diff --git a/examples/data_generators/1-basics-lorenz63.ipynb b/examples/data_generators/1-basics-lorenz63.ipynb
index f1ca2e3..d5968fc 100644
--- a/examples/data_generators/1-basics-lorenz63.ipynb
+++ b/examples/data_generators/1-basics-lorenz63.ipynb
@@ -24,7 +24,9 @@
"cell_type": "code",
"execution_count": 1,
"id": "029ba699",
- "metadata": {},
+ "metadata": {
+ "tags": []
+ },
"outputs": [],
"source": [
"from dabench import data"
@@ -34,7 +36,10 @@
"cell_type": "code",
"execution_count": 2,
"id": "a5a02d7b",
- "metadata": {},
+ "metadata": {
+ "scrolled": true,
+ "tags": []
+ },
"outputs": [
{
"name": "stdout",
@@ -48,7 +53,7 @@
"PACKAGE CONTENTS\n",
" _data\n",
" _utils\n",
- " aws\n",
+ " _xarray_accessor\n",
" barotropic\n",
" enso_indices\n",
" gcp\n",
@@ -62,7 +67,6 @@
"CLASSES\n",
" builtins.object\n",
" dabench.data._data.Data\n",
- " dabench.data.aws.AWS\n",
" dabench.data.barotropic.Barotropic\n",
" dabench.data.enso_indices.ENSOIndices\n",
" dabench.data.gcp.GCP\n",
@@ -73,206 +77,6 @@
" dabench.data.qgs.QGS\n",
" dabench.data.sqgturb.SQGTurb\n",
" \n",
- " class AWS(dabench.data._data.Data)\n",
- " | AWS(variables=['air_temperature_at_2_metres'], months=['01', '02', '03', '04', '05', '06', '07', '08', '09', '10', '11', '12'], years=[2020], min_lat=19.8554808619, max_lat=23.1886107447, min_lon=-84.9749110583, max_lon=-74.1780248685, system_dim=None, time_dim=None, store_as_jax=False, **kwargs)\n",
- " | \n",
- " | Class for loading ERA5 data from AWS Open Data\n",
- " | \n",
- " | Notes:\n",
- " | Source: https://registry.opendata.aws/ecmwf-era5/\n",
- " | Data is HRES sub-daily.\n",
- " | \n",
- " | Attributes:\n",
- " | system_dim (int): System dimension\n",
- " | time_dim (int): Total time steps\n",
- " | variables (list of strings): Names of ERA5 variables to load.\n",
- " | For list of variables, see:\n",
- " | https://github.com/planet-os/notebooks/blob/master/aws/era5-pds.md\n",
- " | NOTE: Do NOT include .nc extension in variable name.\n",
- " | Default is ['air_temperature_at_2_metres']\n",
- " | months (list of strings): List of months to include in '01', '02', etc.\n",
- " | format.\n",
- " | years (list of integers): List of years to include. Data is available\n",
- " | from 1979 to present.\n",
- " | min_lat (float): Minimum latitude for bounding box. If None, loads\n",
- " | global data (which can be VERY large). Bounding box default covers\n",
- " | Cuba.\n",
- " | max_lat (float): Max latitude for bounding box (see min_lat for info).\n",
- " | min_lon (float): Min latitude for bounding box (see min_lat for info).\n",
- " | max_lon (float): Max latitude for bounding box (see min_lat for info).\n",
- " | store_as_jax (bool): Store values as jax array instead of numpy array.\n",
- " | Default is False (store as numpy).\n",
- " | \n",
- " | Method resolution order:\n",
- " | AWS\n",
- " | dabench.data._data.Data\n",
- " | builtins.object\n",
- " | \n",
- " | Methods defined here:\n",
- " | \n",
- " | __init__(self, variables=['air_temperature_at_2_metres'], months=['01', '02', '03', '04', '05', '06', '07', '08', '09', '10', '11', '12'], years=[2020], min_lat=19.8554808619, max_lat=23.1886107447, min_lon=-84.9749110583, max_lon=-74.1780248685, system_dim=None, time_dim=None, store_as_jax=False, **kwargs)\n",
- " | Initializes the base data object\n",
- " | \n",
- " | generate(self)\n",
- " | Alias for _load_aws_era5\n",
- " | \n",
- " | load(self)\n",
- " | Alias for _load_aws_era5\n",
- " | \n",
- " | ----------------------------------------------------------------------\n",
- " | Methods inherited from dabench.data._data.Data:\n",
- " | \n",
- " | __getitem__(self, subscript)\n",
- " | \n",
- " | calc_lyapunov_exponents_final(self, total_time=None, rescale_time=1, convergence=0.05, x0=None)\n",
- " | Computes the final Lyapunov Exponents\n",
- " | \n",
- " | Notes:\n",
- " | See self.calc_lyapunov_exponents_series for full info\n",
- " | \n",
- " | Args:\n",
- " | total_time (float) : Time to integrate over to compute LEs.\n",
- " | Usually there's a tradeoff between accuracy and computation\n",
- " | time (more total_time leads to higher accuracy but more\n",
- " | computation time). Default depends on model type and are based\n",
- " | roughly on how long it takes for satisfactory convergence:\n",
- " | For Lorenz63: n_steps=15000 (total_time=150 for delta_t=0.01)\n",
- " | For Lorenz96: n_steps=50000 (total_time=500 for delta_t=0.01)\n",
- " | rescale_time (float) : Time for when the algorithm rescales the\n",
- " | propagator to reduce the exponential growth in errors.\n",
- " | Default is 1 (i.e. 100 timesteps when delta_t = 0.01).\n",
- " | convergence (float) : Prints warning if LE convergence is below\n",
- " | this number. Default is 0.01.\n",
- " | x0 (array) : initial condition to start computing LE. Needs\n",
- " | to be on the attractor (i.e., remove transients). Default is\n",
- " | None, which will fallback to use the x0 set during model object\n",
- " | initialization.\n",
- " | \n",
- " | Returns:\n",
- " | Lyapunov exponents array of size (system_dim)\n",
- " | \n",
- " | calc_lyapunov_exponents_series(self, total_time=None, rescale_time=1, convergence=0.01, x0=None)\n",
- " | Computes the spectrum of Lyapunov Exponents.\n",
- " | \n",
- " | Notes:\n",
- " | Lyapunov exponents help describe the degree of \"chaos\" in the\n",
- " | model. Make sure to plot the output to check that the algorithm\n",
- " | converges. There are three ways to make the estimate more accurate:\n",
- " | 1. Decrease the delta_t of the model\n",
- " | 2. Increase total_time\n",
- " | 3. Decrease rescale time (try increasing total_time first)\n",
- " | Algorithm: Eckmann 85,\n",
- " | https://www.ihes.fr/~ruelle/PUBLICATIONS/%5B81%5D.pdf pg 651\n",
- " | This method computes the full time series of Lyapunov Exponents,\n",
- " | which is useful for plotting for debugging. To get only the final\n",
- " | Lyapunov Exponent, use self.calc_lyapunov_exponents.\n",
- " | \n",
- " | Args:\n",
- " | total_time (float) : Time to integrate over to compute LEs.\n",
- " | Usually there's a tradeoff between accuracy and computation\n",
- " | time (more total_time leads to higher accuracy but more\n",
- " | computation time). Default depends on model type and are based\n",
- " | roughly on how long it takes for satisfactory convergence:\n",
- " | For Lorenz63: n_steps=15000 (total_time=150 for delta_t=0.01)\n",
- " | For Lorenz96: n_steps=50000 (total_time=500 for delta_t=0.01)\n",
- " | rescale_time (float) : Time for when the algorithm rescales the\n",
- " | propagator to reduce the exponential growth in errors.\n",
- " | Default is 1 (i.e. 100 timesteps when delta_t = 0.01).\n",
- " | convergence (float) : Prints warning if LE convergence is below\n",
- " | this number. Default is 0.01.\n",
- " | x0 (array) : initial condition to start computing LE. Needs\n",
- " | to be on the attractor (i.e., remove transients). Default is\n",
- " | None, which will fallback to use the x0 set during model object\n",
