diff --git a/tests/models/test_models.py b/tests/models/test_models.py new file mode 100644 index 00000000..e692736e --- /dev/null +++ b/tests/models/test_models.py @@ -0,0 +1,62 @@ +from workflow.lib.inputs import Inputs +from workflow.lib.models import Models +from pathlib import Path +import pytest +import os +import shutil + + +def test_model_downloads_comstock(): + + current_directory = Path(__file__).resolve().parent + + # folder to download models + folder_name = Path(os.path.join(current_directory, 'comsstock')) + + id = ['bldg0000001','bldg0000002'] + + objA = Inputs + objA.__init__(Inputs, '2021','comstock_tmy3_release_1','00', id, folder_name) + + # remove if folder exists + shutil.rmtree(folder_name, ignore_errors=True) + + objB = Models + objB.download_models(objA) + + save_folder_1 = os.path.join(folder_name, id[0], 'models', id[0] + '.osm') + workflow_1 = os.path.join(folder_name, id[0], 'workflow.osw') + save_folder_2 = os.path.join(folder_name, id[1], 'models', id[1] + '.osm') + workflow_2 = os.path.join(folder_name, id[1], 'workflow.osw') + + # check if models are downloaded + assert os.path.exists(save_folder_1) + assert os.path.exists(save_folder_2) + assert os.path.exists(workflow_1) + assert os.path.exists(workflow_2) + +def test_model_downloads_resstock(): + + current_directory = Path(__file__).resolve().parent + + folder_name = Path(os.path.join(current_directory, 'resstock')) + id = ['bldg0000003','bldg0000004'] + + objA = Inputs + objA.__init__(Inputs, '2021','resstock_tmy3_release_1','00', id, folder_name) + + shutil.rmtree(folder_name, ignore_errors=True) + + objB = Models + objB.download_models(objA) + + + save_folder_1 = os.path.join(folder_name, id[0], 'models', id[0] + '.osm') + workflow_1 = os.path.join(folder_name, id[0], 'workflow.osw') + save_folder_2 = os.path.join(folder_name, id[1], 'models', id[1] + '.osm') + workflow_2 = os.path.join(folder_name, id[1], 'workflow.osw') + + assert os.path.exists(save_folder_1) + assert os.path.exists(workflow_1) + assert os.path.exists(save_folder_2) + assert os.path.exists(workflow_2) diff --git a/workflow/README.md b/workflow/README.md new file mode 100644 index 00000000..ffb33b76 --- /dev/null +++ b/workflow/README.md @@ -0,0 +1,2 @@ +# Buildstock Alfalfa workflow + diff --git a/workflow/base_files/end_use_profiles_mapping.xlsx b/workflow/base_files/end_use_profiles_mapping.xlsx new file mode 100644 index 00000000..d45c14c8 Binary files /dev/null and b/workflow/base_files/end_use_profiles_mapping.xlsx differ diff --git a/workflow/base_files/external_TMY3_sources.csv b/workflow/base_files/external_TMY3_sources.csv new file mode 100644 index 00000000..a5110be6 --- /dev/null +++ b/workflow/base_files/external_TMY3_sources.csv @@ -0,0 +1,1068 @@ +WMO,station_name,data_source,lat,lon,http_link,host +690190,Abilene-Dyess 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measures +# http://nrel.github.io/OpenStudio-user-documentation/reference/measure_writing_guide/ + +# start the measure +class AlfalfaVariables < OpenStudio::Measure::ModelMeasure + # human readable name + def name + return 'AlfalfaVariables' + end + + # human readable description + def description + return 'Add custom variables for Alfalfa' + end + + # human readable description of modeling approach + def modeler_description + return 'Add EMS global variables required by Alfalfa' + end + + # define the arguments that the user will input + def arguments(model) + args = OpenStudio::Measure::OSArgumentVector.new + return args + end + + def create_input(model, name, freq) + # The purpose of this