diff --git a/.gitignore b/.gitignore index 2483f1e2..6e2335a4 100644 --- a/.gitignore +++ b/.gitignore @@ -4,3 +4,6 @@ data_files/debug_logs/lp_files/* data_files/untracked_data/ .DS_Store *.ipynb_checkpoints + +# ignore the .idea folder from pycharm -- a pycharm specific config folder +.idea/* diff --git a/data_files/.gitignore b/data_files/.gitignore new file mode 100644 index 00000000..7878eb8a --- /dev/null +++ b/data_files/.gitignore @@ -0,0 +1,6 @@ +# locally ignore all .dat files and newly added .sqlite db's +*.sqlite +*.dat +*.xlsx +*.log + diff --git a/definitions.py b/definitions.py new file mode 100644 index 00000000..e7090bbe --- /dev/null +++ b/definitions.py @@ -0,0 +1,14 @@ +""" +top-level folder to provide project-wide definitions & references +""" + +# Written by: J. F. Hyink +# jeff@westernspark.us +# https://westernspark.us + +# Created on: 6/28/23 + +import os + +PROJECT_ROOT = os.path.dirname(os.path.abspath(__file__)) + diff --git a/main.py b/main.py new file mode 100644 index 00000000..9f936a72 --- /dev/null +++ b/main.py @@ -0,0 +1,34 @@ +""" +new entry point for running the model. +""" +# Written by: J. F. Hyink +# jeff@westernspark.us +# https://westernspark.us + +# Created on: 7/18/23 + + +from temoa.temoa_model.temoa_model import temoa_create_model +from temoa.temoa_model.temoa_run import TemoaSolver + +def runModelUI(config_filename): + """This function launches the model run from the Temoa GUI""" + raise NotImplementedError + solver = TemoaSolver(model, config_filename) + for k in solver.createAndSolve(): + yield k + # yield " " * 1024 + + +def runModel(): + """This function launches the model run, and is invoked when called from + __main__.py""" + + dummy = "" # If calling from command line, send empty string + model = temoa_create_model() + solver = TemoaSolver(model, dummy) + for k in solver.createAndSolve(): + pass + +if __name__ == '__main__': + runModel() \ No newline at end of file diff --git a/output_files/.gitignore b/output_files/.gitignore new file mode 100644 index 00000000..d0c89dec --- /dev/null +++ b/output_files/.gitignore @@ -0,0 +1,2 @@ +# ignore everything in the outputs +* \ No newline at end of file diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 00000000..4657ec8e --- /dev/null +++ b/requirements.txt @@ -0,0 +1,47 @@ +# Requirements for core model functionality +# python=3.7.3 +# tested using python 3.7.9. +# There was some compatibility issue (see dev notes) about the introduction of keyword "asynch" about +# this time and using 3.7.9 and pyomo 3.5.1 fixed it. So if using this file to set up, fetch 3.7.9 from +# python.org and use pip to install these requirements. Other deltas are noted below. + +# to use pip to install (in a venv, if desired): +# $: pip install -r requirements.txt + +pyomo==5.5.1 +# pyomo.extras <-- not avaialable on PyPi. Does not appear to be used in project +xlwt +ipython +matplotlib +pandas +numpy +scipy +joblib +salib +pydoe +pyutilib==5.8 +# glpk <-- Not in PyPi. Should be installed separately +# python-graphviz <-- appears as graphviz in pypi (below) +graphviz +ipykernel +jupyter +jupyter_contrib_nbextensions +seaborn +tabulate +xlsxwriter +plotly +pyam-iamc # <-- different name on PyPi + +# Below required to update documentation +sphinx +# sphisphinx_rtd_theme <-- not available on PyPi +sphinxcontrib-htmlhelp +sphinxcontrib-serializinghtml +# nxcontrib-bibtex <-- not available on pypi +# cbc <-- solver should be installed separately, not available on PyPi + +# new requirements +pytest + + + diff --git a/__init__.py b/temoa/__init__.py similarity index 100% rename from __init__.py rename to temoa/__init__.py diff --git a/data_processing/DB_to_Excel.py b/temoa/data_processing/DB_to_Excel.py similarity index 100% rename from data_processing/DB_to_Excel.py rename to temoa/data_processing/DB_to_Excel.py diff --git a/data_processing/DatabaseUtil.py b/temoa/data_processing/DatabaseUtil.py similarity index 100% rename from data_processing/DatabaseUtil.py rename to temoa/data_processing/DatabaseUtil.py diff --git a/data_processing/GraphVizFormats.py b/temoa/data_processing/GraphVizFormats.py similarity index 100% rename from data_processing/GraphVizFormats.py rename to temoa/data_processing/GraphVizFormats.py diff --git a/data_processing/GraphVizUtil.py b/temoa/data_processing/GraphVizUtil.py similarity index 100% rename from data_processing/GraphVizUtil.py rename to temoa/data_processing/GraphVizUtil.py diff --git a/data_processing/MakeGraphviz.py b/temoa/data_processing/MakeGraphviz.py similarity index 100% rename from data_processing/MakeGraphviz.py rename to temoa/data_processing/MakeGraphviz.py diff --git a/data_processing/MakeOutputPlots.py b/temoa/data_processing/MakeOutputPlots.py similarity index 97% rename from data_processing/MakeOutputPlots.py rename to temoa/data_processing/MakeOutputPlots.py index 416c10a2..61694834 100644 --- a/data_processing/MakeOutputPlots.py +++ b/temoa/data_processing/MakeOutputPlots.py @@ -1,336 +1,336 @@ -import sqlite3, sys -import matplotlib -matplotlib.use('Agg') -from matplotlib import pyplot as plt, cm as cmx, colors -from IPython import embed as IP -import numpy as np -import random -import time -import os -import argparse - - -class OutputPlotGenerator: - - def __init__(self, path_to_db, region, scenario, super_categories=False): - self.db_path = os.path.abspath(path_to_db) - if region == 'global': - self.region = '%' - else: - self.region = region - self.scenario = scenario - self.folder_name =os.path.splitext(os.path.basename(path_to_db))[0] + "_" + region + "_" + scenario + "_plots" - # self.extractFromDatabase() - - def extractFromDatabase(self, type): - ''' - Based on the type of the plot being generated, extract data from the corresponding table from database - ''' - con = sqlite3.connect(self.db_path) - cur = con.cursor() - if (type == 1): - cur.execute("SELECT sector, t_periods, tech, capacity FROM Output_CapacityByPeriodAndTech WHERE scenario == '"+self.scenario+"' AND regions LIKE '"+self.region+"'") - self.capacity_output = cur.fetchall() - self.capacity_output = [list(elem) for elem in self.capacity_output] - elif (type == 2): - cur.execute("SELECT sector, t_periods, tech, SUM(vflow_out) FROM Output_VFlow_Out WHERE scenario == '"+self.scenario+"' AND regions LIKE '"+self.region+"' GROUP BY sector, t_periods, tech") - self.output_vflow = cur.fetchall() - self.output_vflow = [list(elem) for elem in self.output_vflow] - elif (type == 3): - cur.execute("SELECT sector, t_periods, emissions_comm, SUM(emissions) FROM Output_Emissions WHERE scenario == '"+self.scenario+"' AND regions LIKE '"+self.region+"' GROUP BY sector, t_periods, emissions_comm") - self.output_emissions = cur.fetchall() - self.output_emissions = [list(elem) for elem in self.output_emissions] - - cur.execute("SELECT tech, tech_category FROM technologies") - self.tech_categories = cur.fetchall() - self.tech_categories = [[str(word) for word in tuple] for tuple in self.tech_categories] - con.close() - - - def getSectors(self, type): - ''' - Based on the type of the plot being generated, returns a list of sectors available in the database - ''' - self.extractFromDatabase(type) - sectors = set() - - data = None - - if (type == 1): - data = self.capacity_output - elif (type == 2): - data = self.output_vflow - elif (type == 3): - data = self.output_emissions - - for row in data: - sectors.add(row[0]) - - res = list(sectors) - res.insert(0,'all') - return res - - def processData(self,inputData, sector, super_categories=False): - ''' - Processes data for a particular sector to make it ready for plotting purposes - ''' - periods = set() - techs = set() - - for row in inputData: - row[0] = str(row[0]) - row[1] = int(row[1]) - row[2] = str(row[2]) - row[3] = float(row[3]) - - tech_dict = dict(self.tech_categories) - if (super_categories): - for row in inputData: - row[2] = tech_dict.get(row[2],row[2]) - - for row in inputData: - if (row[0] == sector or sector=='all'): - periods.add(row[1]) # Reminder: indexing starts at 0 - techs.add(row[2]) - - periods = list(periods) - techs = list(techs) - periods.sort() - - output_values = dict() # Each row in a dictionary is a list - for tech in techs: - if tech == 'None' or tech == '': - continue - output_values[tech] = [0]*len(periods) #this just creates a blank table - for row in inputData: - if row[2] == 'None' or row[2] == '': - continue - if (row[0] == sector or sector=='all'): - output_values[row[2]][periods.index(row[1])] += row[-1] - - output_values['periods']=periods - return output_values - - def handleOutputPath(self, plot_type, sector, super_categories, output_dir): - outfile = plot_type+'_'+sector#+'_'+str(int(time.time()*1000))+'.png' - if (super_categories): - outfile += '_merged' - outfile += '.png' - outfile2 = os.path.join(self.folder_name, outfile) - output_dir = os.path.join(output_dir, self.folder_name) - if (not os.path.exists(output_dir)): - os.makedirs(output_dir) - - self.output_file_name = os.path.join(output_dir, outfile) - - self.output_file_name = self.output_file_name.replace(" ", "") - return outfile2 - - - def generatePlotForCapacity(self,sector, super_categories=False, output_dir = '.'): - ''' - Generates Plot for Capacity of a given sector - ''' - - outfile2 = self.handleOutputPath('capacity', sector, super_categories, output_dir) - if (os.path.exists(self.output_file_name)): - print("not generating new capacity plot") - return outfile2 - - sectors = self.getSectors(1) - - if (not (sector in sectors)): - return "" - - output_values = self.processData(self.capacity_output, sector, super_categories) - - if self.region == '%': - title = 'Capacity Plot for ' + sector + ' across all regions' - else: - title = 'Capacity Plot for ' + sector + ' sector in region ' + self.region - - self.makeStackedBarPlot(output_values, "Years", "Capacity ", 'periods', title) - - return outfile2 - - def generatePlotForOutputFlow(self, sector, super_categories=False, output_dir = '.'): - ''' - Generates Plot for Output Flow of a given sector - ''' - outfile2 = self.handleOutputPath('flow', sector, super_categories, output_dir) - if (os.path.exists(self.output_file_name)): - print("not generating new flow plot") - return outfile2 - - sectors = self.getSectors(2) - if (not (sector in sectors)): - return "" - - output_values = self.processData(self.output_vflow, sector, super_categories) - - if self.region == '%': - title = 'Output Flow Plot for ' + sector + ' across all regions' - else: - title = 'Output Flow Plot for ' + sector + ' sector in region ' + self.region - - self.makeStackedBarPlot(output_values, "Years", "Activity ", 'periods', title) - - return outfile2; - - def generatePlotForEmissions(self, sector, super_categories=False, output_dir = '.'): - ''' - Generates Plot for Emissions of a given sector - ''' - outfile2 = self.handleOutputPath('emissions', sector, super_categories, output_dir) - if (os.path.exists(self.output_file_name)): - print("not generating new emissions plot") - return outfile2 - - sectors = self.getSectors(3) - if (not (sector in sectors)): - return "" - - output_values = self.processData(self.output_emissions, sector, super_categories) - - if self.region == '%': - title = 'Emissions Plot for ' + sector + ' across all regions' - else: - title = 'Emissions Plot for ' + sector + ' sector in region ' + self.region - - self.make_line_plot(output_values.copy(), 'Emissions', title) - - return outfile2; - - - ''' - --------------------------- Plot Generation related functions -------------------------------------- - ''' - def get_random_color(self, pastel_factor = 0.5): - return [(x+pastel_factor)/(1.0+pastel_factor) for x in [random.uniform(0,1.0) for i in [1,2,3]]] - - def color_distance(self, c1,c2): - return sum([abs(x[0]-x[1]) for x in zip(c1,c2)]) - - def get_cmap(self, N): - '''Returns a function that maps each index in 0, 1, ... N-1 to a distinct - RGB color.''' - color_norm = colors.Normalize(vmin=0, vmax=N-1) - # More colormaps: https://matplotlib.org/examples/color/colormaps_reference.html - scalar_map = cmx.ScalarMappable(norm=color_norm, cmap='viridis') - def map_index_to_rgb_color(index): - return scalar_map.to_rgba(index) - return map_index_to_rgb_color - - def generate_new_color(self, existing_colors,pastel_factor = 0.5): - max_distance = None - best_color = None - for i in range(0,100): - color = self.get_random_color(pastel_factor = pastel_factor) - if not existing_colors: - return color - best_distance = min([self.color_distance(color,c) for c in existing_colors]) - if not max_distance or best_distance > max_distance: - max_distance = best_distance - best_color = color - return best_color - - def makeStackedBarPlot(self, data, xlabel, ylabel, xvar, title): - random.seed(10) - - handles = list() - xaxis=data[xvar] - data.pop('c',0) - data.pop(xvar,0) - stackedBars = data.keys() - colorMapForBars=dict() - colors = [] - plt.figure() - - cmap = self.get_cmap( len(stackedBars) ) - for i in range(0,len(stackedBars)): - # colors.append(self.generate_new_color(colors,pastel_factor = 0.9)) - # colorMapForBars[data.keys()[i]]=colors[i] - colorMapForBars[list(data.keys())[i]]=cmap(i) - - width = min([xaxis[i+1] - xaxis[i] for i in range(0, len(xaxis)-1)])/2.0 - b = [0]*len(xaxis) - - #plt.figure() - - for bar in stackedBars: - h = plt.bar(xaxis, data[bar], width, bottom = b, color = colorMapForBars[bar]) - handles.append(h) - b = [b[j] + data[bar][j] for j in range(0, len(b))] - - plt.xlabel(xlabel) - plt.ylabel(ylabel) - # plt.xticks([width*0.5 + i for i in xaxis], [str(i) for i in xaxis]) - plt.xticks([i for i in xaxis], [str(i) for i in xaxis]) - plt.title(title) - lgd = plt.legend([h[0] for h in handles], stackedBars, bbox_to_anchor = (1.2, 1),fontsize=7.5) - #plt.show() - plt.savefig(self.output_file_name, bbox_extra_artists=(lgd,), bbox_inches='tight') - - def make_line_plot(self, plot_var, label, title): - handles = list() - periods=plot_var['periods'] - plot_var.pop('periods',0) - techs = plot_var.keys() - random.seed(10) - color_map=dict() - colors = [] - width = 1.5 - plt.figure() - - cmap = self.get_cmap( len(techs) ) - for i in range(0,len(techs)): - # colors.append(self.generate_new_color(colors,pastel_factor = 0.9)) - # color_map[plot_var.keys()[i]]=colors[i] - color_map[plot_var.keys()[i]]=cmap(i) - - b = [0]*len(periods) - for tech in techs: - h = plt.plot(periods, plot_var[tech],color = color_map[tech], linestyle='--', marker='o') - handles.append(h) - - plt.xlabel("Years") - plt.ylabel(label) - #plt.xticks([i + width*0.5 for i in periods], [str(i) for i in periods]) - plt.xticks(periods) - plt.title(title) - lgd = plt.legend([h[0] for h in handles], techs, bbox_to_anchor = (1.2, 1),fontsize=7.5) - #plt.show() - plt.savefig(self.output_file_name, bbox_extra_artists=(lgd,), bbox_inches='tight') - - - -# Function used for command line purposes. Parses arguments and then calls relevent functions. -def GeneratePlot(args): - parser = argparse.ArgumentParser(description="Generate Output Plot") - parser.add_argument('-i', '--input', action="store", dest="input", help="Input Database Filename ", required=True) - parser.add_argument('-r', '--region', action="store", dest="region", help="Region name, input 'global' if global results are desired", required=True) - parser.add_argument('-s', '--scenario', action="store", dest="scenario", help="Model run scenario name", required=True) - parser.add_argument('-p', '--plot-type', action="store", dest="type", help="Type of Plot to be generated", choices=['capacity', 'flow', 'emissions'], required=True) - parser.add_argument('-c', '--sector', action="store", dest="sector", help="Sector for which plot to be generated", required=True) - parser.add_argument('-o', '--output', action="store", dest="output_dir", help='Output plot location', default='./') - parser.add_argument('--super', action="store_true", dest="super_categories", help="Merge Technologies or not", default=False) - - options = parser.parse_args(args) - - result = OutputPlotGenerator(options.input, options.region, options.scenario, options.super_categories) - error = '' - if (options.type == 'capacity'): - error = result.generatePlotForCapacity(options.sector, options.super_categories, options.output_dir) - elif (options.type == 'flow'): - error = result.generatePlotForOutputFlow(options.sector, options.super_categories, options.output_dir) - elif (options.type == 'emissions'): - error = result.generatePlotForEmissions(options.sector, options.super_categories, options.output_dir) - - if (error == ''): - print("Error: The sector doesn't exist for the selected plot type and database") - else: - print("Done. Look for output plot images in directory:"+os.path.join(options.output_dir,error)) - - -if __name__ == '__main__': +import sqlite3, sys +import matplotlib +matplotlib.use('Agg') +from matplotlib import pyplot as plt, cm as cmx, colors +from IPython import embed as IP +import numpy as np +import random +import time +import os +import argparse + + +class OutputPlotGenerator: + + def __init__(self, path_to_db, region, scenario, super_categories=False): + self.db_path = os.path.abspath(path_to_db) + if region == 'global': + self.region = '%' + else: + self.region = region + self.scenario = scenario + self.folder_name =os.path.splitext(os.path.basename(path_to_db))[0] + "_" + region + "_" + scenario + "_plots" + # self.extractFromDatabase() + + def extractFromDatabase(self, type): + ''' + Based on the type of the plot being generated, extract data from the corresponding table from database + ''' + con = sqlite3.connect(self.db_path) + cur = con.cursor() + if (type == 1): + cur.execute("SELECT sector, t_periods, tech, capacity FROM Output_CapacityByPeriodAndTech WHERE scenario == '"+self.scenario+"' AND regions LIKE '"+self.region+"'") + self.capacity_output = cur.fetchall() + self.capacity_output = [list(elem) for elem in self.capacity_output] + elif (type == 2): + cur.execute("SELECT sector, t_periods, tech, SUM(vflow_out) FROM Output_VFlow_Out WHERE scenario == '"+self.scenario+"' AND regions LIKE '"+self.region+"' GROUP BY sector, t_periods, tech") + self.output_vflow = cur.fetchall() + self.output_vflow = [list(elem) for elem in self.output_vflow] + elif (type == 3): + cur.execute("SELECT sector, t_periods, emissions_comm, SUM(emissions) FROM Output_Emissions WHERE scenario == '"+self.scenario+"' AND regions LIKE '"+self.region+"' GROUP BY sector, t_periods, emissions_comm") + self.output_emissions = cur.fetchall() + self.output_emissions = [list(elem) for elem in self.output_emissions] + + cur.execute("SELECT tech, tech_category FROM technologies") + self.tech_categories = cur.fetchall() + self.tech_categories = [[str(word) for word in tuple] for tuple in self.tech_categories] + con.close() + + + def getSectors(self, type): + ''' + Based on the type of the plot being generated, returns a list of sectors available in the database + ''' + self.extractFromDatabase(type) + sectors = set() + + data = None + + if (type == 1): + data = self.capacity_output + elif (type == 2): + data = self.output_vflow + elif (type == 3): + data = self.output_emissions + + for row in data: + sectors.add(row[0]) + + res = list(sectors) + res.insert(0,'all') + return res + + def processData(self,inputData, sector, super_categories=False): + ''' + Processes data for a particular sector to make it ready for plotting purposes + ''' + periods = set() + techs = set() + + for row in inputData: + row[0] = str(row[0]) + row[1] = int(row[1]) + row[2] = str(row[2]) + row[3] = float(row[3]) + + tech_dict = dict(self.tech_categories) + if (super_categories): + for row in inputData: + row[2] = tech_dict.get(row[2],row[2]) + + for row in inputData: + if (row[0] == sector or sector=='all'): + periods.add(row[1]) # Reminder: indexing starts at 0 + techs.add(row[2]) + + periods = list(periods) + techs = list(techs) + periods.sort() + + output_values = dict() # Each row in a dictionary is a list + for tech in techs: + if tech == 'None' or tech == '': + continue + output_values[tech] = [0]*len(periods) #this just creates a blank table + for row in inputData: + if row[2] == 'None' or row[2] == '': + continue + if (row[0] == sector or sector=='all'): + output_values[row[2]][periods.index(row[1])] += row[-1] + + output_values['periods']=periods + return output_values + + def handleOutputPath(self, plot_type, sector, super_categories, output_dir): + outfile = plot_type+'_'+sector#+'_'+str(int(time.time()*1000))+'.png' + if (super_categories): + outfile += '_merged' + outfile += '.png' + outfile2 = os.path.join(self.folder_name, outfile) + output_dir = os.path.join(output_dir, self.folder_name) + if (not os.path.exists(output_dir)): + os.makedirs(output_dir) + + self.output_file_name = os.path.join(output_dir, outfile) + + self.output_file_name = self.output_file_name.replace(" ", "") + return outfile2 + + + def generatePlotForCapacity(self,sector, super_categories=False, output_dir = '.'): + ''' + Generates Plot for Capacity of a given sector + ''' + + outfile2 = self.handleOutputPath('capacity', sector, super_categories, output_dir) + if (os.path.exists(self.output_file_name)): + print("not generating new capacity plot") + return outfile2 + + sectors = self.getSectors(1) + + if (not (sector in sectors)): + return "" + + output_values = self.processData(self.capacity_output, sector, super_categories) + + if self.region == '%': + title = 'Capacity Plot for ' + sector + ' across all regions' + else: + title = 'Capacity Plot for ' + sector + ' sector in region ' + self.region + + self.makeStackedBarPlot(output_values, "Years", "Capacity ", 'periods', title) + + return outfile2 + + def generatePlotForOutputFlow(self, sector, super_categories=False, output_dir = '.'): + ''' + Generates Plot for Output Flow of a given sector + ''' + outfile2 = self.handleOutputPath('flow', sector, super_categories, output_dir) + if (os.path.exists(self.output_file_name)): + print("not generating new flow plot") + return outfile2 + + sectors = self.getSectors(2) + if (not (sector in sectors)): + return "" + + output_values = self.processData(self.output_vflow, sector, super_categories) + + if self.region == '%': + title = 'Output Flow Plot for ' + sector + ' across all regions' + else: + title = 'Output Flow Plot for ' + sector + ' sector in region ' + self.region + + self.makeStackedBarPlot(output_values, "Years", "Activity ", 'periods', title) + + return outfile2; + + def generatePlotForEmissions(self, sector, super_categories=False, output_dir = '.'): + ''' + Generates Plot for Emissions of a given sector + ''' + outfile2 = self.handleOutputPath('emissions', sector, super_categories, output_dir) + if (os.path.exists(self.output_file_name)): + print("not generating new emissions plot") + return outfile2 + + sectors = self.getSectors(3) + if (not (sector in sectors)): + return "" + + output_values = self.processData(self.output_emissions, sector, super_categories) + + if self.region == '%': + title = 'Emissions Plot for ' + sector + ' across all regions' + else: + title = 'Emissions Plot for ' + sector + ' sector in region ' + self.region + + self.make_line_plot(output_values.copy(), 'Emissions', title) + + return outfile2; + + + ''' + --------------------------- Plot