- " | initialization.\n",
- " | \n",
- " | Returns:\n",
- " | Lyapunov exponents for all timesteps, array of size\n",
- " | (total_time/rescale_time - 1, system_dim)\n",
- " | \n",
- " | load_netcdf(self, filepath=None, include_vars=None, exclude_vars=None, years_select=None, dates_select=None, lat_sorting='descending')\n",
- " | Loads values from netCDF file, saves them in values attribute\n",
- " | \n",
- " | Args:\n",
- " | filepath (str): Path to netCDF file to load. If not given,\n",
- " | defaults to loading ERA5 ECMWF SLP data over Japan\n",
- " | from 2018 to 2021.\n",
- " | include_vars (list-like): Data variables to load from NetCDF. If\n",
- " | None (default), loads all variables. Can be used to exclude bad\n",
- " | variables.\n",
- " | exclude_vars (list-like): Data variabes to exclude from NetCDF\n",
- " | loading. If None (default), loads all vars (or only those\n",
- " | specified in include_vars). It's recommended to only specify\n",
- " | include_vars OR exclude_vars (unless you want to do extra\n",
- " | typing).\n",
- " | years_select (list-like): Years to load (ints). If None, loads all\n",
- " | timesteps.\n",
- " | dates_select (list-like): Dates to load. Elements must be\n",
- " | datetime date or datetime objects, depending on type of time\n",
- " | indices in NetCDF. If both years_select and dates_select\n",
- " | are specified, time_stamps overwrites \"years\" argument. If\n",
- " | None, loads all timesteps.\n",
- " | lat_sorting (str): Orient data by latitude:\n",
- " | descending (default), ascending, or None (uses orientation\n",
- " | from data file).\n",
- " | \n",
- " | rhs_aux(self, x, t)\n",
- " | The auxiliary model used to compute the TLM.\n",
- " | \n",
- " | Args:\n",
- " | x (ndarray): State vector with size (system_dim)\n",
- " | t (ndarray): Array of times with size (time_dim)\n",
- " | \n",
- " | Returns:\n",
- " | dxaux (ndarray): State vector [size: (system_dim,)]\n",
- " | \n",
- " | sample_cells(self, targets)\n",
- " | Samples values at a list of multidimensional array indices.\n",
- " | \n",
- " | Args:\n",
- " | targets (ndarray): Array of target indices in shape:\n",
- " | (num_of_target_indices, time_dim + original_dim). E.g.\n",
- " | [[0,0], [0,1]] samples the first and second cell values in the\n",
- " | first timestep (in this case original_dim = 1).\n",
- " | \n",
- " | save_netcdf(self, filename)\n",
- " | Saves values in values attribute to netCDF file\n",
- " | \n",
- " | Args:\n",
- " | filepath (str): Path to netCDF file to save\n",
- " | \n",
- " | split_train_valid_test(self, train_size, valid_size, test_size)\n",
- " | Splits data into train, validation, and test sets by time\n",
- " | \n",
- " | Args:\n",
- " | train_size, valid_size, test_size (float or int): Size of sets.\n",
- " | If < 1, represents the fraction of the time series to use.\n",
- " | If > 1, represents the number of timesteps.\n",
- " | \n",
- " | Returns:\n",
- " | (train_obj, valid_obj, test_obj): Data objects\n",
- " | \n",
- " | ----------------------------------------------------------------------\n",
- " | Readonly properties inherited from dabench.data._data.Data:\n",
- " | \n",
- " | values_gridded\n",
- " | \n",
- " | x0_gridded\n",
- " | \n",
- " | ----------------------------------------------------------------------\n",
- " | Data descriptors inherited from dabench.data._data.Data:\n",
- " | \n",
- " | __dict__\n",
- " | dictionary for instance variables (if defined)\n",
- " | \n",
- " | __weakref__\n",
- " | list of weak references to the object (if defined)\n",
- " | \n",
- " | times\n",
- " | \n",
- " | values\n",
- " | \n",
- " | x0\n",
- " \n",
" class Barotropic(dabench.data._data.Data)\n",
" | Barotropic(beta=0.0, rek=0.0, rd=0.0, H=1.0, L=6.283185307179586, x0=None, nx=256, ny=None, delta_t=0.001, taveint=1, ntd=1, time_dim=None, values=None, times=None, store_as_jax=False, **kwargs)\n",
" | \n",
@@ -356,8 +160,6 @@
" | ----------------------------------------------------------------------\n",
" | Methods inherited from dabench.data._data.Data:\n",
" | \n",
- " | __getitem__(self, subscript)\n",
- " | \n",
" | calc_lyapunov_exponents_final(self, total_time=None, rescale_time=1, convergence=0.05, x0=None)\n",
" | Computes the final Lyapunov Exponents\n",
" | \n",
@@ -459,56 +261,31 @@
" | Returns:\n",
" | dxaux (ndarray): State vector [size: (system_dim,)]\n",
" | \n",
- " | sample_cells(self, targets)\n",
- " | Samples values at a list of multidimensional array indices.\n",
- " | \n",
- " | Args:\n",
- " | targets (ndarray): Array of target indices in shape:\n",
- " | (num_of_target_indices, time_dim + original_dim). E.g.\n",
- " | [[0,0], [0,1]] samples the first and second cell values in the\n",
- " | first timestep (in this case original_dim = 1).\n",
- " | \n",
- " | save_netcdf(self, filename)\n",
+ " | save_netcdf(self, ds, filename)\n",
" | Saves values in values attribute to netCDF file\n",
" | \n",
" | Args:\n",
+ " | ds (Xarray Dataset): Xarray dataset\n",
" | filepath (str): Path to netCDF file to save\n",
" | \n",
- " | split_train_valid_test(self, train_size, valid_size, test_size)\n",
- " | Splits data into train, validation, and test sets by time\n",
- " | \n",
- " | Args:\n",
- " | train_size, valid_size, test_size (float or int): Size of sets.\n",
- " | If < 1, represents the fraction of the time series to use.\n",
- " | If > 1, represents the number of timesteps.\n",
- " | \n",
- " | Returns:\n",
- " | (train_obj, valid_obj, test_obj): Data objects\n",
- " | \n",
" | ----------------------------------------------------------------------\n",
" | Readonly properties inherited from dabench.data._data.Data:\n",
" | \n",
- " | values_gridded\n",
- " | \n",
" | x0_gridded\n",
" | \n",
" | ----------------------------------------------------------------------\n",
" | Data descriptors inherited from dabench.data._data.Data:\n",
" | \n",
" | __dict__\n",
- " | dictionary for instance variables (if defined)\n",
+ " | dictionary for instance variables\n",
" | \n",
" | __weakref__\n",
- " | list of weak references to the object (if defined)\n",
- " | \n",
- " | times\n",
- " | \n",
- " | values\n",
+ " | list of weak references to the object\n",
" | \n",
" | x0\n",
" \n",
" class Data(builtins.object)\n",
- " | Data(system_dim=3, time_dim=1, original_dim=None, random_seed=37, delta_t=0.01, values=None, store_as_jax=False, x0=None, **kwargs)\n",
+ " | Data(system_dim=3, time_dim=1, original_dim=None, random_seed=37, delta_t=0.01, store_as_jax=False, x0=None, **kwargs)\n",
" | \n",
" | Generic class for data generator objects.\n",
" | \n",
@@ -520,17 +297,12 @@
" | i.e. 1d.\n",
" | random_seed (int): random seed, defaults to 37\n",
" | delta_t (float): the timestep of the data (assumed uniform)\n",
- " | values (ndarray): 2d array of data (time_dim, system_dim),\n",
- " | set by generate() method\n",
- " | times (ndarray): 1d array of times (time_dim), set by generate() method\n",
" | store_as_jax (bool): Store values as jax array instead of numpy array.\n",
