From 7c77001957d514336bc7b8e5bea1afb34c121a9c Mon Sep 17 00:00:00 2001 From: ctena Date: Wed, 29 Mar 2023 14:46:53 +0200 Subject: [PATCH 1/2] Minor fixes and new flux feature: - Fix on spatial_join.py - Fix on cell_area return 2D array - Flux conservative interpolation flag --- nes/methods/horizontal_interpolation.py | 51 +- nes/methods/spatial_join.py | 1 + nes/nc_projections/default_nes.py | 10 +- .../4.3.Conservative_Interpolation.ipynb | 607 +++++++++++++----- 4 files changed, 489 insertions(+), 180 deletions(-) diff --git a/nes/methods/horizontal_interpolation.py b/nes/methods/horizontal_interpolation.py index e33edd4..ec3840f 100644 --- a/nes/methods/horizontal_interpolation.py +++ b/nes/methods/horizontal_interpolation.py @@ -23,7 +23,7 @@ CONSERVATIVE_OPTS = ['Conservative', 'Area_Conservative', 'cons', 'conservative' def interpolate_horizontal(self, dst_grid, weight_matrix_path=None, kind='NearestNeighbour', n_neighbours=4, - info=False, to_providentia=False, only_create_wm=False, wm=None): + info=False, to_providentia=False, only_create_wm=False, wm=None, flux=False): """ Horizontal methods from one grid to another one. @@ -47,16 +47,18 @@ def interpolate_horizontal(self, dst_grid, weight_matrix_path=None, kind='Neares Indicates if you want to only create the Weight Matrix. wm : Nes Weight matrix Nes File + flux : bool + Indicates if you want to calculate the weight matrix for flux variables """ if info and self.master: print("Creating Weight Matrix") # Obtain weight matrix if self.parallel_method == 'T': weights, idx = get_weights_idx_t_axis(self, dst_grid, weight_matrix_path, kind, n_neighbours, - only_create_wm, wm) + only_create_wm, wm, flux) elif self.parallel_method in ['Y', 'X']: weights, idx = get_weights_idx_xy_axis(self, dst_grid, weight_matrix_path, kind, n_neighbours, - only_create_wm, wm) + only_create_wm, wm, flux) else: raise NotImplemented("Parallel method {0} is not implemented yet for horizontal interpolations. Use 'T'".format( self.parallel_method)) @@ -198,7 +200,7 @@ def get_src_data(comm, var_data, idx, parallel_method): # noinspection DuplicatedCode -def get_weights_idx_t_axis(self, dst_grid, weight_matrix_path, kind, n_neighbours, only_create, wm): +def get_weights_idx_t_axis(self, dst_grid, weight_matrix_path, kind, n_neighbours, only_create, wm, flux): """ To obtain the weights and source data index through the T axis. @@ -218,6 +220,8 @@ def get_weights_idx_t_axis(self, dst_grid, weight_matrix_path, kind, n_neighbour Indicates if you want to only create the Weight Matrix. wm : Nes Weight matrix Nes File + flux : bool + Indicates if you want to calculate the weight matrix for flux variables Returns ------- @@ -250,8 +254,8 @@ def get_weights_idx_t_axis(self, dst_grid, weight_matrix_path, kind, n_neighbour weight_matrix = create_nn_weight_matrix(self, dst_grid, n_neighbours=n_neighbours, wm_path=weight_matrix_path) elif kind in CONSERVATIVE_OPTS: - weight_matrix = create_area_conservative_weight_matrix(self, dst_grid, - wm_path=weight_matrix_path) + weight_matrix = create_area_conservative_weight_matrix( + self, dst_grid, wm_path=weight_matrix_path, flux=flux) else: raise NotImplementedError(kind) else: @@ -264,7 +268,7 @@ def get_weights_idx_t_axis(self, dst_grid, weight_matrix_path, kind, n_neighbour if kind in NEAREST_OPTS: weight_matrix = create_nn_weight_matrix(self, dst_grid, n_neighbours=n_neighbours) elif kind in CONSERVATIVE_OPTS: - weight_matrix = create_area_conservative_weight_matrix(self, dst_grid) + weight_matrix = create_area_conservative_weight_matrix(self, dst_grid, flux=flux) else: raise NotImplementedError(kind) else: @@ -293,7 +297,7 @@ def get_weights_idx_t_axis(self, dst_grid, weight_matrix_path, kind, n_neighbour # noinspection DuplicatedCode -def