Generation related functions -------------------------------------- + ''' + def get_random_color(self, pastel_factor = 0.5): + return [(x+pastel_factor)/(1.0+pastel_factor) for x in [random.uniform(0,1.0) for i in [1,2,3]]] + + def color_distance(self, c1,c2): + return sum([abs(x[0]-x[1]) for x in zip(c1,c2)]) + + def get_cmap(self, N): + '''Returns a function that maps each index in 0, 1, ... N-1 to a distinct + RGB color.''' + color_norm = colors.Normalize(vmin=0, vmax=N-1) + # More colormaps: https://matplotlib.org/examples/color/colormaps_reference.html + scalar_map = cmx.ScalarMappable(norm=color_norm, cmap='viridis') + def map_index_to_rgb_color(index): + return scalar_map.to_rgba(index) + return map_index_to_rgb_color + + def generate_new_color(self, existing_colors,pastel_factor = 0.5): + max_distance = None + best_color = None + for i in range(0,100): + color = self.get_random_color(pastel_factor = pastel_factor) + if not existing_colors: + return color + best_distance = min([self.color_distance(color,c) for c in existing_colors]) + if not max_distance or best_distance > max_distance: + max_distance = best_distance + best_color = color + return best_color + + def makeStackedBarPlot(self, data, xlabel, ylabel, xvar, title): + random.seed(10) + + handles = list() + xaxis=data[xvar] + data.pop('c',0) + data.pop(xvar,0) + stackedBars = data.keys() + colorMapForBars=dict() + colors = [] + plt.figure() + + cmap = self.get_cmap( len(stackedBars) ) + for i in range(0,len(stackedBars)): + # colors.append(self.generate_new_color(colors,pastel_factor = 0.9)) + # colorMapForBars[data.keys()[i]]=colors[i] + colorMapForBars[list(data.keys())[i]]=cmap(i) + + width = min([xaxis[i+1] - xaxis[i] for i in range(0, len(xaxis)-1)])/2.0 + b = [0]*len(xaxis) + + #plt.figure() + + for bar in stackedBars: + h = plt.bar(xaxis, data[bar], width, bottom = b, color = colorMapForBars[bar]) + handles.append(h) + b = [b[j] + data[bar][j] for j in range(0, len(b))] + + plt.xlabel(xlabel) + plt.ylabel(ylabel) + # plt.xticks([width*0.5 + i for i in xaxis], [str(i) for i in xaxis]) + plt.xticks([i for i in xaxis], [str(i) for i in xaxis]) + plt.title(title) + lgd = plt.legend([h[0] for h in handles], stackedBars, bbox_to_anchor = (1.2, 1),fontsize=7.5) + #plt.show() + plt.savefig(self.output_file_name, bbox_extra_artists=(lgd,), bbox_inches='tight') + + def make_line_plot(self, plot_var, label, title): + handles = list() + periods=plot_var['periods'] + plot_var.pop('periods',0) + techs = plot_var.keys() + random.seed(10) + color_map=dict() + colors = [] + width = 1.5 + plt.figure() + + cmap = self.get_cmap( len(techs) ) + for i in range(0,len(techs)): + # colors.append(self.generate_new_color(colors,pastel_factor = 0.9)) + # color_map[plot_var.keys()[i]]=colors[i] + color_map[plot_var.keys()[i]]=cmap(i) + + b = [0]*len(periods) + for tech in techs: + h = plt.plot(periods, plot_var[tech],color = color_map[tech], linestyle='--', marker='o') + handles.append(h) + + plt.xlabel("Years") + plt.ylabel(label) + #plt.xticks([i + width*0.5 for i in periods], [str(i) for i in periods]) + plt.xticks(periods) + plt.title(title) + lgd = plt.legend([h[0] for h in handles], techs, bbox_to_anchor = (1.2, 1),fontsize=7.5) + #plt.show() + plt.savefig(self.output_file_name, bbox_extra_artists=(lgd,), bbox_inches='tight') + + + +# Function used for command line purposes. Parses arguments and then calls relevent functions. +def GeneratePlot(args): + parser = argparse.ArgumentParser(description="Generate Output Plot") + parser.add_argument('-i', '--input', action="store", dest="input", help="Input Database Filename ", required=True) + parser.add_argument('-r', '--region', action="store", dest="region", help="Region name, input 'global' if global results are desired", required=True) + parser.add_argument('-s', '--scenario', action="store", dest="scenario", help="Model run scenario name", required=True) + parser.add_argument('-p', '--plot-type', action="store", dest="type", help="Type of Plot to be generated", choices=['capacity', 'flow', 'emissions'], required=True) + parser.add_argument('-c', '--sector', action="store", dest="sector", help="Sector for which plot to be generated", required=True) + parser.add_argument('-o', '--output', action="store", dest="output_dir", help='Output plot location', default='./') + parser.add_argument('--super', action="store_true", dest="super_categories", help="Merge Technologies or not", default=False) + + options = parser.parse_args(args) + + result = OutputPlotGenerator(options.input, options.region, options.scenario, options.super_categories) + error = '' + if (options.type == 'capacity'): + error = result.generatePlotForCapacity(options.sector, options.super_categories, options.output_dir) + elif (options.type == 'flow'): + error = result.generatePlotForOutputFlow(options.sector, options.super_categories, options.output_dir) + elif (options.type == 'emissions'): + error = result.generatePlotForEmissions(options.sector, options.super_categories, options.output_dir) + + if (error == ''): + print("Error: The sector doesn't exist for the selected plot type and database") + else: + print("Done. Look for output plot images in directory:"+os.path.join(options.output_dir,error)) + + +if __name__ == '__main__': GeneratePlot(sys.argv[1:]) \ No newline at end of file diff --git a/data_processing/Network_diagrams.ipynb b/temoa/data_processing/Network_diagrams.ipynb similarity index 100% rename from data_processing/Network_diagrams.ipynb rename to temoa/data_processing/Network_diagrams.ipynb diff --git a/data_processing/README.md b/temoa/data_processing/README.md similarity index 100% rename from data_processing/README.md rename to temoa/data_processing/README.md diff --git a/data_processing/__init__.py b/temoa/data_processing/__init__.py similarity index 100% rename from data_processing/__init__.py rename to temoa/data_processing/__init__.py diff --git a/data_processing/db_query.py b/temoa/data_processing/db_query.py similarity index 97% rename from data_processing/db_query.py rename to temoa/data_processing/db_query.py index e19c7525..3b611dd4 100644 --- a/data_processing/db_query.py +++ b/temoa/data_processing/db_query.py @@ -58,10 +58,10 @@ def get_flags(inputs): file_ty = re.search(r"(\w+)\.(\w+)\b", inp_file) # Extract the input filename and extension if not file_ty : - raise "The file type %s is not recognized. Please specify a database file." % inp_f + raise "The file type %s is not recognized. Please specify a database file." % inp_file elif file_ty.group(2) not in ("db", "sqlite", "sqlite3", "sqlitedb") : - raise "The file type %s is not recognized. Please specify a database file." % inp_f + raise "The file type %s is not recognized. Please specify a database file." % inp_file if query_string is None: print("No query specified.") diff --git a/temoa_model/__init__.py b/temoa/extensions/__init__.py similarity index 100% rename from temoa_model/__init__.py rename to temoa/extensions/__init__.py diff --git a/tools/breakeven/breakeven.py b/temoa/extensions/breakeven/breakeven.py similarity index 100% rename from tools/breakeven/breakeven.py rename to temoa/extensions/breakeven/breakeven.py diff --git a/tools/method_of_morris/Method_of_Morris_README.txt b/temoa/extensions/method_of_morris/Method_of_Morris_README.txt similarity index 100% rename from tools/method_of_morris/Method_of_Morris_README.txt rename to temoa/extensions/method_of_morris/Method_of_Morris_README.txt diff --git a/tools/method_of_morris/morris.py b/temoa/extensions/method_of_morris/morris.py similarity index 97% rename from tools/method_of_morris/morris.py rename to temoa/extensions/method_of_morris/morris.py index 0dfbae0d..b9bbf774 100644 --- a/tools/method_of_morris/morris.py +++ b/temoa/extensions/method_of_morris/morris.py @@ -1,179 +1,179 @@ -from __future__ import division -import time -start_time = time.time() -from joblib import Parallel, delayed -import multiprocessing -import sys -import os -from shutil import copyfile -import sqlite3 -from numpy import array -from IPython import embed as IP -from SALib.analyze import morris -from SALib.sample.morris import sample -from SALib.util import read_param_file, compute_groups_matrix -import numpy as np - -def evaluate(param_names, param_values,k): - - m=len(param_values) - for j in range(0,m): - Newdbpath=os.getcwd()+'/data_files/Method_of_Morris'+str(k)+'.db' - con=sqlite3.connect(Newdbpath) - cur = con.cursor() - filter1=param_names[j][1] - filter2=param_names[j][2] - table=param_names[j][0] - cursor = con.execute("SELECT * FROM "+"'"+table+"'") - col_names = list(map(lambda x: x[0], cursor.description)) - if len(param_names[j])==4: - update_var=param_names[j][3] - text="UPDATE "+"'"+table+"' SET "+"'"+update_var+"'=? WHERE "+"'"+col_names[0]+"'=? and "+"'"+col_names[1]+"'=?" - text=text.replace("'","") - con.execute(text, (param_values[j],filter1,filter2)) - con.commit() - elif len(param_names[j])==5: - filter3=param_names[j][3] - update_var=param_names[j][4] - text="UPDATE "+"'"+table+"' SET "+"'"+update_var+"'=? WHERE "+"'"+col_names[0]+"'=? and "+"'"+col_names[1]+"'=? and "+"'"+col_names[2]+"'=?" - text=text.replace("'","") - con.execute(text, (param_values[j],filter1,filter2,filter3)) - con.commit() - else: - filter3=param_names[j][3] - filter4=param_names[j][4] - update_var=param_names[j][5] - text="UPDATE "+"'"+table+"' SET "+"'"+update_var+"'=? WHERE "+"'"+col_names[0]+"'=? and "+"'"+col_names[1]+"'=? and "+"'"+col_names[2]+"'=? and "+"'"+col_names[3]+"'=?" - text=text.replace("'","") - con.execute(text, (param_values[j],filter1,filter2,filter3,filter4)) - con.commit() - con.close() - NewConfigfilePath=os.getcwd()+'/temoa_model/config_sample'+str(k) - copyfile(os.getcwd()+'/temoa_model/config_sample',NewConfigfilePath) - with open(os.getcwd()+'/temoa_model/config_sample', 'r') as file: - data = file.readlines() - data[10]='--input=data_files/Method_of_Morris'+str(k)+'.db' #10th line in the config file referring to input database - data[14]='--output=data_files/Method_of_Morris'+str(k)+'.db' #14th line in the config file referring to output database - with open(NewConfigfilePath, 'w') as file: - file.writelines(data) - os.system('python temoa_model/ --config=temoa_model/config_sample'+str(k)) - - Newdbpath=os.getcwd()+'/data_files/Method_of_Morris'+str(k)+'.db' - con=sqlite3.connect(Newdbpath) - cur = con.cursor() - cur.execute("SELECT * FROM Output_Objective") - output_query = cur.fetchall() - for row in output_query: - Y_OF=row[-1] - cur.execute("SELECT emissions_comm, SUM(emissions) FROM Output_Emissions WHERE emissions_comm='co2'") - output_query = cur.fetchall() - for row in output_query: - Y_CumulativeCO2=row[-1] - Morris_Objectives=[] - Morris_Objectives.append(Y_OF) - Morris_Objectives.append(Y_CumulativeCO2) - con.close() - return Morris_Objectives - - -perturbation_coefficient=0.2 #minus plus 10% of the baseline values -f= open(os.getcwd()+"/Method_of_Morris.txt","w+") -f.close() -param_names={} -con=sqlite3.connect('data_files/Method_of_Morris.db') -cur = con.cursor() -cur.execute("SELECT * FROM CostVariable WHERE MMAnalysis is not NULL") -output_query = cur.fetchall() -g1=len(output_query) -for i in range(0,len(output_query)): - param_names[i]=['CostVariable',output_query[i][0],output_query[i][1],output_query[i][2],'cost_variable'] - with open(os.getcwd()+'/Method_of_Morris.txt','a') as file: - file.write('x'+str(i)) - file.write(' ') - file.write(str(output_query[i][3]*0.9)) - file.write(' ') - file.write(str(output_query[i][3]*1.1)) - file.write(' ') - file.write(output_query[i][-1]) - file.write("\n") -cur.execute("SELECT * FROM CostInvest WHERE MMAnalysis is not NULL") -output_query = cur.fetchall() -g2=len(output_query) -for i in range(0,len(output_query)): - param_names[i+g1]=['CostInvest',output_query[i][0],output_query[i][1],'cost_invest'] - with open(os.getcwd()+'/Method_of_Morris.txt','a') as file: - file.write('x'+str(i+g1)) - file.write(' ') - file.write(str(output_query[i][2]*0.9)) - file.write(' ') - file.write(str(output_query[i][2]*1.1)) - file.write(' ') - file.write(output_query[i][-1]) - file.write("\n") -cur.execute("SELECT * FROM Efficiency WHERE MMAnalysis is not NULL") -output_query = cur.fetchall() -g3=len(output_query) -for i in range(0,len(output_query)): - param_names[i+g1+g2]=['Efficiency',output_query[i][0],output_query[i][1],output_query[i][2],output_query[i][3],'efficiency'] - with open(os.getcwd()+'/Method_of_Morris.txt','a') as file: - file.write('x'+str(i+g1+g2)) - file.write(' ') - file.write(str(output_query[i][4]*0.9)) - file.write(' ') - file.write(str(output_query[i][4]*1.1)) - file.write(' ') - file.write(output_query[i][-1]) - file.write("\n") - -problem = read_param_file(os.getcwd()+'/Method_of_Morris.txt') -param_values = sample(problem, N=3, num_levels=4, grid_jump=2, \ - optimal_trajectories=False, local_optimization=False) -n=len(param_values) -for k in range(0,n): - Newdbpath=os.getcwd()+'/data_files/Method_of_Morris'+str(k)+'.db' - copyfile(os.getcwd()+'/data_files/Method_of_Morris.db',Newdbpath) -num_cores = multiprocessing.cpu_count() -Morris_Objectives = Parallel(n_jobs=num_cores)(delayed(evaluate)(param_names, param_values[i,:],i) for i in range(0,n)) -Morris_Objectives=array(Morris_Objectives) -Si_OF = morris.analyze(problem, param_values, Morris_Objectives[:,0], conf_level=0.95, - print_to_console=False, - num_levels=4, grid_jump=2, num_resamples=1000) - -Si_CumulativeCO2 = morris.analyze(problem, param_values, Morris_Objectives[:,1], conf_level=0.95, - print_to_console=False, - num_levels=4, grid_jump=2, num_resamples=1000) -num_vars = problem['num_vars'] -groups, unique_group_names = compute_groups_matrix(problem['groups'], num_vars) -number_of_groups = len(unique_group_names) -print("{0:<30} {1:>10} {2:>10} {3:>15} {4:>10}".format( - "Parameter", - "Mu_Star", - "Mu", - "Mu_Star_Conf", - "Sigma") - ) -for j in list(range(number_of_groups)): - print("{0:30} {1:10.3f} {2:10.3f} {3:15.3f} {4:10.3f}".format( - Si_OF['names'][j], - Si_OF['mu_star'][j], - Si_OF['mu'][j], - Si_OF['mu_star_conf'][j], - Si_OF['sigma'][j])) -import csv -line1=Si_OF['mu_star'] -line2=Si_OF['mu_star_conf'] -line3=Si_CumulativeCO2['mu_star'] -line4=Si_CumulativeCO2['mu_star_conf'] -with open('MMResults.csv', 'w') as f: - writer = csv.writer(f, delimiter=',') - writer.writerow(unique_group_names) - writer.writerow('Objective Function') - writer.writerow(line1) - writer.writerow(line2) - writer.writerow("Cumulative CO2 Emissions") - writer.writerow(line3) - writer.writerow(line4) - -f.close -print("--- %s seconds ---" % (time.time() - start_time)) - +from __future__ import division +import time +start_time = time.time() +from joblib import Parallel, delayed +import multiprocessing +import sys +import os +from shutil import copyfile +import sqlite3 +from numpy import array +from IPython import embed as IP +from SALib.analyze import morris +from SALib.sample.morris import sample +from SALib.util import read_param_file, compute_groups_matrix +import numpy as np + +def evaluate(param_names, param_values,k): + + m=len(param_values) + for j in range(0,m): + Newdbpath=os.getcwd()+'/data_files/Method_of_Morris'+str(k)+'.db' + con=sqlite3.connect(Newdbpath) + cur = con.cursor() + filter1=param_names[j][1] + filter2=param_names[j][2] + table=param_names[j][0] + cursor = con.execute("SELECT * FROM "+"'"+table+"'") + col_names = list(map(lambda x: x[0], cursor.description)) + if len(param_names[j])==4: + update_var=param_names[j][3] + text="UPDATE "+"'"+table+"' SET "+"'"+update_var+"'=? WHERE "+"'"+col_names[0]+"'=? and "+"'"+col_names[1]+"'=?" + text=text.replace("'","") + con.execute(text, (param_values[j],filter1,filter2)) + con.commit() + elif len(param_names[j])==5: + filter3=param_names[j][3] + update_var=param_names[j][4] + text="UPDATE "+"'"+table+"' SET "+"'"+update_var+"'=? WHERE "+"'"+col_names[0]+"'=? and "+"'"+col_names[1]+"'=? and "+"'"+col_names[2]+"'=?" + text=text.replace("'","") + con.execute(text, (param_values[j],filter1,filter2,filter3)) + con.commit() + else: + filter3=param_names[j][3] + filter4=param_names[j][4] + update_var=param_names[j][5] + text="UPDATE "+"'"+table+"' SET "+"'"+update_var+"'=? WHERE "+"'"+col_names[0]+"'=? and "+"'"+col_names[1]+"'=? and "+"'"+col_names[2]+"'=? and "+"'"+col_names[3]+"'=?" + text=text.replace("'","") + con.execute(text, (param_values[j],filter1,filter2,filter3,filter4)) + con.commit() + con.close() + NewConfigfilePath=os.getcwd()+'/temoa_model/config_sample'+str(k) + copyfile(os.getcwd()+'/temoa_model/config_sample',NewConfigfilePath) + with open(os.getcwd()+'/temoa_model/config_sample', 'r') as file: + data = file.readlines() + data[10]='--input=data_files/Method_of_Morris'+str(k)+'.db' #10th line in the config file referring to input database + data[14]='--output=data_files/Method_of_Morris'+str(k)+'.db' #14th line in the config file referring to output database + with open(NewConfigfilePath, 'w') as file: + file.writelines(data) + os.system('python temoa_model/ --config=temoa_model/config_sample'+str(k)) + + Newdbpath=os.getcwd()+'/data_files/Method_of_Morris'+str(k)+'.db' + con=sqlite3.connect(Newdbpath) + cur = con.cursor() + cur.execute("SELECT * FROM Output_Objective") + output_query = cur.fetchall() + for row in output_query: + Y_OF=row[-1] + cur.execute("SELECT emissions_comm, SUM(emissions) FROM Output_Emissions WHERE emissions_comm='co2'") + output_query = cur.fetchall() + for row in output_query: + Y_CumulativeCO2=row[-1] + Morris_Objectives=[] + Morris_Objectives.append(Y_OF) + Morris_Objectives.append(Y_CumulativeCO2) + con.close() + return Morris_Objectives + + +perturbation_coefficient=0.2 #minus plus 10% of the baseline values +f= open(os.getcwd()+"/Method_of_Morris.txt","w+") +f.close() +param_names={} +con=sqlite3.connect('data_files/Method_of_Morris.db') +cur = con.cursor() +cur.execute("SELECT * FROM CostVariable WHERE MMAnalysis is not NULL") +output_query = cur.fetchall() +g1=len(output_query) +for i in range(0,len(output_query)): + param_names[i]=['CostVariable',output_query[i][0],output_query[i][1],output_query[i][2],'cost_variable'] + with open(os.getcwd()+'/Method_of_Morris.txt','a') as file: + file.write('x'+str(i)) + file.write(' ') + file.write(str(output_query[i][3]*0.9)) + file.write(' ') + file.write(str(output_query[i][3]*1.1)) + file.write(' ') + file.write(output_query[i][-1]) + file.write("\n") +cur.execute("SELECT * FROM CostInvest WHERE MMAnalysis is not NULL") +output_query = cur.fetchall() +g2=len(output_query) +for i in range(0,len(output_query)): + param_names[i+g1]=['CostInvest',output_query[i][0],output_query[i][1],'cost_invest'] + with open(os.getcwd()+'/Method_of_Morris.txt','a') as file: + file.write('x'+str(i+g1)) + file.write(' ') + file.write(str(output_query[i][2]*0.9)) + file.write(' ') + file.write(str(output_query[i][2]*1.1)) + file.write(' ') + file.write(output_query[i][-1]) + file.write("\n") +cur.execute("SELECT * FROM Efficiency WHERE MMAnalysis is not NULL") +output_query = cur.fetchall() +g3=len(output_query) +for i in range(0,len(output_query)): + param_names[i+g1+g2]=['Efficiency',output_query[i][0],output_query[i][1],output_query[i][2],output_query[i][3],'efficiency'] + with open(os.getcwd()+'/Method_of_Morris.txt','a') as file: + file.write('x'+str(i+g1+g2)) + file.write(' ') + file.write(str(output_query[i][4]*0.9)) + file.write(' ') + file.write(str(output_query[i][4]*1.1)) + file.write(' ') + file.write(output_query[i][-1]) + file.write("\n") + +problem = read_param_file(os.getcwd()+'/Method_of_Morris.txt') +param_values = sample(problem, N=3, num_levels=4, grid_jump=2, \ + optimal_trajectories=False, local_optimization=False) +n=len(param_values) +for k in range(0,n): + Newdbpath=os.getcwd()+'/data_files/Method_of_Morris'+str(k)+'.db' + copyfile(os.getcwd()+'/data_files/Method_of_Morris.db',Newdbpath) +num_cores = multiprocessing.cpu_count() +Morris_Objectives = Parallel(n_jobs=num_cores)(delayed(evaluate)(param_names, param_values[i,:],i) for i in range(0,n)) +Morris_Objectives=array(Morris_Objectives) +Si_OF = morris.analyze(problem, param_values, Morris_Objectives[:,0], conf_level=0.95, + print_to_console=False, + num_levels=4, grid_jump=2, num_resamples=1000) + +Si_CumulativeCO2 = morris.analyze(problem, param_values, Morris_Objectives[:,1], conf_level=0.95, + print_to_console=False, + num_levels=4, grid_jump=2, num_resamples=1000) +num_vars = problem['num_vars'] +groups, unique_group_names = compute_groups_matrix(problem['groups'], num_vars) +number_of_groups = len(unique_group_names) +print("{0:<30} {1:>10} {2:>10} {3:>15} {4:>10}".format( + "Parameter", + "Mu_Star", + "Mu", + "Mu_Star_Conf", + "Sigma") + ) +for j in list(range(number_of_groups)): + print("{0:30} {1:10.3f} {2:10.3f} {3:15.3f} {4:10.3f}".format( + Si_OF['names'][j], + Si_OF['mu_star'][j], + Si_OF['mu'][j], + Si_OF['mu_star_conf'][j], + Si_OF['sigma'][j])) +import csv +line1=Si_OF['mu_star'] +line2=Si_OF['mu_star_conf'] +line3=Si_CumulativeCO2['mu_star'] +line4=Si_CumulativeCO2['mu_star_conf'] +with open('MMResults.csv', 'w') as f: + writer = csv.writer(f, delimiter=',') + writer.writerow(unique_group_names) + writer.writerow('Objective Function') + writer.writerow(line1) + writer.writerow(line2) + writer.writerow("Cumulative CO2 Emissions") + writer.writerow(line3) + writer.writerow(line4) + +f.close +print("--- %s seconds ---" % (time.time() - start_time)) + diff --git a/tools/monte_carlo/Monte-Carlo.py b/temoa/extensions/monte_carlo/Monte-Carlo.py similarity index 100% rename from tools/monte_carlo/Monte-Carlo.py rename to temoa/extensions/monte_carlo/Monte-Carlo.py diff --git a/tools/monte_carlo/Monte-Carlo.txt b/temoa/extensions/monte_carlo/Monte-Carlo.txt similarity index 100% rename from tools/monte_carlo/Monte-Carlo.txt rename to temoa/extensions/monte_carlo/Monte-Carlo.txt diff --git a/tools/monte_carlo/Monte_Carlo_README.txt b/temoa/extensions/monte_carlo/Monte_Carlo_README.txt similarity index 100% rename from tools/monte_carlo/Monte_Carlo_README.txt rename to temoa/extensions/monte_carlo/Monte_Carlo_README.txt diff --git a/tools/stochastics/EVPI.py b/temoa/extensions/stochastics/EVPI.py similarity index 100% rename from tools/stochastics/EVPI.py rename to temoa/extensions/stochastics/EVPI.py diff --git a/tools/stochastics/VSS.py b/temoa/extensions/stochastics/VSS.py similarity index 100% rename from tools/stochastics/VSS.py rename to temoa/extensions/stochastics/VSS.py diff --git a/tools/stochastics/generate_scenario_tree-nonhomogenous.py b/temoa/extensions/stochastics/generate_scenario_tree-nonhomogenous.py similarity index 100% rename from tools/stochastics/generate_scenario_tree-nonhomogenous.py rename to temoa/extensions/stochastics/generate_scenario_tree-nonhomogenous.py diff --git a/tools/stochastics/generate_scenario_tree.py b/temoa/extensions/stochastics/generate_scenario_tree.py similarity index 100% rename from tools/stochastics/generate_scenario_tree.py rename to temoa/extensions/stochastics/generate_scenario_tree.py diff --git a/tools/stochastics/jobTemoa.pbs b/temoa/extensions/stochastics/jobTemoa.pbs similarity index 100% rename from tools/stochastics/jobTemoa.pbs rename to temoa/extensions/stochastics/jobTemoa.pbs