" | Default is False (store as numpy).\n",
" | \n",
" | Methods defined here:\n",
" | \n",
- " | __getitem__(self, subscript)\n",
- " | \n",
- " | __init__(self, system_dim=3, time_dim=1, original_dim=None, random_seed=37, delta_t=0.01, values=None, store_as_jax=False, x0=None, **kwargs)\n",
+ " | __init__(self, system_dim=3, time_dim=1, original_dim=None, random_seed=37, delta_t=0.01, store_as_jax=False, x0=None, **kwargs)\n",
" | Initializes the base data object\n",
" | \n",
" | calc_lyapunov_exponents_final(self, total_time=None, rescale_time=1, convergence=0.05, x0=None)\n",
@@ -599,7 +371,7 @@
" | (total_time/rescale_time - 1, system_dim)\n",
" | \n",
" | generate(self, n_steps=None, t_final=None, x0=None, M0=None, return_tlm=False, stride=None, **kwargs)\n",
- " | Generates a dataset and assigns values and times to the data object.\n",
+ " | Generates a dataset and returns xarray state vector.\n",
" | \n",
" | Notes:\n",
" | Either provide n_steps or t_final in order to indicate the length\n",
@@ -662,51 +434,26 @@
" | Returns:\n",
" | dxaux (ndarray): State vector [size: (system_dim,)]\n",
" | \n",
- " | sample_cells(self, targets)\n",
- " | Samples values at a list of multidimensional array indices.\n",
- " | \n",
- " | Args:\n",
- " | targets (ndarray): Array of target indices in shape:\n",
- " | (num_of_target_indices, time_dim + original_dim). E.g.\n",
- " | [[0,0], [0,1]] samples the first and second cell values in the\n",
- " | first timestep (in this case original_dim = 1).\n",
- " | \n",
- " | save_netcdf(self, filename)\n",
+ " | save_netcdf(self, ds, filename)\n",
" | Saves values in values attribute to netCDF file\n",
" | \n",
" | Args:\n",
+ " | ds (Xarray Dataset): Xarray dataset\n",
" | filepath (str): Path to netCDF file to save\n",
" | \n",
- " | split_train_valid_test(self, train_size, valid_size, test_size)\n",
- " | Splits data into train, validation, and test sets by time\n",
- " | \n",
- " | Args:\n",
- " | train_size, valid_size, test_size (float or int): Size of sets.\n",
- " | If < 1, represents the fraction of the time series to use.\n",
- " | If > 1, represents the number of timesteps.\n",
- " | \n",
- " | Returns:\n",
- " | (train_obj, valid_obj, test_obj): Data objects\n",
- " | \n",
" | ----------------------------------------------------------------------\n",
" | Readonly properties defined here:\n",
" | \n",
- " | values_gridded\n",
- " | \n",
" | x0_gridded\n",
" | \n",
" | ----------------------------------------------------------------------\n",
" | Data descriptors defined here:\n",
" | \n",
" | __dict__\n",
- " | dictionary for instance variables (if defined)\n",
+ " | dictionary for instance variables\n",
" | \n",
" | __weakref__\n",
- " | list of weak references to the object (if defined)\n",
- " | \n",
- " | times\n",
- " | \n",
- " | values\n",
+ " | list of weak references to the object\n",
" | \n",
" | x0\n",
" \n",
@@ -765,8 +512,6 @@
" | ----------------------------------------------------------------------\n",
" | Methods inherited from dabench.data._data.Data:\n",
" | \n",
- " | __getitem__(self, subscript)\n",
- " | \n",
" | calc_lyapunov_exponents_final(self, total_time=None, rescale_time=1, convergence=0.05, x0=None)\n",
" | Computes the final Lyapunov Exponents\n",
" | \n",
@@ -833,7 +578,7 @@
" | (total_time/rescale_time - 1, system_dim)\n",
" | \n",
" | generate(self, n_steps=None, t_final=None, x0=None, M0=None, return_tlm=False, stride=None, **kwargs)\n",
- " | Generates a dataset and assigns values and times to the data object.\n",
+ " | Generates a dataset and returns xarray state vector.\n",
" | \n",
" | Notes:\n",
" | Either provide n_steps or t_final in order to indicate the length\n",
@@ -896,56 +641,31 @@
" | Returns:\n",
" | dxaux (ndarray): State vector [size: (system_dim,)]\n",
" | \n",
- " | sample_cells(self, targets)\n",
- " | Samples values at a list of multidimensional array indices.\n",
- " | \n",
- " | Args:\n",
- " | targets (ndarray): Array of target indices in shape:\n",
- " | (num_of_target_indices, time_dim + original_dim). E.g.\n",
- " | [[0,0], [0,1]] samples the first and second cell values in the\n",
- " | first timestep (in this case original_dim = 1).\n",
- " | \n",
- " | save_netcdf(self, filename)\n",
+ " | save_netcdf(self, ds, filename)\n",
" | Saves values in values attribute to netCDF file\n",
" | \n",
" | Args:\n",
+ " | ds (Xarray Dataset): Xarray dataset\n",
" | filepath (str): Path to netCDF file to save\n",
" | \n",
- " | split_train_valid_test(self, train_size, valid_size, test_size)\n",
- " | Splits data into train, validation, and test sets by time\n",
- " | \n",
- " | Args:\n",
- " | train_size, valid_size, test_size (float or int): Size of sets.\n",
- " | If < 1, represents the fraction of the time series to use.\n",
- " | If > 1, represents the number of timesteps.\n",
- " | \n",
- " | Returns:\n",
- " | (train_obj, valid_obj, test_obj): Data objects\n",
- " | \n",
" | ----------------------------------------------------------------------\n",
" | Readonly properties inherited from dabench.data._data.Data:\n",
" | \n",
- " | values_gridded\n",
- " | \n",
" | x0_gridded\n",
" | \n",
" | ----------------------------------------------------------------------\n",
" | Data descriptors inherited from dabench.data._data.Data:\n",
" | \n",
" | __dict__\n",
- " | dictionary for instance variables (if defined)\n",
+ " | dictionary for instance variables\n",
" | \n",
" | __weakref__\n",
- " | list of weak references to the object (if defined)\n",
- " | \n",
- " | times\n",
- " | \n",
- " | values\n",
+ " | list of weak references to the object\n",
" | \n",
" | x0\n",
" \n",
" class GCP(dabench.data._data.Data)\n",
- " | GCP(data_type='single-level-reanalysis', variables=['sst'], date_start='2020-06-01', date_end='2020-9-30', levels=[1], min_lat=19.8554808619, max_lat=23.1886107447, min_lon=-84.9749110583, max_lon=-74.1780248685, system_dim=None, time_dim=None, store_as_jax=False, **kwargs)\n",
+ " | GCP(variables=['2m_temperature'], date_start='2020-01-01', date_end='2020-12-31', min_lat=19.8554808619, max_lat=23.1886107447, min_lon=-84.9749110583, max_lon=-74.1780248685, system_dim=None, time_dim=None, store_as_jax=False, **kwargs)\n",
" | \n",
" | Class for loading ERA5 data from Google Cloud Platform\n",
" | \n",
@@ -956,16 +676,10 @@
" | Attributes:\n",
" | system_dim (int): System dimension\n",
" | time_dim (int): Total time steps\n",
- " | data_type (string): Which data type to load, must be one of:\n",
- " | 'single-level-forecast', 'single-level-reanalysis', or\n",
- " | 'model-level-moisture'. Default is 'single-level-reanalysis'.\n",
- " | variables (list of strings): Abbreviated names of ERA5 variables to\n",
- " | load. For description of variables and which data_type they belong\n",
- " | to, see:\n",
- " | https://github.com/google-research/ARCO-ERA5#data-description\n",
- " | Default is ['sst'] (sea surface temperature)\n",
- " | levels (int): For multi-level data, specifies which levels to download.\n",
