diff --git a/src/model_DAforcing.py b/src/model_DAforcing.py index aa8c54184..317a56692 100644 --- a/src/model_DAforcing.py +++ b/src/model_DAforcing.py @@ -6,11 +6,12 @@ import xarray as xr import glob import pathlib - +import logging from troute.routing.fast_reach.reservoir_RFC_da import _validate_RFC_data - +import netCDF4 from nwm_routing.log_level_set import log_level_set from troute.config import Config +LOG = logging.getLogger('') class DAforcing_model(): @@ -315,13 +316,17 @@ def run(self, values: dict): """ output_parameters = self._output_parameters da_parameters = self._data_assimilation_parameters - - if output_parameters['lite_restart'] is not None: - _write_lite_restart( - values, - self._t0, - output_parameters['lite_restart'] - ) + + q0 = values.get('q0') + waterbody_df = values.get('waterbody_df') + lastobs_df = values.get('lastobs_df') + if len(q0) != 0 and len(waterbody_df) != 0 and len(lastobs_df) != 0: + if output_parameters['lite_restart'] is not None: + _write_lite_restart( + values, + self._t0, + output_parameters['lite_restart'] + ) lastobs_output_folder = da_parameters.get('streamflow_da',{}).get('lastobs_output_folder', None) if lastobs_output_folder: @@ -331,9 +336,20 @@ def run(self, values: dict): lastobs_output_folder ) - if output_parameters.get('stream_output',{}).get('qvd_nudge'): - #write flowveldepth file - pass + # if output_parameters.get('stream_output',{}) is not None and output_parameters.get('stream_output',{}).get('qvd_nudge'): + if output_parameters.get('stream_output',{}): + + t0 = self._t0 + stream_output_directory = output_parameters.get('stream_output').get('stream_output_directory') + stream_output_type = output_parameters.get('stream_output').get('stream_output_type') + stream_output_internal_frequency = output_parameters.get('stream_output').get('stream_output_internal_frequency') + stream_output_time = output_parameters.get('stream_output').get('stream_output_time') + write_flowveldepth_netcdf(values, + stream_output_directory, + t0, + stream_output_time, + stream_output_type, + stream_output_internal_frequency) def _time_stations_from_df(dataFrame, timeBase): @@ -725,6 +741,9 @@ def _read_config_file(custom_input_file): data_assimilation_parameters = compute_parameters.get("data_assimilation_parameters") output_parameters = config_dict.get('output_parameters') + # configure python logger + log_level_set(config_dict.get('log_parameters')) + return ( compute_parameters, forcing_parameters, @@ -976,9 +995,9 @@ def _write_lite_restart( waterbodies_df = pd.DataFrame(data=waterbodies_df.reshape(len(waterbodies_ids), -1), index=waterbodies_ids, columns=['ifd','LkArea','LkMxE','OrificeA','OrificeC','OrificeE', - 'WeirC','WeirE','WeirL','qd0','h0','index']) + 'WeirC','WeirE','WeirL','lon', 'lat', 'crs', 'qd0','h0','index']) waterbodies_df.index.name = 'lake_id' - + waterbodies_df.drop(columns=['lon', 'lat', 'crs'], inplace=True) timestamp = t0 + timedelta(seconds=values['t-route_model_time']) # create restart filenames @@ -1037,4 +1056,161 @@ def _write_lastobs( if isinstance(lastobs_output_folder, pathlib.Path): lastobs_output_folder = str(lastobs_output_folder) output_path = pathlib.Path(lastobs_output_folder + "/nudgingLastObs." + modelTimeAtOutput_str + ".nc").resolve() - ds.to_netcdf(str(output_path)) \ No newline at end of file + ds.to_netcdf(str(output_path)) + +def write_flowveldepth_netcdf(values, + stream_output_directory, + t0, + stream_output_timediff = 1, + stream_output_type = '.nc', + stream_output_internal_frequency = 5): + ''' + Write the results of flowveldepth and nudge to netcdf- break. + Arguments + ------------- + stream_output_directory (Path or string) - directory where file will be created + flowveldepth (DataFrame) - including flowrate, velocity, and depth for each time step + nudge (numpy.ndarray) - nudge data with