diff --git a/tools/stochastics/legacy_files/ef_writer_script_old.py b/temoa/extensions/stochastics/legacy_files/ef_writer_script_old.py similarity index 100% rename from tools/stochastics/legacy_files/ef_writer_script_old.py rename to temoa/extensions/stochastics/legacy_files/ef_writer_script_old.py diff --git a/tools/stochastics/legacy_files/scenariomodels.py b/temoa/extensions/stochastics/legacy_files/scenariomodels.py similarity index 100% rename from tools/stochastics/legacy_files/scenariomodels.py rename to temoa/extensions/stochastics/legacy_files/scenariomodels.py diff --git a/tools/stochastics/options/README.txt b/temoa/extensions/stochastics/options/README.txt similarity index 100% rename from tools/stochastics/options/README.txt rename to temoa/extensions/stochastics/options/README.txt diff --git a/tools/stochastics/options/__init__.py b/temoa/extensions/stochastics/options/__init__.py similarity index 100% rename from tools/stochastics/options/__init__.py rename to temoa/extensions/stochastics/options/__init__.py diff --git a/tools/stochastics/options/iew2012-nonhomogenized-markov.py b/temoa/extensions/stochastics/options/iew2012-nonhomogenized-markov.py similarity index 100% rename from tools/stochastics/options/iew2012-nonhomogenized-markov.py rename to temoa/extensions/stochastics/options/iew2012-nonhomogenized-markov.py diff --git a/tools/stochastics/options/iew2012.py b/temoa/extensions/stochastics/options/iew2012.py similarity index 100% rename from tools/stochastics/options/iew2012.py rename to temoa/extensions/stochastics/options/iew2012.py diff --git a/tools/stochastics/options/utopia_coal_vs_nuc.py b/temoa/extensions/stochastics/options/utopia_coal_vs_nuc.py similarity index 100% rename from tools/stochastics/options/utopia_coal_vs_nuc.py rename to temoa/extensions/stochastics/options/utopia_coal_vs_nuc.py diff --git a/tools/stochastics/stochastics_README.txt b/temoa/extensions/stochastics/stochastics_README.txt similarity index 100% rename from tools/stochastics/stochastics_README.txt rename to temoa/extensions/stochastics/stochastics_README.txt diff --git a/temoa_model/ReferenceModel.py b/temoa/temoa_model/ReferenceModel.py similarity index 100% rename from temoa_model/ReferenceModel.py rename to temoa/temoa_model/ReferenceModel.py diff --git a/temoa/temoa_model/__init__.py b/temoa/temoa_model/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/temoa_model/config_sample b/temoa/temoa_model/config_sample similarity index 97% rename from temoa_model/config_sample rename to temoa/temoa_model/config_sample index 62159b7c..40d51a51 100644 --- a/temoa_model/config_sample +++ b/temoa/temoa_model/config_sample @@ -12,7 +12,7 @@ # Output File (Mandatory) # The output file must be a existing .sqlite file ---output=data_files/temoa_utopia.sqlite +--output=output_files/temoa_utopia.sqlite # Scenario Name (Mandatory) # This scenario name is used to store results within the output .sqlite file @@ -46,6 +46,7 @@ #--neos # Optional, specify if you want to use NEOS server to solve #--solver=cplex # Optional, indicate the solver #--keep_pyomo_lp_file # Optional, generate Pyomo-compatible LP file +--solver=cbc # Modeling-to-Generate Alternatives (Optional) # Run name will be automatically generated by appending '_mga_' and iteration number to scenario name diff --git a/temoa_model/get_comm_tech.py b/temoa/temoa_model/get_comm_tech.py similarity index 99% rename from temoa_model/get_comm_tech.py rename to temoa/temoa_model/get_comm_tech.py index d08efaa0..c94afadb 100644 --- a/temoa_model/get_comm_tech.py +++ b/temoa/temoa_model/get_comm_tech.py @@ -293,7 +293,7 @@ def get_info(inputs): db_or_dat = True else : - print("The input file type %s is not recognized. Please specify a database or a text file." % inp_f) + print("The input file type %s is not recognized. Please specify a database or a text file." % inp_file) sys.exit(2) diff --git a/temoa_model/get_region.py b/temoa/temoa_model/get_region.py similarity index 100% rename from temoa_model/get_region.py rename to temoa/temoa_model/get_region.py diff --git a/temoa/temoa_model/pformat_results.py b/temoa/temoa_model/pformat_results.py new file mode 100644 index 00000000..e46eae30 --- /dev/null +++ b/temoa/temoa_model/pformat_results.py @@ -0,0 +1,809 @@ +""" +Tools for Energy Model Optimization and Analysis (Temoa): +An open source framework for energy systems optimization modeling + +Copyright (C) 2015, NC State University + +This program is free software; you can redistribute it and/or modify +it under the terms of the GNU General Public License as published by +the Free Software Foundation; either version 2 of the License, or +(at your option) any later version. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +GNU General Public License for more details. + +A complete copy of the GNU General Public License v2 (GPLv2) is available +in LICENSE.txt. Users uncompressing this from an archive may not have +received this license file. If not, see . +""" + +# --------------------------------------------------------------------------- +# This module processes model output data, which can be sent to three possible +# locations: the shell, a user-specified database, or an Excel file. Users can +# configure the available outputs. +# --------------------------------------------------------------------------- + + +__all__ = ('pformat_results', 'stringify_data') + +from collections import defaultdict +from sys import stderr as SE, stdout as SO +from shutil import rmtree +import sqlite3 +import os +import re +import subprocess +import sys +import pandas as pd + +from temoa.data_processing.DB_to_Excel import make_excel +from temoa.temoa_model.temoa_config import TemoaConfig + +# Ensure compatibility with Python 2.7 and 3 +try: + from cStringIO import StringIO +except ImportError: + from io import StringIO + +from pyomo.core.kernel.numvalue import value + + +def stringify_data(data, ostream=SO, format='plain'): + # data is a list of tuples of ('var_name[index]', value) + # data must be a list, as this function replaces each row, + # format is currently unused, but will be utilized to implement things like + # csv + + # This padding code is what makes the display of the output values + # line up on the decimal point. + for i, (v, val) in enumerate(data): + ipart, fpart = repr(f"{val:.6f}").split('.') + data[i] = (ipart, fpart, v) + cell_lengths = (map(len, l[:-1]) for l in data) + max_lengths = map(max, zip(*cell_lengths)) # max length of each column + fmt = u' {{:>{:d}}}.{{:<{:d}}} {{}}\n'.format(*max_lengths) + + for row in data: + ostream.write(fmt.format(*row)) + + +def pformat_results(pyomo_instance, pyomo_result, options): + from pyomo.core import Objective, Var, Constraint + + output = StringIO() + + m = pyomo_instance # lazy typist + result = pyomo_result + + soln = result['Solution'] + solv = result['Solver'] # currently unused, but may want it later + prob = result['Problem'] # currently unused, but may want it later + + optimal_solutions = ( + 'feasible', 'globallyOptimal', 'locallyOptimal', 'optimal' + ) + if str(soln.Status) not in optimal_solutions: + output.write('No solution found.') + return output + + objs = list(m.component_data_objects(Objective)) + if len(objs) > 1: + msg = '\nWarning: More than one objective. Using first objective.\n' + SE.write(msg) + + Cons = soln.Constraint + + def collect_result_data(cgroup, clist, epsilon): + # cgroup = "Component group"; i.e., Vars or Cons + # clist = "Component list"; i.e., where to store the data + # epsilon = absolute value below which to ignore a result + results = defaultdict(list) + for name, data in cgroup.items(): + if 'Value' not in data.keys() or (abs(data['Value']) < epsilon): continue + + # name looks like "Something[some,index]" + group, index = name[:-1].split('[') + results[group].append((name.replace("'", ''), data['Value'])) + clist.extend(t for i in sorted(results) for t in sorted(results[i])) + + supp_outputs_df = pd.DataFrame.from_dict(cgroup, orient='index') + supp_outputs_df = supp_outputs_df.loc[(supp_outputs_df != 0).any(axis=1)] + if 'Dual' in supp_outputs_df.columns: + duals = supp_outputs_df['Dual'].copy() + duals = duals[abs(duals) > 1e-5] + duals.index.name = 'constraint_name' + duals = duals.to_frame() + if (hasattr(options, 'scenario')) & (len(duals) > 0): + duals.loc[:, 'scenario'] = options.scenario + return duals + else: + return [] + + # Create a dictionary in which to store "solved" variable values + svars = defaultdict(lambda: defaultdict(float)) + + con_info = list() + epsilon = 1e-5 # threshold for "so small it's zero" + # we want a stricter threshold for printing out capacity values. + # This is primarily for numerical reasons. In myopic runs, optimal capacities + # are fed forward into the subsequent myopic solve as existing capacities. If + # those capacities are very small, then certain equations/inequalities can have + # very small or very large numbers. This results in a poorly conditioned problem + # and can lead to numeric instabilities. + capacity_epsilon = 0.001 + + emission_keys = {(r, i, t, v, o): set() for r, e, i, t, v, o in m.EmissionActivity} + for r, e, i, t, v, o in m.EmissionActivity: + emission_keys[(r, i, t, v, o)].add(e) + P_0 = min(m.time_optimize) + P_e = m.time_future.last() + GDR = value(m.GlobalDiscountRate) + MPL = m.ModelProcessLife + LLN = m.LifetimeLoanProcess + x = 1 + GDR # convenience variable, nothing more + + if hasattr(options, 'file_location') and os.path.join('temoa_model', + 'config_sample_myopic') in options.file_location: + original_dbpath = options.output + con = sqlite3.connect(original_dbpath) + cur = con.cursor() + time_periods = cur.execute("SELECT t_periods FROM time_periods WHERE flag='f'").fetchall() + P_0 = time_periods[0][0] + P_e = time_periods[-1][0] + # We need to know if a myopic run is the last run or not. + P_e_time_optimize = time_periods[-2][0] + P_e_current = int(options.file_location.split("_")[-1]) + con.commit() + con.close() + + # Extract optimal decision variable values related to commodity flow: + for r, p, s, d, t, v in m.V_StorageLevel: + val = value(m.V_StorageLevel[r, p, s, d, t, v]) + if abs(val) < epsilon: continue + + svars['V_StorageLevel'][r, p, s, d, t, v] = val + + # vflow_in is defined only for storage techs + for r, p, s, d, i, t, v, o in m.V_FlowIn: + val_in = value(m.V_FlowIn[r, p, s, d, i, t, v, o]) + if abs(val_in) < epsilon: continue + + svars['V_FlowIn'][r, p, s, d, i, t, v, o] = val_in + + for r, p, s, d, i, t, v, o in m.V_FlowOut: + val_out = value(m.V_FlowOut[r, p, s, d, i, t, v, o]) + if abs(val_out) < epsilon: continue + + svars['V_FlowOut'][r, p, s, d, i, t, v, o] = val_out + + if t not in m.tech_storage: + val_in = value(m.V_FlowOut[r, p, s, d, i, t, v, o]) / value(m.Efficiency[r, i, t, v, o]) + svars['V_FlowIn'][r, p, s, d, i, t, v, o] = val_in + + if (r, i, t, v, o) not in emission_keys: continue + + emissions = emission_keys[r, i, t, v, o] + for e in emissions: + evalue = val_out * m.EmissionActivity[r, e, i, t, v, o] + svars['V_EmissionActivityByPeriodAndProcess'][r, p, e, t, v] += evalue + + for r, p, i, t, v, o in m.V_FlowOutAnnual: + for s in m.time_season: + for d in m.time_of_day: + val_out = value(m.V_FlowOutAnnual[r, p, i, t, v, o]) * value(m.SegFrac[s, d]) + if abs(val_out) < epsilon: continue + svars['V_FlowOut'][r, p, s, d, i, t, v, o] = val_out + svars['V_FlowIn'][r, p, s, d, i, t, v, o] = val_out / value(m.Efficiency[r, i, t, v, o]) + if (r, i, t, v, o) not in emission_keys: continue + emissions = emission_keys[r, i, t, v, o] + for e in emissions: + evalue = val_out * m.EmissionActivity[r, e, i, t, v, o] + svars['V_EmissionActivityByPeriodAndProcess'][r, p, e, t, v] += evalue + + for r, p, s, d, i, t, v, o in m.V_Curtailment: + val = value(m.V_Curtailment[r, p, s, d, i, t, v, o]) + if abs(val) < epsilon: continue + svars['V_Curtailment'][r, p, s, d, i, t, v, o] = val + svars['V_FlowIn'][r, p, s, d, i, t, v, o] = (val + value(m.V_FlowOut[r, p, s, d, i, t, v, o])) / value( + m.Efficiency[r, i, t, v, o]) + + if (r, i, t, v, o) not in emission_keys: continue + + emissions = emission_keys[r, i, t, v, o] + for e in emissions: + evalue = val * m.EmissionActivity[r, e, i, t, v, o] + svars['V_EmissionActivityByPeriodAndProcess'][r, p, e, t, v] += evalue + + for r, p, i, t, v, o in m.V_FlexAnnual: + for s in m.time_season: + for d in m.time_of_day: + val_out = value(m.V_FlexAnnual[r, p, i, t, v, o]) * value(m.SegFrac[s, d]) + if abs(val_out) < epsilon: continue + svars['V_Curtailment'][r, p, s, d, i, t, v, o] = val_out + svars['V_FlowOut'][r, p, s, d, i, t, v, o] -= val_out + + for r, p, s, d, i, t, v, o in m.V_Flex: + val_out = value(m.V_Flex[r, p, s, d, i, t, v, o]) + if abs(val_out) < epsilon: continue + svars['V_Curtailment'][r, p, s, d, i, t, v, o] = val_out + svars['V_FlowOut'][r, p, s, d, i, t, v, o] -= val_out + + # Extract optimal decision variable values related to capacity: + if hasattr(options, 'file_location') and os.path.join('temoa_model', + 'config_sample_myopic') not in options.file_location: + for r, p, t, v in m.V_Capacity: + val = value(m.V_Capacity[r, p, t, v]) + if abs(val) < capacity_epsilon: continue + svars['V_Capacity'][r, p, t, v] = val + else: + for r, p, t, v in m.V_Capacity: + if p in m.time_optimize: + val = value(m.V_Capacity[r, p, t, v]) + if abs(val) < capacity_epsilon: continue + svars['V_Capacity'][r, p, t, v] = val + + if hasattr(options, 'file_location') and os.path.join('temoa_model', + 'config_sample_myopic') not in options.file_location: + for r, t, v in m.V_NewCapacity: + val = value(m.V_NewCapacity[r, t, v]) + if abs(val) < capacity_epsilon: continue + svars['V_NewCapacity'][r, t, v] = val + else: + for r, t, v in m.V_NewCapacity: + if v in m.time_optimize: + val = value(m.V_NewCapacity[r, t, v]) + if abs(val) < capacity_epsilon: continue + svars['V_NewCapacity'][r, t, v] = val + + if hasattr(options, 'file_location') and os.path.join('temoa_model', + 'config_sample_myopic') not in options.file_location: + for r, p, t, v in m.V_RetiredCapacity: + val = value(m.V_RetiredCapacity[r, p, t, v]) + if abs(val) < capacity_epsilon: continue + svars['V_RetiredCapacity'][r, p, t, v] = val + else: + for r, p, t, v in m.V_RetiredCapacity: + if p in m.time_optimize: + val = value(m.V_RetiredCapacity[r, p, t, v]) + if abs(val) < capacity_epsilon: continue + svars['V_RetiredCapacity'][r, p, t, v] = val + + for r, p, t in m.V_CapacityAvailableByPeriodAndTech: + val = value(m.V_CapacityAvailableByPeriodAndTech[r, p, t]) + if abs(val) < epsilon: continue + svars['V_CapacityAvailableByPeriodAndTech'][r, p, t] = val + + # Calculate model costs: + if hasattr(options, 'file_location') and os.path.join('temoa_model', + 'config_sample_myopic') not in options.file_location: + # This is a generic workaround. Not sure how else to automatically discover + # the objective name + obj_name, obj_value = objs[0].getname(True), value(objs[0]) + svars['Objective']["('" + obj_name + "')"] = obj_value + + for r, t, v in m.CostInvest.sparse_iterkeys(): # Returns only non-zero values + + icost = value(m.V_NewCapacity[r, t, v]) + if abs(icost) < epsilon: continue + icost *= value(m.CostInvest[r, t, v]) * ( + ( + 1 - x ** (-min(value(m.LifetimeProcess[r, t, v]), P_e - v)) + ) / ( + 1 - x ** (-value(m.LifetimeProcess[r, t, v])) + ) + ) + svars['Costs']['V_UndiscountedInvestmentByProcess', r, t, v] += icost + + icost *= value(m.LoanAnnualize[r, t, v]) + icost *= ( + value(LLN[r, t, v]) if not GDR else + (x ** (P_0 - v + 1) * (1 - x ** (-value(LLN[r, t, v]))) / GDR) + ) + + svars['Costs']['V_DiscountedInvestmentByProcess', r, t, v] += icost + + for r, p, t, v in m.CostFixed.sparse_iterkeys(): + fcost = value(m.V_Capacity[r, p, t, v]) + if abs(fcost) < epsilon: continue + + fcost *= value(m.CostFixed[r, p, t, v]) + svars['Costs']['V_UndiscountedFixedCostsByProcess', r, t, v] += fcost * value(MPL[r, p, t, v]) + + fcost *= ( + value(MPL[r, p, t, v]) if not GDR else + (x ** (P_0 - p + 1) * (1 - x ** (-value(MPL[r, p, t, v]))) / GDR) + ) + + svars['Costs']['V_DiscountedFixedCostsByProcess', r, t, v] += fcost + + for r, p, t, v in m.CostVariable.sparse_iterkeys(): + if t not in m.tech_annual: + vcost = sum( + value(m.V_FlowOut[r, p, S_s, S_d, S_i, t, v, S_o]) + for S_i in m.processInputs[r, p, t, v] + for S_o in m.ProcessOutputsByInput[r, p, t, v, S_i] + for S_s in m.time_season + for S_d in m.time_of_day + ) + else: + vcost = sum( + value(m.V_FlowOutAnnual[r, p, S_i, t, v, S_o]) + for S_i in m.processInputs[r, p, t, v] + for S_o in m.ProcessOutputsByInput[r, p, t, v, S_i] + ) + if abs(vcost) < epsilon: continue + + vcost *= value(m.CostVariable[r, p, t, v]) + svars['Costs']['V_UndiscountedVariableCostsByProcess', r, t, v] += vcost * value(MPL[r, p, t, v]) + vcost *= ( + value(MPL[r, p, t, v]) if not GDR else + (x ** (P_0 - p + 1) * (1 - x ** (-value(MPL[r, p, t, v]))) / GDR) + ) + svars['Costs']['V_DiscountedVariableCostsByProcess', r, t, v] += vcost + + # update the costs of exchange technologies. + # Assumption 1: If Ri-Rj appears in the cost tables but Rj-Ri does not, + # then the total costs are distributed between the regions + # Ri and Rj proportional to their use of the exchange technology connecting the + # regions. + # Assumption 2: If both the directional entries appear in the cost tables, + # Assumption 1 is no longer applied and the costs are calculated as they + # are entered in the cost tables. + # assumption 3: Unlike other output tables in which Ri-Rj and Rj-Ri entries + # are allowed in the region column, for the Output_Costs table the region + # to the right of the hyphen sign gets the costs. + for i in m.RegionalExchangeCapacityConstraint_rrptv.iterkeys(): + reg_dir1 = i[0] + "-" + i[1] + reg_dir2 = i[1] + "-" + i[0] + tech = i[3] + vintage = i[4] + key = (reg_dir1, tech, vintage) + try: + act_dir1 = value(sum(m.V_FlowOut[reg_dir1, p, s, d, S_i, tech, vintage, S_o] + for p in m.time_optimize if + (p < vintage + value(m.LifetimeProcess[reg_dir1, tech, vintage])) and ( + p >= vintage) + for s in m.time_season + for d in m.time_of_day + for S_i in m.processInputs[reg_dir1, p, tech, vintage] + for S_o in m.ProcessOutputsByInput[reg_dir1, p, tech, vintage, S_i] + )) + act_dir2 = value(sum(m.V_FlowOut[reg_dir2, p, s, d, S_i, tech, vintage, S_o] + for p in m.time_optimize if + (p < vintage + value(m.LifetimeProcess[reg_dir1, tech, vintage])) and ( + p >= vintage) + for s in m.time_season + for d in m.time_of_day + for S_i in m.processInputs[reg_dir2, p, tech, vintage] + for S_o in m.ProcessOutputsByInput[reg_dir2, p, tech, vintage, S_i] + )) + except: + act_dir1 = value(sum(m.V_FlowOutAnnual[reg_dir1, p, S_i, tech, vintage, S_o] + for p in m.time_optimize if + (p < vintage + value(m.LifetimeProcess[reg_dir1, tech, vintage])) and ( + p >= vintage) + for S_i in m.processInputs[reg_dir1, p, tech, vintage] + for S_o in m.ProcessOutputsByInput[reg_dir1, p, tech, vintage, S_i] + )) + act_dir2 = value(sum(m.V_FlowOutAnnual[reg_dir2, p, S_i, tech, vintage, S_o] + for p in m.time_optimize if + (p < vintage + value(m.LifetimeProcess[reg_dir1, tech, vintage])) and ( + p >= vintage) + for S_i in m.processInputs[reg_dir2, p, tech, vintage] + for S_o in m.ProcessOutputsByInput[reg_dir2, p, tech, vintage, S_i] + )) + + for item in list(svars['Costs']): + if item[2] == tech: + opposite_dir = item[1][item[1].find("-") + 1:] + "-" + item[1][:item[1].find("-")] + if (item[0], opposite_dir, item[2], item[3]) in svars['Costs'].keys(): + continue # if both directional entries are already in svars[ 'Costs' ], they're left intact. + if item[1] == reg_dir1: + if (act_dir1 + act_dir2) > 0: + svars['Costs'][(item[0], reg_dir2, item[2], item[3])] = svars['Costs'][item] * act_dir2 / ( + act_dir1 + act_dir2) + svars['Costs'][item] = svars['Costs'][item] * act_dir1 / (act_dir1 + act_dir2) + + # Remove Ri-Rj entries from being populated in the Outputs_Costs. Ri-Rj means a cost + # for region Rj + for item in list(svars['Costs']): + if item[2] in m.tech_exchange: + svars['Costs'][(item[0], item[1][item[1].find("-") + 1:], item[2], item[3])] = svars['Costs'][item] + del svars['Costs'][item] + + if options.saveDUALS: + duals = collect_result_data(Cons, con_info, epsilon=1e-9) + + msg = ('Model name: %s\n' + 'Objective function value (%s): %s\n' + 'Non-zero variable values:\n' + ) + if hasattr(options, 'file_location') and os.path.join('temoa_model', + 'config_sample_myopic') not in options.file_location: + output.write(msg % (m.name, obj_name, obj_value)) + + def make_var_list(variables): + var_list = [] + for vgroup, values in sorted(variables.items()): + for vindex, val in sorted(values.items()): + if isinstance(vindex, tuple): + vindex = ','.join(str(i) for i in vindex) + var_list.append(('{}[{}]'.format(vgroup, vindex), val)) + return var_list + + if svars: + stringify_data(make_var_list(svars), output) + else: + output.write('\nAll variables have a zero (0) value.\n') + + if len(con_info) > 0: + output.write('\nBinding constraint values:\n') + stringify_data(con_info, output) + del con_info + else: + # Since not all Coopr solvers give constraint results, must check + msg = '\nSelected Coopr solver plugin does not give constraint data.\n' + output.write(msg) + + output.write('\n\nIf you use these results for a published article, ' + "please run Temoa with the '--how_to_cite' command line argument for " + 'citation information.\n') + + # ----------------------------------------------------------------- + # Write outputs stored in dictionary to the user-specified database + # ----------------------------------------------------------------- + + # Table dictionary below maps variable names to database table names + tables = {"V_FlowIn": "Output_VFlow_In", \ + "V_FlowOut": "Output_VFlow_Out", \ + "V_Curtailment": "Output_Curtailment", \ + "V_Capacity": "Output_V_Capacity", \ + "V_NewCapacity": "Output_V_NewCapacity", \ + "V_RetiredCapacity": "Output_V_RetiredCapacity", \ + "V_CapacityAvailableByPeriodAndTech": "Output_CapacityByPeriodAndTech", \ + "V_EmissionActivityByPeriodAndProcess": "Output_Emissions", \ + "Objective": "Output_Objective", \ + "Costs": "Output_Costs" + } + + db_tables = ['time_periods', 'time_season', 'time_of_day', 'technologies', 'commodities', \ + 'LifetimeTech', 'LifetimeProcess', 'Efficiency', 'EmissionActivity', 'ExistingCapacity'] + + if isinstance(options, TemoaConfig): + if not options.output: + if options.saveTEXTFILE or options.keepPyomoLP: + for inpu in options.dot_dat: + print(inpu) + file_ty = re.search(r"\b([\w-]+)\.(\w+)\b", inpu) + new_dir = options.path_to_data + os.sep + file_ty.group(1) + '_' + options.scenario + '_model' + if os.path.exists(new_dir): + rmtree(new_dir) + os.mkdir(new_dir) + print("No Output File specified.") + return output + + if not os.path.exists(options.output): + print("Please put the " + options.output + " file in the right Directory") + return output + + con = sqlite3.connect(options.output) + cur = con.cursor() # A database cursor enables traversal over DB records + con.text_factory = str # This ensures data is explored with UTF-8 encoding + + ### Copy tables from Input File to DB file. + # IF output file is empty database. + cur.execute("SELECT * FROM technologies") + is_db_empty = False # False for empty db file + for elem in cur: + is_db_empty = True # True for non-empty db file + break + + if is_db_empty: # This file could be schema with populated results from previous run. Or it could be a normal db file. + cur.