- " | Default is [1] (surface). Only applies to model-level-moisture.\n",
+ " | variables (list of strings): Names of ERA5 variables to\n",
+ " | load. For description of variables, see:\n",
+ " | https://github.com/google-research/arco-era5?tab=readme-ov-file#full_37-1h-0p25deg-chunk-1zarr-v3\n",
+ " | Default is ['2m_temperature'] (Air temperature at 2 metres)\n",
" | date_start (string): Start of time range to download, in 'yyyy-mm-dd'\n",
" | format. Can also just specify year ('yyyy') or year and month\n",
" | ('yyyy-mm'). Default is '2020-06-01'.\n",
@@ -988,7 +702,7 @@
" | \n",
" | Methods defined here:\n",
" | \n",
- " | __init__(self, data_type='single-level-reanalysis', variables=['sst'], date_start='2020-06-01', date_end='2020-9-30', levels=[1], min_lat=19.8554808619, max_lat=23.1886107447, min_lon=-84.9749110583, max_lon=-74.1780248685, system_dim=None, time_dim=None, store_as_jax=False, **kwargs)\n",
+ " | __init__(self, variables=['2m_temperature'], date_start='2020-01-01', date_end='2020-12-31', min_lat=19.8554808619, max_lat=23.1886107447, min_lon=-84.9749110583, max_lon=-74.1780248685, system_dim=None, time_dim=None, store_as_jax=False, **kwargs)\n",
" | Initializes the base data object\n",
" | \n",
" | generate(self)\n",
@@ -1000,8 +714,6 @@
" | ----------------------------------------------------------------------\n",
" | Methods inherited from dabench.data._data.Data:\n",
" | \n",
- " | __getitem__(self, subscript)\n",
- " | \n",
" | calc_lyapunov_exponents_final(self, total_time=None, rescale_time=1, convergence=0.05, x0=None)\n",
" | Computes the final Lyapunov Exponents\n",
" | \n",
@@ -1103,51 +815,26 @@
" | Returns:\n",
" | dxaux (ndarray): State vector [size: (system_dim,)]\n",
" | \n",
- " | sample_cells(self, targets)\n",
- " | Samples values at a list of multidimensional array indices.\n",
- " | \n",
- " | Args:\n",
- " | targets (ndarray): Array of target indices in shape:\n",
- " | (num_of_target_indices, time_dim + original_dim). E.g.\n",
- " | [[0,0], [0,1]] samples the first and second cell values in the\n",
- " | first timestep (in this case original_dim = 1).\n",
- " | \n",
- " | save_netcdf(self, filename)\n",
+ " | save_netcdf(self, ds, filename)\n",
" | Saves values in values attribute to netCDF file\n",
" | \n",
" | Args:\n",
+ " | ds (Xarray Dataset): Xarray dataset\n",
" | filepath (str): Path to netCDF file to save\n",
" | \n",
- " | split_train_valid_test(self, train_size, valid_size, test_size)\n",
- " | Splits data into train, validation, and test sets by time\n",
- " | \n",
- " | Args:\n",
- " | train_size, valid_size, test_size (float or int): Size of sets.\n",
- " | If < 1, represents the fraction of the time series to use.\n",
- " | If > 1, represents the number of timesteps.\n",
- " | \n",
- " | Returns:\n",
- " | (train_obj, valid_obj, test_obj): Data objects\n",
- " | \n",
" | ----------------------------------------------------------------------\n",
" | Readonly properties inherited from dabench.data._data.Data:\n",
" | \n",
- " | values_gridded\n",
- " | \n",
" | x0_gridded\n",
" | \n",
" | ----------------------------------------------------------------------\n",
" | Data descriptors inherited from dabench.data._data.Data:\n",
" | \n",
" | __dict__\n",
- " | dictionary for instance variables (if defined)\n",
+ " | dictionary for instance variables\n",
" | \n",
" | __weakref__\n",
- " | list of weak references to the object (if defined)\n",
- " | \n",
- " | times\n",
- " | \n",
- " | values\n",
+ " | list of weak references to the object\n",
" | \n",
" | x0\n",
" \n",
@@ -1207,8 +894,6 @@
" | ----------------------------------------------------------------------\n",
" | Methods inherited from dabench.data._data.Data:\n",
" | \n",
- " | __getitem__(self, subscript)\n",
- " | \n",
" | calc_lyapunov_exponents_final(self, total_time=None, rescale_time=1, convergence=0.05, x0=None)\n",
" | Computes the final Lyapunov Exponents\n",
" | \n",
@@ -1275,7 +960,7 @@
" | (total_time/rescale_time - 1, system_dim)\n",
" | \n",
" | generate(self, n_steps=None, t_final=None, x0=None, M0=None, return_tlm=False, stride=None, **kwargs)\n",
- " | Generates a dataset and assigns values and times to the data object.\n",
+ " | Generates a dataset and returns xarray state vector.\n",
" | \n",
" | Notes:\n",
" | Either provide n_steps or t_final in order to indicate the length\n",
@@ -1338,51 +1023,26 @@
" | Returns:\n",
" | dxaux (ndarray): State vector [size: (system_dim,)]\n",
" | \n",
- " | sample_cells(self, targets)\n",
- " | Samples values at a list of multidimensional array indices.\n",
- " | \n",
- " | Args:\n",
- " | targets (ndarray): Array of target indices in shape:\n",
- " | (num_of_target_indices, time_dim + original_dim). E.g.\n",
- " | [[0,0], [0,1]] samples the first and second cell values in the\n",
- " | first timestep (in this case original_dim = 1).\n",
- " | \n",
- " | save_netcdf(self, filename)\n",
+ " | save_netcdf(self, ds, filename)\n",
" | Saves values in values attribute to netCDF file\n",
" | \n",
" | Args:\n",
+ " | ds (Xarray Dataset): Xarray dataset\n",
" | filepath (str): Path to netCDF file to save\n",
" | \n",
- " | split_train_valid_test(self, train_size, valid_size, test_size)\n",
- " | Splits data into train, validation, and test sets by time\n",
- " | \n",
- " | Args:\n",
- " | train_size, valid_size, test_size (float or int): Size of sets.\n",
- " | If < 1, represents the fraction of the time series to use.\n",
- " | If > 1, represents the number of timesteps.\n",
- " | \n",
- " | Returns:\n",
- " | (train_obj, valid_obj, test_obj): Data objects\n",
- " | \n",
" | ----------------------------------------------------------------------\n",
" | Readonly properties inherited from dabench.data._data.Data:\n",
" | \n",
- " | values_gridded\n",
- " | \n",
" | x0_gridded\n",
" | \n",
" | ----------------------------------------------------------------------\n",
" | Data descriptors inherited from dabench.data._data.Data:\n",
" | \n",
" | __dict__\n",
- " | dictionary for instance variables (if defined)\n",
+ " | dictionary for instance variables\n",
" | \n",
" | __weakref__\n",
- " | list of weak references to the object (if defined)\n",
- " | \n",
- " | times\n",
- " | \n",
- " | values\n",
+ " | list of weak references to the object\n",
" | \n",
" | x0\n",
" \n",
@@ -1448,8 +1108,6 @@
" | ----------------------------------------------------------------------\n",
" | Methods inherited from dabench.data._data.Data:\n",
" | \n",
- " | __getitem__(self, subscript)\n",
- " | \n",
" | calc_lyapunov_exponents_final(self, total_time=None, rescale_time=1, convergence=0.05, x0=None)\n",
" | Computes the final Lyapunov Exponents\n",
" | \n",
@@ -1516,7 +1174,7 @@
" | (total_time/rescale_time - 1, system_dim)\n",
" | \n",
" | generate(self, n_steps=None, t_final=None, x0=None, M0=None, return_tlm=False, stride=None, **kwargs)\n",
- " | Generates a dataset and assigns values and times to the data object.\n",
+ " | Generates a dataset and returns xarray state vector.\n",
" | \n",