shape (76, 289) + usgs_positions_id (array) - Position ids of usgs gages + ''' + ## getting the flatten value of nudge + flatten_nudge = values.get('nudging') + nudging_ids = values.get('nudging_ids') + # reconstruct the df + num_rows_ndg = len(nudging_ids) + num_columns_ndg = len(flatten_nudge) // len(nudging_ids) + nudge = pd.DataFrame(flatten_nudge.reshape(num_rows_ndg, num_columns_ndg), index=nudging_ids) + + ## getting the flatten value of flowveldepth + flatten_fvd = values.get('fvd_results') + fvd_index = values.get('fvd_index') + # reconstruct the df + num_rows_fvd = len(fvd_index) + num_columns_fvd = len(flatten_fvd) // len(fvd_index) + flowveldepth = pd.DataFrame(flatten_fvd.reshape(num_rows_fvd, num_columns_fvd), index=fvd_index) + # Number of timesteps and features + nsteps = len(flowveldepth.columns) // 3 + num_features = len(flowveldepth) + nstep_nc = 12 * stream_output_timediff + gage, nudge_timesteps = nudge.shape + column_name = [(i, attr) for i in range(nsteps) for attr in ['q', 'v', 'd']] + flowveldepth.columns = column_name + #--------- Add 'nudge' column based on usgs_positions_id---------- + + # Create a copy of the flowveldepth DataFrame to add 'ndg' columns + qvd_ndg = flowveldepth.copy() + # Create a list for names of the columns for nudge values + + ndg_columns = [(j,'ndg') for j in range(nsteps)] + # renaming nudge columns + nudge.columns = ndg_columns + # Left joining qvd and nudge values on index + qvd_ndg = pd.merge(qvd_ndg, nudge, left_index=True, right_index=True, how='left') + + new_order = [(i, attr) for i in range(nsteps) for attr in ['q', 'v', 'd', 'ndg']] + # Reorder the columns + qvd_ndg = qvd_ndg[new_order] + # renaming the columns based on timestamp + column_name_timeStamp = [t0 + timedelta(minutes=(i * 5)) for i in range(nsteps)] + new_column_name_timeStamp = [(attr + '_' +str(cnt) + '_' + times.strftime('%Y%m%d%H%M')) for cnt, times in enumerate(column_name_timeStamp) for attr in ['q', 'v', 'd', 'ndg']] + qvd_ndg.columns = new_column_name_timeStamp + + hr = values.get('t-route_model_time') // 3600 - 1 + # Create time step values based on t0 + time_steps = [t0 + timedelta(hours= hr)] + time_dim = [t * stream_output_internal_frequency*60 for t in range(1, int(1 * 60 / stream_output_internal_frequency) + 1)] + + for counter, i in enumerate(range(0, nsteps, nstep_nc)): + # Define the range of columns for this file + start_col = i * 4 + end_col = min((i + nstep_nc) * 4 , nsteps * 4) + selected_col = stream_output_internal_frequency // 5 + # Create a subset DataFrame for the current range of columns + # subset_df = qvd_ndg.iloc[:, start_col:end_col] + # Create a list of column names to keep + columns_to_keep = [col for col in qvd_ndg.columns[start_col:end_col] if int(col.split('_')[1]) % selected_col == 0] + subset_df = qvd_ndg[columns_to_keep] + subset_df.columns = ['_'.join([col.split('_')[0], col.split('_')[2]]) for col in subset_df.columns] + + # Create the file name based on the current time step + current_time_step = time_steps[counter].strftime('%Y%m%d%H%M') + if stream_output_directory: + if stream_output_type =='.nc': + file_name = f"{current_time_step}.flowveldepth.nc" + + elif stream_output_type=='.csv': + file_name = f"{current_time_step}.flowveldepth.csv" + # Save the data to CSV file + subset_df.to_csv(f"{stream_output_directory}/{file_name}", index=True) + LOG.debug(f"Flowveldepth data saved as CSV files in {stream_output_directory}") + + elif stream_output_type=='.pkl': + file_name = f"{current_time_step}.flowveldepth.pkl" + # Save the data to Pickle file + subset_df.to_pickle(f"{stream_output_directory}/{file_name}") + LOG.debug(f"Flowveldepth data saved as PICKLE files in {stream_output_directory}") + + else: + print('WRONG FORMAT') + + if stream_output_directory: + if (stream_output_type =='.nc'): + # Open netCDF4 Dataset in write