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='input_file';") + does_input_file_table_exist = False + for i in cur: # This means that the 'input_file' table exists in db. + does_input_file_table_exist = True + if does_input_file_table_exist: # This block distinguishes normal database from schema. + # This is schema file. + cur.execute("SELECT file FROM input_file WHERE id is '1';") + for i in cur: + tagged_file = i[0] + tagged_file = re.sub('["]', "", tagged_file) + + if tagged_file == options.dot_dat[0]: + # If Input_file name matches, add output and check tech/comm + dat_to_db(options.dot_dat[0], con) + else: + # If not a match, delete output tables and update input_file. Call dat_to_db + for i in db_tables: + cur.execute("DELETE FROM " + i + ";") + cur.execute("VACUUM;") + + for i in tables.keys(): + cur.execute("DELETE FROM " + tables[i] + ";") + cur.execute("VACUUM;") + + for i in options.dot_dat: + cur.execute("DELETE FROM input_file WHERE id=1;") + cur.execute("INSERT INTO input_file VALUES(1, '" + i + "');") + break + dat_to_db(i, con) + + else: # empty schema db file + cur.execute("CREATE TABLE IF NOT EXISTS input_file ( id integer PRIMARY KEY, file varchar(30));") + + for i in tables.keys(): + cur.execute("DELETE FROM " + tables[i] + ";") + cur.execute("VACUUM;") + + for i in options.dot_dat: + cur.execute("DELETE FROM input_file WHERE id=1;") + cur.execute("INSERT INTO input_file(id, file) VALUES(?, ?);", (1, '"' + i + '"')) + break + dat_to_db(i, con) + + for table in svars.keys(): + if table in tables: + cur.execute("SELECT DISTINCT scenario FROM '" + tables[table] + "'") + for val in cur: + # If scenario exists, delete unless it's a myopic run (for myopic, the scenario results are deleted + # before the run in temoa_config.py) + if hasattr(options, 'file_location') and options.scenario == val[0] and os.path.join('temoa_model', + 'config_sample_myopic') not in options.file_location: + cur.execute("DELETE FROM " + tables[table] + " \ + WHERE scenario is '" + options.scenario + "'") + if table == 'Objective': # Only table without sector info + for key in svars[table].keys(): + key_str = str(key) # only 1 row to write + key_str = key_str[1:-1] # Remove parentheses + cur.execute("INSERT INTO " + tables[table] + " \ + VALUES('" + options.scenario + "'," + key_str + ", \ + " + str(svars[table][key]) + ");") + else: # First add 'NULL' for sector then update + for key in svars[table].keys(): # Need to loop over keys (rows) + key_str = str(key) + key_str = key_str[1:-1] # Remove parentheses + if table != 'Costs': + cur.execute("INSERT INTO " + tables[table] + \ + " VALUES('" + str(key[0]) + "', '" + options.scenario + "','NULL', \ + " + key_str[key_str.find(',') + 1:] + "," + str(svars[table][key]) + ");") + else: + key_str = str((key[0], key[2], key[3])) + key_str = key_str[1:-1] # Remove parentheses + cur.execute("INSERT INTO " + tables[table] + \ + " VALUES('" + str(key[1]) + "', '" + options.scenario + "','NULL', \ + " + key_str + "," + str(svars[table][key]) + ");") + cur.execute("UPDATE " + tables[table] + " SET sector = \ + (SELECT technologies.sector FROM technologies \ + WHERE " + tables[table] + ".tech = technologies.tech);") + + # WRITE DUALS RESULTS + if (options.saveDUALS): + if (len(duals) != 0): + overwrite_keys = [str(tuple(x)) for x in + duals.reset_index()[['constraint_name', 'scenario']].to_records(index=False)] + # delete records that will be overwritten by new duals dataframe + cur.execute("DELETE FROM Output_Duals WHERE (constraint_name, scenario) IN (VALUES " + ','.join( + overwrite_keys) + ")") + # write new records from new duals dataframe + duals.to_sql('Output_Duals', con, if_exists='append') + + con.commit() + con.close() + + if options.saveEXCEL or options.saveTEXTFILE or options.keepPyomoLP: + for inpu in options.dot_dat: + file_ty = re.search(r"\b([\w-]+)\.(\w+)\b", inpu) + new_dir = options.path_to_data + os.sep + file_ty.group(1) + '_' + options.scenario + '_model' + if os.path.exists(new_dir): + rmtree(new_dir) + os.mkdir(new_dir) + + if options.saveEXCEL: + file_type = re.search(r"([\w-]+)\.(\w+)\b", options.output) + file_n = file_type.group(1) + temp_scenario = set() + temp_scenario.add(options.scenario) + # make_excel function imported near the top + make_excel(options.output, new_dir + os.sep + options.scenario, temp_scenario) + # os.system("python data_processing"+os.sep+"DB_to_Excel.py -i \ + # ""+options.output+" \ + # " -o data_files"+os.sep+options.scenario+" -s "+options.scenario) + + return output + + +def dat_to_db(input_file, output_schema, run_partial=False): + def traverse_dat(dat_filename, search_tablename): + + result_string = "" + table_found_flag = False + + with open(dat_filename) as f: + for line in f: + line = re.sub("[#].*$", " ", line) + + if table_found_flag: + result_string += line + if re.search(";\s*$", line): + break + + if re.search("" + search_tablename + "\s*[:][=]", line): + result_string += line + table_found_flag = True + if re.search(";\s*$", line): + break + + return result_string + + #####Code Starts here + tables_single_value = ['time_exist', 'time_future', 'time_season', 'time_of_day', \ + 'tech_baseload', 'tech_resource', 'tech_production', 'tech_storage', \ + 'commodity_physical', 'commodity_demand', 'commodity_emissions'] + + partial_run_tech = ['tech_baseload', 'tech_resource', 'tech_production', 'tech_storage'] + + partial_run_comm = ['commodity_physical', 'commodity_demand', 'commodity_emissions'] + + tables_multiple_value = ['ExistingCapacity', 'Efficiency', 'LifetimeTech', \ + 'LifetimeProcess', 'EmissionActivity'] + + parsed_data = {} + + # if db_or_dat_flag: #This is an input db file + # import pdb; pdb.set_trace() + # output_schema.execute("ATTACH DATABASE ? AS db2;", "'"+input_file+"'") + # for i in db_tables: + # output_schema.execute("INSERT INTO "+i+" SELECT * FROM db2."+i+";") + + if run_partial: + comm_set = set() + tech_set = set() + for i in partial_run_comm: + raw_string = traverse_dat(input_file, i) + raw_string = re.sub("\s+", " ", raw_string) + raw_string = re.sub("^.*[:][=]", "", raw_string) + raw_string = re.sub(";\s*$", "", raw_string) + raw_string = re.sub("^\s+|\s+$", "", raw_string) + parsed_data[i] = re.split(" ", raw_string) + for datas in parsed_data[i]: + if datas == '': + continue + comm_set.add(datas) + + for i in partial_run_tech: + raw_string = traverse_dat(input_file, i) + raw_string = re.sub("\s+", " ", raw_string) + raw_string = re.sub("^.*[:][=]", "", raw_string) + raw_string = re.sub(";\s*$", "", raw_string) + raw_string = re.sub("^\s+|\s+$", "", raw_string) + parsed_data[i] = re.split(" ", raw_string) + for datas in parsed_data[i]: + if datas == '': + continue + tech_set.add(datas) + + return comm_set, tech_set + + # This is an input dat file + for i in tables_single_value: + raw_string = traverse_dat(input_file, i) + raw_string = re.sub("\s+", " ", raw_string) + raw_string = re.sub("^.*[:][=]", "", raw_string) + raw_string = re.sub(";\s*$", "", raw_string) + raw_string = re.sub("^\s+|\s+$", "", raw_string) + parsed_data[i] = re.split(" ", raw_string) + + for i in tables_multiple_value: + raw_string = traverse_dat(input_file, i) + raw_string = re.sub("\n", ",", raw_string) + raw_string = re.sub("\s+", " ", raw_string) + raw_string = re.sub("^.*[:][=]\s*,", "", raw_string) + raw_string = re.sub(",?;\s*,?$", "", raw_string) + raw_string = re.sub("^\s+|\s+$", "", raw_string) + raw_string = re.sub("\s?,\s?", ",", raw_string) + raw_string = re.sub(",+", ",", raw_string) + parsed_data[i] = re.split(",", raw_string) + + # Fill time_periods + for i in parsed_data['time_exist']: + if i is '': + continue + output_schema.execute("INSERT OR REPLACE INTO time_periods VALUES(" + i + ", 'e');") + for i in parsed_data['time_future']: + if i is '': + continue + output_schema.execute("INSERT OR REPLACE INTO time_periods VALUES(" + i + ", 'f');") + + # Fill time_season + for i in parsed_data['time_season']: + if i is '': + continue + output_schema.execute("INSERT OR REPLACE INTO time_season VALUES('" + i + "');") + + # Fill time_of_day + for i in parsed_data['time_of_day']: + if i is '': + continue + output_schema.execute("INSERT OR REPLACE INTO time_of_day VALUES('" + i + "');") + + # Fill technologies + for i in parsed_data['tech_baseload']: + if i is '': + continue + output_schema.execute("INSERT OR REPLACE INTO technologies VALUES('" + i + "', 'pb', '', '');") + for i in parsed_data['tech_storage']: + if i is '': + continue + output_schema.execute("INSERT OR REPLACE INTO technologies VALUES('" + i + "', 'ph', '', '');") + for i in parsed_data['tech_production']: + if i is '': + continue + if i in parsed_data['tech_storage']: + continue + if i in parsed_data['tech_baseload']: + continue + output_schema.execute("INSERT OR REPLACE INTO technologies VALUES('" + i + "', 'p', '', '');") + for i in parsed_data['tech_resource']: + if i is '': + continue + output_schema.execute("INSERT OR REPLACE INTO technologies VALUES('" + i + "', 'r', '', '');") + + # Fill commodities + for i in parsed_data['commodity_demand']: + if i is '': + continue + output_schema.execute("INSERT OR REPLACE INTO commodities VALUES('" + i + "', 'd', '');") + for i in parsed_data['commodity_physical']: + if i is '': + continue + output_schema.execute("INSERT OR REPLACE INTO commodities VALUES('" + i + "', 'p', '');") + for i in parsed_data['commodity_emissions']: + if i is '': + continue + output_schema.execute("INSERT OR REPLACE INTO commodities VALUES('" + i + "', 'e', '');") + + # Fill ExistingCapacity + for i in parsed_data['ExistingCapacity']: + if i is '': + continue + row_data = re.split(" ", i) + row_data.append('') + row_data.append('') + output_schema.execute("INSERT OR REPLACE INTO ExistingCapacity VALUES(?, ?, ?, ?, ?);", row_data) + + # Fill Efficiency + for i in parsed_data['Efficiency']: + if i is '': + continue + row_data = re.split(" ", i) + row_data.append('') + output_schema.execute("INSERT OR REPLACE INTO Efficiency VALUES(?, ?, ?, ?, ?, ?);", row_data) + + # Fill LifetimeTech + for i in parsed_data['LifetimeTech']: + if i is '': + continue + row_data = re.split(" ", i) + row_data.append('') + output_schema.execute("INSERT OR REPLACE INTO LifetimeTech VALUES(?, ?, ?);", row_data) + + # Fill LifetimeProcess + for i in parsed_data['LifetimeProcess']: + if i is '': + continue + row_data = re.split(" ", i) + row_data.append('') + output_schema.execute("INSERT OR REPLACE INTO LifetimeProcess VALUES(?, ?, ?, ?);", row_data) + + # Fill EmissionActivity + for i in parsed_data['EmissionActivity']: + if i is '': + continue + row_data = re.split(" ", i) + row_data.append('') + if len(row_data) is 7: + row_data.append('') + output_schema.execute("INSERT OR REPLACE INTO EmissionActivity VALUES(?, ?, ?, ?, ?, ?, ?, ?);", row_data) diff --git a/temoa/temoa_model/temoa_config.py b/temoa/temoa_model/temoa_config.py new file mode 100644 index 00000000..c58a33a5 --- /dev/null +++ b/temoa/temoa_model/temoa_config.py @@ -0,0 +1,535 @@ +""" +Tools for Energy Model Optimization and Analysis (Temoa): +An open source framework for energy systems optimization modeling + +Copyright (C) 2015, NC State University + +This program is free software; you can redistribute it and/or modify +it under the terms of the GNU General Public License as published by +the Free Software Foundation; either version 2 of the License, or +(at your option) any later version. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +GNU General Public License for more details. + +A complete copy of the GNU General Public License v2 (GPLv2) is available +in LICENSE.txt. Users uncompressing this from an archive may not have +received this license file. If not, see . +""" +import os +from os.path import abspath, isfile, splitext, dirname +from os import sep + +import re + +from definitions import PROJECT_ROOT + + +def db_2_dat(ifile, ofile, options): + # Adapted from DB_to_DAT.py + import sqlite3 + import sys + import re + import getopt + + def write_tech_mga(f): + cur.execute("SELECT tech FROM technologies") + f.write("set tech_mga :=\n") + for row in cur: + f.write(row[0] + '\n') + f.write(';\n\n') + + def write_tech_sector(f): + sectors = set() + cur.execute("SELECT sector FROM technologies") + for row in cur: + sectors.add(row[0]) + for s in sectors: + cur.execute("SELECT tech FROM technologies WHERE sector == '" + s + "'") + f.write("set tech_" + s + " :=\n") + for row in cur: + f.write(row[0] + '\n') + f.write(';\n\n') + + def query_table(t_properties, f): + t_type = t_properties[0] # table type (set or param) + t_name = t_properties[1] # table name + t_dtname = t_properties[2] # DAT table name when DB table must be subdivided + t_flag = t_properties[3] # table flag, if any + t_index = t_properties[4] # table column index after which '#' should be specified + if type(t_flag) is list: # tech production table has a list for flags; this is currently hard-wired + db_query = "SELECT * FROM " + t_name + " WHERE flag=='p' OR flag=='pb' OR flag=='ps'" + cur.execute(db_query) + if cur.fetchone() is None: + return + if t_type == "set": + f.write("set " + t_dtname + " := \n") + else: + f.write("param " + t_dtname + " := \n") + elif t_flag != '': # check to see if flag is empty, if not use it to make table + db_query = "SELECT * FROM " + t_name + " WHERE flag=='" + t_flag + "'" + cur.execute(db_query) + if cur.fetchone() is None: + return + if t_type == "set": + f.write("set " + t_dtname + " := \n") + else: + f.write("param " + t_dtname + " := \n") + else: # Only other possible case is empty flag, then 1-to-1 correspodence between DB and DAT table names + db_query = "SELECT * FROM " + t_name + cur.execute(db_query) + if cur.fetchone() is None: + return + if t_type == "set": + f.write("set " + t_name + " := \n") + else: + f.write("param " + t_name + " := \n") + cur.execute(db_query) + if t_index == 0: # make sure that units and descriptions are commented out in DAT file + for line in cur: + str_row = str(line[0]) + "\n" + f.write(str_row) + print(str_row) + else: + for line in cur: + before_comments = line[:t_index + 1] + before_comments = re.sub('[(]', '', str(before_comments)) + before_comments = re.sub('[\',)]', ' ', str(before_comments)) + after_comments = line[t_index + 2:] + after_comments = re.sub('[(]', '', str(after_comments)) + after_comments = re.sub('[\',)]', ' ', str(after_comments)) + search_afcom = re.search(r'^\W+$', str(after_comments)) # Search if after_comments is empty. + if not search_afcom: + str_row = before_comments + "# " + after_comments + "\n" + else: + str_row = before_comments + "\n" + f.write(str_row) + print(str_row) + f.write(';\n\n') + + #[set or param, table_name, DAT fieldname, flag (if any), index (where to insert '#') + table_list = [ + ['set', 'time_periods', 'time_exist', 'e', 0], + ['set', 'time_periods', 'time_future', 'f', 0], + ['set', 'time_season', '', '', 0], + ['set', 'time_of_day', '', '', 0], + ['set', 'regions', '', '', 0], + ['set', 'tech_curtailment', '', '', 0], + ['set', 'tech_flex', '', '', 0], + ['set', 'tech_rps', '', '', 1], + ['set', 'tech_reserve', '', '', 0], + ['set', 'technologies', 'tech_resource', 'r', 0], + ['set', 'technologies', 'tech_production', ['p','pb','ps'], 0], + ['set', 'technologies', 'tech_baseload', 'pb', 0], + ['set', 'technologies', 'tech_storage', 'ps', 0], + ['set', 'tech_ramping', '', '', 0], + ['set', 'tech_exchange', '', '', 0], + ['set', 'commodities', 'commodity_physical', 'p', 0], + ['set', 'commodities', 'commodity_emissions', 'e', 0], + ['set', 'commodities', 'commodity_demand', 'd', 0], + ['set', 'tech_groups', '', '', 2], + ['set', 'tech_annual', '', '', 0], + ['set', 'tech_variable', '', '', 0], + ['set', 'tech_retirement', '', '', 0], + ['set', 'groups', '', '', 0], + ['param','LinkedTechs', '', '', 3], + ['param','SegFrac', '', '', 2], + ['param','DemandSpecificDistribution','', '', 4], + ['param','CapacityToActivity', '', '', 2], + ['param','PlanningReserveMargin', '', '', 1], + ['param','GlobalDiscountRate', '', '', 0], + ['param','MyopicBaseyear', '', '', 0], + ['param','DiscountRate', '', '', 3], + ['param','EmissionActivity', '', '', 6], + ['param','EmissionLimit', '', '', 3], + ['param','Demand', '', '', 3], + ['param','TechOutputSplit', '', '', 4], + ['param','TechInputSplit', '', '', 4], + ['param','TechInputSplitAverage', '', '', 4], + ['param','MinCapacity', '', '', 3], + ['param','MaxCapacity', '', '', 3], + ['param','MinNewCapacity', '', '', 3], + ['param','MaxNewCapacity', '', '', 3], + ['param','MaxActivity', '', '', 3], + ['param','MinActivity', '', '', 3], + ['param','RenewablePortfolioStandard','', '', 2], + ['param','MinAnnualCapacityFactor', '', '', 4], + ['param','MaxAnnualCapacityFactor', '', '', 4], + ['param','MinActivityGroup', '', '', 3], + ['param','MaxActivityGroup', '', '', 3], + ['param','MinCapacityGroup', '', '', 3], + ['param','MaxCapacityGroup', '', '', 3], + ['param','MinNewCapacityGroup', '', '', 3], + ['param','MaxNewCapacityGroup', '', '', 3], + ['param','MinActivityShare', '', '', 4], + ['param','MaxActivityShare', '', '', 4], + ['param','MinCapacityShare', '', '', 4], + ['param','MaxCapacityShare', '', '', 4], + ['param','MinNewCapacityShare', '', '', 4], + ['param','MaxNewCapacityShare', '', '', 4], + ['param','MaxResource', '', '', 2], + ['param','GrowthRateMax', '', '', 2], + ['param','GrowthRateSeed', '', '', 2], + ['param','LifetimeTech', '', '', 2], + ['param','LifetimeProcess', '', '', 3], + ['param','LifetimeLoanTech', '', '', 2], + ['param','CapacityFactorTech', '', '', 4], + ['param','CapacityFactorProcess', '', '', 5], + ['param','Efficiency', '', '', 5], + ['param','ExistingCapacity', '', '', 3], + ['param','CostInvest', '', '', 3], + ['param','CostFixed', '', '', 4], + ['param','CostVariable', '', '', 4], + ['param','CapacityCredit', '', '', 4], + ['param','RampUp', '', '', 2], + ['param','RampDown', '', '', 2], + ['param','StorageInitFrac', '', '', 3], + ['param','StorageDuration', '', '', 2]] + + with open(ofile, 'w') as f: + f.write('data ;\n\n') + # connect to the database + con = sqlite3.connect(ifile, isolation_level=None) + cur = con.cursor() # a database cursor is a control structure that enables traversal over the records in a database + con.text_factory = str # this ensures data is explored with the correct UTF-8 encoding + + # Return the full list of existing tables. + table_exist = cur.execute("SELECT name FROM sqlite_master WHERE type='table'").fetchall() + table_exist = [i[0] for i in table_exist] + + for table in table_list: + if table[1] in table_exist: + query_table(table, f) + if options.mga_weight == 'integer': + write_tech_mga(f) + if options.mga_weight == 'normalized': + write_tech_sector(f) + + # Making sure the database is empty from the begining for a myopic solve + if options.myopic: + cur.execute( + "DELETE FROM Output_CapacityByPeriodAndTech WHERE scenario=" + "'" + str(options.scenario) + "'") + cur.execute("DELETE FROM Output_Emissions WHERE scenario=" + "'" + str(options.scenario) + "'") + cur.execute("DELETE FROM Output_Costs WHERE scenario=" + "'" + str(options.scenario) + "'") + cur.execute("DELETE FROM Output_Objective WHERE scenario=" + "'" + str(options.scenario) + "'") + cur.execute("DELETE FROM Output_VFlow_In WHERE scenario=" + "'" + str(options.scenario) + "'") + cur.execute("DELETE FROM Output_VFlow_Out WHERE scenario=" + "'" + str(options.scenario) + "'") + cur.execute("DELETE FROM Output_V_Capacity WHERE scenario=" + "'" + str(options.scenario) + "'") + cur.execute("DELETE FROM Output_V_NewCapacity WHERE scenario=" + "'" + str(options.scenario) + "'") + cur.execute("DELETE FROM Output_V_RetiredCapacity WHERE scenario=" + "'" + str(options.scenario) + "'") + cur.execute("DELETE FROM Output_Curtailment WHERE scenario=" + "'" + str(options.scenario) + "'") + cur.execute("DELETE FROM Output_Duals WHERE scenario=" + "'" + str(options.scenario) + "'") + cur.execute("VACUUM") + con.commit() + + cur.close() + con.close() + + +class TemoaConfig(object): + states = ( + ('mga', 'exclusive'), + ) + + tokens = ( + 'dot_dat', + 'output', + 'scenario', + 'how_to_cite', + 'version', + 'solver', + 'neos', + 'keep_pyomo_lp_file', + 'saveEXCEL', + 'myopic' + 'myopic_periods' + 'keep_myopic_databases' + 'saveDUALS' + 'saveTEXTFILE', + 'mgaslack', + 'mgaiter', + 'path_to_data', + 'path_to_logs', + 'mgaweight' + ) + + t_ANY_ignore = '[ \t]' + + def __init__(self, **kwargs): + # Make compatible with Python 2.7 and 3 + try: + import queue + except: + import Queue as queue + + self.__error = list() + self.__mga_todo = queue.Queue() + self.__mga_done = queue.Queue() + + self.file_location = None + self.dot_dat = list() # Use Kevin's name. + self.output = None # May update to a list if multiple output is required. + self.scenario = None + self.saveEXCEL = False + self.myopic = False + self.myopic_periods = 0 + self.KeepMyopicDBs = False + self.saveDUALS = False + self.saveTEXTFILE = False + self.how_to_cite = None + self.version = False + self.neos = False + self.generateSolverLP = False + self.keepPyomoLP = False + self.mga = None # mga slack value + self.mga_iter = None + self.mga_weight = None + + # To keep consistent with Kevin's argumetn parser, will be removed in the future. + self.graph_format = None + self.show_capacity = False + self.graph_type = 'separate_vintages' + self.use_splines = False + + #Introduced during UI Development + self.path_to_data = os.path.join(PROJECT_ROOT, 'data_files') #re.sub('temoa_model$', 'data_files', dirname(abspath(__file__)))# Path to where automated excel and text log folder will be save as output. + self.path_to_logs = os.path.join(PROJECT_ROOT, 'output_files', 'debug_logs') #self.path_to_data+sep+"debug_logs" #Path to where debug logs will be generated for each run. By default in debug_logs folder in db_io. + self.path_to_lp_files = None + self.abort_temoa = False + + if 'd_solver' in kwargs.keys(): + self.solver = kwargs['d_solver'] + else: + self.solver = None + + def __repr__(self): + width = 25 + spacer = '\n' + '-' * width + '\n' + msg = spacer + msg += '{:>{}s}: {}\n'.format('Config file', width, self.file_location) + for i in self.dot_dat: + if self.dot_dat.index(i) == 0: + msg += '{:>{}s}: {}\n'.format('Input file', width, i) + else: + msg += '{:>25s} {}\n'.format(' ', i) + msg += '{:>{}s}: {}\n'.format('Output file', width, self.output) + msg += '{:>{}s}: {}\n'.format('Scenario', width, self.scenario) + msg += '{:>{}s}: {}\n'.format('Spreadsheet output', width, self.saveEXCEL) + msg += '{:>{}s}: {}\n'.format('Myopic scheme', width, self.myopic) + msg += '{:>{}s}: {}\n'.format('Myopic years', width, self.myopic_periods) + msg += '{:>{}s}: {}\n'.format('Retain myopic databases', width, self.KeepMyopicDBs) + msg += spacer + msg += '{:>{}s}: {}\n'.format('Citation output status', width, self.how_to_cite) + msg += '{:>{}s}: {}\n'.format('NEOS status', width, self.neos) + msg += '{:>{}s}: {}\n'.format('Version output status', width, self.version) + msg += spacer + msg += '{:>{}s}: {}\n'.format('Selected solver status', width, self.solver) + msg += '{:>{}s}: {}\n'.format('Solver LP write status', width, self.generateSolverLP) + msg += '{:>{}s}: {}\n'.format('Pyomo LP write status', width, self.keepPyomoLP) + msg += spacer + msg += '{:>{}s}: {}\n'.format('MGA slack value', width, self.mga) + msg += '{:>{}s}: {}\n'.format('MGA # of iterations', width, self.mga_iter) + msg += '{:>{}s}: {}\n'.format('MGA weighting method', width, self.mga_weight) + msg += '**NOTE: If you are performing MGA runs, navigate to the DAT file and make any modifications to the MGA sets before proceeding.' + return msg + + def t_ANY_COMMENT(self, t): + r'\#.