" | Notes:\n",
" | Either provide n_steps or t_final in order to indicate the length\n",
@@ -1579,51 +1237,26 @@
" | Returns:\n",
" | dxaux (ndarray): State vector [size: (system_dim,)]\n",
" | \n",
- " | sample_cells(self, targets)\n",
- " | Samples values at a list of multidimensional array indices.\n",
- " | \n",
- " | Args:\n",
- " | targets (ndarray): Array of target indices in shape:\n",
- " | (num_of_target_indices, time_dim + original_dim). E.g.\n",
- " | [[0,0], [0,1]] samples the first and second cell values in the\n",
- " | first timestep (in this case original_dim = 1).\n",
- " | \n",
- " | save_netcdf(self, filename)\n",
+ " | save_netcdf(self, ds, filename)\n",
" | Saves values in values attribute to netCDF file\n",
" | \n",
" | Args:\n",
+ " | ds (Xarray Dataset): Xarray dataset\n",
" | filepath (str): Path to netCDF file to save\n",
" | \n",
- " | split_train_valid_test(self, train_size, valid_size, test_size)\n",
- " | Splits data into train, validation, and test sets by time\n",
- " | \n",
- " | Args:\n",
- " | train_size, valid_size, test_size (float or int): Size of sets.\n",
- " | If < 1, represents the fraction of the time series to use.\n",
- " | If > 1, represents the number of timesteps.\n",
- " | \n",
- " | Returns:\n",
- " | (train_obj, valid_obj, test_obj): Data objects\n",
- " | \n",
" | ----------------------------------------------------------------------\n",
" | Readonly properties inherited from dabench.data._data.Data:\n",
" | \n",
- " | values_gridded\n",
- " | \n",
" | x0_gridded\n",
" | \n",
" | ----------------------------------------------------------------------\n",
" | Data descriptors inherited from dabench.data._data.Data:\n",
" | \n",
" | __dict__\n",
- " | dictionary for instance variables (if defined)\n",
+ " | dictionary for instance variables\n",
" | \n",
" | __weakref__\n",
- " | list of weak references to the object (if defined)\n",
- " | \n",
- " | times\n",
- " | \n",
- " | values\n",
+ " | list of weak references to the object\n",
" | \n",
" | x0\n",
" \n",
@@ -1705,8 +1338,6 @@
" | ----------------------------------------------------------------------\n",
" | Methods inherited from dabench.data._data.Data:\n",
" | \n",
- " | __getitem__(self, subscript)\n",
- " | \n",
" | calc_lyapunov_exponents_final(self, total_time=None, rescale_time=1, convergence=0.05, x0=None)\n",
" | Computes the final Lyapunov Exponents\n",
" | \n",
@@ -1808,51 +1439,26 @@
" | Returns:\n",
" | dxaux (ndarray): State vector [size: (system_dim,)]\n",
" | \n",
- " | sample_cells(self, targets)\n",
- " | Samples values at a list of multidimensional array indices.\n",
- " | \n",
- " | Args:\n",
- " | targets (ndarray): Array of target indices in shape:\n",
- " | (num_of_target_indices, time_dim + original_dim). E.g.\n",
- " | [[0,0], [0,1]] samples the first and second cell values in the\n",
- " | first timestep (in this case original_dim = 1).\n",
- " | \n",
- " | save_netcdf(self, filename)\n",
+ " | save_netcdf(self, ds, filename)\n",
" | Saves values in values attribute to netCDF file\n",
" | \n",
" | Args:\n",
+ " | ds (Xarray Dataset): Xarray dataset\n",
" | filepath (str): Path to netCDF file to save\n",
" | \n",
- " | split_train_valid_test(self, train_size, valid_size, test_size)\n",
- " | Splits data into train, validation, and test sets by time\n",
- " | \n",
- " | Args:\n",
- " | train_size, valid_size, test_size (float or int): Size of sets.\n",
- " | If < 1, represents the fraction of the time series to use.\n",
- " | If > 1, represents the number of timesteps.\n",
- " | \n",
- " | Returns:\n",
- " | (train_obj, valid_obj, test_obj): Data objects\n",
- " | \n",
" | ----------------------------------------------------------------------\n",
" | Readonly properties inherited from dabench.data._data.Data:\n",
" | \n",
- " | values_gridded\n",
- " | \n",
" | x0_gridded\n",
" | \n",
" | ----------------------------------------------------------------------\n",
" | Data descriptors inherited from dabench.data._data.Data:\n",
" | \n",
" | __dict__\n",
- " | dictionary for instance variables (if defined)\n",
+ " | dictionary for instance variables\n",
" | \n",
" | __weakref__\n",
- " | list of weak references to the object (if defined)\n",
- " | \n",
- " | times\n",
- " | \n",
- " | values\n",
+ " | list of weak references to the object\n",
" | \n",
" | x0\n",
" \n",
@@ -1926,8 +1532,6 @@
" | ----------------------------------------------------------------------\n",
" | Methods inherited from dabench.data._data.Data:\n",
" | \n",
- " | __getitem__(self, subscript)\n",
- " | \n",
" | calc_lyapunov_exponents_final(self, total_time=None, rescale_time=1, convergence=0.05, x0=None)\n",
" | Computes the final Lyapunov Exponents\n",
" | \n",
@@ -2029,51 +1633,26 @@
" | Returns:\n",
" | dxaux (ndarray): State vector [size: (system_dim,)]\n",
" | \n",
- " | sample_cells(self, targets)\n",
- " | Samples values at a list of multidimensional array indices.\n",
- " | \n",
- " | Args:\n",
- " | targets (ndarray): Array of target indices in shape:\n",
- " | (num_of_target_indices, time_dim + original_dim). E.g.\n",
- " | [[0,0], [0,1]] samples the first and second cell values in the\n",
- " | first timestep (in this case original_dim = 1).\n",
- " | \n",
- " | save_netcdf(self, filename)\n",
+ " | save_netcdf(self, ds, filename)\n",
" | Saves values in values attribute to netCDF file\n",
" | \n",
" | Args:\n",
+ " | ds (Xarray Dataset): Xarray dataset\n",
" | filepath (str): Path to netCDF file to save\n",
" | \n",
- " | split_train_valid_test(self, train_size, valid_size, test_size)\n",
- " | Splits data into train, validation, and test sets by time\n",
- " | \n",
- " | Args:\n",
- " | train_size, valid_size, test_size (float or int): Size of sets.\n",
- " | If < 1, represents the fraction of the time series to use.\n",
- " | If > 1, represents the number of timesteps.\n",
- " | \n",
- " | Returns:\n",
- " | (train_obj, valid_obj, test_obj): Data objects\n",
- " | \n",
" | ----------------------------------------------------------------------\n",
" | Readonly properties inherited from dabench.data._data.Data:\n",
" | \n",
- " | values_gridded\n",
- " | \n",
" | x0_gridded\n",
" | \n",
" | ----------------------------------------------------------------------\n",
" | Data descriptors inherited from dabench.data._data.Data:\n",
" | \n",
" | __dict__\n",
- " | dictionary for instance variables (if defined)\n",
+ " | dictionary for instance variables\n",
" | \n",
" | __weakref__\n",
- " | list of weak references to the object (if defined)\n",
- " | \n",
- " | times\n",
- " | \n",
- " | values\n",
+ " | list of weak references to the object\n",
" | \n",
" | x0\n",
" \n",
@@ -2207,8 +1786,6 @@
" | ----------------------------------------------------------------------\n",
" | Methods inherited from dabench.data._data.Data:\n",
" | \n",
- " | __getitem__(self, subscript)\n",
- " | \n",
" | calc_lyapunov_exponents_final(self, total_time=None, rescale_time=1, convergence=0.05, x0=None)\n",
" | Computes the final Lyapunov Exponents\n",