mode + with netCDF4.Dataset( + filename=f"{stream_output_directory}/{file_name}", + mode='w', + format='NETCDF4' + ) as ncfile: + + # ============ DIMENSIONS =================== + _ = ncfile.createDimension('feature_id', None) + _ = ncfile.createDimension('time_step (sec)', subset_df.iloc[:, 0::4].shape[1]) + _ = ncfile.createDimension('gage', gage) + _ = ncfile.createDimension('nudge_timestep', nudge_timesteps) # Add dimension for nudge time steps + + # =========== q,v,d,ndg VARIABLES =============== + for counters, var in enumerate(['flowrate', 'velocity', 'depth', 'nudge']): + QVD = ncfile.createVariable( + varname=var, + datatype=np.float32, + dimensions=('feature_id', 'time_step (sec)',), + ) + + QVD.units = 'm3/s m/s m m3/s' + QVD.description = f'Data for {var}' + + # Prepare data for writing + data_array = subset_df.iloc[:, counters::4].to_numpy(dtype=np.float32) + + # Set data for each feature_id and time_step + ncfile.variables[var][:] = data_array + feature_id = ncfile.createVariable( + varname='feature_id', + datatype=np.int32, + dimensions=('feature_id',), + ) + feature_id[:] = flowveldepth.index.to_numpy(dtype=np.int32) + feature_id.units = 'None' + feature_id.description = 'Feature IDs' + ### + time_step = ncfile.createVariable( + varname='time_step (sec)', + datatype=np.int32, + dimensions=('time_step (sec)',), + ) + time_step[:] = np.array(time_dim[:subset_df.iloc[:, 0::4].shape[1]], dtype=np.int32) + time_step.units = 'sec' + time_step.description = 'time stamp' + # =========== GLOBAL ATTRIBUTES =============== + ncfile.setncatts( + { + 'TITLE': 'OUTPUT FROM T-ROUTE', + 'Time step (sec)': f'{stream_output_internal_frequency}', + 'model_initialization_time': t0.strftime('%Y-%m-%d_%H:%M:%S'), + 'model_reference_time': time_steps[counter].strftime('%Y-%m-%d_%H:%M:%S'), + 'comment': f'The file includes {stream_output_timediff} hour data which includes {len(time_dim)} timesteps', + 'code_version': '', + } + ) + LOG.debug(f"Flowveldepth data saved as NetCDF files in {stream_output_directory}") + diff --git a/src/troute_model.py b/src/troute_model.py index 98978909e..479c0551d 100644 --- a/src/troute_model.py +++ b/src/troute_model.py @@ -96,6 +96,7 @@ def preprocess_static_vars(self, values: dict): compute_parameters=self._compute_parameters, hybrid_parameters=self._hybrid_parameters, preprocessing_parameters=self._preprocessing_parameters, + output_parameters = self._output_parameters, from_files=False, value_dict=values, bmi_parameters=self._bmi_parameters,) @@ -142,7 +143,7 @@ def run(self, values: dict, until=300): # Forcing values: if self.showtiming: forcing_start_time = time.time() - + qlats_df = pd.DataFrame(values['land_surface_water_source__volume_flow_rate'], index=values['land_surface_water_source__id']) qlats_df = qlats_df[qlats_df.index.isin(self._network.segment_index)] @@ -280,8 +281,8 @@ def run(self, values: dict, until=300): nudge = np.concatenate([r[8] for r in self._run_results])[:,1:] usgs_positions_id = np.concatenate([r[3][0] for r in self._run_results]).astype(int) self._nudge = pd.DataFrame(data=nudge, index=usgs_positions_id) - values['nudging'] = self._nudge - values['nudging_ids'] = usgs_positions_id + values['nudging'] = self._nudge.values.flatten() + values['nudging_ids'] = self._nudge.index # Get output from final timestep (values['channel_exit_water_x-section__volume_flow_rate'], @@ -381,7 +382,7 @@ def _read_config_file(custom_input_file): #TODO: Update this function, I dont' t troute_configuration = Config(**data) config_dict = troute_configuration.dict() - + log_parameters = config_dict.get('log_parameters') compute_parameters = config_dict.get('compute_parameters') network_topology_parameters = config_dict.get('network_topology_parameters') diff --git a/test/LowerColorado_TX_bmi/channel_forcing/202304020000.CHRTOUT_DOMAIN1.csv