*' + pass + + def t_dot_dat(self, t): + r'--input[\s\=]+[-\\\/\:\.\~\w]+(\.dat|\.db|\.sqlite)\b' + self.dot_dat.append(abspath(t.value.replace('=', ' ').split()[1])) + + def t_output(self, t): + r'--output[\s\=]+[-\\\/\:\.\~\w]+(\.db|\.sqlite)\b' + self.output = abspath(t.value.replace('=', ' ').split()[1]) + + def t_scenario(self, t): + r'--scenario[\s\=]+[-\\\/\:\.\~\w]+\b' + self.scenario = t.value.replace('=', ' ').split()[1] + + def t_saveEXCEL(self, t): + r'--saveEXCEL\b' + self.saveEXCEL = True + + def t_saveDUALS(self, t): + r'--saveDUALS\b' + self.saveDUALS = True + + def t_myopic(self, t): + r'--myopic\b' + self.myopic = True + + def t_myopic_periods(self, t): + r'--myopic_periods[\s\=]+[\d]+' + self.myopic_periods = int(t.value.replace('=', ' ').split()[1]) + + def t_keep_myopic_databases(self, t): + r'--keep_myopic_databases\b' + self.KeepMyopicDBs = True + + def t_saveTEXTFILE(self, t): + r'--saveTEXTFILE\b' + self.saveTEXTFILE = True + + def t_path_to_data(self, t): + r'--path_to_data[\s\=]+[-\\\/\:\.\~\w\ ]+\b' + self.path_to_data = abspath(t.value.replace('=', ',').split(",")[1]) + + def t_path_to_logs(self, t): + r'--path_to_logs[\s\=]+[-\\\/\:\.\~\w\ ]+\b' + self.path_to_logs = abspath(t.value.replace('=', ',').split(",")[1]) + + def t_how_to_cite(self, t): + r'--how_to_cite\b' + self.how_to_cite = True + + def t_version(self, t): + r'--version\b' + self.version = True + + def t_neos(self, t): + r'--neos\b' + self.neos = True + + def t_solver(self, t): + r'--solver[\s\=]+\w+\b' + self.solver = t.value.replace('=', ' ').split()[1] + + def t_keep_pyomo_lp_file(self, t): + r'--keep_pyomo_lp_file\b' + self.keepPyomoLP = True + + def t_begin_mga(self, t): + r'--mga[\s\=]+\{' + t.lexer.push_state('mga') + t.lexer.level = 1 + + def t_mga_mgaslack(self, t): + r'slack[\s\=]+[\.\d]+' + self.mga = float(t.value.replace('=', ' ').split()[1]) + + def t_mga_mgaiter(self, t): + r'iteration[\s\=]+[\d]+' + self.mga_iter = int(t.value.replace('=', ' ').split()[1]) + + def t_mga_mgaweight(self, t): + r'weight[\s\=]+(integer|normalized|distance)\b' + self.mga_weight = t.value.replace('=', ' ').split()[1] + + def t_mga_end(self, t): + r'\}' + t.lexer.pop_state() + t.lexer.level -= 1 + + def t_ANY_newline(self, t): + r'\n+|(\r\n)+|\r+' # '\n' (In linux) = '\r\n' (In Windows) = '\r' (In Mac OS) + t.lexer.lineno += len(t.value) + + def t_ANY_error(self, t): + if not self.__error: + self.__error.append({'line': [t.lineno, t.lineno], 'index': [t.lexpos, t.lexpos], 'value': t.value[0]}) + elif t.lexpos - self.__error[-1]['index'][-1] == 1: + self.__error[-1]['line'][-1] = t.lineno + self.__error[-1]['index'][-1] = t.lexpos + self.__error[-1]['value'] += t.value[0] + else: + self.__error.append({'line': [t.lineno, t.lineno], 'index': [t.lexpos, t.lexpos], 'value': t.value[0]}) + t.lexer.skip(1) + + def next_mga(self): + if not self.__mga_todo.empty(): + self.__mga_done.put(self.scenario) + self.scenario = self.__mga_todo.get() + return True + else: + return False + + def build(self, **kwargs): + import ply.lex as lex, os, sys + + db_or_dat = True # True means input file is a db file. False means input is a dat file. + + if 'config' in kwargs: + if isfile(kwargs['config']): + self.file_location = abspath(kwargs.pop('config')) + else: + msg = 'No such file exists: {}'.format(kwargs.pop('config')) + raise Exception(msg) + + self.lexer = lex.lex(module=self, **kwargs) + if self.file_location: + try: + with open(self.file_location, encoding="utf8") as f: + self.lexer.input(f.read()) + except: + with open(self.file_location, 'r') as f: + self.lexer.input(f.read()) + while True: + tok = self.lexer.token() + if not tok: break + + if self.__error: + width = 25 + msg = '\nIllegal character(s) in config file:\n' + msg += '-' * width + '\n' + for e in self.__error: + msg += "Line {} to {}: '{}'\n".format(e['line'][0], e['line'][1], e['value']) + msg += '-' * width + '\n' + sys.stderr.write(msg) + + try: + txt_file = open(self.path_to_logs + os.sep + "Complete_OutputLog.log", "w") + except BaseException as io_exc: + sys.stderr.write( + "Log file cannot be opened. Please check path. Trying to find:\n" + self.path_to_logs + " folder\n") + txt_file = open("OutputLog.log", "w") + + txt_file.write(msg) + txt_file.close() + self.abort_temoa = True + + if not self.dot_dat: + raise Exception('Input file not specified.') + + for i in self.dot_dat: + if not isfile(i): + raise Exception('Cannot locate input file: {}'.format(i)) + i_name, i_ext = splitext(i) + if (i_ext == '.dat') or (i_ext == '.txt'): + db_or_dat = False + elif (i_ext == '.db') or (i_ext == '.sqlite') or (i_ext == '.sqlite3') or (i_ext == 'sqlitedb'): + db_or_dat = True + + if not self.output and db_or_dat: + raise Exception('Output file not specified.') + + if db_or_dat and not isfile(self.output): + raise Exception('Cannot locate output file: {}.'.format(self.output)) + + if not self.scenario and db_or_dat: + raise Exception('Scenario name not specified.') + + if self.mga_iter: + for i in range(self.mga_iter): + self.__mga_todo.put(self.scenario + '_mga_' + str(i)) + + f = open(os.devnull, 'w'); + sys.stdout = f # Suppress the original DB_to_DAT.py output + + counter = 0 + + for ifile in self.dot_dat: + i_name, i_ext = splitext(ifile) + if i_ext != '.dat': + ofile = i_name + '.dat' + db_2_dat(ifile, ofile, self) + self.dot_dat[self.dot_dat.index(ifile)] = ofile + counter += 1 + f.close() + sys.stdout = sys.__stdout__ + if counter > 0: + sys.stderr.write("\n{} .db DD file(s) converted\n".format(counter)) diff --git a/temoa/temoa_model/temoa_initialize.py b/temoa/temoa_model/temoa_initialize.py new file mode 100644 index 00000000..ad9abb1b --- /dev/null +++ b/temoa/temoa_model/temoa_initialize.py @@ -0,0 +1,1200 @@ +""" +Tools for Energy Model Optimization and Analysis (Temoa): +An open source framework for energy systems optimization modeling + +Copyright (C) 2015, NC State University + +This program is free software; you can redistribute it and/or modify +it under the terms of the GNU General Public License as published by +the Free Software Foundation; either version 2 of the License, or +(at your option) any later version. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +GNU General Public License for more details. + +A complete copy of the GNU General Public License v2 (GPLv2) is available +in LICENSE.txt. Users uncompressing this from an archive may not have +received this license file. If not, see . +""" + +from operator import itemgetter as iget +from itertools import product as cross_product +from sys import argv, stderr as SE, stdout as SO + +# Ensure compatibility with Python 2.7 and 3 +try: + from cStringIO import StringIO +except ImportError: + from io import StringIO + +try: + from pyomo.core import (AbstractModel, BuildAction, Constraint, NonNegativeReals, Reals, Objective, Param, Set, Var, + minimize, value) + +except: + msg = """ +Unable to find 'pyomo.core.' Check to make sure pyomo is installed, and that +you are running a version compatible with Temoa. +""" + + raise ImportError(msg) +from logging import getLogger + +logger = getLogger(__name__) + + +class TemoaModel(AbstractModel): + def __init__(self, *args, **kwds): + AbstractModel.__init__(self, *args, **kwds) + self.processInputs = dict() + self.processOutputs = dict() + self.processLoans = dict() + self.activeFlow_rpsditvo = None + self.activeFlow_rpitvo = None + self.activeFlex_rpsditvo = None + self.activeFlex_rpitvo = None + self.activeFlowInStorage_rpsditvo = None + self.activeCurtailment_rpsditvo = None + self.activeActivity_rptv = None + self.activeCapacity_rtv = None + self.activeCapacityAvailable_rpt = None + self.activeCapacityAvailable_rptv = None + self.commodityDStreamProcess = dict() # The downstream process of a commodity during a period + self.commodityUStreamProcess = dict() # The upstream process of a commodity during a period + self.ProcessInputsByOutput = dict() + self.ProcessOutputsByInput = dict() + self.processTechs = dict() + self.processReservePeriods = dict() + self.processVintages = dict() + self.baseloadVintages = dict() + self.curtailmentVintages = dict() + self.storageVintages = dict() + self.rampVintages = dict() + self.inputsplitVintages = dict() + self.inputsplitaverageVintages = dict() + self.outputsplitVintages = dict() + self.ProcessByPeriodAndOutput = dict() + self.exportRegions = dict() + self.importRegions = dict() + self.flex_commodities = set() + + +# --------------------------------------------------------------- +# Validation and initialization routines. +# There are a variety of functions in this section that do the following: +# Check valid indices, validate parameter specifications, and set default +# parameter values. +# --------------------------------------------------------------- + +def isValidProcess(self, r, p, i, t, v, o): + """\ +Returns a boolean (True or False) indicating whether, in any given period, a +technology can take a specified input carrier and convert it to and specified +output carrier. Not currently used. +""" + index = (r, p, t, v) + if index in self.processInputs and index in self.processOutputs: + if i in self.processInputs[index]: + if o in self.processOutputs[index]: + return True + + return False + + +def get_str_padding(obj): + return len(str(obj)) + + +def CommodityBalanceConstraintErrorCheck(vflow_out, vflow_in, r, p, s, d, c): + if int is type(vflow_out): + flow_in_expr = StringIO() + vflow_in.pprint(ostream=flow_in_expr) + msg = ("Unable to meet an interprocess '{}' transfer in ({}, {}, {}).\n" + 'No flow out. Constraint flow in:\n {}\n' + 'Possible reasons:\n' + " - Is there a missing period in set 'time_future'?\n" + " - Is there a missing tech in set 'tech_resource'?\n" + " - Is there a missing tech in set 'tech_production'?\n" + " - Is there a missing commodity in set 'commodity_physical'?\n" + ' - Are there missing entries in the Efficiency parameter?\n' + ' - Does a process need a longer LifetimeProcess parameter setting?') + logger.error(msg) + raise Exception(msg.format( + r, c, s, d, p, flow_in_expr.getvalue() + )) + + +def CommodityBalanceConstraintErrorCheckAnnual(vflow_out, vflow_in, r, p, c): + if int is type(vflow_out): + flow_in_expr = StringIO() + vflow_in.pprint(ostream=flow_in_expr) + msg = ("Unable to meet an interprocess '{}' transfer in ({}, {}, {}).\n" + 'No flow out. Constraint flow in:\n {}\n' + 'Possible reasons:\n' + " - Is there a missing period in set 'time_future'?\n" + " - Is there a missing tech in set 'tech_resource'?\n" + " - Is there a missing tech in set 'tech_production'?\n" + " - Is there a missing commodity in set 'commodity_physical'?\n" + ' - Are there missing entries in the Efficiency parameter?\n' + ' - Does a process need a longer LifetimeProcess parameter setting?') + logger.error(msg) + raise Exception(msg.format( + r, c, p, flow_in_expr.getvalue() + )) + + +def DemandConstraintErrorCheck(supply, r, p, s, d, dem): + if int is type(supply): + msg = ("Error: Demand '{}' for ({}, {}, {}) unable to be met by any " + 'technology.\n\tPossible reasons:\n' + ' - Is the Efficiency parameter missing an entry for this demand?\n' + ' - Does a tech that satisfies this demand need a longer ' + 'LifetimeProcess?\n') + logger.error(msg) + raise Exception(msg.format(r, dem, p, s, d)) + + +def validate_time(M): + """ + We check for integer status here, rather then asking Pyomo to do this via + a 'within=Integers' clause in the definition so that we can have a very + specific error message. If we instead use Pyomo's mechanism, the + python invocation of Temoa throws an error (including a traceback) + that has proven to be scary and/or impenetrable for the typical modeler. + """ + for year in M.time_exist: + if isinstance(year, int): continue + + msg = ('Set "time_exist" requires integer-only elements.\n\n Invalid ' + 'element: "{}"') + logger.error(msg) + raise Exception(msg.format(year)) + + for year in M.time_future: + if isinstance(year, int): continue + + msg = ('Set "time_future" requires integer-only elements.\n\n Invalid ' + 'element: "{}"') + logger.error(msg.format(year)) + raise Exception(msg.format(year)) + + if len(M.time_future) < 2: + msg = ('Set "time_future" needs at least 2 specified years. Temoa ' + 'treats the integer numbers specified in this set as boundary years ' + 'between periods, and uses them to automatically ascertain the length ' + '(in years) of each period. Note that this means that there will be ' + 'one less optimization period than the number of elements in this set.' + ) + logger.error(msg) + raise Exception(msg) + + # Ensure that the time_exist < time_future + max_exist = max(M.time_exist) + min_horizon = min(M.time_future) + + if not (max_exist < min_horizon): + msg = ('All items in time_future must be larger than in time_exist.\n' + 'time_exist max: {}\ntime_future min: {}') + logger.error(msg.format(max_exist, min_horizon)) + raise Exception(msg.format(max_exist, min_horizon)) + + +def validate_SegFrac(M): + total = sum(i for i in M.SegFrac.itervalues()) + + if abs(float(total) - 1.0) > 0.001: + # We can't explicitly test for "!= 1.0" because of incremental rounding + # errors associated with the specification of SegFrac by time slice, + # but we check to make sure it is within the specified tolerance. + + key_padding = max(map(get_str_padding, M.SegFrac.sparse_iterkeys())) + + format = "%%-%ds = %%s" % key_padding + # Works out to something like "%-25s = %s" + + items = sorted(M.SegFrac.items()) + items = '\n '.join(format % (str(k), v) for k, v in items) + + msg = ('The values of the SegFrac parameter do not sum to 1. Each item ' + 'in SegFrac represents a fraction of a year, so they must total to ' + '1. Current values:\n {}\n\tsum = {}') + logger.error(msg.format(items, total)) + raise Exception(msg.format(items, total)) + + +def CheckEfficiencyIndices(M): + """ + Ensure that there are no unused items in any of the Efficiency index sets. + """ + c_physical = set(i for r, i, t, v, o in M.Efficiency.sparse_iterkeys()) + techs = set(t for r, i, t, v, o in M.Efficiency.sparse_iterkeys()) + c_outputs = set(o for r, i, t, v, o in M.Efficiency.sparse_iterkeys()) + + symdiff = c_physical.symmetric_difference(M.commodity_physical) + if symdiff: + msg = ('Unused or unspecified physical carriers. Either add or remove ' + 'the following elements to the Set commodity_physical.' + '\n\n Element(s): {}') + symdiff = (str(i) for i in symdiff) + f_msg = msg.format(', '.join(symdiff)) + logger.error(f_msg) + raise Exception(f_msg) + + symdiff = techs.symmetric_difference(M.tech_all) + if symdiff: + msg = ('Unused or unspecified technologies. Either add or remove ' + 'the following technology(ies) to the tech_resource or ' + 'tech_production Sets.\n\n Technology(ies): {}') + symdiff = (str(i) for i in symdiff) + f_msg = msg.format(', '.join(symdiff)) + logger.error(f_msg) + raise Exception(f_msg) + + diff = M.commodity_demand - c_outputs + if diff: + msg = ('Unused or unspecified outputs. Either add or remove the ' + 'following elements to the commodity_demand Set.' + '\n\n Element(s): {}') + diff = (str(i) for i in diff) + f_msg = msg.format(', '.join(diff)) + logger.error(f_msg) + raise Exception(f_msg) + + +def CreateCapacityFactors(M): + """ + Steps to creating capacity factors: + 1. Collect all possible processes + 2. Find the ones _not_ specified in CapacityFactorProcess + 3. Set them, based on CapacityFactorTech. + """ + # Shorter names, for us lazy programmer types + CFP = M.CapacityFactorProcess + + # Step 1 + processes = set((r, t, v) for r, i, t, v, o in M.Efficiency.sparse_iterkeys()) + + all_cfs = set((r, s, d, t, v) + + for (r, t, v), s, d in cross_product(processes, M.time_season, M.time_of_day)) + + # Step 2 + unspecified_cfs = all_cfs.difference(CFP.sparse_iterkeys()) + + # Step 3 + + # Some hackery: We futz with _constructed because Pyomo thinks that this + # Param is already constructed. However, in our view, it is not yet, + # because we're specifically targeting values that have not yet been + # constructed, that we know are valid, and that we will need. + + if unspecified_cfs: + # CFP._constructed = False + for r, s, d, t, v in unspecified_cfs: + CFP[r, s, d, t, v] = M.CapacityFactorTech[r, s, d, t] + logger.debug("Created Capacity Factors for %d unspecified processes.", len(unspecified_cfs)) + # CFP._constructed = True + + +def CreateLifetimes(M): + """ + Steps to creating lifetimes: + 1. Collect all possible processes + 2. Find the ones _not_ specified in LifetimeProcess and LifetimeLoanProcess + 3. Set them, based on Lifetime*Tech. + """ + + # Shorter names, for us lazy programmer types + LLN = M.LifetimeLoanProcess + LPR = M.LifetimeProcess + + # Step 1 + lprocesses = set(M.LifetimeLoanProcess_rtv) + processes = set(M.LifetimeProcess_rtv) + + # Step 2 + unspecified_loan_lives = lprocesses.difference(LLN.sparse_iterkeys()) + unspecified_tech_lives = processes.difference(LPR.sparse_iterkeys()) + + # Step 3 + + # Some hackery: We futz with _constructed because Pyomo thinks that this + # Param is already constructed. However, in our view, it is not yet, + # because we're specifically targeting values that have not yet been + # constructed, that we know are valid, and that we will need. + + if unspecified_loan_lives: + # LLN._constructed = False + for r, t, v in unspecified_loan_lives: + LLN[r, t, v] = M.LifetimeLoanTech[(r, t)] + logger.debug("Created Loan Lives for %d processes without an explicit specification.", + len(unspecified_loan_lives)) + # LLN._constructed = True + + if unspecified_tech_lives: + # LPR._constructed = False + for r, t, v in unspecified_tech_lives: + LPR[r, t, v] = M.LifetimeTech[(r, t)] + logger.debug("Created Lifetime for %d processes without an explicit specification.", + len(unspecified_tech_lives)) + # LPR._constructed = True + + +def CreateDemands(M): + """ + Steps to create the demand distributions + 1. Use Demand keys to ensure that all demands in commodity_demand are used + 2. Find any slices not set in DemandDefaultDistribution, and set them based + on the associated SegFrac slice. + 3. Validate that the DemandDefaultDistribution sums to 1. + 4. Find any per-demand DemandSpecificDistribution values not set, and set + set them from DemandDefaultDistribution. Note that this only sets a + distribution for an end-use demand if the user has *not* specified _any_ + anything for that end-use demand. Thus, it is up to the user to fully + specify the distribution, or not. No in-between. + 5. Validate that the per-demand distributions sum to 1. + """ + + # Step 0: some setup for a couple of reusable items + + # iget(3): 3 = magic number to specify the fourth column. Currently the + # demand in the tuple (r, s, d, dem) + DSD_dem_getter = iget(3) + + # iget(0): 0 = magic number to specify the first column. Currently the + # demand in the tuple (r, s, d, dem) + DSD_region_getter = iget(0) + + # Step 1 + used_dems = set(dem for r, p, dem in M.Demand.sparse_iterkeys()) + unused_dems = sorted(M.commodity_demand.difference(used_dems)) + if unused_dems: + for dem in unused_dems: + msg = ("Warning: Demand '{}' is unused\n") + logger.warning(msg.format(dem)) + SE.write(msg.format(dem)) + + # Step 2 + DDD = M.DemandDefaultDistribution # Shorter, for us lazy programmer types + unset_defaults = set(M.SegFrac.sparse_iterkeys()) + unset_defaults.difference_update(DDD.sparse_iterkeys()) + if unset_defaults: + # Some hackery because Pyomo thinks that this Param is constructed. + # However, in our view, it is not yet, because we're specifically + # targeting values that have not yet been constructed, that we know are + # valid, and that we will need. + # DDD._constructed = False + for tslice in unset_defaults: + DDD[tslice] = M.SegFrac[tslice] # DDD._constructed = True + + # Step 3 + total = sum(i for i in DDD.itervalues()) + if abs(value(total) - 1.0) > 0.001: + # We can't explicitly test for "!= 1.0" because of incremental rounding + # errors associated with the specification of demand shares by time slice, + # but we check to make sure it is within the specified tolerance. + + key_padding = max(map(get_str_padding, DDD.sparse_iterkeys())) + + format = "%%-%ds = %%s" % key_padding + # Works out to something like "%-25s = %s" + + items = sorted(DDD.items()) + items = '\n '.join(format % (str(k), v) for k, v in items) + + msg = ('The values of the DemandDefaultDistribution parameter do not ' + 'sum to 1. The DemandDefaultDistribution specifies how end-use ' + 'demands are distributed among the time slices (i.e., time_season, ' + 'time_of_day), so together, the data must total to 1. Current ' + 'values:\n {}\n\tsum = {}') + logger.error(msg.format(items, total)) + raise Exception(msg.format(items, total)) + + # Step 4 + DSD = M.DemandSpecificDistribution + + demands_specified = set(map(DSD_dem_getter, (i for i in DSD.sparse_iterkeys()))) + unset_demand_distributions = used_dems.difference(demands_specified) + unset_distributions = set(cross_product(M.regions, M.time_season, M.time_of_day, unset_demand_distributions)) + + if unset_distributions: + # Some hackery because Pyomo thinks that this Param is constructed. + # However, in our view, it is not yet, because we're specifically + # targeting values that have not yet been constructed, that we know are + # valid, and that we will need. + # DSD._constructed = False + for r, s, d, dem in unset_distributions: + DSD[r, s, d, dem] = DDD[s, d] # DSD._constructed = True + + # Step 5 + used_reg_dems = set((r, dem) for r, p, dem in M.Demand.sparse_iterkeys()) + for (r, dem) in used_reg_dems: + keys = (k for k in DSD.sparse_iterkeys() if DSD_dem_getter(k) == dem and DSD_region_getter(k) == r) + total = sum(DSD[i] for i in keys) + if abs(value(total) - 1.0) > 0.001: + # We can't explicitly test for "!= 1.0" because of incremental rounding + # errors associated with the specification of demand shares by time slice, + # but we check to make sure it is within the specified tolerance. + + keys = [k for k in DSD.sparse_iterkeys() if DSD_dem_getter(k) == dem and DSD_region_getter(k) == r] + key_padding = max(map(get_str_padding, keys)) + + format = "%%-%ds = %%s" % key_padding + # Works out to something like "%-25s = %s" + + items = sorted((k, DSD[k]) for k in keys) + items = '\n '.join(format % (str(k), v) for k, v in items) + + msg = ('The values of the DemandSpecificDistribution parameter do not ' + 'sum to 1. The DemandSpecificDistribution specifies how end-use ' + 'demands are distributed per time-slice (i.e., time_season, ' + 'time_of_day). Within each end-use Demand, then, the distribution ' + 'must total to 1.