get_weights_idx_xy_axis(self, dst_grid, weight_matrix_path, kind, n_neighbours, only_create, wm): +def get_weights_idx_xy_axis(self, dst_grid, weight_matrix_path, kind, n_neighbours, only_create, wm, flux): """ To obtain the weights and source data index through the X or Y axis. @@ -313,6 +317,8 @@ def get_weights_idx_xy_axis(self, dst_grid, weight_matrix_path, kind, n_neighbou Indicates if you want to only create the Weight Matrix. wm : Nes Weight matrix Nes File + flux : bool + Indicates if you want to calculate the weight matrix for flux variables Returns ------- @@ -352,7 +358,8 @@ def get_weights_idx_xy_axis(self, dst_grid, weight_matrix_path, kind, n_neighbou else: weight_matrix = True elif kind in CONSERVATIVE_OPTS: - weight_matrix = create_area_conservative_weight_matrix(self, dst_grid, wm_path=weight_matrix_path) + weight_matrix = create_area_conservative_weight_matrix( + self, dst_grid, wm_path=weight_matrix_path, flux=flux) else: raise NotImplementedError(kind) @@ -362,7 +369,7 @@ def get_weights_idx_xy_axis(self, dst_grid, weight_matrix_path, kind, n_neighbou if kind in NEAREST_OPTS: weight_matrix = create_nn_weight_matrix(self, dst_grid, n_neighbours=n_neighbours) elif kind in CONSERVATIVE_OPTS: - weight_matrix = create_area_conservative_weight_matrix(self, dst_grid) + weight_matrix = create_area_conservative_weight_matrix(self, dst_grid, flux=flux) else: raise NotImplementedError(kind) @@ -441,6 +448,8 @@ def create_nn_weight_matrix(self, dst_grid, n_neighbours=4, wm_path=None, info=F Final projection Nes object. n_neighbours : int Used if kind == NearestNeighbour. Number of nearest neighbours to interpolate. Default: 4. + wm_path : str + Path where write the weight matrix info: bool Indicates if you want to print extra info during the methods process. @@ -523,7 +532,7 @@ def create_nn_weight_matrix(self, dst_grid, n_neighbours=4, wm_path=None, info=F return weight_matrix -def create_area_conservative_weight_matrix(self, dst_nes, wm_path=None, info=False): +def create_area_conservative_weight_matrix(self, dst_nes, wm_path=None, flux=False, info=False): """ To create the weight matrix with the area conservative method. @@ -535,7 +544,8 @@ def create_area_conservative_weight_matrix(self, dst_nes, wm_path=None, info=Fal Final projection Nes object. wm_path : str Path where write the weight matrix - + flux : bool + Indicates if you want to calculate the weight matrix for flux variables info: bool Indicates if you want to print extra info during the methods process. @@ -602,9 +612,20 @@ def create_area_conservative_weight_matrix(self, dst_nes, wm_path=None, info=Fal if True: # No Warnings Zone warnings.filterwarnings('ignore') - intersection_df['weight'] = np.array(intersection_df.apply( - lambda x: x['geometry_src'].intersection(x['geometry_dst']).buffer(0).area / x['geometry_src'].area, - axis=1), dtype=np.float64) + # intersection_df['weight'] = np.array(intersection_df.apply( + # lambda x: x['geometry_src'].intersection(x['geometry_dst']).buffer(0).area / x['geometry_src'].area, + # axis=1), dtype=np.float64) + if flux: + intersection_df['weight'] = np.array(intersection_df.apply( + lambda x: (x['geometry_src'].intersection(x['geometry_dst']).buffer(0).area / x['geometry_src'].area) * + (nes.Nes.calculate_geometry_area([x['geometry_src']])[0] / + nes.Nes.calculate_geometry_area([x['geometry_dst']])[0]), + axis=1), dtype=np.float64) + else: + intersection_df['weight'] = np.array(intersection_df.apply( + lambda x: x['geometry_src'].intersection(x['geometry_dst']).buffer(0).area / x['geometry_src'].area, + axis=1), dtype=np.float64) + intersection_df.drop(columns=["geometry_src", "geometry_dst"], inplace=True) gc.collect() diff --git a/nes/methods/spatial_join.py b/nes/methods/spatial_join.py index 6695cf0..33df091 100644 --- a/nes/methods/spatial_join.py +++ b/nes/methods/spatial_join.py @@ -95,6 +95,7 @@ def prepare_external_shapefile(self, ext_shp, var_list, info=False): msg += "a best usage of memory is performed because the external shape will be clipped while reading." warnings.warn(msg) sys.stderr.flush() + ext_shp.reset_index(inplace=True) if var_list is not None: ext_shp = ext_shp.loc[:, var_list + ['geometry']] self.comm.Barrier() diff --git a/nes/nc_projections/default_nes.py b/nes/nc_projections/default_nes.py index 2677ec1..ab85ea1 100644 --- a/nes/nc_projections/default_nes.py +++ b/nes/nc_projections/default_nes.py @@ -3244,7 +3244,7 @@ class Nes(object): self, new_levels, new_src_vertical=new_src_vertical, kind=kind, extrapolate=extrapolate, info=info) def interpolate_horizontal(self, dst_grid, weight_matrix_path=None, kind='NearestNeighbour', n_neighbours=4, - info=False, to_providentia=False, only_create_wm=False, wm=None): + info=False, to_providentia=False, only_create_wm=False, wm=None, flux=False): """ Horizontal methods from the current grid to another one. @@ -3266,11 +3266,13 @@ class Nes(object): Indicates if you want to only create the Weight Matrix. wm : Nes Weight matrix Nes File + flux : bool + Indicates if you want to calculate the weight matrix for flux variables """ return horizontal_interpolation.interpolate_horizontal( self, dst_grid, weight_matrix_path=weight_matrix_path, kind=kind, n_neighbours=n_neighbours, info=info, - to_providentia=to_providentia, only_create_wm=only_create_wm, wm=wm) + to_providentia=to_providentia, only_create_wm=only_create_wm, wm=wm, flux=flux) def spatial_join(self, ext_shp, method=None, var_list=None, info=False): """ @@ -3302,8 +3304,8 @@ class Nes(object): if 'cell_area' not in self.cell_measures.keys(): grid_area = cell_measures.calculate_grid_area(self) - self.cell_measures['cell_area'] = {'data': grid_area.reshape([self.lon_bnds['data'].shape[0], - self.lon_bnds['data'].shape[1]])} + grid_area = grid_area.reshape([self.lat['data'].shape[0], self.lon['data'].shape[-1]]) + self.cell_measures['cell_area'] = {'data': grid_area} else: grid_area = self.cell_measures['cell_area']['data'] diff --git a/tutorials/4.Interpolation/4.3.Conservative_Interpolation.ipynb b/tutorials/4.Interpolation/4.3.Conservative_Interpolation.ipynb index 48b0216..fc602af 100644 --- a/tutorials/4.Interpolation/4.3.Conservative_Interpolation.ipynb +++ b/tutorials/4.Interpolation/4.3.Conservative_Interpolation.ipynb @@ -13,7 +13,26 @@ "metadata": {}, "outputs": [], "source": [ - "from nes import *" + "from nes import *\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "import numpy as np\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_data(nessy, var_name):\n", + " nessy.create_spatial_bounds()\n", + " lon_bnds, lat_bnds = nessy.get_spatial_bounds_mesh_format()\n", + " ax = plt.axes()\n", + " plt.pcolormesh(lon_bnds, lat_bnds, nessy.variables[var_name]['data'][0,0], cmap='jet', norm=matplotlib.colors.LogNorm())\n", + " " ] }, { @@ -25,123 +44,225 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Original path: /esarchive/exp/monarch/a4dd/original_files/000/2022111512/MONARCH_d01_2022111512.nc\n", "# Rotated grid from MONARCH (NAMEE)\n", - "source_path = \"/gpfs/projects/bsc32/models/NES_tutorial_data/MONARCH_d01_2022111512.nc\"" + "# source_path = \"/gpfs/projects/bsc32/models/NES_tutorial_data/MONARCH_d01_2022111512.nc\"\n", + "# var_name = \"O3\"" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "source_grid = open_netcdf(path=source_path, info=True)" + "# Global CAMS domain\n", + "source_path = \"/gpfs/projects/bsc32/models/NES_tutorial_data/nox_no_201505.nc\"\n", + "var_name = \"nox_no\"" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
geometry
FID
0POLYGON ((-180.00000 -90.00000, -179.89999 -90...
