 'etopo1_bedrock.nc')\n", "lon = etopo['lon'].values[::10]\n", "lat = etopo['lat'].values[::10]\n", "\n", "## VERY IMPORTANT !! I subsample for the sake of computational speed for demo purposes\n", "## don't do this in real like, that defeats the whole purpose\n", "\n", "# compute the extended array at cell center\n", "nx = lon.shape[0] ; ny = lat.shape[0]\n", "\n", "lon_extended = np.zeros((nx+2))\n", "lon_extended[1:-1] = lon.copy()\n", "lon_extended[0] = lon[0] - (lon[1]-lon[0])\n", "lon_extended[-1] = lon[-1] + (lon[-1]-lon[-2])\n", "\n", "lat_extended = np.zeros((ny+2))\n", "lat_extended[1:-1] = lat.copy()\n", "lat_extended[0] = max(-90. , lat[0] - (lat[1]-lat[0]))\n", "lat_extended[-1] = min(90. , lat[-1] + (lat[-1]-lat[-2]))\n", "\n", "# compute the cell corner values\n", "lon_corner = 0.5 * (lon_extended[:-1] + lon_extended[1:])\n", "lat_corner = 0.5 * (lat_extended[:-1] + lat_extended[1:])\n", "\n", "# make them 2d arrays\n", "lon_centers, lat_centers = np.meshgrid(lon,lat)\n", "lon_corners, lat_corners = np.meshgrid(lon_corner,lat_corner)\n", "\n", "# create an ESMF grid for the input bathy and add lon/lat for cells\n", "esmf_grid_source = ESMF.Grid(np.array([nx,ny]))\n", "# cell center\n", "esmf_grid_source.add_coords(staggerloc=[ESMF.StaggerLoc.CENTER])\n", "esmf_grid_source.coords[ESMF.StaggerLoc.CENTER]\n", "esmf_grid_source.coords[ESMF.StaggerLoc.CENTER][0][:]=lon_centers.T\n", "esmf_grid_source.coords[ESMF.StaggerLoc.CENTER][1][:]=lat_centers.T\n", "#cell corners\n", "esmf_grid_source.add_coords(staggerloc=[ESMF.StaggerLoc.CORNER_VCENTER])\n", "esmf_grid_source.coords[ESMF.StaggerLoc.CORNER_VCENTER]\n", "esmf_grid_source.coords[ESMF.StaggerLoc.CORNER_VCENTER][0][:]=lon_corners.T\n", "esmf_grid_source.coords[ESMF.StaggerLoc.CORNER_VCENTER][1][:]=lat_corners.T\n", "# our input bathy data is a regional extraction, hence we must set:\n", "esmf_grid_source.is_sphere=False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### run the regridding\n", "\n", "we are running a conservative regridding so conserve water depth. This step is gonna take a few minutes so it's a good time to go get a coffee " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# Create a source field object for bathy located at the center of the grid cells\n", "esmf_field_source = ESMF.Field(esmf_grid_source, staggerloc=ESMF.StaggerLoc.CENTER)\n", "\n", "# and feed it to the field object\n", "esmf_field_source.data[:] = etopo.Band1.values[::10,::10].transpose() # CAREFUL : SUBSAMPLING FOR DEMO\n", "\n", "# Create a destination field object on the ROMS grid\n", "esmf_field_target = ESMF.Field(esmf_grid_target, staggerloc=ESMF.StaggerLoc.CENTER)\n", "\n", "# Set up a regridding method between source and destination\n", "regridding = ESMF.Regrid(esmf_field_source, esmf_field_target,\n", " regrid_method=ESMF.RegridMethod.CONSERVE)\n", "\n", "esmf_field_target = regridding(esmf_field_source, esmf_field_target)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check out our freshly interpolated bathymetry\n", "topo = esmf_field_target.data[:].transpose()\n", "\n", "plt.figure(figsize=[12,12])\n", "plt.pcolormesh(roms_nwa.lon_rho,roms_nwa.lat_rho,topo,cmap=cm.terrain); plt.colorbar() ; plt.clim([-5000.,1000])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "gist_info": { "gist_id": null, "gist_url": null }, "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 }