" | \n",
@@ -2262,51 +1839,26 @@
" | descending (default), ascending, or None (uses orientation\n",
" | from data file).\n",
" | \n",
- " | sample_cells(self, targets)\n",
- " | Samples values at a list of multidimensional array indices.\n",
- " | \n",
- " | Args:\n",
- " | targets (ndarray): Array of target indices in shape:\n",
- " | (num_of_target_indices, time_dim + original_dim). E.g.\n",
- " | [[0,0], [0,1]] samples the first and second cell values in the\n",
- " | first timestep (in this case original_dim = 1).\n",
- " | \n",
- " | save_netcdf(self, filename)\n",
+ " | save_netcdf(self, ds, filename)\n",
" | Saves values in values attribute to netCDF file\n",
" | \n",
" | Args:\n",
+ " | ds (Xarray Dataset): Xarray dataset\n",
" | filepath (str): Path to netCDF file to save\n",
" | \n",
- " | split_train_valid_test(self, train_size, valid_size, test_size)\n",
- " | Splits data into train, validation, and test sets by time\n",
- " | \n",
- " | Args:\n",
- " | train_size, valid_size, test_size (float or int): Size of sets.\n",
- " | If < 1, represents the fraction of the time series to use.\n",
- " | If > 1, represents the number of timesteps.\n",
- " | \n",
- " | Returns:\n",
- " | (train_obj, valid_obj, test_obj): Data objects\n",
- " | \n",
" | ----------------------------------------------------------------------\n",
" | Readonly properties inherited from dabench.data._data.Data:\n",
" | \n",
- " | values_gridded\n",
- " | \n",
" | x0_gridded\n",
" | \n",
" | ----------------------------------------------------------------------\n",
" | Data descriptors inherited from dabench.data._data.Data:\n",
" | \n",
" | __dict__\n",
- " | dictionary for instance variables (if defined)\n",
+ " | dictionary for instance variables\n",
" | \n",
" | __weakref__\n",
- " | list of weak references to the object (if defined)\n",
- " | \n",
- " | times\n",
- " | \n",
- " | values\n",
+ " | list of weak references to the object\n",
" | \n",
" | x0\n",
" \n",
@@ -2401,8 +1953,6 @@
" | ----------------------------------------------------------------------\n",
" | Methods inherited from dabench.data._data.Data:\n",
" | \n",
- " | __getitem__(self, subscript)\n",
- " | \n",
" | calc_lyapunov_exponents_final(self, total_time=None, rescale_time=1, convergence=0.05, x0=None)\n",
" | Computes the final Lyapunov Exponents\n",
" | \n",
@@ -2469,7 +2019,7 @@
" | (total_time/rescale_time - 1, system_dim)\n",
" | \n",
" | generate(self, n_steps=None, t_final=None, x0=None, M0=None, return_tlm=False, stride=None, **kwargs)\n",
- " | Generates a dataset and assigns values and times to the data object.\n",
+ " | Generates a dataset and returns xarray state vector.\n",
" | \n",
" | Notes:\n",
" | Either provide n_steps or t_final in order to indicate the length\n",
@@ -2532,57 +2082,29 @@
" | Returns:\n",
" | dxaux (ndarray): State vector [size: (system_dim,)]\n",
" | \n",
- " | sample_cells(self, targets)\n",
- " | Samples values at a list of multidimensional array indices.\n",
- " | \n",
- " | Args:\n",
- " | targets (ndarray): Array of target indices in shape:\n",
- " | (num_of_target_indices, time_dim + original_dim). E.g.\n",
- " | [[0,0], [0,1]] samples the first and second cell values in the\n",
- " | first timestep (in this case original_dim = 1).\n",
- " | \n",
- " | save_netcdf(self, filename)\n",
+ " | save_netcdf(self, ds, filename)\n",
" | Saves values in values attribute to netCDF file\n",
" | \n",
" | Args:\n",
+ " | ds (Xarray Dataset): Xarray dataset\n",
" | filepath (str): Path to netCDF file to save\n",
" | \n",
- " | split_train_valid_test(self, train_size, valid_size, test_size)\n",
- " | Splits data into train, validation, and test sets by time\n",
- " | \n",
- " | Args:\n",
- " | train_size, valid_size, test_size (float or int): Size of sets.\n",
- " | If < 1, represents the fraction of the time series to use.\n",
- " | If > 1, represents the number of timesteps.\n",
- " | \n",
- " | Returns:\n",
- " | (train_obj, valid_obj, test_obj): Data objects\n",
- " | \n",
- " | ----------------------------------------------------------------------\n",
- " | Readonly properties inherited from dabench.data._data.Data:\n",
- " | \n",
- " | values_gridded\n",
- " | \n",
" | ----------------------------------------------------------------------\n",
" | Data descriptors inherited from dabench.data._data.Data:\n",
" | \n",
" | __dict__\n",
- " | dictionary for instance variables (if defined)\n",
+ " | dictionary for instance variables\n",
" | \n",
" | __weakref__\n",
- " | list of weak references to the object (if defined)\n",
- " | \n",
- " | times\n",
- " | \n",
- " | values\n",
+ " | list of weak references to the object\n",
" | \n",
" | x0\n",
"\n",
"DATA\n",
- " __all__ = ['Data', 'Lorenz63', 'Lorenz96', 'SQGTurb', 'AWS', 'GCP', 'P...\n",
+ " __all__ = ['Data', 'Lorenz63', 'Lorenz96', 'SQGTurb', 'GCP', 'PyQG', '...\n",
"\n",
"FILE\n",
- " /home/ksolvik/research/da/DataAssimBench/dabench/data/__init__.py\n",
+ " /Users/spenny/Code/DataAssimBench/dabench/data/__init__.py\n",
"\n",
"\n"
]
@@ -2597,7 +2119,9 @@
"cell_type": "code",
"execution_count": 3,
"id": "b1ad95e6",
- "metadata": {},
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [
{
"name": "stdout",
@@ -2661,8 +2185,6 @@
" | ----------------------------------------------------------------------\n",
" | Methods inherited from dabench.data._data.Data:\n",
" | \n",
- " | __getitem__(self, subscript)\n",
- " | \n",
" | calc_lyapunov_exponents_final(self, total_time=None, rescale_time=1, convergence=0.05, x0=None)\n",
" | Computes the final Lyapunov Exponents\n",
" | \n",
@@ -2729,7 +2251,7 @@
" | (total_time/rescale_time - 1, system_dim)\n",
" | \n",
" | generate(self, n_steps=None, t_final=None, x0=None, M0=None, return_tlm=False, stride=None, **kwargs)\n",
- " | Generates a dataset and assigns values and times to the data object.\n",
+ " | Generates a dataset and returns xarray state vector.\n",
" | \n",
" | Notes:\n",
" | Either provide n_steps or t_final in order to indicate the length\n",
@@ -2792,51 +2314,26 @@
" | Returns:\n",
" | dxaux (ndarray): State vector [size: (system_dim,)]\n",
" | \n",
- " | sample_cells(self, targets)\n",
- " | Samples values at a list of multidimensional array indices.\n",
- " | \n",
- " | Args:\n",
- " | targets (ndarray): Array of target indices in shape:\n",
- " | (num_of_target_indices, time_dim + original_dim). E.g.\n",
- " | [[0,0], [0,1]] samples the first and second cell values in the\n",
- " | first timestep (in this case original_dim = 1).\n",
- " | \n",
- " | save_netcdf(self, filename)\n",
+ " | save_netcdf(self, ds, filename)\n",
" | Saves values in values attribute to netCDF file\n",
" | \n",
" | Args:\n",
+ " | ds (Xarray Dataset): Xarray dataset\n",
" | filepath (str): Path to netCDF file to save\n",
" | \n",
- " | split_train_valid_test(self, train_size, valid_size, test_size)\n",
- " | Splits data into train, validation, and test sets by time\n",
- " | \n",
- " | Args:\n",
- " | train_size, valid_size, test_size (float or int): Size of sets.\n",