1POLYGON ((-179.89999 -90.00000, -179.80002 -90...
2POLYGON ((-179.79999 -90.00000, -179.70001 -90...
3POLYGON ((-179.69998 -90.00000, -179.60001 -90...
4POLYGON ((-179.60001 -90.00000, -179.50000 -90...
......
6479995POLYGON ((179.50000 89.89999, 179.60001 89.899...
6479996POLYGON ((179.60001 89.89999, 179.69998 89.899...
6479997POLYGON ((179.70001 89.89999, 179.79999 89.899...
6479998POLYGON ((179.80002 89.89999, 179.89999 89.899...
6479999POLYGON ((179.89999 89.89999, 180.00000 89.899...
\n", + "

6480000 rows × 1 columns

\n", + "
" + ], "text/plain": [ - "{'data': masked_array(\n", - " data=[[16.350338, 16.43293 , 16.515146, ..., 16.515146, 16.43293 ,\n", - " 16.350338],\n", - " [16.527426, 16.610239, 16.692677, ..., 16.692677, 16.610243,\n", - " 16.527426],\n", - " [16.704472, 16.787508, 16.870167, ..., 16.870167, 16.78751 ,\n", - " 16.704472],\n", - " ...,\n", - " [58.32095 , 58.472683, 58.62431 , ..., 58.62431 , 58.472683,\n", - " 58.32095 ],\n", - " [58.426285, 58.5782 , 58.730026, ..., 58.730026, 58.5782 ,\n", - " 58.426285],\n", - " [58.530792, 58.6829 , 58.83492 , ..., 58.83492 , 58.682903,\n", - " 58.530792]],\n", - " mask=False,\n", - " fill_value=1e+20,\n", - " dtype=float32),\n", - " 'dimensions': ('rlat', 'rlon'),\n", - " 'long_name': 'latitude',\n", - " 'units': 'degrees_north',\n", - " 'standard_name': 'latitude',\n", - " 'coordinates': 'lon lat'}" + " geometry\n", + "FID \n", + "0 POLYGON ((-180.00000 -90.00000, -179.89999 -90...\n", + "1 POLYGON ((-179.89999 -90.00000, -179.80002 -90...\n", + "2 POLYGON ((-179.79999 -90.00000, -179.70001 -90...\n", + "3 POLYGON ((-179.69998 -90.00000, -179.60001 -90...\n", + "4 POLYGON ((-179.60001 -90.00000, -179.50000 -90...\n", + "... ...\n", + "6479995 POLYGON ((179.50000 89.89999, 179.60001 89.899...\n", + "6479996 POLYGON ((179.60001 89.89999, 179.69998 89.899...\n", + "6479997 POLYGON ((179.70001 89.89999, 179.79999 89.899...\n", + "6479998 POLYGON ((179.80002 89.89999, 179.89999 89.899...\n", + "6479999 POLYGON ((179.89999 89.89999, 180.00000 89.899...\n", + "\n", + "[6480000 rows x 1 columns]" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "source_grid.lat" + "source_grid = open_netcdf(path=source_path)\n", + "source_grid.create_shapefile()" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Flux units: m-2.kg.s-1\n" + ] + } + ], + "source": [ + "source_grid.keep_vars(var_name)\n", + "print('Flux units: {0}'.format(source_grid.variables[var_name]['units']))\n", + "source_grid.load()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { + "image/png": "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\n", "text/plain": [ - "{'data': masked_array(\n", - " data=[[-22.181265, -22.016672, -21.851799, ..., 41.851795, 42.016666,\n", - " 42.18126 ],\n", - " [-22.27818 , -22.113186, -21.947905, ..., 41.9479 , 42.113174,\n", - " 42.27817 ],\n", - " [-22.375267, -22.209873, -22.04419 , ..., 42.044186, 42.209873,\n", - " 42.375263],\n", - " ...,\n", - " [-67.57767 , -67.397064, -67.21535 , ..., 87.21534 , 87.39706 ,\n", - " 87.57766 ],\n", - " [-67.90188 , -67.72247 , -67.54194 , ..., 87.54194 , 87.72246 ,\n", - " 87.90187 ],\n", - " [-68.228035, -68.04982 , -67.870514, ..., 87.87051 , 88.04982 ,\n", - " 88.228035]],\n", - " mask=False,\n", - " fill_value=1e+20,\n", - " dtype=float32),\n", - " 'dimensions': ('rlat', 'rlon'),\n", - " 'long_name': 'longitude',\n", - " 'units': 'degrees_east',\n", - " 'standard_name': 'longitude',\n", - " 'coordinates': 'lon lat'}" + "