function is to create an Alfalfa input that is accessible via python plugins + + global = OpenStudio::Model::EnergyManagementSystemGlobalVariable.new(model, name) + global.setExportToBCVTB(true) + + # The global variable's value must be sent to output an variable so that python programs can read it + # don't be mistaken, An OuputVariable object is created, but this is "input" to the simulation, from Alfalfa clients + global_ems_output = OpenStudio::Model::EnergyManagementSystemOutputVariable.new(model, global) + global_ems_output.setName(name + "_EMS_Value") + global_ems_output.setUpdateFrequency("SystemTimestep") + + # Request the custom ems output var creaed in the previous step + global_output = OpenStudio::Model::OutputVariable.new(global_ems_output.nameString(), model) + global_output.setName(name + "_Value") + global_output.setReportingFrequency(freq) + global_output.setKeyValue("EMS") + # Setting exportToBCVTB to true is optional, and will result in the output variable showing up in the Alfalfa api, + # this might be useful for confirmation of the input + global_output.setExportToBCVTB(true) + + # repeat the previous steps for an "Enable" input + # This value will be 1 (instead of 0) anytime a client writes to the input via the Alfalfa api + global_enable = OpenStudio::Model::EnergyManagementSystemGlobalVariable.new(model, name + "_Enable") + global_enable.setExportToBCVTB(true) + + global_enable_ems_output = OpenStudio::Model::EnergyManagementSystemOutputVariable.new(model, global_enable) + global_enable_ems_output.setName(name + "_Enable_EMS_Value") + global_enable_ems_output.setUpdateFrequency("SystemTimestep") + + global_enable_output = OpenStudio::Model::OutputVariable.new(global_enable_ems_output.nameString(), model) + global_enable_output.setName(name + "_Enable_Value") + global_enable_output.setReportingFrequency(freq) + global_enable_output.setKeyValue("EMS") + global_enable_output.setExportToBCVTB(true) + end + + def create_output(model, var, key, name, freq) + new_var = OpenStudio::Model::OutputVariable.new(var, model) + new_var.setName(name) + new_var.setReportingFrequency(freq) + new_var.setKeyValue(key) + new_var.setExportToBCVTB(true) + end + + # define what happens when the measure is run + def run(model, runner, user_arguments) + super(model, runner, user_arguments) + + # Alfalfa inputs + # These can be set through the Alfalfa API, they will be available as OutputVariables + # in the simulation. Use them as you will + # Also see comments on the create_input method + create_input(model, "HVACFanOnOff", "Timestep") + create_input(model, "HVACCompressorOnOff", "Timestep") + create_input(model, "CaseOnOff", "Timestep") + create_input(model, "CaseDoorStatus", "Timestep") + create_input(model, "CaseDefrostStatus", "Timestep") + create_input(model, "CaseAntiSweatStatus", "Timestep") + create_input(model, "CaseLightStatus", "Timestep") + create_input(model, "ZoneLightStatus", "Timestep") + create_input(model, "ZoneOccStatus", "Timestep") + create_input(model, "Test_Point_1", "Timestep") + + # Alfalfa outputs + create_output(model, "PythonPlugin:OutputVariable", "mt1_t_case", "MT1 Case Temp", "Timestep") + create_output(model, "PythonPlugin:OutputVariable", "mt2_t_case", "MT2 Case Temp", "Timestep") + create_output(model, "PythonPlugin:OutputVariable", "lt1_t_case", "LT1 Case Temp", "Timestep") + create_output(model, "PythonPlugin:OutputVariable", "lt2_t_case", "LT2 Case Temp", "Timestep") + create_output(model, "PythonPlugin:OutputVariable", "mt1_t_food", "MT1 Prod Temp", "Timestep") + create_output(model, "PythonPlugin:OutputVariable", "mt2_t_food", "MT2 