- " | If < 1, represents the fraction of the time series to use.\n",
- " | If > 1, represents the number of timesteps.\n",
- " | \n",
- " | Returns:\n",
- " | (train_obj, valid_obj, test_obj): Data objects\n",
- " | \n",
" | ----------------------------------------------------------------------\n",
" | Readonly properties inherited from dabench.data._data.Data:\n",
" | \n",
- " | values_gridded\n",
- " | \n",
" | x0_gridded\n",
" | \n",
" | ----------------------------------------------------------------------\n",
" | Data descriptors inherited from dabench.data._data.Data:\n",
" | \n",
" | __dict__\n",
- " | dictionary for instance variables (if defined)\n",
+ " | dictionary for instance variables\n",
" | \n",
" | __weakref__\n",
- " | list of weak references to the object (if defined)\n",
- " | \n",
- " | times\n",
- " | \n",
- " | values\n",
+ " | list of weak references to the object\n",
" | \n",
" | x0\n",
"\n"
@@ -2853,11 +2350,17 @@
"id": "4e297908",
"metadata": {},
"source": [
- "As we can see, this class implements the model first published in Lorenz, 1963:https://doi.org/10.1175/1520-0469(1963)020%3C0130:DNF%3E2.0.CO;2\n",
+ "#### Discussion\n",
+ "As we can see, this class implements the model first published by [Lorenz, 1963](https://doi.org/10.1175/1520-0469(1963)020%3C0130:DNF%3E2.0.CO;2) in a paper called \"Deterministic Nonperiodic Flow\". This work was a major driver of the study of chaos theory in weather foreacsting, and the impacts of sensitivity to initial conditions on weather forecasts.\n",
+ "\n",
+ "Lorenz described the discovery (Lorenz, Edward N. The Essence of Chaos. University of Washington Press, 1995.):\n",
+ "```\n",
+ "At one point I decided to repeat some of the computations in order to examine what was happening in greater detail. I stopped the computer, typed in a line of numbers that it had printed out a while earlier, and set it running again. I went down the hall for a cup of coffee and returned after about an hour, during which the computer had simulated about two months of weather. The numbers being printed out were nothing like the old ones. I immediately suspected a weak vacuum tube or some other computer trouble, which was not uncommon, but before calling for service I decided to see just where the mistake had occurred, knowing that this could speed up the servicing process. Instead of a sudden break, I found that the new values at first repeated the old ones, but soon afterward had differed by one and then several units in the last decimal place. ... The numbers I had typed in were not the exact original numbers, but were the rounded-off values that appeared in the original printout. The initial round-off errors were the culprits; they were steadily amplifying until they dominated the solution. In today’s terminology, there was chaos.\n",
+ "```\n",
"\n",
- "This is a three-variable model. By default, our initial state (x0) is [-10.0, -15.0, 21.3].\n",
+ "Today, the Lorenz-63 dynamical system is a common testbed toy model for data assimilation experimentation, since it exhibits basic properties of a chaotic system. The Lorenz-63 system is a very simple system, with only three prognostic variables. By default, our initial state is `x0 = [-10.0, -15.0, 21.3]`.\n",
"\n",
- "In addition to the the initial state, there are three paramaters: sigma, rho, and beta. All of these have sensible defaults (taken from the original Lorenz 1963 paper) so there is no reason to tweak them unless we want to customize our model settings. "
+ "In addition to the the initial state, there are three model paramaters that change the behavior of the system: `sigma=10`, `rho=28`, and `beta=8/3`. All of these have sensible defaults (taken from the original Lorenz 1963 paper) so there is no reason to tweak them unless we want to change the behavior of our model. "
]
},
{
@@ -2867,7 +2370,7 @@
"source": [
"### Part II: Create model object and generate data\n",
"\n",
- "To generate data from a dabench.data model, we first create a model object. If we want, this is where we can change the parameters and initial state of the model. But for starters, let's just stick with the defaults."
+ "To generate data from a dabench.data source dynamical system, we first create a data object. If we want, this is where we can change the parameters and initial state of the underlying system that is used to generate the data. But for starters, let's just stick with the defaults."
]
},
{
@@ -2877,7 +2380,7 @@
"metadata": {},
"outputs": [],
"source": [
- "l63_model = data.Lorenz63()"
+ "l63_generator = data.Lorenz63()"
]
},
{
@@ -2889,7 +2392,8 @@
"source": [
"# Generating data is as easy as using the .generate() method. This is the same for all models in dabench.data(). \n",
"# We must specify n_steps to determine how long we want our model to run. Let's start with 1000\n",
- "l63_model.generate(n_steps=1000)"
+ "n_steps = 1250\n",
+ "ds_l63 = l63_generator.generate(n_steps=n_steps)"
]
},
{
@@ -2899,51 +2403,484 @@
"source": [
"### Part III: Examine generated data\n",
"\n",
- "The generated data for the Lorenz63 model is accessed as l63_model.values. This is the same scheme for all models/data loaders in dabench.data."
+ "The generated data for the Lorenz63 model is returned as an Xarray Dataset. This is the same scheme for all models/data loaders in dabench.data."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "524e2e41-e02e-40c3-bcb2-df0a27b9f376",
+ "metadata": {},
+ "source": [
+ "We can see how we start with the initial condition [-10.0, -15.0, 21.3] and proceed from there"
]
},
{
"cell_type": "code",
"execution_count": 6,
- "id": "954651b3",
+ "id": "b1d0c48b-d2c8-4cae-ba08-07a1b1e078d1",
"metadata": {},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[[-10. -15. 21.29999924]\n",
- " [-10.49983466 -15.48436894 22.28229233]\n",
- " [-10.99427504 -15.88440406 23.36066588]\n",
- " ...\n",
- " [ 14.97283671 18.04519819 32.55729151]\n",
- " [ 15.21899866 17.04571187 34.31892339]\n",
- " [ 15.3340581 15.79191029 35.89525082]]\n"
- ]
+ "data": {
+ "text/html": [
+ "
"
+ ],
+ "text/plain": [
+ " Size: 30kB\n",
+ "array([[-10. , -15. , 21.29999924],\n",
+ " [-10.49983466, -15.48436894, 22.28229233],\n",
+ " [-10.99427504, -15.88440406, 23.36066588],\n",
+ " ...,\n",
+ " [-16.25664691, -22.35842238, 31.21255486],\n",
+ " [-16.79358811, -21.37754508, 33.96576944],\n",
+ " [-17.16353998, -19.93381547, 36.54124188]])\n",
+ "Coordinates:\n",
+ " * time (time) float64 10kB 0.0 0.01 0.02 0.03 ... 12.46 12.47 12.48 12.49\n",
+ " * index (index) int64 24B 0 1 2"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
- "# We can see how we start with the initial condition [-10.0, -15.0, 21.3] and proceed from there\n",
- "print(l63_model.values)"
+ " ds_l63['x']"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9a66396e-8864-48bf-8ec2-b4ef3069f6a1",
+ "metadata": {},
+ "source": [
+ "We can also easily plot a time series using the xarray plotting functionality, by setting the x-axis to 'time'."