" ] }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "source_grid.lon" + "plot_data(source_grid, var_name)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Rank 000: Loading O3 var (1/1)\n", - "Rank 000: Loaded O3 var ((37, 24, 271, 351))\n" + "nox_no total flux: 1.0672498547137366e-06\n", + "nox_no total mass: 113.08470916748047\n" ] } ], "source": [ - "source_grid.keep_vars('O3')\n", - "source_grid.load()" + "# Flux to mass\n", + "cell_area = source_grid.calculate_grid_area()\n", + "\n", + "for var_aux in source_grid.variables.keys():\n", + " print(\"{0} total flux: {1}\".format(var_aux, source_grid.variables[var_aux]['data'].sum()))\n", + " source_grid.variables[var_aux]['data'] *= cell_area\n", + " source_grid.variables[var_aux]['units'] = 'kg.s-1'\n", + " print(\"{0} total mass: {1}\".format(var_aux, source_grid.variables[var_aux]['data'].sum()))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_data(source_grid, var_name)" ] }, { @@ -153,9 +274,110 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
geometry
FID
0POLYGON ((-11.58393 32.47507, -11.54169 32.478...
1POLYGON ((-11.54169 32.47851, -11.49944 32.481...
2POLYGON ((-11.49944 32.48192, -11.45719 32.485...
3POLYGON ((-11.45719 32.48533, -11.41494 32.488...
4POLYGON ((-11.41494 32.48871, -11.37268 32.492...
......
157604POLYGON ((6.95490 46.70274, 7.00684 46.69873, ...
157605POLYGON ((7.00684 46.69873, 7.05878 46.69470, ...
157606POLYGON ((7.05878 46.69470, 7.11071 46.69066, ...
157607POLYGON ((7.11071 46.69066, 7.16264 46.68659, ...
157608POLYGON ((7.16264 46.68659, 7.21456 46.68250, ...
\n", + "

157609 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " geometry\n", + "FID \n", + "0 POLYGON ((-11.58393 32.47507, -11.54169 32.478...\n", + "1 POLYGON ((-11.54169 32.47851, -11.49944 32.481...\n", + "2 POLYGON ((-11.49944 32.48192, -11.45719 32.485...\n", + "3 POLYGON ((-11.45719 32.48533, -11.41494 32.488...\n", + "4 POLYGON ((-11.41494 32.48871, -11.37268 32.492...\n", + "... ...\n", + "157604 POLYGON ((6.95490 46.70274, 7.00684 46.69873, ...\n", + "157605 POLYGON ((7.00684 46.69873, 7.05878 46.69470, ...\n", + "157606 POLYGON ((7.05878 46.69470, 7.11071 46.69066, ...\n", + "157607 POLYGON ((7.11071 46.69066, 7.16264 46.68659, ...\n", + "157608 POLYGON ((7.16264 46.68659, 7.21456 46.68250, ...\n", + "\n", + "[157609 rows x 1 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "lat_1 = 37\n", "lat_2 = 43\n", @@ -168,7 +390,8 @@ "x_0 = -807847.688\n", "y_0 = -797137.125\n", "dst_nes = create_nes(comm=None, info=False, projection='lcc', lat_1=lat_1, lat_2=lat_2, lon_0=lon_0, lat_0=lat_0,\n", - " nx=nx, ny=ny, inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0, times=source_grid.get_full_times())" + " nx=nx, ny=ny, inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0, times=source_grid.get_full_times())\n", + "dst_nes.create_shapefile()\n" ] }, { @@ -187,75 +410,60 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1min 48s, sys: 1.7 s, total: 1min 49s\n", + "Wall time: 1min 50s\n" + ] + } + ], "source": [ - "interp_nes = source_grid.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative')" + "%time interp_nes = source_grid.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative')" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { + "image/png": "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\n", "text/plain": [ - "{'data': array([[32.49460816, 32.49803615, 32.50144726, ..., 32.52460207,\n", - " 32.52130788, 32.51799681],\n", - " [32.53024662, 32.5336765 , 32.5370895 , ..., 32.5602571 ,\n", - " 32.55696109, 32.55364819],\n", - " [32.5658877 , 32.56931947, 32.57273435, ..., 32.59591474,\n", - " 32.59261692, 32.58930218],\n", - " ...,\n", - " [46.60231473, 46.60653579, 46.6107361 , ..., 46.63924881,\n", - " 46.63519229, 46.63111499],\n", - " [46.63791957, 46.64214277, 46.6463452 , ..., 46.67487234,\n", - " 46.67081377, 46.66673441],\n", - " [46.67352141, 46.67774674, 46.68195131, ..., 46.71049289,\n", - " 46.70643226, 46.70235083]])}" + "