b/test/LowerColorado_TX_bmi/channel_forcing/202304020000.CHRTOUT_DOMAIN1.csv new file mode 100644 index 000000000..c8494192c --- /dev/null +++ b/test/LowerColorado_TX_bmi/channel_forcing/202304020000.CHRTOUT_DOMAIN1.csv @@ -0,0 +1,3653 @@ +feature_id,202304020000 +2624570,0.0025953706762334395 +2624585,0 +2625831,0.016343328207841783 +2624252,0.004413150821956452 +2624258,0.011664162006652911 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nwm_routing -f -V4 Extended_AnA.yaml + +# Usage: Parameters that have "#REQUIRED" must be updated by user. All other parameters +# should not be altered. + +#-------------------------------------------------------------------------------- +bmi_parameters: + #---------- + flowpath_columns: + - 'id' + - 'toid' + - 'lengthkm' + attributes_columns: + - 'attributes_id' + - 'rl_gages' + - 'rl_NHDWaterbodyComID' + - 'MusK' + - 'MusX' + - 'n' + - 'So' + - 'ChSlp' + - 'BtmWdth' + - 'nCC' + - 'TopWdthCC' + - 'TopWdth' + waterbody_columns: + - 'hl_link' + - 'ifd' + - 'LkArea' + - 'LkMxE' + - 'OrificeA' + - 'OrificeC' + - 'OrificeE' + - 'WeirC' + - 'WeirE' + - 'WeirL' + network_columns: + - 'network_id' + - 'hydroseq' + - 'hl_uri' +#-------------------------------------------------------------------------------- +log_parameters: + #---------- + showtiming: True + log_level : CRITICAL +#-------------------------------------------------------------------------------- +network_topology_parameters: + #---------- + supernetwork_parameters: + #---------- + geo_file_path: /home/amin/Amin_fork/t-route/test/LowerColorado_TX_bmi/domain/LowerColorado_NGENv20.gpkg + columns: + key: 'id' + downstream: 'toid' + dx : 'lengthkm' + n : 'n' + ncc : 'nCC' + s0 : 'So' + bw : 'BtmWdth' + waterbody : 'rl_NHDWaterbodyComID' + gages : 'rl_gages' + tw : 'TopWdth' + twcc : 'TopWdthCC' + musk : 'MusK' + musx : 'MusX' + cs : 'ChSlp' + alt: 'alt' + waterbody_parameters: + #---------- + break_network_at_waterbodies: True + preprocessing_parameters: + #---------- + preprocess_only: False + # NOTE: required if preprocess_only = True + # TODO: determine if str type + preprocess_output_folder: #/home/APD/inland_hydraulics/Apr2023_testcase/preprocess/ + preprocess_output_filename: None #Extended_AnA_output + use_preprocessed_data: False + # NOTE: required if use_preprocessed_data = True + # TODO: determine if str type + preprocess_source_file: #/home/APD/inland_hydraulics/Apr2023_testcase/preprocess/Extended_AnA_output.npy +#-------------------------------------------------------------------------------- +compute_parameters: + #---------- + parallel_compute_method: by-subnetwork-jit-clustered + cpu_pool : 16 + subnetwork_target_size : 10000 + assume_short_ts : True + restart_parameters: + #---------- + start_datetime : 2023-04-02_00:00:00 #2023-04-29_21:00:00 + lite_channel_restart_file : #/home/APD/inland_hydraulics/Apr2023_testcase/restart/channel_restart_202304182100 + lite_waterbody_restart_file: #/home/APD/inland_hydraulics/Apr2023_testcase/restart/waterbody_restart_202304182100 + forcing_parameters: + #---------- + nts : 8640 #336 + max_loop_size : 1 + qlat_input_folder : /home/APD/inland_hydraulics/Apr2023_testcase/forcing/synthetic/ # noah_nasa/ + qlat_file_pattern_filter : "*.CHRTOUT_DOMAIN1.csv" + data_assimilation_parameters: + #---------- + usgs_timeslices_folder : /home/amin/Amin_fork/t-route/test/LowerColorado_TX_bmi/usgs_timeslices + usace_timeslices_folder: /home/amin/Amin_fork/t-route/test/LowerColorado_TX_bmi/usace_timeslices + #usgs_timeslices_folder : /home/dongha.kim/github/data/LowerColorado_April2023/usgs + #usace_timeslices_folder: /home/dongha.kim/github/data/LowerColorado_April2023/usace + streamflow_da: + #---------- + streamflow_nudging : True + lastobs_file : #/home/APD/inland_hydraulics/Apr2023_testcase/lastobs/nudgingLastObs.2023-04-18_21:00:00.nc + lastobs_output_folder: #None #/home/dongha.kim/github/t-route/test/bmi_restart_lastobs/lastobs/ #/home/APD/inland_hydraulics/Apr2023_testcase/lastobs/ + reservoir_da: + #---------- + reservoir_parameter_file: /home/sean.horvath/projects/data/extended_AnA/reservoir_index_Extended_AnA_NWMv2.1.nc + reservoir_persistence_da: + #---------- + reservoir_persistence_usgs : False + reservoir_persistence_usace: False + reservoir_rfc_da: + #---------- + reservoir_rfc_forecasts : False + reservoir_rfc_forecasts_time_series_path: /home/APD/inland_hydraulics/Apr2023_testcase/rfc_timeseries + #reservoir_rfc_forecasts_time_series_path: /home/dongha.kim/github/data/LowerColorado_April2023/rfc +#-------------------------------------------------------------------------------- +output_parameters: + #---------- + lite_restart: + #---------- + lite_restart_output_directory: restart/ #/home/APD/inland_hydraulics/Apr2023_testcase/restart/ + chanobs_output: + #---------- + chanobs_output_directory: output/ + chanobs_filepath : test_chanobs.nc + lakeout_output: #/home/APD/inland_hydraulics/Apr2023_testcase/lakeout/ + stream_output: + stream_output_directory: output/ + stream_output_time: 1 #[hr] + stream_output_type: '.nc' #please select only between netcdf '.nc' or '.csv' or '.pkl' + stream_output_internal_frequency: 30 #[min] it should be order of 5 minutes. For instance if you want to output every hour put 60 \ No newline at end of file diff --git a/test/LowerColorado_TX_bmi/domain/LowerColorado_NGENv20.gpkg b/test/LowerColorado_TX_bmi/domain/LowerColorado_NGENv20.gpkg new file mode 100644 index 000000000..5807ab5cc Binary files /dev/null and b/test/LowerColorado_TX_bmi/domain/LowerColorado_NGENv20.gpkg differ diff --git a/test/LowerColorado_TX_bmi/output/202304020000.flowveldepth.csv b/test/LowerColorado_TX_bmi/output/202304020000.flowveldepth.csv new file mode 100644 index 000000000..6f42b60b5 --- /dev/null +++ b/test/LowerColorado_TX_bmi/output/202304020000.flowveldepth.csv @@ -0,0 +1,6853 @@ +,q_202304020000,v_202304020000,d_202304020000,ndg_202304020000,q_202304020030,v_202304020030,d_202304020030,ndg_202304020030 +2624201,0.0,0.0,0.0,,0.0,0.0,0.0, +2624202,0.00466407,0.041912764,0.022299081,,0.0058300127,0.0467989,0.026367709, +2624203,0.0016026298,0.02628387,0.012852388,,0.007831185,0.047087602,0.031098612, 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+2631265,0.0011761994,0.038988903,0.0055833757,,0.0011761994,0.038988903,0.0055833757, +2631266,0.0,0.0,0.0,,0.0,0.0,0.0, +2631267,0.0,0.0,0.0,,0.0,0.0,0.0, +2631268,0.0,0.0,0.0,,0.0,0.0,0.0, +2631269,0.0,0.0,0.0,,0.0,0.0,0.0, +2631270,0.0,0.0,0.0,,0.0,0.0,0.0, +2631271,0.0,0.0,0.0,,0.0,0.0,0.0, +2631272,0.0013920997,0.041842796,0.0054243663,,0.0013920997,0.041842796,0.0054243663, +2631273,0.0,0.0,0.0,,0.0,0.0,0.0, +2631274,0.0,0.0,0.0,,0.0,0.0,0.0, +2631275,0.0,0.0,0.0,,0.0,0.0,0.0, +2631276,0.0,0.0,0.0,,0.0,0.0,0.0, +2631277,0.0,0.0,0.0,,0.0,0.0,0.0, +2631278,0.0,0.0,0.0,,0.0,0.0,0.0, +2631279,0.0,0.0,0.0,,0.0,0.0,0.0, +2631280,0.0,0.0,0.0,,0.0,0.0,0.0, +2631281,0.0,0.0,0.0,,0.0,0.0,0.0, +2631282,0.0,0.0,0.0,,0.0,0.0,0.0, +2631283,0.0,0.0,0.0,,0.0,0.0,0.0, +2631284,0.0014484756,0.038961906,0.006067762,,0.0014484756,0.038961906,0.006067762, +2631285,0.0,0.0,0.0,,0.0,0.0,0.0, +2631286,0.0,0.0,0.0,,0.0,0.0,0.0, +2631287,0.0011013753,0.03491996,0.0052338894,,0.0011013753,0.03491996,0.0052338894, +2631288,0.0,0.0,0.0,,0.0,0.0,0.0, +2631289,0.0,0.0,0.0,,0.0,0.0,0.0, +2631290,0.0,0.0,0.0,,0.0,0.0,0.0, +2631291,0.0025546877,0.056211166,0.0069607208,,0.0025546877,0.056211166,0.0069607208, +2631292,0.0,0.0,0.0,,0.0,0.0,0.0, +2631293,0.0,0.0,0.0,,0.0,0.0,0.0, +2631294,0.0,0.0,0.0,,0.0,0.0,0.0, +5632093,3.517959,0.0,687.1646,,3.514432,0.0,687.1639, +5635571,2.616963,0.0,633.96606,,2.6139007,0.0,633.96533, +5635591,4.2233486,0.0,635.46906,,4.217612,0.0,635.46796, +5700210,0.3674483,0.0,745.86334,,0.3674483,0.0,745.86334, +5702165,1.3531957,0.0,572.70355,,1.3554577,0.0,572.7043, +5702167,3.6787086,0.0,590.431,,3.6769032,0.0,590.43066, +5721267,1.9408712,0.0,612.14703,0.0,1.939549,0.0,612.14667,0.0 +5722027,4.7928348,0.0,580.705,,4.790805,0.0,580.70465, +5734861,3.2501664,0.0,449.41086,,3.2501664,0.0,449.41086, +5740630,3.2214856,0.0,524.44006,,3.2180996,0.0,524.43933, +5741244,3.0986128,0.0,583.63635,,3.0856314,0.0,583.6334, +5753298,2.5861757,0.0,533.74744,,2.5831313,0.0,533.7467, +5756886,11.5324135,0.0,324.75452,,11.530963,0.0,324.75433, +5756912,3.6661458,0.0,272.15616,,3.688603,0.0,272.16055, +5756952,3.2732801,0.0,256.05148,,3.2741392,0.0,256.05167, +5781691,6.7729406,0.0,160.60065,,6.791302,0.0,160.60349, +120053389,3.060597,0.0,581.1593,,3.058939,0.0,581.15894, +120053393,19.305677,0.0,234.35567,,19.302158,0.0,234.3553, +128429460,3.1641934,0.0,22.14617,,3.1632972,0.0,22.145975, diff --git a/test/LowerColorado_TX_bmi/output/202304030000.flowveldepth.nc b/test/LowerColorado_TX_bmi/output/202304030000.flowveldepth.nc new file mode 100644 index 000000000..f5668bbba Binary files /dev/null and b/test/LowerColorado_TX_bmi/output/202304030000.flowveldepth.nc differ diff --git a/test/LowerColorado_TX_bmi/restart/channel_restart_202304030000 b/test/LowerColorado_TX_bmi/restart/channel_restart_202304030000 new file mode 100644 index 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--git a/test/LowerColorado_TX_bmi/run_all_configs_with_BMI_V2.py b/test/LowerColorado_TX_bmi/run_all_configs_with_BMI_V2.py new file mode 100644 index 000000000..ab9a190ff --- /dev/null +++ b/test/LowerColorado_TX_bmi/run_all_configs_with_BMI_V2.py @@ -0,0 +1,158 @@ +import sys +import glob +import numpy as np +import pandas as pd +import geopandas as gpd +import pickle +from datetime import datetime, timedelta +import time +# /home/amin/Amin_fork/t-route/test/Apr2023_testcase/Extended_AnA.yaml +sys.path.append("/home/amin/Amin_fork/t-route/src/") +import bmi_troute +import bmi_DAforcing +import model_DAforcing +# Define generic troute 'run' function for any configuration +def run_troute(config): + print('***************',config,' Run***************', sep='') + + base_path = '/home/amin/Amin_fork/t-route/test/LowerColorado_TX_bmi/' + config_dict = { + 'Extended AnA': { + 'yaml': 'configs/Extended_AnA.yaml', + 'duration': 25, + 'output': 'output/Extended_AnA/bmi/', + 'restart': 23 + }, + 'Standard AnA': { + 'yaml': 'configs/Standard_AnA.yaml', + 'duration': 3, + 'output': 'output/Standard_AnA/bmi/', + 'restart': 2 + }, + 'ShortRange Forecast': { + 'yaml': 'configs/ShortRange_Forecast.yaml', + 'duration': 18, + 'output': 'output/ShortRange_Forecast/bmi/', + 'restart': None + }, + 'MediumRange Forecast': { + 'yaml': 'configs/MediumRange_Forecast.yaml', + 'duration': 240, + 'output': 'output/MediumRange_Forecast/bmi/', + 'restart': None + }, + 'LongRange Forecast': { + 'yaml': 'configs/LongRange_Forecast.yaml', + 'duration': 720, + 'output': 'output/LongRange_Forecast/bmi/', + 'restart': None + } + } + + #------------------------------------- + # Begin our t-route related operations + #------------------------------------- + # Initialize DA model with configuration file + print('Initialize DA Module...') + DAforcing = bmi_DAforcing.bmi_DAforcing() + DAforcing.initialize(bmi_cfg_file = base_path + config_dict[config]['yaml']) + # DAforcing_flat = model_DAforcing.DAforcing_model() + # Initialize troute model with configuration file + print('Initialize t-route Module...') + troute = bmi_troute.bmi_troute() + troute.initialize(bmi_cfg_file = base_path + config_dict[config]['yaml']) + + # Set DA values + troute.set_value('usgs_df', DAforcing.get_value('usgs_df')) + troute.set_value('reservoir_usgs_df', DAforcing.get_value('reservoir_usgs_df')) + troute.set_value('reservoir_usace_df', DAforcing.get_value('reservoir_usace_df')) + troute.set_value('rfc_timeseries_df', DAforcing.get_value('rfc_timeseries_df')) + troute.set_value('waterbody_df', DAforcing.get_value('waterbody_df')) + troute.set_value('waterbody_df_index', DAforcing.get_value('waterbody_df_ids')) + troute.set_value('lastobs_df', DAforcing.get_value('lastobs_df')) + troute.set_value('lastobs_df_index', DAforcing.get_value('lastobs_df_ids')) + + # Set restart values + troute.set_value('q0', DAforcing.get_value('q0')) + troute.set_value('q0_index', DAforcing.get_value('q0_ids')) + troute.set_value('t0', DAforcing.get_value('t0')) + + # Read forcing data first. This info will eventually be provided by model engine. + timeseries_start = DAforcing._model._t0 + timeseries_end = timeseries_start + timedelta(hours=config_dict[config]['duration'] - 1) + delta = timedelta(hours=1) + forcing_files = [] + while timeseries_start <= timeseries_end: + forcing_files.append('/home/amin/Amin_fork/t-route/test/LowerColorado_TX_bmi/channel_forcing/' + timeseries_start.strftime('%Y%m%d%H%M') + '.CHRTOUT_DOMAIN1.csv') + timeseries_start += delta + + # Loop through hourly timesteps calling update_until + print('Begin routing...') + for hr in range(config_dict[config]['duration']): + # Retrieve forcing data + forcing_vals = pd.read_csv(forcing_files[hr]).set_index('feature_id') + # Get rid of duplicate nexus points: + idx = forcing_vals.index.duplicated() + forcing_vals = forcing_vals.loc[~idx] + + # Full network + # Set dynamic values + troute.set_value('land_surface_water_source__volume_flow_rate', np.array(forcing_vals.iloc[:,0])) + troute.set_value('land_surface_water_source__id', np.array(forcing_vals.index)) + + # Set duration to run model for + nts = 12 + n = nts*300 + + # Run our model + troute.update_until(n) + if hr!=config_dict[config]['restart']: + DAforcing.set_value('nudging', troute.get_value('nudging')) + DAforcing.set_value('nudging_ids', troute.get_value('nudging_ids')) + DAforcing.set_value('fvd_results', troute.get_value('fvd_results')) + DAforcing.set_value('fvd_index', troute.get_value('fvd_index')) + DAforcing.set_value('t-route_model_time', troute.get_current_time()) + + DAforcing.update() + + + if hr==config_dict[config]['restart']: + DAforcing.set_value('q0', troute.get_value('q0')) + DAforcing.set_value('q0_ids', troute.get_value('q0_index')) + + DAforcing.set_value('waterbody_df', troute.get_value('waterbody_df')) + DAforcing.set_value('waterbody_df_ids', troute.get_value('waterbody_df_index')) + + DAforcing.set_value('lastobs_df', troute.get_value('lastobs_df')) + DAforcing.set_value('lastobs_df_ids', troute.get_value('lastobs_df_index')) + + DAforcing.set_value('t-route_model_time', troute.get_current_time()) + DAforcing.set_value('nudging', troute.get_value('nudging')) + DAforcing.set_value('nudging_ids', troute.get_value('nudging_ids')) + DAforcing.set_value('fvd_results', troute.get_value('fvd_results')) + DAforcing.set_value('fvd_index', troute.get_value('fvd_index')) + DAforcing.set_value('t-route_model_time', troute.get_current_time()) + + DAforcing.update() + + #print('Extended AnA model time:', troute.get_current_time()) + + troute._model.print_timing_summary() + + +##### Run t-route ##### +# Time logging +total_start_time = time.time() + +# Run 5 configs and save results as pickle files for analysis: +run_troute('Extended AnA') +# run_troute('Standard AnA') +# run_troute('ShortRange Forecast') +# run_troute('MediumRange Forecast') +# run_troute('LongRange Forecast') + +total_time = time.time() - total_start_time + +print('Total run:', total_time) +print('Total time: {} secs'.format(round(total_time,2))) + diff --git a/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_00:00:00.15min.usaceTimeSlice.ncdf b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_00:00:00.15min.usaceTimeSlice.ncdf new