]
},
{
"cell_type": "code",
"execution_count": 7,
- "id": "27cb74d0",
+ "id": "8580e27b-f9ab-4e78-8642-57a7d7a1c540",
"metadata": {},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(1000, 3)\n"
- ]
+ "data": {
+ "text/plain": [
+ "[,\n",
+ " ,\n",
+ " ]"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
}
],
"source": [
- "# Shape is (n_steps, system_dim), in this case (1000, 3)\n",
- "print(l63_model.values.shape)"
+ "ds_l63['x'].plot.line(x='time')"
]
},
{
@@ -2965,7 +2902,7 @@
"outputs": [
{
"data": {
- "image/png": "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",
+ "image/png": "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",
"text/plain": [
""
]
@@ -2975,8 +2912,15 @@
}
],
"source": [
- "# Since we have 3 variables in our model (X, Y, and Z), let's choose X and Z for plotting in 2D\n",
- "plt.plot(l63_model.values[:,0], l63_model.values[:,2])\n",
+ "# Since we have 3 variables in our model (X, Y, and Z), let's choose X and Z to plot a slice in 2D\n",
+ "\n",
+ "# Plot the original trajectory, starting from the 'circle' and ending at the 'square'\n",
+ "plt.plot(ds_l63['x'].data[:,0], ds_l63['x'].data[:,2], label=\"Original\", color='gray')\n",
+ "plt.plot(ds_l63['x'].data[0,0], ds_l63['x'].data[0,2], marker='o', color='gray')\n",
+ "plt.plot(ds_l63['x'].data[-1,0],ds_l63['x'].data[-1,2], marker='s', color='gray')\n",
+ "\n",
+ "# Show the plot\n",
+ "plt.title(\"Lorenz-63 system\")\n",
"plt.xlabel('X')\n",
"plt.ylabel('Z')\n",
"plt.show()"
@@ -3027,7 +2971,7 @@
],
"source": [
"# Add 0.01 to Z in the initial state\n",
- "new_x0 = l63_model.x0 + np.array([0, 0, 0.01])\n",
+ "new_x0 = l63_generator.x0 + np.array([0, 0, 0.01])\n",
"print(new_x0)"
]
},
@@ -3038,13 +2982,53 @@
"metadata": {},
"outputs": [],
"source": [
- "l63_new = data.Lorenz63(x0=new_x0)\n",
- "l63_new.generate(n_steps=1000)"
+ "l63_generator_new = data.Lorenz63(x0=new_x0)\n",
+ "ds_l63_new = l63_generator_new.generate(n_steps=n_steps)"
]
},
{
"cell_type": "code",
"execution_count": 13,
+ "id": "1d8a4cbc",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Despite having different outcomes, the two model trajectories have very similar overall shapes\n",
+ "\n",
+ "# Plot the original trajectory, starting from the 'circle' and ending at the 'square'\n",
+ "plt.plot(ds_l63['x'].data[:,0], ds_l63['x'].data[:,2], label=\"Original\", color='gray')\n",
+ "plt.plot(ds_l63['x'].data[0,0], ds_l63['x'].data[0,2], marker='o', color='gray')\n",
+ "plt.plot(ds_l63['x'].data[-1,0],ds_l63['x'].data[-1,2], marker='s', color='gray')\n",
+ "\n",
+ "# Plot the new trajectory\n",
+ "plt.plot(ds_l63_new['x'].data[:,0], ds_l63_new['x'].data[:,2], label='Perturbed', color='blue')\n",
+ "plt.plot(ds_l63_new['x'].data[0,0], ds_l63_new['x'].data[0,2], marker='o', color='blue')\n",
+ "plt.plot(ds_l63_new['x'].data[-1,0],ds_l63_new['x'].data[-1,2], marker='s', color='blue')\n",
+ "\n",
+ "# Show the plot\n",
+ "plt.title(\"Lorenz-63 system with identical models put perturbed initial conditions: 2 trajectories\")\n",
+ "plt.xlabel('X')\n",
+ "plt.ylabel('Z')\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
"id": "edcd8bc8",
"metadata": {},
"outputs": [
@@ -3052,34 +3036,57 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Previous final values: [15.3340581 15.79191029 35.89525082]\n",
- "New final values: [-0.91796015 -1.84766415 5.14881755]\n"
+ "Previous final values: [-17.16353998 -19.93381547 36.54124188]\n",
+ "New final values: [ 5.07798761 4.43024561 24.07358188]\n"
]
}
],
"source": [
- "# Now let's compare the final timesteps for our old and new model\n",
- "print('Previous final values:', l63_model.values[-1])\n",
- "print('New final values:', l63_new.values[-1])"
+ "# Let's compare the final timesteps for our old and new trajectories\n",
+ "print('Previous final values:', ds_l63['x'].isel(time=-1).data)\n",
+ "print('New final values:', ds_l63_new['x'].isel(time=-1).data)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "96719dee-e914-4f50-b7f9-9246d9f89fb6",
+ "metadata": {},
+ "source": [
+ "#### Discussion\n",
+ "We see that we have wildly different outcomes despite a very small change to the initial conditions. Not only are the final states of each trajectory far from one another, they end up on completely different lobes of the attractor. If one interpretted the `X` coordinate as temperature, for example, then this might indicate that the weather is in a warm regime versus a cold regime. Any slight error in the initial condition could give an entirely different qualitative forecast after a long enough lead time. This idea, called `sensitive dependence on initial conditions` is a basic principle of chaos in weather modeling."
]
},
{
"cell_type": "markdown",
- "id": "dc17f262",
+ "id": "a6333f7a-ea35-45a1-a605-4baec5755d51",
"metadata": {},
"source": [
- "We can see that we have wildly different outcomes despite a very small change to the initial conditions. This is the basic principle of chaos in weather modeling."
+ "### Part V: Changing model parameters\n",
+ "We can also change the model parameters - which is sometimes done to indicate that we do not know the 'true' system that we are trying to forecast. Here, we could assume that the default parameters are 'truth' and a model with perturbed parameters is our 'best guess' of that system."
]
},
{
"cell_type": "code",
- "execution_count": 14,
- "id": "1d8a4cbc",
+ "execution_count": 15,
+ "id": "8cab0843-e9a8-4e7d-b568-f2098627733d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Let's set the initial condition to match the baseline system, but perturb the model parameters\n",
+ "x0 = l63_generator.x0\n",
+ "l63_generator_modelerror = data.Lorenz63(x0=x0, beta=l63_generator.beta*1.01)\n",
+ "ds_l63_modelerror = l63_generator_modelerror.generate(n_steps=n_steps)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "ddcaccb3-640c-41ec-9899-0995859ca44e",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": "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",
+ "image/png": "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",
"text/plain": [
""
]
@@ -3090,20 +3097,40 @@
],
"source": [
"# Despite having different outcomes, the two model trajectories have very similar overall shapes\n",
- "plt.plot(l63_model.values[:,0], l63_model.values[:,2], label=\"Old\")\n",
- "plt.plot(l63_new.values[:,0], l63_new.values[:,2], label='New')\n",
+ "\n",
+ "# Plot the original trajectory, starting from the 'circle' and ending at the 'square'\n",
+ "plt.plot(ds_l63['x'].data[:,0], ds_l63['x'].data[:,2], label=\"Original\", color='gray')\n",
+ "plt.plot(ds_l63['x'].data[0,0], ds_l63['x'].data[0,2], marker='o', color='gray')\n",
+ "plt.plot(ds_l63['x'].data[-1,0],ds_l63['x'].data[-1,2], marker='s', color='gray')\n",
+ "\n",
+ "# Plot the new trajectory\n",
+ "plt.plot(ds_l63_modelerror['x'].data[:,0], ds_l63_modelerror['x'].data[:,2], label='Imperfect', color='red')\n",
+ "plt.plot(ds_l63_modelerror['x'].data[0,0], ds_l63_modelerror['x'].data[0,2], marker='o', color='red')\n",
+ "plt.plot(ds_l63_modelerror['x'].data[-1,0], ds_l63_modelerror['x'].data[-1,2], marker='s', color='red')\n",
+ "\n",
+ "# Show the plot\n",
+ "plt.title(\"Lorenz-63 system with identical initial conditions but perfect and imperfect models: 2 trajectories\")\n",
"plt.xlabel('X')\n",
"plt.ylabel('Z')\n",
"plt.legend()\n",
"plt.show()"
]
},
+ {
+ "cell_type": "markdown",
+ "id": "77f422df-27f8-401e-b9cf-9502b286b390",
+ "metadata": {},
+ "source": [
+ "#### Discussion\n",
+ "Even a slight error in the model creates a different state after one model timestep. As with the perturbed initial conditions, from that point forward the same principle of `sensitive dependence on initial conditions` applies as the model evolves forward in time, even if the model is quite nearly perfect."
+ ]
+ },
{
"cell_type": "markdown",
"id": "36bdfba4",
"metadata": {},
"source": [
- "## Wrapping UP\n",
+ "## Wrapping Up\n",
"\n",
"That's it for the basics of dabench data generators! Feel free to experiment with changing the Lorenz63 parameters or the length of the run (n_steps). You can also try a different model like Lorenz96, which is a bit more complex, or go to the next example notebook for an even more complex \"surface quasi-geostrophic turbulence\" (sqgturb) model. "
]
@@ -3125,7 +3152,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.11.0"
+ "version": "3.11.8"
}
},
"nbformat": 4,