" ] }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "interp_nes.lat" + "plot_data(interp_nes, var_name)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "{'data': array([[-11.56484687, -11.52259289, -11.48033507, ..., 5.18764453,\n", - " 5.22992847, 5.27220869],\n", - " [-11.56892309, -11.52664925, -11.48437156, ..., 5.1915433 ,\n", - " 5.23384715, 5.27614727],\n", - " [-11.57300318, -11.53070946, -11.48841188, ..., 5.19544578,\n", - " 5.23776955, 5.2800896 ],\n", - " ...,\n", - " [-13.53865445, -13.48682654, -13.4349915 , ..., 7.07590089,\n", - " 7.12778439, 7.17966098],\n", - " [-13.54481681, -13.49295916, -13.44109437, ..., 7.08179741,\n", - " 7.13371074, 7.18561716],\n", - " [-13.55098635, -13.49909893, -13.44720434, ..., 7.0877008 ,\n", - " 7.139644 , 7.19158028]])}" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "nox_no total mass: 113.08470916748047\n" + ] } ], "source": [ - "interp_nes.lon" + "for var_aux in source_grid.variables.keys():\n", + " print(\"{0} total mass: {1}\".format(var_aux, source_grid.variables[var_aux]['data'].sum()))" ] }, { @@ -267,108 +475,185 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Creating Weight Matrix\n", + "Weight Matrix done!\n", + "CPU times: user 1min 50s, sys: 2.37 s, total: 1min 52s\n", + "Wall time: 1min 53s\n" + ] + } + ], + "source": [ + "%time wm_nes = source_grid.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative', info=True, weight_matrix_path=\"CONS_WM_NAMEE_to_IP.nc\", only_create_wm=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Creating Weight Matrix\n" + "CPU times: user 209 ms, sys: 14.9 ms, total: 224 ms\n", + "Wall time: 223 ms\n" ] - }, + } + ], + "source": [ + "%time interp_nes = source_grid.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative', wm=wm_nes)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_data(interp_nes, var_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:2041: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", - " time_var.units, time_var.calendar)\n" + "nox_no total mass: 1.4103307834025396\n" ] - }, + } + ], + "source": [ + "for var_aux in source_grid.variables.keys():\n", + " print(\"{0} total mass: {1}\".format(var_aux, interp_nes.variables[var_aux]['data'].sum()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Flux conservative interpolation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4.0 Using previous example to put the data as flux" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Weight Matrix done!\n" + "nox_no total mass: 1.4103307834025396\n", + "nox_no total flux: 8.809495172462768e-08\n" ] } ], "source": [ - "wm_nes = source_grid.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative', info=True,\n", - " weight_matrix_path=\"CONS_WM_NAMEE_to_IP.nc\", only_create_wm=True)" + "# Mass to Flux\n", + "cell_area = interp_nes.calculate_grid_area()\n", + "\n", + "for var_aux in interp_nes.variables.keys():\n", + " print(\"{0} total mass: {1}\".format(var_aux, interp_nes.variables[var_aux]['data'].sum()))\n", + " interp_nes.variables[var_aux]['data'] /= cell_area\n", + " interp_nes.variables[var_aux]['units'] = 'm-2.kg.s-1'\n", + " print(\"{0} total flux: {1}\".format(var_aux, interp_nes.variables[var_aux]['data'].sum()))\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4.1 Interpolation" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 6min 14s, sys: 2.7 s, total: 6min 17s\n", + "Wall time: 6min 18s\n" + ] + } + ], "source": [ - "interp_nes = source_grid.