\n\n Demand-specific distribution in error: ' + ' {}\n\n {}\n\tsum = {}') + logger.error(msg.format(dem, items, total)) + raise Exception(msg.format(dem, items, total)) + + +def CreateCosts(M): + """ + Steps to creating fixed and variable costs: + 1. Collect all possible cost indices (CostFixed, CostVariable) + 2. Find the ones _not_ specified in CostFixed and CostVariable + 3. Set them, based on Cost*VintageDefault + """ + + # Shorter names, for us lazy programmer types + CF = M.CostFixed + CV = M.CostVariable + + # Step 1 + fixed_indices = set(M.CostFixed_rptv) + var_indices = set(M.CostVariable_rptv) + + # Step 2 + unspecified_fixed_prices = fixed_indices.difference(CF.sparse_iterkeys()) + unspecified_var_prices = var_indices.difference(CV.sparse_iterkeys()) + + # Step 3 + + # Some hackery: We futz with _constructed because Pyomo thinks that this + # Param is already constructed. However, in our view, it is not yet, + # because we're specifically targeting values that have not yet been + # constructed, that we know are valid, and that we will need. + + if unspecified_fixed_prices: + # CF._constructed = False + for r, p, t, v in unspecified_fixed_prices: + if (r, t, v) in M.CostFixedVintageDefault: + CF[r, p, t, v] = M.CostFixedVintageDefault[r, t, v] # CF._constructed = True + + if unspecified_var_prices: + # CV._constructed = False + for r, p, t, v in unspecified_var_prices: + if (r, t, v) in M.CostVariableVintageDefault: + CV[r, p, t, v] = M.CostVariableVintageDefault[r, t, v] + # CV._constructed = True + logger.debug('created M.CostFixed with size: %d', len(M.CostFixed)) + logger.debug('created M.CostVariable with size: %d', len(M.CostVariable)) + + +def init_set_time_optimize(M): + return sorted(M.time_future)[:-1] + + +def init_set_vintage_exist(M): + return sorted(M.time_exist) + + +def init_set_vintage_optimize(M): + return sorted(M.time_optimize) + + +def CreateRegionalIndices(M): + regional_indices = set() + for r_i in M.regions: + if "-" in r_i: + logger.error("Individual region names can not have '-' in their names: %s", str(r_i)) + raise Exception("Individual region names can not have '-' in their names: " + str(r_i)) + for r_j in M.regions: + if r_i == r_j: + regional_indices.add(r_i) + else: + regional_indices.add(r_i + "-" + r_j) + return regional_indices + + +# --------------------------------------------------------------- +# The functions below perform the sparse matrix indexing, allowing Pyomo to only +# create the necessary parameter, variable, and constraint indices. This +# cuts down *tremendously* on memory usage, which decreases time and increases +# the maximum specifiable problem size. +# +# It begins below in CreateSparseDicts, which creates a set of +# dictionaries that serve as the basis of the sparse indices. +# --------------------------------------------------------------- + +def CreateSparseDicts(M): + """ + This function creates customized dictionaries with only the key / value pairs + defined in the associated datafile. The dictionaries defined here are used to + do the sparse matrix indexing for all parameters, variables, and constraints + in the model. The function works by looping over the sparse indices in the + Efficiency table. For each iteration of the loop, the appropriate key / value + pairs are defined as appropriate for each dictionary. + """ + l_first_period = min(M.time_future) + l_exist_indices = M.ExistingCapacity.sparse_keys() + l_used_techs = set() + + # The basis for the dictionaries are the sparse keys defined in the + # Efficiency table. + logger.debug('Starting creation of SparseDicts with Efficiency table size: %d', len(M.Efficiency)) + for r, i, t, v, o in M.Efficiency.sparse_iterkeys(): + if "-" in r and t not in M.tech_exchange: + msg = "Technology " + str(t) + " seems to be an exchange \ + technology but it is not specified in tech_exchange set" + logger.error(msg) + raise Exception(msg) + l_process = (r, t, v) + l_lifetime = value(M.LifetimeProcess[l_process]) + # Do some error checking for the user. + if v in M.vintage_exist: + if l_process not in l_exist_indices: + msg = ('Warning: %s has a specified Efficiency, but does not ' + 'have any existing install base (ExistingCapacity).\n') + SE.write(msg % str(l_process)) + continue + if 0 == M.ExistingCapacity[l_process]: + msg = ('Notice: Unnecessary specification of ExistingCapacity ' + '%s. If specifying a capacity of zero, you may simply ' + 'omit the declaration.\n') + SE.write(msg % str(l_process)) + continue + if v + l_lifetime <= l_first_period: + msg = ('\nWarning: %s specified as ExistingCapacity, but its ' + 'LifetimeProcess parameter does not extend past the beginning ' + 'of time_future. (i.e. useless parameter)' + '\n\tLifetime: %s' + '\n\tFirst period: %s\n') + SE.write(msg % (l_process, l_lifetime, l_first_period)) + continue + + eindex = (r, i, t, v, o) + if 0 == M.Efficiency[eindex]: + msg = ('\nNotice: Unnecessary specification of Efficiency %s. If ' + 'specifying an efficiency of zero, you may simply omit the ' + 'declaration.\n') + SE.write(msg % str(eindex)) + continue + + l_used_techs.add(t) + + if t in M.tech_flex: + M.flex_commodities.add(o) + + # Add in the period (p) index, since it's not included in the efficiency + # table. + for p in M.time_optimize: + # Can't build a vintage before it's been invented + if p < v: continue + + pindex = (r, p, t, v) + + if v in M.time_optimize: + l_loan_life = value(M.LifetimeLoanProcess[l_process]) + if v + l_loan_life >= p: + M.processLoans[pindex] = True + + # if tech is no longer active, don't include it + if v + l_lifetime <= p: continue + + # Here we utilize the indices in a given iteration of the loop to + # create the dictionary keys, and initialize the associated values + # to an empty set. + if pindex not in M.processInputs: + M.processInputs[pindex] = set() + M.processOutputs[pindex] = set() + if (r, p, i) not in M.commodityDStreamProcess: + M.commodityDStreamProcess[r, p, i] = set() + if (r, p, o) not in M.commodityUStreamProcess: + M.commodityUStreamProcess[r, p, o] = set() + if (r, p, t, v, i) not in M.ProcessOutputsByInput: + M.ProcessOutputsByInput[r, p, t, v, i] = set() + if (r, p, t, v, o) not in M.ProcessInputsByOutput: + M.ProcessInputsByOutput[r, p, t, v, o] = set() + if (r, t) not in M.processTechs: + M.processTechs[r, t] = set() + # While the dictionary just above indentifies the vintage (v) + # associated with each (r,p,t) we need to do the same below for various + # technology subsets. + if (r, p, t) not in M.processVintages: + M.processVintages[r, p, t] = set() + if t in M.tech_curtailment and (r, p, t) not in M.curtailmentVintages: + M.curtailmentVintages[r, p, t] = set() + if t in M.tech_baseload and (r, p, t) not in M.baseloadVintages: + M.baseloadVintages[r, p, t] = set() + if t in M.tech_storage and (r, p, t) not in M.storageVintages: + M.storageVintages[r, p, t] = set() + if t in M.tech_ramping and (r, p, t) not in M.rampVintages: + M.rampVintages[r, p, t] = set() + if (r, p, i, t) in M.TechInputSplit.sparse_iterkeys() and (r, p, i, t) not in M.inputsplitVintages: + M.inputsplitVintages[r, p, i, t] = set() + if (r, p, i, t) in M.TechInputSplitAverage.sparse_iterkeys() and ( + r, p, i, t) not in M.inputsplitaverageVintages: + M.inputsplitaverageVintages[r, p, i, t] = set() + if (r, p, t, o) in M.TechOutputSplit.sparse_iterkeys() and (r, p, t, o) not in M.outputsplitVintages: + M.outputsplitVintages[r, p, t, o] = set() + if t in M.tech_resource and (r, p, o) not in M.ProcessByPeriodAndOutput: + M.ProcessByPeriodAndOutput[r, p, o] = set() + if t in M.tech_reserve and (r, p) not in M.processReservePeriods: + M.processReservePeriods[r, p] = set() + # TODO: This construct is goofy. Using regex to split a string. Perhaps consider a SQL query + # to a table that has exchange members by tech (future growth?) + if t in M.tech_exchange and (r[:r.find("-")], p, i) not in M.exportRegions: + M.exportRegions[r[:r.find( + "-")], p, i] = set() # since t is in M.tech_exchange, r here has *-* format (e.g. 'US-Mexico'). # r[:r.find("-")] extracts the region index before the "-". + if t in M.tech_exchange and (r[r.find("-") + 1:], p, o) not in M.importRegions: + M.importRegions[r[r.find("-") + 1:], p, o] = set() + + # Now that all of the keys have been defined, and values initialized + # to empty sets, we fill in the appropriate values for each + # dictionary. + M.processInputs[pindex].add(i) + M.processOutputs[pindex].add(o) + M.commodityDStreamProcess[r, p, i].add((t, v)) + M.commodityUStreamProcess[r, p, o].add((t, v)) + M.ProcessOutputsByInput[r, p, t, v, i].add(o) + M.ProcessInputsByOutput[r, p, t, v, o].add(i) + M.processTechs[r, t].add((p, v)) + M.processVintages[r, p, t].add(v) + if t in M.tech_curtailment: + M.curtailmentVintages[r, p, t].add(v) + if t in M.tech_baseload: + M.baseloadVintages[r, p, t].add(v) + if t in M.tech_storage: + M.storageVintages[r, p, t].add(v) + if t in M.tech_ramping: + M.rampVintages[r, p, t].add(v) + if (r, p, i, t) in M.TechInputSplit.sparse_iterkeys(): + M.inputsplitVintages[r, p, i, t].add(v) + if (r, p, i, t) in M.TechInputSplitAverage.sparse_iterkeys(): + M.inputsplitaverageVintages[r, p, i, t].add(v) + if (r, p, t, o) in M.TechOutputSplit.sparse_iterkeys(): + M.outputsplitVintages[r, p, t, o].add(v) + if t in M.tech_resource: + M.ProcessByPeriodAndOutput[r, p, o].add((i, t, v)) + if t in M.tech_reserve: + M.processReservePeriods[r, p].add((t, v)) + if t in M.tech_exchange: + M.exportRegions[r[:r.find("-")], p, i].add((r[r.find("-") + 1:], t, v, o)) + if t in M.tech_exchange: + M.importRegions[r[r.find("-") + 1:], p, o].add((r[:r.find("-")], t, v, i)) + + for (r, i, t, v, o) in M.Efficiency.sparse_iterkeys(): + if t in M.tech_exchange: + reg = r.split('-')[0] + for (r1, i1, t1, v1, o1) in M.Efficiency.sparse_iterkeys(): + if (r1 == reg) & (o1 == i): + for p in M.time_optimize: + if (r1, p, o1) not in M.commodityDStreamProcess: + msg = ('The {} process in region {} has no downstream process other ' + 'than a transport ({}) process. This will cause the commodity balance ' + 'constraint to fail. Add a dummy technology downstream of the {} ' + 'process to the Efficiency table to avoid this issue. ' + 'The dummy technology should have the same region and vintage as the {} process, ' + 'an efficiency of 100%, with the {} commodity as the input and output. ' + 'The dummy technology may also need a corresponding row in the ExistingCapacity ' + 'table with capacity values that equal the {} technology.') + f_msg = msg.format(t1, r1, t, t1, t1, o1, t1) + logger.error(f_msg) + raise Exception(f_msg) + + l_unused_techs = M.tech_all - l_used_techs + if l_unused_techs: + msg = ("Notice: '{}' specified as technology, but it is not utilized in " + 'the Efficiency parameter.\n') + for i in sorted(l_unused_techs): + SE.write(msg.format(i)) + + M.activeFlow_rpsditvo = set((r, p, s, d, i, t, v, o) + + for r, p, t in M.processVintages.keys() if t not in M.tech_annual for v in + M.processVintages[r, p, t] for i in M.processInputs[r, p, t, v] for o in + M.ProcessOutputsByInput[r, p, t, v, i] for s in M.time_season for d in M.time_of_day) + + M.activeFlow_rpitvo = set((r, p, i, t, v, o) + + for r, p, t in M.processVintages.keys() if t in M.tech_annual for v in + M.processVintages[r, p, t] for i in M.processInputs[r, p, t, v] for o in + M.ProcessOutputsByInput[r, p, t, v, i]) + + M.activeFlex_rpsditvo = set((r, p, s, d, i, t, v, o) + + for r, p, t in M.processVintages.keys() if + (t not in M.tech_annual) and (t in M.tech_flex) for v in M.processVintages[r, p, t] for + i in M.processInputs[r, p, t, v] for o in M.ProcessOutputsByInput[r, p, t, v, i] for s + in M.time_season for d in M.time_of_day) + + M.activeFlex_rpitvo = set((r, p, i, t, v, o) + + for r, p, t in M.processVintages.keys() if (t in M.tech_annual) and (t in M.tech_flex) for + v in M.processVintages[r, p, t] for i in M.processInputs[r, p, t, v] for o in + M.ProcessOutputsByInput[r, p, t, v, i]) + + M.activeFlowInStorage_rpsditvo = set((r, p, s, d, i, t, v, o) + + for r, p, t in M.processVintages.keys() if t in M.tech_storage for v in + M.processVintages[r, p, t] for i in M.processInputs[r, p, t, v] for o in + M.ProcessOutputsByInput[r, p, t, v, i] for s in M.time_season for d in + M.time_of_day) + + M.activeCurtailment_rpsditvo = set((r, p, s, d, i, t, v, o) + + for r, p, t in M.curtailmentVintages.keys() for v in + M.curtailmentVintages[r, p, t] for i in M.processInputs[r, p, t, v] for o in + M.ProcessOutputsByInput[r, p, t, v, i] for s in M.time_season for d in + M.time_of_day) + + M.activeActivity_rptv = set((r, p, t, v) + + for r, p, t in M.processVintages.keys() for v in M.processVintages[r, p, t]) + + M.activeCapacity_rtv = set((r, t, v) + + for r, p, t in M.processVintages.keys() for v in M.processVintages[r, p, t]) + + M.activeCapacityAvailable_rpt = set((r, p, t) + + for r, p, t in M.processVintages.keys() if M.processVintages[r, p, t]) + + M.activeCapacityAvailable_rptv = set((r, p, t, v) + + for r, p, t in M.processVintages.keys() for v in M.processVintages[r, p, t]) + + +# --------------------------------------------------------------- +# Create sparse parameter indices. +# These functions are called from temoa_model.py and use the sparse keys +# associated with specific parameters. +# --------------------------------------------------------------- + +def CapacityFactorProcessIndices(M): + indices = set((r, s, d, t, v) + + for r, i, t, v, o in M.Efficiency.sparse_iterkeys() for s in M.time_season for d in M.time_of_day) + + return indices + + +def CapacityFactorTechIndices(M): + indices = set((r, s, d, t) + + for r, s, d, t, v in M.CapacityFactor_rsdtv) + + return indices + + +def CostFixedIndices(M): + return M.activeActivity_rptv + + +def CostVariableIndices(M): + return M.activeActivity_rptv + + +def CostInvestIndices(M): + indices = set((r, t, v) + + for r, p, t, v in M.processLoans) + + return indices + + +def RegionalGlobalInitializedIndices(M): + from itertools import permutations + indices = set() + for n in range(1, len(M.regions) + 1): + regional_perms = permutations(M.regions, n) + for i in regional_perms: + indices.add("+".join(i)) + indices.add('global') + indices = indices.union(M.RegionalIndices) + + return indices + + +def MinCapShareIndices(M): + indices = set((r, p, t, g) for g in M.groups for r, p, t in M.processVintages.keys() if (r, g, t) in M.tech_groups) + + return indices + + +def EmissionActivityIndices(M): + indices = set((r, e, i, t, v, o) + + for r, i, t, v, o in M.Efficiency.sparse_iterkeys() for e in M.commodity_emissions) + + return indices + + +def EnergyConsumptionByPeriodInputAndTechVariableIndices(M): + indices = set((p, i, t) + + for i, t, v, o in M.Efficiency.sparse_iterkeys() for p in M.time_optimize) + + return indices + + +def ActivityByPeriodTechAndOutputVariableIndices(M): + indices = set((p, t, o) + + for i, t, v, o in M.Efficiency.sparse_iterkeys() for p in M.time_optimize) + + return indices + + +def EmissionActivityByPeriodAndTechVariableIndices(M): + indices = set((e, p, t) + + for e, i, t, v, o in M.EmissionActivity.sparse_iterkeys() for p in M.time_optimize) + + return indices + + +def ModelProcessLifeIndices(M): + """\ +Returns the set of sensical (region, period, tech, vintage) tuples. The tuple indicates +the periods in which a process is active, distinct from TechLifeFracIndices that +returns indices only for processes that EOL mid-period. +""" + return M.activeActivity_rptv + + +def LifetimeProcessIndices(M): + """\ +Based on the Efficiency parameter's indices, this function returns the set of +process indices that may be specified in the LifetimeProcess parameter. +""" + indices = set((r, t, v) + + for r, i, t, v, o in M.Efficiency.sparse_iterkeys()) + + return indices + + +def LifetimeLoanProcessIndices(M): + """\ +Based on the Efficiency parameter's indices and time_future parameter, this +function returns the set of process indices that may be specified in the +CostInvest parameter. +""" + min_period = min(M.vintage_optimize) + + indices = set((r, t, v) + + for r, i, t, v, o in M.Efficiency.sparse_iterkeys() if v >= min_period) + + return indices + + +# --------------------------------------------------------------- +# Create sparse indices for decision variables. +# These functions are called from temoa_model.py and use the dictionaries +# created above in CreateSparseDicts() +# --------------------------------------------------------------- + +def CapacityVariableIndices(M): + return M.activeCapacity_rtv + + +def RetiredCapacityVariableIndices(M): + return set((r, p, t, v) + + for r, p, t in M.processVintages.keys() if t in M.tech_retirement for v in M.processVintages[r, p, t] if + p > v) + + +def CapacityAvailableVariableIndices(M): + return M.activeCapacityAvailable_rpt + + +def CapacityAvailableVariableIndicesVintage(M): + return M.activeCapacityAvailable_rptv + + +def FlowVariableIndices(M): + return M.activeFlow_rpsditvo + + +def FlowVariableAnnualIndices(M): + return M.activeFlow_rpitvo + + +def FlexVariablelIndices(M): + return M.activeFlex_rpsditvo + + +def FlexVariableAnnualIndices(M): + return M.activeFlex_rpitvo + + +def FlowInStorageVariableIndices(M): + return M.activeFlowInStorage_rpsditvo + + +def CurtailmentVariableIndices(M): + return M.activeCurtailment_rpsditvo + + +def CapacityConstraintIndices(M): + capacity_indices = set((r, p, s, d, t, v) + + for r, p, t, v in M.activeActivity_rptv if t not in M.tech_annual for s in M.time_season for + d in M.time_of_day) + + return capacity_indices + + +def LinkedTechConstraintIndices(M): + linkedtech_indices = set((r, p, s, d, t, v, e) + + for r, t, e in M.LinkedTechs.sparse_iterkeys() for p in M.time_optimize if + (r, p, t) in M.processVintages.keys() for v in M.processVintages[r, p, t] if + (r, p, t, v) in M.activeActivity_rptv for s in M.time_season for d in M.time_of_day + + ) + + return linkedtech_indices + + +def CapacityAnnualConstraintIndices(M): + capacity_indices = set((r, p, t, v) + + for r, p, t, v in M.activeActivity_rptv if t in M.tech_annual + + ) + + return capacity_indices + + +# --------------------------------------------------------------- +# Create sparse indices for constraints. +# These functions are called from temoa_model.py and use the dictionaries +# created above in CreateSparseDicts() +# --------------------------------------------------------------- + +def DemandActivityConstraintIndices(M): + """\ +This function returns a set of sparse indices that are used in the +DemandActivity constraint. It returns a tuple of the form: +(p,s,d,t,v,dem,first_s,first_d) where "dem" is a demand commodity, and "first_s" +and "first_d" are the reference season and time-of-day, respectively used to +ensure demand activity remains consistent across time slices. +""" + + # First, we only want to run this for demands for which there are more than + # one technology that meet it. + # Initialize an empty dictionary to hold unique "t" values for each "dem" + unique_t_per_dem = {} + + # Loop through the Pyomo set to get each index tuple + for r, p, t, v, dem in M.ProcessInputsByOutput.keys(): + if (dem not in M.commodity_demand) or (t in M.tech_annual): + continue + # Add the "t" value to the set corresponding to each "dem" + if dem not in unique_t_per_dem: + unique_t_per_dem[dem] = set() + unique_t_per_dem[dem].add(t) + + # Now the logic of the constraint begins. + # Find the first timestep of the year where the demand is non-zero: + eps = 0.000001 + for r, p, t, v, dem in M.ProcessInputsByOutput.keys(): + # No need for constraint if dem is not a demand commodity or + # if t is in tech_annual or if there's only one tech meeting the demand. + if (dem not in M.commodity_demand) or (t in M.tech_annual) or (len(unique_t_per_dem[dem]) <= 1): + continue + + # Find the first time step where the DSD is not 0 + # Set the time_season and time_of_day to s0 and d0. + for s0 in M.time_season: + for d0 in M.time_of_day: + if (r, s0, d0, dem) in M.DemandSpecificDistribution.sparse_keys(): + try: + if value(M.DemandSpecificDistribution[r, s0, d0, dem]) > eps: + break + except: + continue + else: + continue + break + + # Start yielding the constraint indices + for s in M.time_season: + for d in M.time_of_day: + if s != s0 or d != d0: + yield (r, p, s, d, t, v, dem, s0, d0) + + +def DemandConstraintIndices(M): + indices = set((r, p, s, d, dem) + + for r, p, dem in M.Demand.sparse_iterkeys() for s in M.time_season for d in M.time_of_day) + + return indices + + +def BaseloadDiurnalConstraintIndices(M): + indices = set((r, p, s, d, t, v) + + for r, p, t in M.baseloadVintages.keys() for v in M.baseloadVintages[r, p, t] for s in M.time_season + for d in M.time_of_day) + + return indices + + +def RegionalExchangeCapacityConstraintIndices(M): + indices = set((r_e, r_i, p, t, v) + + for r_e, p, i in M.exportRegions.keys() for r_i, t, v, o in M.exportRegions[r_e, p, i]) + + return indices + + +def CommodityBalanceConstraintIndices(M): + # Generate indices only for those commodities that are produced by + # technologies with varying output at the time slice level. + period_commodity_with_up = set(M.commodityUStreamProcess.keys()) + period_commodity_with_dn = set(M.commodityDStreamProcess.keys()) + period_commodity = period_commodity_with_up.intersection(period_commodity_with_dn) + indices = set((r, p, s, d, o) + + for r, p, o in period_commodity + # r in this line includes interregional transfer combinations (not needed). + if r in M.regions # this line ensures only the regions are included. + for t, v in M.commodityUStreamProcess[r, p, o] if + (r, t) not in M.tech_storage and t not in M.tech_annual for s in M.time_season for d in M.time_of_day) + + return indices + + +def CommodityBalanceAnnualConstraintIndices(M): + # Generate indices only for those commodities that are produced by + # technologies with constant annual output. + period_commodity_with_up = set(M.commodityUStreamProcess.keys()) + period_commodity_with_dn = set(M.commodityDStreamProcess.keys()) + period_commodity = period_commodity_with_up.intersection(period_commodity_with_dn) + indices = set((r, p, o) + + for r, p, o in period_commodity + # r in this line includes interregional transfer combinations (not needed). + if r in M.regions # this line ensures only the regions are included. + for t, v in M.commodityUStreamProcess[r, p, o] if (r, t) not in M.tech_storage and t in M.tech_annual) + + return indices + + +def StorageVariableIndices(M): + indices = set((r, p, s, d, t, v) + + for r, p, t in M.storageVintages.keys() for s in M.time_season for d in M.time_of_day for v in + M.storageVintages[r, p, t] + + ) + + return indices + + +def StorageInitIndices(M): + indices = set((r, t, v) + + for r, p, t in M.storageVintages.keys() for v in M.storageVintages[r, p, t]) + + return indices + + +def StorageInitConstraintIndices(M): + indices = set((r, t, v) + + for r, t, v in M.StorageInitFrac.sparse_iterkeys()) + + return indices + + +def RampConstraintDayIndices(M): + indices = set((r, p, s, d, t, v) + + for r, p, t in M.rampVintages.keys() for s in M.time_season for d in M.time_of_day for v in + M.rampVintages[r, p, t]) + + return indices + + +def RampConstraintSeasonIndices(M): + indices = set((r, p, s, t, v) + + for r, p, t in M.rampVintages.keys() for s in M.time_season for v in M.rampVintages[r, p, t]) + + return indices + + +def RampConstraintPeriodIndices(M): + indices = set((r, p, t, v) + + for r, p, t in M.rampVintages.keys() for v in M.rampVintages[r, p, t]) + + return indices + + +def ReserveMarginIndices(M): + indices = set((r, p, s, d) + + for r in M.regions for p in M.time_optimize for s in M.time_season for d in M.time_of_day) + return indices + + +def TechInputSplitConstraintIndices(M): + indices = set((r, p, s, d, i, t, v) + + for r, p, i, t in M.inputsplitVintages.keys() if t not in M.tech_annual and t not in M.tech_variable + for v in M.inputsplitVintages[r, p, i, t] for s in M.time_season for d in M.time_of_day) + + return indices + + +def TechInputSplitAnnualConstraintIndices(M): + indices = set((r, p, i, t, v) + + for r, p, i, t in M.inputsplitVintages.keys() if t in M.tech_annual for v in + M.inputsplitVintages[r, p, i, t]) + + return indices + + +def TechInputSplitAverageConstraintIndices(M): + indices = set((r, p, i, t, v) + + for r, p, i, t in M.inputsplitaverageVintages.keys() if t in M.tech_variable for v in + M.inputsplitaverageVintages[r, p, i, t]) + return indices + + +def TechOutputSplitConstraintIndices(M): + indices = set((r, p, s, d, t, v, o) + + for r, p, t, o in M.outputsplitVintages.keys() if t not in M.tech_annual for v in + M.outputsplitVintages[r, p, t, o] for s in M.time_season for d in M.time_of_day) + + return indices + + +def TechOutputSplitAnnualConstraintIndices(M): + indices = set((r, p, t, v, o) + + for r, p, t, o in M.outputsplitVintages.keys() if t in M.tech_annual and t not in M.tech_variable for + v in M.outputsplitVintages[r, p, t, o]) + + return indices diff --git a/temoa/temoa_model/temoa_mga.py b/temoa/temoa_model/temoa_mga.py new file mode 100644 index 00000000..aa61f836 --- /dev/null +++ b/temoa/temoa_model/temoa_mga.py @@ -0,0 +1,86 @@ +""" +Tools for Energy Model Optimization and Analysis (Temoa): +An open source framework for energy systems optimization modeling + +Copyright (C) 2015, NC State University + +This program is free software; you can redistribute it and/or modify +it under the terms of the GNU General Public License as published by +the Free Software Foundation; either version 2 of the License, or +(at your option) any later version. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +GNU General Public License for more details. + +A complete copy of the GNU General Public License v2 (GPLv2) is available +in LICENSE.txt. Users uncompressing this from an archive may not have +received this license file. If not, see . +""" + +from pyomo.core.kernel.numvalue import value +from temoa.temoa_model.temoa_rules import TotalCost_rule + + +def ActivityObj_rule(M, prev_act_t): + new_act = 0 + for t in M.V_ActivityByTech: + if t in prev_act_t: + new_act += prev_act_t[t] * M.V_ActivityByTech[t] + return new_act + + +def SlackedObjective_rule(M, prev_cost, mga_slack): + # It is important that this function name *not* match its constraint name + # plus '_rule', else Pyomo will attempt to be too smart. That is, at the + # first implementation, the associated constraint name is + # 'PreviousSlackedObjective', for which Pyomo searches the namespace for + # 'PreviousSlackedObjective_rule'. We decidedly do not want Pyomo + # trying to call this function because it is not aware of the second arg. + slackcost = (1 + mga_slack) * prev_cost + oldobjective = TotalCost_rule(M) + expr = (slackcost >= oldobjective) + return expr + + +def PreviousAct_rule(instance, mga_weight, prev_activity_t): + # The version below weights each technology by its previous cumulative + # activity. However, different sectors may be tracked in different units and + # have activities of very different magnitudes. + + epsilon = 1e-6 + + if mga_weight == 'integer': + for t in instance.V_ActivityByTech: + if t in instance.tech_mga: + val = value(instance.V_ActivityByTech[t]) + if abs(val) < epsilon: continue + prev_activity_t[t] += 1.0 + return prev_activity_t + + # The version below calculates activity by sector and normalized technology- + # specific activity by the total activity for the sector. Currently accounts + # for electric and transport sectors, but others can be added to the block below. + elif mga_weight == 'normalized': + sectors = set(['electric', 'transport', 'industrial', 'commercial', 'residential']) + act = dict() + techs = {'electric': instance.tech_electric, + 'transport': instance.tech_transport, + 'industrial': instance.tech_industrial, + 'commercial': instance.tech_commercial, + 'residential': instance.tech_residential} + for s in sectors: + if len(techs[s]) > 0: + act[s] = sum( + value(instance.V_ActivityByTech[S_t]) + for S_t in techs[s] + ) + + for t in instance.V_ActivityByTech: + for s in sectors: + if t in techs[s]: + val = value(instance.V_ActivityByTech[t]) + if abs(val) < epsilon: continue + prev_activity_t[t] += val / act[s] + return prev_activity_t diff --git a/temoa_model/temoa_model.py b/temoa/temoa_model/temoa_model.py similarity index 94% rename from temoa_model/temoa_model.py rename to temoa/temoa_model/temoa_model.py index f59336a5..f3c7c9fa 100755 --- a/temoa_model/temoa_model.py +++ b/temoa/temoa_model/temoa_model.py @@ -21,11 +21,34 @@ received this license file. If not, see . """ -from temoa_rules import * -from temoa_initialize import * -from temoa_run import * - -import IPython +import logging +import os +from datetime import datetime +from itertools import product + +from pyomo.environ import AbstractModel, Set, Param, BuildAction, Var, NonNegativeReals, Objective, minimize + +from definitions import PROJECT_ROOT +from temoa.temoa_model.temoa_initialize import * +from temoa.temoa_model.temoa_rules import * + +# set the target folder for logging output from this run +output_path = os.path.join(PROJECT_ROOT, "output_files", datetime.now().strftime("%Y-%m-%d %H%Mh")) +if not os.path.exists(output_path): + os.mkdir(output_path) + +# set up logger +logger = logging.getLogger(__name__) +logging.getLogger("pyomo").setLevel(logging.INFO) +logging.getLogger("matplotlib").setLevel(logging.WARNING) +filename = "log.log" +logging.basicConfig( + filename=os.path.join(output_path, filename), + filemode="w", + format="%(asctime)s | %(module)s | %(levelname)s | %(message)s", + datefmt="%d-%b-%y %H:%M:%S", + level=logging.DEBUG, # <-- global change for project is here +) def temoa_create_model(name="Temoa"): @@ -33,7 +56,7 @@ def temoa_create_model(name="Temoa"): Returns an abstract instance of Temoa -- Abstract because it needs to be populated with a "dot dat" file in order to create a specific model instantiation. - """ + """ M = TemoaModel(name) # --------------------------------------------------------------- @@ -62,7 +85,7 @@ def temoa_create_model(name="Temoa"): # exhanges plus original region indices. If tech_exchange is empty, RegionalIndices =regions. M.RegionalIndices = Set(initialize=CreateRegionalIndices) M.RegionalGlobalIndices = Set(initialize=RegionalGlobalInitializedIndices) - + # Define technology-related sets M.tech_resource = Set() M.tech_production = Set() @@ -74,14 +97,15 @@ def temoa_create_model(name="Temoa"): M.tech_capacity_min = Set(within=M.tech_all) M.tech_capacity_max = Set(within=M.tech_all) M.tech_curtailment = Set(within=M.tech_all) - M.tech_rps = Set(within=M.regions*M.tech_all) + M.tech_rps = Set(within=M.regions * M.tech_all) M.tech_flex = Set(within=M.tech_all) M.tech_exchange = Set(within=M.tech_all) - M.groups = Set(dimen=1) # Define groups for technologies + M.groups = Set(dimen=1) # Define groups for technologies M.tech_groups = Set(within=M.RegionalGlobalIndices * M.groups * M.tech_all) - M.tech_annual = Set(within=M.tech_all) # Define techs with constant output - M.tech_variable = Set(within=M.tech_all) # Define techs for use with TechInputSplitAverage constraint, where techs have variable annual output but the user wishes to constrain them annually - M.tech_retirement = Set(within=M.tech_all) # Define techs for which economic retirement is an option + M.tech_annual = Set(within=M.tech_all) # Define techs with constant output + M.tech_variable = Set( + within=M.tech_all) # Define techs for use with TechInputSplitAverage constraint, where techs have variable annual output but the user wishes to constrain them annually + M.tech_retirement = Set(within=M.tech_all) # Define techs for which economic retirement is an option # Define commodity-related sets M.commodity_demand = Set() @@ -199,7 +223,6 @@ def temoa_create_model(name="Temoa"): M.Loan_rtv = Set(dimen=3, initialize=lambda M: M.CostInvest.keys()) M.LoanAnnualize = Param(M.Loan_rtv, initialize=ParamLoanAnnualize_rule) - M.ModelProcessLife_rptv = Set(dimen=4, initialize=ModelProcessLifeIndices) M.ModelProcessLife = Param( M.ModelProcessLife_rptv, initialize=ParamModelProcessLife_rule @@ -237,7 +260,8 @@ def temoa_create_model(name="Temoa"): M.MinCapShare_rptg = Set(dimen=4, initialize=MinCapShareIndices) M.MinCapacityShare = Param(M.MinCapShare_rptg) M.MaxCapacityShare = Param(M.MinCapShare_rptg) - M.MinActivityShare = Param(M.MinCapShare_rptg) # MinMaxActivityShare parameter has the same index as the MinCapacityShare + M.MinActivityShare = Param( + M.MinCapShare_rptg) # MinMaxActivityShare parameter has the same index as the MinCapacityShare M.MaxActivityShare = Param(M.MinCapShare_rptg) M.MinNewCapacityShare = Param(M.MinCapShare_rptg) M.MaxNewCapacityShare = Param(M.MinCapShare_rptg) @@ -410,7 +434,7 @@ def temoa_create_model(name="Temoa"): M.StorageConstraints_rpsdtv, rule=StorageThroughput_Constraint ) - M.StorageInitConstraint_rtv = Set(dimen=2,initialize=StorageInitConstraintIndices) + M.StorageInitConstraint_rtv = Set(dimen=2, initialize=StorageInitConstraintIndices) M.StorageInitConstraint = Constraint( M.StorageInitConstraint_rtv, rule=StorageInit_Constraint ) @@ -656,33 +680,3 @@ def temoa_create_model(name="Temoa"): M.LinkedEmissionsTechConstraint = Constraint( M.LinkedEmissionsTechConstraint_rpsdtve, rule=LinkedEmissionsTech_Constraint) return M - - -model = temoa_create_model() - - -def runModelUI(config_filename): - """This function launches the model run from the Temoa GUI""" - - solver = TemoaSolver(model, config_filename) - for k in solver.createAndSolve(): - yield k - # yield " " * 1024 - - -def runModel(): - """This function launches the model run, and is invoked when called from - __main__.py""" - - dummy = "" # If calling from command line, send empty string - solver = TemoaSolver(model, dummy) - for k in solver.createAndSolve(): - pass - - -if "__main__" == __name__: - """This code only invoked when called this file is invoked directly from the - command line as follows: $ python temoa_model/temoa_model.py path/to/dat/file""" - - dummy = "" # If calling from command line, send empty string - model = runModel() diff --git a/temoa_model/temoa_myopic.py b/temoa/temoa_model/temoa_myopic.py similarity index 60% rename from temoa_model/temoa_myopic.py rename to temoa/temoa_model/temoa_myopic.py index 70ed8a99..6da59000 100644 --- a/temoa_model/temoa_myopic.py +++ b/temoa/temoa_model/temoa_myopic.py @@ -38,50 +38,60 @@ from IPython import embed as IP import io -def myopic_db_generator_solver ( self ): +from definitions import PROJECT_ROOT + + +def myopic_db_generator_solver(self): global db_path_org db_path_org = self.options.output # original database specified in the ../config_sample file con_org = sqlite3.connect(db_path_org) cur_org = con_org.cursor() - table_list = cur_org.execute("SELECT name FROM sqlite_master WHERE type='table' AND name NOT LIKE 'Output%'").fetchall() + table_list = cur_org.execute( + "SELECT name FROM sqlite_master WHERE type='table' AND name NOT LIKE 'Output%'").fetchall() time_periods = cur_org.execute("SELECT t_periods FROM time_periods WHERE flag='f'").fetchall() cur_org.execute("DELETE FROM MyopicBaseyear") - cur_org.execute("INSERT INTO MyopicBaseyear (year) VALUES ("+str(time_periods[0][0])+")") + cur_org.execute("INSERT INTO MyopicBaseyear (year) VALUES (" + str(time_periods[0][0]) + ")") con_org.commit() - loc1 = max(loc for loc, val in enumerate(self.options.output) if val == '/' or val=='\\') + loc1 = max(loc for loc, val in enumerate(self.options.output) if val == '/' or val == '\\') loc2 = max(loc for loc, val in enumerate(self.options.output) if val == '.') - db_name = self.options.output[loc1+1:loc2] - copyfile(db_path_org, os.path.join(self.options.path_to_data,db_name)+"_blank"+self.options.output[loc2:]) + db_name = self.options.output[loc1 + 1:loc2] + copyfile(db_path_org, os.path.join(self.options.path_to_data, db_name) + "_blank" + self.options.output[loc2:]) # group 1 consists of non output tables in which "periods" is a column name - tables_group1 = ['CostFixed','CostVariable','Demand','EmissionLimit','MaxActivity','MaxCapacity','MinActivity','MinCapacity',\ - 'MaxNewCapacity', 'MinNewCapacity', 'MinNewCapacityGroup', 'MaxNewCapacityGroup', 'MinNewCapacityShare',\ - 'MaxNewCapacityShare','MinAnnualCapacityFactor','MaxAnnualCapacityFactor','MinCapacityGroup','MaxCapacityGroup',\ - 'MaxCapacityShare', 'MinCapacityShare','MinActivityGroup','MaxActivityGroup', 'MinActivityShare', 'MaxActivityShare',\ - 'TechInputSplit','TechInputSplitAverage','TechOutputSplit','CapacityCredit', 'RenewablePortfolioStandard'] + tables_group1 = ['CostFixed', 'CostVariable', 'Demand', 'EmissionLimit', 'MaxActivity', 'MaxCapacity', + 'MinActivity', 'MinCapacity', \ + 'MaxNewCapacity', 'MinNewCapacity', 'MinNewCapacityGroup', 'MaxNewCapacityGroup', + 'MinNewCapacityShare', \ + 'MaxNewCapacityShare', 'MinAnnualCapacityFactor', 'MaxAnnualCapacityFactor', 'MinCapacityGroup', + 'MaxCapacityGroup', \ + 'MaxCapacityShare', 'MinCapacityShare', 'MinActivityGroup', 'MaxActivityGroup', 'MinActivityShare', + 'MaxActivityShare', \ + 'TechInputSplit', 'TechInputSplitAverage', 'TechOutputSplit', 'CapacityCredit', + 'RenewablePortfolioStandard'] # group 2 consists of non output tables in which "vintage" is a column name except for CostFixed and CostVariable (taken care of above) - tables_group2 = ['CapacityFactorProcess','CostInvest','DiscountRate', \ - 'Efficiency','EmissionActivity','ExistingCapacity','LifetimeProcess'] + tables_group2 = ['CapacityFactorProcess', 'CostInvest', 'DiscountRate', \ + 'Efficiency', 'EmissionActivity', 'ExistingCapacity', 'LifetimeProcess'] version = int(sys.version[0]) N = self.options.myopic_periods - if 1 <= int(N) <= len(time_periods)-2: + if 1 <= int(N) <= len(time_periods) - 2: N = int(N) else: - print ("Error: The number of myopic years must between 1 and "+str(len(time_periods)-2)) + print("Error: The number of myopic years must between 1 and " + str(len(time_periods) - 2)) - for i in range(N-1,len(time_periods)-1): + for i in range(N - 1, len(time_periods) - 1): - print ('Preparing the database for the period(s): '+str([str(time_periods[j][0]) for j in range(i-(N-1),i+1)])) + print('Preparing the database for the period(s): ' + str( + [str(time_periods[j][0]) for j in range(i - (N - 1), i + 1)])) new_myopic_name = "_myopic" - for j in range(i-(N-1),i+1): - new_myopic_name += "_"+str(time_periods[j][0]) + for j in range(i - (N - 1), i + 1): + new_myopic_name += "_" + str(time_periods[j][0]) - new_db_loc = os.path.join(self.options.path_to_data, db_name)+new_myopic_name+self.options.output[loc2:] - copyfile(os.path.join(self.options.path_to_data, db_name) +"_blank"+self.options.output[loc2:], new_db_loc) + new_db_loc = os.path.join(self.options.path_to_data, db_name) + new_myopic_name + self.options.output[loc2:] + copyfile(os.path.join(self.options.path_to_data, db_name) + "_blank" + self.options.output[loc2:], new_db_loc) con = sqlite3.connect(new_db_loc) cur = con.cursor() table_list.sort() @@ -89,29 +99,29 @@ def myopic_db_generator_solver ( self ): # --------------------------------------------------------------- # Start modifying the Efficiency table # --------------------------------------------------------------- - cur.execute("DELETE FROM Efficiency WHERE vintage > "+str(time_periods[i][0])+";") + cur.execute("DELETE FROM Efficiency WHERE vintage > " + str(time_periods[i][0]) + ";") - cur.execute("UPDATE Efficiency SET tech = TRIM(tech);") #trim spaces. Need to trim carriage return + cur.execute("UPDATE Efficiency SET tech = TRIM(tech);") # trim spaces. Need to trim carriage return # Delete row from Efficiency if (t,v) retires at the begining of current period (which is time_periods[i][0]) cur.execute("DELETE FROM Efficiency WHERE tech IN (SELECT tech FROM LifetimeProcess WHERE \ - LifetimeProcess.life_process+LifetimeProcess.vintage<="+str(time_periods[i-(N-1)][0])+") \ + LifetimeProcess.life_process+LifetimeProcess.vintage<=" + str(time_periods[i - (N - 1)][0]) + ") \ AND vintage IN (SELECT vintage FROM LifetimeProcess WHERE LifetimeProcess.life_process+\ - LifetimeProcess.vintage<="+str(time_periods[i-(N-1)][0])+");") + LifetimeProcess.vintage<=" + str(time_periods[i - (N - 1)][0]) + ");") # # Delete row from Efficiency if (t,v) retires at the begining of current period (which is time_periods[i][0]) query = "DELETE FROM Efficiency \ WHERE (Efficiency.regions, input_comm, Efficiency.tech, vintage, output_comm) IN \ (SELECT DISTINCT Efficiency.regions, input_comm, Efficiency.tech, vintage, output_comm \ FROM Efficiency INNER JOIN LifetimeTech ON (LifetimeTech.regions=Efficiency.regions AND LifetimeTech.tech=Efficiency.tech) \ - WHERE Efficiency.vintage + LifetimeTech.life <= "+str(time_periods[i-(N-1)][0])+")\ + WHERE Efficiency.vintage + LifetimeTech.life <= " + str(time_periods[i - (N - 1)][0]) + ")\ AND vintage NOT IN (SELECT vintage FROM LifetimeProcess WHERE LifetimeProcess.tech=Efficiency.tech)" cur.execute(query) # If row is not deleted via the last two DELETE commands, it might still be invalid for period # time_periods[i][0] since they can have model default lifetime of 40 years. cur.execute("DELETE FROM Efficiency WHERE tech IN (SELECT tech FROM Efficiency WHERE \ - 40+Efficiency.vintage<="+str(time_periods[i-(N-1)][0])+") AND \ + 40+Efficiency.vintage<=" + str(time_periods[i - (N - 1)][0]) + ") AND \ tech NOT IN (SELECT tech FROM LifetimeTech) AND \ vintage NOT IN (SELECT vintage FROM LifetimeProcess WHERE LifetimeProcess.tech=Efficiency.tech);") @@ -123,8 +133,8 @@ def myopic_db_generator_solver ( self ): cur.execute("DELETE FROM Efficiency WHERE output_comm NOT IN (SELECT input_comm FROM Efficiency) \ AND output_comm NOT IN (SELECT comm_name FROM commodities WHERE flag='d');") - iterval+=1 - if iterval>10: + iterval += 1 + if iterval > 10: break # --------------------------------------------------------------- @@ -133,21 +143,21 @@ def myopic_db_generator_solver ( self ): # --------------------------------------------------------------- for table in tables_group1: if table in [x[0] for x in table_list]: - cur.execute("DELETE FROM "+table +" WHERE periods > "+str(time_periods[i][0])+" OR periods < "+str(time_periods[i-(N-1)][0])+";") - + cur.execute( + "DELETE FROM " + table + " WHERE periods > " + str(time_periods[i][0]) + " OR periods < " + str( + time_periods[i - (N - 1)][0]) + ";") for table in tables_group2: if table in [x[0] for x in table_list]: if table == 'CostInvest' or table == 'DiscountRate': - cur.execute("UPDATE "+table+" SET tech = TRIM(tech);") - cur.execute("DELETE FROM "+table +" WHERE vintage > "+str(time_periods[i][0])+";") + cur.execute("UPDATE " + table + " SET tech = TRIM(tech);") + cur.execute("DELETE FROM " + table + " WHERE vintage > " + str(time_periods[i][0]) + ";") else: - cur.execute("DELETE FROM "+table +" WHERE vintage > "+str(time_periods[i][0])+";") + cur.execute("DELETE FROM " + table + " WHERE vintage > " + str(time_periods[i][0]) + ";") # time_periods is the only non output table with "t_periods" as a column - cur.execute("DELETE FROM time_periods WHERE t_periods > "+str(time_periods[i][0])+";") - + cur.execute("DELETE FROM time_periods WHERE t_periods > " + str(time_periods[i][0]) + ";") # --------------------------------------------------------------- # Ensure that linked technologies appear in the Output data tables @@ -155,71 +165,77 @@ def myopic_db_generator_solver ( self ): # Check Output_CapacityByPeriodAndTech and Output_V_Capacity in con_org # --------------------------------------------------------------- - dict_table_column = {} dict_table_column['Output_CapacityByPeriodAndTech'] = 't_periods' dict_table_column['Output_V_Capacity'] = 'vintage' for table in ['Output_CapacityByPeriodAndTech', 'Output_V_Capacity']: - if i!