Prod Temp", "Timestep") + create_output(model, "PythonPlugin:OutputVariable", "lt1_t_food", "LT1 Prod Temp", "Timestep") + create_output(model, "PythonPlugin:OutputVariable", "lt2_t_food", "LT2 Prod Temp", "Timestep") + create_output(model, "Zone Air Temperature", "Zn1", "Zone Temp", "Timestep") + create_output(model, "Zone Air Relative Humidity", "Zn1", "Zone RH", "Timestep") + create_output(model, "Refrigeration Case Evaporator Fan Electricity Rate", "MT1", "Case Fan Power", "Timestep") + create_output(model, "Refrigeration Case Evaporator Fan Electricity Rate", "MT2", "Case Fan Power", "Timestep") + create_output(model, "Refrigeration Case Evaporator Fan Electricity Rate", "LT1", "Case Fan Power", "Timestep") + create_output(model, "Refrigeration Case Evaporator Fan Electricity Rate", "LT2", "Case Fan Power", "Timestep") + create_output(model, "Refrigeration Case Lighting Electricity Rate", "MT1", "Case Light Power", "Timestep") + create_output(model, "Refrigeration Case Lighting Electricity Rate", "MT2", "Case Light Power", "Timestep") + create_output(model, "Refrigeration Case Lighting Electricity Rate", "LT1", "Case Light Power", "Timestep") + create_output(model, "Refrigeration Case Lighting Electricity Rate", "LT2", "Case Light Power", "Timestep") + create_output(model, "Refrigeration Case Anti Sweat Electricity Rate", "LT2", "Case Anti Sweat Power", "Timestep") + create_output(model, "Refrigeration Case Defrost Electricity Rate", "LT1", "Case Defrost Power", "Timestep") + create_output(model, "Refrigeration Case Defrost Electricity Rate", "LT2", "Case Defrost Power", "Timestep") + create_output(model, "Refrigeration Compressor Electricity Rate", "MT Comp 1", "Case Compressor Power", "Timestep") + create_output(model, "Refrigeration Compressor Electricity Rate", "MT Comp 2", "Case Compressor Power", "Timestep") + create_output(model, "Refrigeration Compressor Electricity Rate", "LT Comp 1", "Case Compressor Power", "Timestep") + create_output(model, "Refrigeration Compressor Electricity Rate", "LT Comp 2", "Case Compressor Power", "Timestep") + create_output(model, "Fan Electricity Rate", "RTU Fan", "HVAC Fan Power", "Timestep") + create_output(model, "Heating Coil Electricity Rate", "RTU Reheat Coil", "HVAC Heating Power", "Timestep") + create_output(model, "Cooling Coil Electricity Rate", "RTU Cool Coil", "HVAC Cooling Power", "Timestep") + + # other OutputVariables might be custom python defined output variables, + # you should still be able to request them here, and as long as exportToBCVTB is true they will be available via Alfalfa + + return true + end +end + +# register the measure to be used by the application +AlfalfaVariables.new.registerWithApplication diff --git a/workflow/base_files/measures/alfalfa_vars/measure.xml b/workflow/base_files/measures/alfalfa_vars/measure.xml new file mode 100644 index 00000000..21a6a2ad --- /dev/null +++ b/workflow/base_files/measures/alfalfa_vars/measure.xml @@ -0,0 +1,54 @@ + + + 3.0 + alfalfa_variables + 86d51823-68a5-478a-b60b-60891c3c9b5f + 5c94ef46-d8e9-4ae9-864e-d884aba51509 + 20201216T214230Z + 356BE47F + AlfalfaVariables + AlfalfaVariables + Add custom variables for Alfalfa + Add EMS global variables required by Alfalfa + + + + + HVAC.HVAC Controls + + + + Measure Type + ModelMeasure + string + + + Intended Software Tool + Apply Measure Now + string + + + Intended Software Tool + OpenStudio Application + string + + + Intended Software Tool + Parametric Analysis Tool + string + + + + + + OpenStudio + 3.1.0 + 3.1.0 + + measure.rb + rb + script + A9E1EEF2 + + + diff --git a/workflow/base_files/workflow.osw b/workflow/base_files/workflow.osw new file mode 100644 index 00000000..d44226c3 --- /dev/null +++ b/workflow/base_files/workflow.osw @@ -0,0 +1,20 @@ +{ + "seed_file": "", + "weather_file": "", + "measure_paths": [ + "./measures" + ], + "run_directory": "./run/", + "file_paths": [ + "./weather/", + "./models/" + ], + "steps": [ + { + "measure_dir_name": "alfalfa_vars", + "name": "Alfalfa Variables", + "description": "Add custom variables for Alfalfa", + "modeler_description": "Add EMS global variables required by Alfalfa" + } + ] +} \ No newline at end of file diff --git a/workflow/lib/inputs.py b/workflow/lib/inputs.py new file mode 100644 index 00000000..3fd009c2 --- /dev/null +++ b/workflow/lib/inputs.py @@ -0,0 +1,13 @@ +import boto3 # This is not called directly, but must be installed for Pandas to read files from S3 +import pandas as pd + +class Inputs: + """Class to assign inputs for running buildstock models in Alfalfa.""" + + def __init__(self, year, dataset_name, upgrade, id, folder): + self.year = year + self.dataset_name = dataset_name + self.upgrade = upgrade + self.id = id + # Folder to download models + self.folder = folder diff --git a/workflow/lib/models.py b/workflow/lib/models.py new file mode 100644 index 00000000..0f2bba9d --- /dev/null +++ b/workflow/lib/models.py @@ -0,0 +1,160 @@ +import boto3 # This is not called directly, but must be installed for Pandas to read files from S3 +import pandas as pd +import requests +import shutil +import gzip +import os +import re +import pyarrow +import json +from workflow.lib.inputs import Inputs +from urllib.parse import urljoin, urlsplit, urlunsplit, urlparse +from pathlib import Path +from io import BytesIO + +class Models: + + """Class to download models from defined inputs""" + + def download_models(obj): + + folder_path = obj.folder + id = obj.id + + os.makedirs(folder_path, exist_ok=True) # Create folder if it doesn't exist + + current_directory = Path(__file__).resolve().parent + base_files = os.path.join(current_directory.parent,'base_files') + + # load mapping + mapping = os.path.join(base_files, 'end_use_profiles_mapping.xlsx') + mapping_df = pd.read_excel(mapping) + + metadata_url = mapping_df.loc[(mapping_df['year'] == int(obj.year)) & (mapping_df['database_name'] == str(obj.dataset_name)), 'metadata_url'].values[0] if not mapping_df.empty else None + # URL to parquet + parquet_path = os.path.join(folder_path, 'metadata.parquet') + + # get tmy3 external source table + tmy3_external = os.path.join(base_files, 'external_TMY3_sources.csv') + tmy3_df = pd.read_csv(tmy3_external) + + # download file + response = requests.get(metadata_url, stream= True) + + if response.status_code == 200: + with open(parquet_path, 'wb') as f: + shutil.copyfileobj(response.raw, f) + print(f"Parquet file downloaded successfully to {parquet_path}") + parquet_df = pd.read_parquet(parquet_path) + #reset index + parquet_df_reset = parquet_df.reset_index() + else: + raise ValueError(f"Failed to download Parquet file. Status code: {response.status_code}") + + + weather_dictionary = {} + + for i in id: + + # make folder for building ID + id = os.path.join(folder_path, i) + os.makedirs(id, exist_ok=True) + + # make models folder + models = os.path.join(id, 'models') + os.makedirs(models, exist_ok=True) # Create folder using filename if it doesn't exist + + osm_path = os.path.join(models, i + '.osm') + + energy_model_base_url = mapping_df.loc[(mapping_df['year'] == int(obj.year)) & (mapping_df['database_name'] == str(obj.dataset_name)), 