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative', wm=wm_nes)" + "%time interp_nes = source_grid.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative', flux=True)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 20, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "{'data': array([[32.49460816, 32.49803615, 32.50144726, ..., 32.52460207,\n", - " 32.52130788, 32.51799681],\n", - " [32.53024662, 32.5336765 , 32.5370895 , ..., 32.5602571 ,\n", - " 32.55696109, 32.55364819],\n", - " [32.5658877 , 32.56931947, 32.57273435, ..., 32.59591474,\n", - " 32.59261692, 32.58930218],\n", - " ...,\n", - " [46.60231473, 46.60653579, 46.6107361 , ..., 46.63924881,\n", - " 46.63519229, 46.63111499],\n", - " [46.63791957, 46.64214277, 46.6463452 , ..., 46.67487234,\n", - " 46.67081377, 46.66673441],\n", - " [46.67352141, 46.67774674, 46.68195131, ..., 46.71049289,\n", - " 46.70643226, 46.70235083]])}" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "nox_no total flux: 8.08686122275172\n" + ] } ], "source": [ - "interp_nes.lat" + "for var_aux in interp_nes.variables.keys():\n", + " print(\"{0} total flux: {1}\".format(var_aux, interp_nes.variables[var_aux]['data'].sum()))" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { + "image/png": "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\n", "text/plain": [ - "{'data': array([[-11.56484687, -11.52259289, -11.48033507, ..., 5.18764453,\n", - " 5.22992847, 5.27220869],\n", - " [-11.56892309, -11.52664925, -11.48437156, ..., 5.1915433 ,\n", - " 5.23384715, 5.27614727],\n", - " [-11.57300318, -11.53070946, -11.48841188, ..., 5.19544578,\n", - " 5.23776955, 5.2800896 ],\n", - " ...,\n", - " [-13.53865445, -13.48682654, -13.4349915 , ..., 7.07590089,\n", - " 7.12778439, 7.17966098],\n", - " [-13.54481681, -13.49295916, -13.44109437, ..., 7.08179741,\n", - " 7.13371074, 7.18561716],\n", - " [-13.55098635, -13.49909893, -13.44720434, ..., 7.0877008 ,\n", - " 7.139644 , 7.19158028]])}" + "
" ] }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "interp_nes.lon" + "plot_data(interp_nes, var_name)" ] } ], -- GitLab From bcc2df81d1fc21423f9c6edd73ab078d69fa7afa Mon Sep 17 00:00:00 2001 From: ctena Date: Wed, 29 Mar 2023 14:55:20 +0200 Subject: [PATCH 2/2] CHANGELOG.md update --- CHANGELOG.md | 1 + 1 file changed, 1 insertion(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index ed9d369..6616fa3 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -7,6 +7,7 @@ * Sum of Nes objects ([#48](https://earth.bsc.es/gitlab/es/NES/-/issues/48)) * Write 2D string data to save variables from shapefiles after doing a spatial join ([#49](https://earth.bsc.es/gitlab/es/NES/-/issues/49)) * Write by time step to avoid memory issues ([#57](https://earth.bsc.es/gitlab/es/NES/-/issues/57)) + * Flux conservative horizontal interpolation ([#60](https://earth.bsc.es/gitlab/es/NES/-/issues/60)) * Bugs fixing: * Bug on `cell_methods` serial write ([#53](https://earth.bsc.es/gitlab/es/NES/-/issues/53)) * Horizontal Interpolation Conservative: Improvement on memory usage when calculating the weight matrix ([#54](https://earth.bsc.es/gitlab/es/NES/-/issues/54)) -- GitLab