file mode 100644 index 000000000..4aaa331f6 Binary files /dev/null and b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_00:00:00.15min.usaceTimeSlice.ncdf differ diff --git a/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_00:15:00.15min.usaceTimeSlice.ncdf b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_00:15:00.15min.usaceTimeSlice.ncdf new file mode 100644 index 000000000..a39879b83 Binary files /dev/null and b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_00:15:00.15min.usaceTimeSlice.ncdf differ diff --git a/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_00:30:00.15min.usaceTimeSlice.ncdf b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_00:30:00.15min.usaceTimeSlice.ncdf new 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a/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_01:15:00.15min.usaceTimeSlice.ncdf b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_01:15:00.15min.usaceTimeSlice.ncdf new file mode 100644 index 000000000..377d7efea Binary files /dev/null and b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_01:15:00.15min.usaceTimeSlice.ncdf differ diff --git a/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_01:30:00.15min.usaceTimeSlice.ncdf b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_01:30:00.15min.usaceTimeSlice.ncdf new file mode 100644 index 000000000..3db69d75c Binary files /dev/null and b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_01:30:00.15min.usaceTimeSlice.ncdf differ diff --git a/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_01:45:00.15min.usaceTimeSlice.ncdf b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_01:45:00.15min.usaceTimeSlice.ncdf new file mode 100644 index 000000000..797d4f803 Binary files /dev/null and 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b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_02:30:00.15min.usaceTimeSlice.ncdf new file mode 100644 index 000000000..c2e8fe245 Binary files /dev/null and b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_02:30:00.15min.usaceTimeSlice.ncdf differ diff --git a/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_02:45:00.15min.usaceTimeSlice.ncdf b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_02:45:00.15min.usaceTimeSlice.ncdf new file mode 100644 index 000000000..51b85e60e Binary files /dev/null and b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_02:45:00.15min.usaceTimeSlice.ncdf differ diff --git a/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_03:00:00.15min.usaceTimeSlice.ncdf b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_03:00:00.15min.usaceTimeSlice.ncdf new file mode 100644 index 000000000..1ce14db59 Binary files /dev/null and b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_03:00:00.15min.usaceTimeSlice.ncdf differ diff --git a/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_03:15:00.15min.usaceTimeSlice.ncdf b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_03:15:00.15min.usaceTimeSlice.ncdf new file mode 100644 index 000000000..466b8a880 Binary files /dev/null and b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_03:15:00.15min.usaceTimeSlice.ncdf differ diff --git a/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_03:30:00.15min.usaceTimeSlice.ncdf b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_03:30:00.15min.usaceTimeSlice.ncdf new file mode 100644 index 000000000..33221fe9a Binary files /dev/null and b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_03:30:00.15min.usaceTimeSlice.ncdf differ diff --git a/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_03:45:00.15min.usaceTimeSlice.ncdf b/test/LowerColorado_TX_bmi/usace_timeslices/2023-04-01_03:45:00.15min.usaceTimeSlice.ncdf new file mode 100644 index 000000000..c64f227b5 Binary files /dev/null and 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