'energy_model_base_url'].values[0] if not mapping_df.empty else None + energy_model_url = mapping_df.loc[(mapping_df['year'] == int(obj.year)) & (mapping_df['database_name'] == str(obj.dataset_name)), 'energy_model_url'].values[0] if not mapping_df.empty else None + #TO DO check if this works for different database + energy_model_valid_url = energy_model_base_url + str(i) + energy_model_url.strip('"') + + response = requests.get(energy_model_valid_url, stream= True) + + if response.status_code == 200: + with gzip.GzipFile(fileobj=BytesIO(response.content), mode='rb') as gz: + extracted_content = gz.read() + with open(osm_path, 'wb') as extracted_file: + extracted_file.write(extracted_content) + + print(f"File downloaded and extracted to {osm_path}") + else: + print(f"Failed to download the file: {response.status_code}") + + # Remove 0s at the beginning + just_id = int(str(i).lstrip('bldg').lstrip('0')) + + if 'parquet_df_reset' in locals(): + + # Case-insensitive pattern for matching columns containing 'tmy3' or 'TMY3' + pattern = re.compile('tmy3', flags=re.IGNORECASE) + + # Filter columns using the regex pattern + filtered_columns = parquet_df_reset.filter(regex=pattern).columns + + # Check if there are any matching columns + if not filtered_columns.empty: + result = parquet_df_reset.loc[parquet_df_reset['bldg_id'] == just_id, filtered_columns[0]].values[0] + else: + print(f"No columns found containing 'tmy3' or 'TMY3'") + + # Store the column value at the specified ID as a key-value pair + weather_dictionary.update({f"{just_id}_weather": result}) + + # download weather file + weather_dictionary[f"{just_id}_weather"] + + # get WMO station number + wmo = tmy3_df.loc[tmy3_df['station_name'].str.lower() == (weather_dictionary[f"{just_id}_weather"]).lower(), 'WMO'].iloc[0] + + # get weather url + weather_url = tmy3_df.loc[tmy3_df['station_name'].str.lower() == (weather_dictionary[f"{just_id}_weather"]).lower(), 'host'].values[0] + tmy3_df.loc[tmy3_df['station_name'].str.lower() == (weather_dictionary[f"{just_id}_weather"]).lower(), 'http_link'].values[0] + + weather_dictionary.update({f"{just_id}_wmo": wmo}) + + weather_dictionary.update({f"{just_id}_url": weather_url}) + + zip_filename = os.path.basename(weather_url) + + # copy default measures + new_measure_path = os.path.join(id, 'measures') + measure_path = Path(os.path.join(base_files, 'measures')) + shutil.copytree(measure_path, new_measure_path) + + # create weather folder if it doesn't exist + weather = os.path.join(id, 'weather') + os.makedirs(weather, exist_ok=True) # Create folder using filename if it doesn't exist + + weather_path = os.path.join(weather, zip_filename) + + # Send a GET request to the URL + response = requests.get(weather_url) + + # Check if the request was successful (status code 200) + if response.status_code == 200: + # Open a local file and write the content + with open(weather_path, 'wb') as file: + file.write(response.content) + + print(f"File {zip_filename} downloaded successfully.") + else: + # Print an error message if the request was not successful + print(f"Error: Unable to download the file. Status code: {response.status_code}") + + + # copy osw file + osw_path = Path(os.path.join(base_files, 'workflow.osw')) + new_osw_path = os.path.join(id, 'workflow.osw') + shutil.copy(osw_path, new_osw_path) + + with open(new_osw_path, 'r') as osw: + data = json.load(osw) + data['seed_file'] = f"./models/{i}.osm" + data['weather_file'] = f"{zip_filename}" + + + with open(new_osw_path, 'w') as osw: + json.dump(data, osw, indent=2) +