=(N-1): - #delete primary_techs where capacity is a small negative value + if i != (N - 1): + # delete primary_techs where capacity is a small negative value query = "DELETE FROM " + table + " \ - WHERE scenario="+"'"+str(self.options.scenario)+"' AND \ + WHERE scenario=" + "'" + str(self.options.scenario) + "' AND \ tech in (SELECT primary_tech FROM LinkedTechs) AND \ - capacity < 0 AND " + dict_table_column[table] + " = "+str(time_periods[j-1][0])+";" + capacity < 0 AND " + dict_table_column[table] + " = " + str(time_periods[j - 1][0]) + ";" cur_org.execute(query) - #if linked tech exists but primary tech does not + # if linked tech exists but primary tech does not df_linkedtechs = pd.read_sql_query("SELECT * FROM " + table + " \ - WHERE scenario="+"'"+str(self.options.scenario)+"' AND \ + WHERE scenario=" + "'" + str(self.options.scenario) + "' AND \ tech in (SELECT linked_tech FROM LinkedTechs) AND " + \ - dict_table_column[table] + " = "+str(time_periods[j-1][0])+";", con_org) + dict_table_column[table] + " = " + str(time_periods[j - 1][0]) + ";", + con_org) for ind, row in df_linkedtechs.iterrows(): - primary_tech = pd.read_sql_query("SELECT primary_tech FROM LinkedTechs WHERE primary_region = '" + row['regions'] + \ + primary_tech = pd.read_sql_query( + "SELECT primary_tech FROM LinkedTechs WHERE primary_region = '" + row['regions'] + \ "' AND linked_tech = '" + row['tech'] + "'", con_org) primary_tech = primary_tech['primary_tech'].values[0] df_primary_tech = pd.read_sql_query("SELECT * FROM " + table + " \ - WHERE scenario="+"'"+str(self.options.scenario)+"' AND \ + WHERE scenario=" + "'" + str(self.options.scenario) + "' AND \ tech = '" + primary_tech + "' AND \ regions = '" + row['regions'] + "' AND " + \ - dict_table_column[table] + " = "+str(time_periods[j-1][0])+";", con_org) - if len(df_primary_tech)==0: - query = "DELETE FROM " + table + " WHERE scenario="+"'"+str(self.options.scenario)+"' AND \ + dict_table_column[table] + " = " + str( + time_periods[j - 1][0]) + ";", con_org) + if len(df_primary_tech) == 0: + query = "DELETE FROM " + table + " WHERE scenario=" + "'" + str(self.options.scenario) + "' AND \ tech = '" + row['tech'] + "' AND regions = '" + row['regions'] + "' AND " + \ - dict_table_column[table] + " = "+str(time_periods[j-1][0]) + dict_table_column[table] + " = " + str(time_periods[j - 1][0]) cur_org.execute(query) - if table=='Output_V_Capacity': + if table == 'Output_V_Capacity': for aux_table in ['Output_VFlow_Out', 'Output_VFlow_In']: - query = "DELETE FROM " + aux_table + " WHERE scenario="+"'"+str(self.options.scenario)+"' AND \ + query = "DELETE FROM " + aux_table + " WHERE scenario=" + "'" + str( + self.options.scenario) + "' AND \ tech = '" + row['tech'] + "' AND regions = '" + row['regions'] + "' AND " + \ - dict_table_column[table] + " = "+str(time_periods[j-1][0]) + dict_table_column[table] + " = " + str(time_periods[j - 1][0]) cur_org.execute(query) - - #if primary tech exists but linked tech does not + # if primary tech exists but linked tech does not df_primarytechs = pd.read_sql_query("SELECT * FROM " + table + " \ - WHERE scenario="+"'"+str(self.options.scenario)+"' AND \ + WHERE scenario=" + "'" + str(self.options.scenario) + "' AND \ tech in (SELECT primary_tech FROM LinkedTechs) AND " + \ - dict_table_column[table] + " = "+str(time_periods[j-1][0])+";", con_org) + dict_table_column[table] + " = " + str( + time_periods[j - 1][0]) + ";", con_org) for ind, row in df_primarytechs.iterrows(): - linked_tech = pd.read_sql_query("SELECT linked_tech FROM LinkedTechs WHERE primary_region = '" + row['regions'] + \ + linked_tech = pd.read_sql_query( + "SELECT linked_tech FROM LinkedTechs WHERE primary_region = '" + row['regions'] + \ "' AND primary_tech = '" + row['tech'] + "'", con_org) linked_tech = linked_tech['linked_tech'].values[0] df_linked_tech = pd.read_sql_query("SELECT * FROM " + table + " \ - WHERE scenario="+"'"+str(self.options.scenario)+"' AND \ + WHERE scenario=" + "'" + str(self.options.scenario) + "' AND \ tech = '" + linked_tech + "' AND \ regions = '" + row['regions'] + "' AND " + \ - dict_table_column[table] + " = "+str(time_periods[j-1][0])+";", con_org) - if len(df_linked_tech)==0: - query = "DELETE FROM " + table + " WHERE scenario="+"'"+str(self.options.scenario)+"' AND \ + dict_table_column[table] + " = " + str( + time_periods[j - 1][0]) + ";", con_org) + if len(df_linked_tech) == 0: + query = "DELETE FROM " + table + " WHERE scenario=" + "'" + str(self.options.scenario) + "' AND \ tech = '" + row['tech'] + "' AND regions = '" + row['regions'] + "' AND " + \ - dict_table_column[table] + " = "+str(time_periods[j-1][0]) + dict_table_column[table] + " = " + str(time_periods[j - 1][0]) cur_org.execute(query) - if table=='Output_V_Capacity': + if table == 'Output_V_Capacity': for aux_table in ['Output_VFlow_Out', 'Output_VFlow_In']: - query = "DELETE FROM " + aux_table + " WHERE scenario="+"'"+str(self.options.scenario)+"' AND \ + query = "DELETE FROM " + aux_table + " WHERE scenario=" + "'" + str( + self.options.scenario) + "' AND \ tech = '" + row['tech'] + "' AND regions = '" + row['regions'] + "' AND " + \ - dict_table_column[table] + " = "+str(time_periods[j-1][0]) + dict_table_column[table] + " = " + str(time_periods[j - 1][0]) cur_org.execute(query) # --------------------------------------------------------------- @@ -227,30 +243,31 @@ def myopic_db_generator_solver ( self ): # table. The data is stored in the Output_V_Capacity of the con_org # --------------------------------------------------------------- - if i!=(N-1): + if i != (N - 1): df_new_ExistingCapacity = pd.read_sql_query("SELECT regions, tech, vintage, capacity FROM Output_V_Capacity \ - WHERE scenario="+"'"+str(self.options.scenario)+"' AND \ - t_periods <= "+str(time_periods[i-(N-1)][0])+";", con_org) - df_new_ExistingCapacity.columns = ['regions','tech','vintage','exist_cap'] + WHERE scenario=" + "'" + str(self.options.scenario) + "' AND \ + t_periods < " + str(time_periods[i - (N - 1)][0]) + ";", + con_org) + df_new_ExistingCapacity.columns = ['regions', 'tech', 'vintage', 'exist_cap'] # Need to remove technologies that have been age-based retired. - df_new_ExistingCapacity.to_sql('ExistingCapacity',con, if_exists='replace', index=False) + df_new_ExistingCapacity.to_sql('ExistingCapacity', con, if_exists='replace', index=False) - #Create a copy of the first time period vintages for the two current vintage - #to prevent infeasibility (if it is not an 'existing' vintage in the - #original database and if it doesn't already have a current vintage). One example: + # Create a copy of the first time period vintages for the two current vintage + # to prevent infeasibility (if it is not an 'existing' vintage in the + # original database and if it doesn't already have a current vintage). One example: # dummy technologies that have only the first time period vintage (p0) - for j in range(N-1,-1,-1): #backward loop + for j in range(N - 1, -1, -1): # backward loop cur.execute("INSERT INTO Efficiency (regions,input_comm,tech,vintage,output_comm,efficiency) \ - SELECT DISTINCT regions,input_comm,tech,"+str(time_periods[i-j][0])+ \ - ",output_comm,efficiency FROM Efficiency WHERE tech NOT IN (SELECT tech \ - FROM Efficiency WHERE vintage < "+str(time_periods[0][0])+") AND tech NOT IN (SELECT \ - tech FROM Efficiency WHERE vintage >= "+str(time_periods[i-j][0])+");") + SELECT DISTINCT regions,input_comm,tech," + str(time_periods[i - j][0]) + \ + ",output_comm,efficiency FROM Efficiency WHERE tech NOT IN (SELECT tech \ + FROM Efficiency WHERE vintage < " + str(time_periods[0][0]) + ") AND tech NOT IN (SELECT \ + tech FROM Efficiency WHERE vintage >= " + str(time_periods[i - j][0]) + ");") # delete (t,v) from efficiecny table if it doesn't appear in the ExistingCapacity (v is an existing vintage). # (note that the model throws a warning if (t,v) is an existing vintage but it doesn't appear in ExistingCapacity) cur.execute("DELETE FROM Efficiency \ - WHERE vintage <= "+str(time_periods[i-N][0])+" AND vintage NOT IN (SELECT \ + WHERE vintage <= " + str(time_periods[i - N][0]) + " AND vintage NOT IN (SELECT \ vintage FROM ExistingCapacity WHERE Efficiency.tech=ExistingCapacity.tech AND Efficiency.regions=ExistingCapacity.regions);") iterval = 0 @@ -259,19 +276,27 @@ def myopic_db_generator_solver ( self ): cur.execute("DELETE FROM Efficiency WHERE output_comm NOT IN (SELECT input_comm FROM Efficiency) \ AND output_comm NOT IN (SELECT comm_name FROM commodities WHERE flag='d');") - iterval+=1 - if iterval>10: + iterval += 1 + if iterval > 10: break # Discard the results associated with time_periods[i-N][0] P time_periods[i-N][0] period in rolling horizon fashion. Otherwise, UNIQUE CONSTRAINT error is thrown. # Re Output_Costs, a delete is not needed because in pformat_results.py, future periods costs get added to what is already in the table - cur_org.execute("DELETE FROM Output_CapacityByPeriodAndTech WHERE scenario="+"'"+str(self.options.scenario)+"' AND t_periods>"+str(time_periods[i-N][0])) - cur_org.execute("DELETE FROM Output_Emissions WHERE scenario="+"'"+str(self.options.scenario)+"' AND t_periods>"+str(time_periods[i-N][0])) - cur_org.execute("DELETE FROM Output_VFlow_In WHERE scenario="+"'"+str(self.options.scenario)+"' AND t_periods>"+str(time_periods[i-N][0])) - cur_org.execute("DELETE FROM Output_VFlow_Out WHERE scenario="+"'"+str(self.options.scenario)+"' AND t_periods>"+str(time_periods[i-N][0])) - cur_org.execute("DELETE FROM Output_V_Capacity WHERE scenario="+"'"+str(self.options.scenario)+"' AND t_periods>"+str(time_periods[i-N][0])) - cur_org.execute("DELETE FROM Output_V_NewCapacity WHERE scenario="+"'"+str(self.options.scenario)+"' AND vintage>"+str(time_periods[i-N][0])) - cur_org.execute("DELETE FROM Output_V_RetiredCapacity WHERE scenario="+"'"+str(self.options.scenario)+"' AND t_periods>"+str(time_periods[i-N][0])) - cur_org.execute("DELETE FROM Output_Curtailment WHERE scenario="+"'"+str(self.options.scenario)+"' AND t_periods>"+str(time_periods[i-N][0])) + cur_org.execute("DELETE FROM Output_CapacityByPeriodAndTech WHERE scenario=" + "'" + str( + self.options.scenario) + "' AND t_periods>" + str(time_periods[i - N][0])) + cur_org.execute("DELETE FROM Output_Emissions WHERE scenario=" + "'" + str( + self.options.scenario) + "' AND t_periods>" + str(time_periods[i - N][0])) + cur_org.execute("DELETE FROM Output_VFlow_In WHERE scenario=" + "'" + str( + self.options.scenario) + "' AND t_periods>" + str(time_periods[i - N][0])) + cur_org.execute("DELETE FROM Output_VFlow_Out WHERE scenario=" + "'" + str( + self.options.scenario) + "' AND t_periods>" + str(time_periods[i - N][0])) + cur_org.execute("DELETE FROM Output_V_Capacity WHERE scenario=" + "'" + str( + self.options.scenario) + "' AND t_periods>" + str(time_periods[i - N][0])) + cur_org.execute("DELETE FROM Output_V_NewCapacity WHERE scenario=" + "'" + str( + self.options.scenario) + "' AND vintage>" + str(time_periods[i - N][0])) + cur_org.execute("DELETE FROM Output_V_RetiredCapacity WHERE scenario=" + "'" + str( + self.options.scenario) + "' AND t_periods>" + str(time_periods[i - N][0])) + cur_org.execute("DELETE FROM Output_Curtailment WHERE scenario=" + "'" + str( + self.options.scenario) + "' AND t_periods>" + str(time_periods[i - N][0])) con_org.commit() # --------------------------------------------------------------- @@ -280,92 +305,95 @@ def myopic_db_generator_solver ( self ): for table in table_list: if table[0] == 'Efficiency': continue try: - if table[0]=='LinkedTechs': - cur.execute("DELETE FROM LinkedTechs WHERE primary_tech NOT IN (SELECT DISTINCT(tech) FROM Efficiency)") - cur.execute("DELETE FROM LinkedTechs WHERE linked_tech NOT IN (SELECT DISTINCT(tech) FROM Efficiency)") - cur.execute("UPDATE "+str(table[0])+" SET tech = TRIM(tech, CHAR(37,10));") + if table[0] == 'LinkedTechs': + cur.execute( + "DELETE FROM LinkedTechs WHERE primary_tech NOT IN (SELECT DISTINCT(tech) FROM Efficiency)") + cur.execute( + "DELETE FROM LinkedTechs WHERE linked_tech NOT IN (SELECT DISTINCT(tech) FROM Efficiency)") + cur.execute("UPDATE " + str(table[0]) + " SET tech = TRIM(tech, CHAR(37,10));") # If t doesn't exist in Efficiency table after the deletions made above, # it is deleted from other tables. - cur.execute("DELETE FROM "+str(table[0])+" WHERE tech NOT IN (SELECT tech FROM Efficiency);") - cursor = con.execute("SELECT * FROM "+str(table[0])) + cur.execute("DELETE FROM " + str(table[0]) + " WHERE tech NOT IN (SELECT tech FROM Efficiency);") + cursor = con.execute("SELECT * FROM " + str(table[0])) names = list(map(lambda x: x[0], cursor.description)) if 'regions' in names: - query = "DELETE FROM "+str(table[0])+" WHERE (regions, tech) NOT IN (SELECT DISTINCT regions, tech FROM Efficiency) \ + query = "DELETE FROM " + str(table[0]) + " WHERE (regions, tech) NOT IN (SELECT DISTINCT regions, tech FROM Efficiency) \ AND regions!='global'" cur.execute(query) - query = "DELETE FROM "+str(table[0])+" WHERE tech NOT IN (SELECT tech FROM Efficiency) \ + query = "DELETE FROM " + str(table[0]) + " WHERE tech NOT IN (SELECT tech FROM Efficiency) \ AND regions='global'" cur.execute(query) if 'vintage' in names: - if table[0]!='ExistingCapacity': - for j in range(N-1,-1,-1): + if table[0] != 'ExistingCapacity': + for j in range(N - 1, -1, -1): names = list(map(lambda x: x[0], cursor.description)) - names = [str(time_periods[i-j][0]) if x=='vintage' else x for x in names] - query = "SELECT DISTINCT "+",".join(names)+\ - " FROM "+table[0]+" WHERE tech NOT IN (SELECT tech FROM "+table[0]+\ - " WHERE vintage<"+str(time_periods[0][0])+") AND tech NOT IN (SELECT tech FROM "+\ - table[0]+" WHERE vintage >= "+str(time_periods[i-j][0])+");" + names = [str(time_periods[i - j][0]) if x == 'vintage' else x for x in names] + query = "SELECT DISTINCT " + ",".join(names) + \ + " FROM " + table[0] + " WHERE tech NOT IN (SELECT tech FROM " + table[0] + \ + " WHERE vintage<" + str( + time_periods[0][0]) + ") AND tech NOT IN (SELECT tech FROM " + \ + table[0] + " WHERE vintage >= " + str(time_periods[i - j][0]) + ");" df_table = cur.execute(query).fetchall() if df_table == []: continue df_table = pd.read_sql_query(query, con) if table[0] == 'EmissionActivity': - filter_list = names[:names.index(str(time_periods[i-j][0]))+2] + filter_list = names[:names.index(str(time_periods[i - j][0])) + 2] else: - filter_list = names[:names.index(str(time_periods[i-j][0]))+1] + filter_list = names[:names.index(str(time_periods[i - j][0])) + 1] df_table = df_table.drop_duplicates(subset=filter_list, keep='last') - df_table.columns = ['vintage' if x==str(time_periods[i-j][0]) else x for x in df_table.columns] - df_table.to_sql(str(table[0]),con, if_exists='append', index=False) + df_table.columns = ['vintage' if x == str(time_periods[i - j][0]) else x for x in + df_table.columns] + df_table.to_sql(str(table[0]), con, if_exists='append', index=False) # For these two table we only want current vintages. if table[0] == 'CostInvest' or table[0] == 'DiscountRate': - cur.execute("DELETE FROM "+str(table[0])+" WHERE vintage > "+str(time_periods[i][0])+" OR vintage < "+str(time_periods[i-(N-1)][0])+";") + cur.execute("DELETE FROM " + str(table[0]) + " WHERE vintage > " + str( + time_periods[i][0]) + " OR vintage < " + str(time_periods[i - (N - 1)][0]) + ";") if table[0] == 'CostVariable' or table[0] == 'CostFixed': - cur.execute("DELETE FROM "+str(table[0])+" WHERE periods < vintage;") + cur.execute("DELETE FROM " + str(table[0]) + " WHERE periods < vintage;") # If (t,v) is not found in the Efficiecny table, deelte it from all the other tables # For the EmissionActivity, (i,t,v,o) tuple must be checked. if table[0] == 'EmissionActivity': cur.execute("DELETE FROM EmissionActivity WHERE regions || input_comm || tech || vintage || output_comm \ NOT IN (SELECT regions || input_comm || tech || vintage || output_comm FROM Efficiency)") else: - cur.execute("DELETE FROM "+str(table[0])+" WHERE tech IN (SELECT tech FROM Efficiency) AND vintage \ - NOT IN (SELECT vintage FROM Efficiency WHERE Efficiency.tech="+str(table[0])+".tech \ - AND Efficiency.regions="+str(table[0])+".regions);") - #except: + cur.execute("DELETE FROM " + str(table[0]) + " WHERE tech IN (SELECT tech FROM Efficiency) AND vintage \ + NOT IN (SELECT vintage FROM Efficiency WHERE Efficiency.tech=" + str(table[0]) + ".tech \ + AND Efficiency.regions=" + str(table[0]) + ".regions);") + # except: # raise Exception(table[0],j) except: - pass + pass cur.execute("UPDATE commodities SET comm_name = TRIM(comm_name, CHAR(10,13,37))") # delete unused commodities otherwise the model throws an error - cur.execute("DELETE FROM commodities WHERE flag!='e' AND comm_name NOT IN (SELECT input_comm from Efficiency UNION SELECT output_comm from Efficiency);") - cur.execute("INSERT INTO `time_periods` (t_periods,flag) VALUES ("+str(time_periods[i+1][0])+",'f');") - cur.execute("UPDATE `time_periods` SET flag='e' WHERE t_periods < "+str(time_periods[i-(N-1)][0])) - - + cur.execute( + "DELETE FROM commodities WHERE flag!='e' AND comm_name NOT IN (SELECT input_comm from Efficiency UNION SELECT output_comm from Efficiency);") + cur.execute("INSERT INTO `time_periods` (t_periods,flag) VALUES (" + str(time_periods[i + 1][0]) + ",'f');") + cur.execute("UPDATE `time_periods` SET flag='e' WHERE t_periods < " + str(time_periods[i - (N - 1)][0])) # -------------------------------------------------------------------------------------------------- # Update the maximum resource table to include flows that already contribute to resource consumption # -------------------------------------------------------------------------------------------------- - if (i!=(N-1)) & ('MaxResource' in [x[0] for x in table_list]): + if (i != (N - 1)) & ('MaxResource' in [x[0] for x in table_list]): resource_constraints_org = pd.read_sql_query("SELECT regions, tech, maxres FROM MaxResource", con_org) - for ind,row in resource_constraints_org.iterrows(): + for ind, row in resource_constraints_org.iterrows(): df_existing_resources = pd.read_sql_query("SELECT sum(vflow_out) FROM Output_VFlow_Out \ WHERE regions='" + row['regions'] + "' AND \ tech='" + row['tech'] + "' AND \ - scenario="+"'"+str(self.options.scenario)+"' AND \ - vintage < "+str(time_periods[i-(N-1)][0]), con_org) + scenario=" + "'" + str(self.options.scenario) + "' AND \ + vintage < " + str(time_periods[i - (N - 1)][0]), con_org) try: - updated_resource = row['maxres'] - df_existing_resources.iloc[0,0] - query = "UPDATE MaxResource SET maxres=" + str(updated_resource) + " WHERE regions='"\ - + row['regions'] + "' AND tech='" + row['tech'] + "'" + updated_resource = row['maxres'] - df_existing_resources.iloc[0, 0] + query = "UPDATE MaxResource SET maxres=" + str(updated_resource) + " WHERE regions='" \ + + row['regions'] + "' AND tech='" + row['tech'] + "'" cur.execute(query) except: pass - con.commit() con.close() @@ -381,31 +409,31 @@ def myopic_db_generator_solver ( self ): # the database is ready. It is run via a temporary config file in # a perfect foresight fashion. # --------------------------------------------------------------- - new_config = os.path.join(os.getcwd(), "temoa_model", "config_sample")+new_myopic_name - if version<3: + new_config = os.path.join(os.getcwd(), "temoa_model", "config_sample") + new_myopic_name + if version < 3: ifile = io.open(os.path.join(os.getcwd(), "temoa_model", "config_sample"), encoding='utf-8') else: ifile = open(os.path.join(os.getcwd(), "temoa_model", "config_sample"), encoding='utf-8') - ofile = open(new_config,'w') + ofile = open(new_config, 'w') for line in ifile: - new_line = line.replace("--input=data_files/"+db_name, "--input=data_files/"+db_name+new_myopic_name) + new_line = line.replace("--input=data_files/" + db_name, "--input=data_files/" + db_name + new_myopic_name) # the temporary config file is created from the original config file. Since for individual periods we are # going to have a standard run, '--rollinghorizon' needs to be commented out. - new_line = new_line.replace("--myopic","#--myopic") - if version<3: + new_line = new_line.replace("--myopic", "#--myopic") + if version < 3: ofile.write(new_line.encode('utf-8')) else: ofile.write(new_line) ifile.close() ofile.close() - os.system("python temoa_model/ --config=temoa_model/config_sample"+new_myopic_name) + executable_target = os.path.join(PROJECT_ROOT, 'main.py') # temp fix to keep it all working.... + os.system(f"python {executable_target} --config=temoa_model/config_sample" + new_myopic_name) # delete the temporary config file os.remove(new_config) if not self.options.KeepMyopicDBs: os.remove(new_db_loc) - os.remove(os.path.join(self.options.path_to_data, db_name) +new_myopic_name+".dat") - + os.remove(os.path.join(self.options.path_to_data, db_name) + new_myopic_name + ".dat") - os.remove(os.path.join(self.options.path_to_data,db_name)+"_blank"+self.options.output[loc2:]) + os.remove(os.path.join(self.options.path_to_data, db_name) + "_blank" + self.options.output[loc2:]) diff --git a/temoa_model/temoa_rules.py b/temoa/temoa_model/temoa_rules.py similarity index 83% rename from temoa_model/temoa_rules.py rename to temoa/temoa_model/temoa_rules.py index 9e554339..67b4c25f 100644 --- a/temoa_model/temoa_rules.py +++ b/temoa/temoa_model/temoa_rules.py @@ -23,7 +23,9 @@ # (e.g., 1/2 = 0 instead of 0.5) from __future__ import division -from temoa_initialize import * +from temoa.temoa_model.temoa_initialize import * +from pyomo.core.kernel.numvalue import value # TODO: This probably goes away after later getting rid of the value()'s + # --------------------------------------------------------------- # Define the derived variables used in the objective function @@ -50,6 +52,7 @@ def AdjustedCapacity_Constraint(M, r, p, t, v): else: return M.V_Capacity[r, p, t, v] == M.V_NewCapacity[r, t, v] - retired_cap + def Capacity_Constraint(M, r, p, s, d, t, v): r""" This constraint ensures that the capacity of a given process is sufficient @@ -90,9 +93,9 @@ def Capacity_Constraint(M, r, p, s, d, t, v): # expression cloning taking place with Pyomo. useful_activity = sum( - M.V_FlowOut[r, p, s, d, S_i, t, v, S_o] - for S_i in M.processInputs[r, p, t, v] - for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] + M.V_FlowOut[r, p, s, d, S_i, t, v, S_o] + for S_i in M.processInputs[r, p, t, v] + for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] ) if t in M.tech_curtailment: @@ -102,15 +105,15 @@ def Capacity_Constraint(M, r, p, s, d, t, v): * value(M.CapacityToActivity[r, t]) * value(M.SegFrac[s, d]) \ * value(M.ProcessLifeFrac[r, p, t, v]) \ * M.V_Capacity[r, p, t, v] == useful_activity + sum( \ - M.V_Curtailment[r, p, s, d, S_i, t, v, S_o] \ - for S_i in M.processInputs[r, p, t, v] \ - for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i]) + M.V_Curtailment[r, p, s, d, S_i, t, v, S_o] \ + for S_i in M.processInputs[r, p, t, v] \ + for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i]) else: return value(M.CapacityFactorProcess[r, s, d, t, v]) \ - * value(M.CapacityToActivity[r, t]) \ - * value(M.SegFrac[s, d]) \ - * value(M.ProcessLifeFrac[r, p, t, v]) \ - * M.V_Capacity[r, p, t, v] >= useful_activity + * value(M.CapacityToActivity[r, t]) \ + * value(M.SegFrac[s, d]) \ + * value(M.ProcessLifeFrac[r, p, t, v]) \ + * M.V_Capacity[r, p, t, v] >= useful_activity def CapacityAnnual_Constraint(M, r, p, t, v): @@ -139,7 +142,7 @@ def CapacityAnnual_Constraint(M, r, p, t, v): """ - CF = 1 #placeholder CF + CF = 1 # placeholder CF activity_rptv = sum( M.V_FlowOutAnnual[r, p, S_i, t, v, S_o] @@ -148,9 +151,9 @@ def CapacityAnnual_Constraint(M, r, p, t, v): ) return CF \ - * value(M.CapacityToActivity[r, t]) \ - * value(M.ProcessLifeFrac[r, p, t, v]) \ - * M.V_Capacity[r, p, t, v] >= activity_rptv + * value(M.CapacityToActivity[r, t]) \ + * value(M.ProcessLifeFrac[r, p, t, v]) \ + * M.V_Capacity[r, p, t, v] >= activity_rptv def ActivityByTech_Constraint(M, t): @@ -178,17 +181,17 @@ def ActivityByTech_Constraint(M, t): for s_index in M.FlowVar_rpsditvo: if t in s_index: indices.append(s_index) - activity = sum( M.V_FlowOut[s_index] - for s_index in indices - ) + activity = sum(M.V_FlowOut[s_index] + for s_index in indices + ) else: indices = [] for s_index in M.FlowVarAnnual_rpitvo: if t in s_index: indices.append(s_index) - activity = sum( M.V_FlowOutAnnual[s_index] - for s_index in indices - ) + activity = sum(M.V_FlowOutAnnual[s_index] + for s_index in indices + ) if int is type(activity): return Constraint.Skip @@ -227,6 +230,7 @@ def CapacityAvailableByPeriodAndTech_Constraint(M, r, p, t): expr = M.V_CapacityAvailableByPeriodAndTech[r, p, t] == cap_avail return expr + def RetiredCapacity_Constraint(M, r, p, t, v): r""" @@ -250,6 +254,7 @@ def RetiredCapacity_Constraint(M, r, p, t, v): expr = M.V_RetiredCapacity[r, p, t, v] <= cap_avail return expr + # --------------------------------------------------------------- # Define the Objective Function # --------------------------------------------------------------- @@ -337,30 +342,27 @@ def PeriodCost_rule(M, p): MPL = M.ModelProcessLife x = 1 + GDR # convenience variable, nothing more. - - if value(M.MyopicBaseyear) != 0: - P_0 = value(M.MyopicBaseyear) - - + if value(M.MyopicBaseyear) != 0: + P_0 = value(M.MyopicBaseyear) loan_costs = sum( M.V_NewCapacity[r, S_t, S_v] * ( - value(M.CostInvest[r, S_t, S_v]) - * value(M.LoanAnnualize[r, S_t, S_v]) - * ( - value(M.LifetimeLoanProcess[r, S_t, S_v]) - if not GDR - else ( - x ** (P_0 - S_v + 1) - * (1 - x ** (-value(M.LifetimeLoanProcess[r, S_t, S_v]))) - / GDR + value(M.CostInvest[r, S_t, S_v]) + * value(M.LoanAnnualize[r, S_t, S_v]) + * ( + value(M.LifetimeLoanProcess[r, S_t, S_v]) + if not GDR + else ( + x ** (P_0 - S_v + 1) + * (1 - x ** (-value(M.LifetimeLoanProcess[r, S_t, S_v]))) + / GDR + ) ) - ) ) * ( - (1 - x ** (-min(value(M.LifetimeProcess[r, S_t, S_v]), P_e - S_v))) - / (1 - x ** (-value(M.LifetimeProcess[r, S_t, S_v]))) + (1 - x ** (-min(value(M.LifetimeProcess[r, S_t, S_v]), P_e - S_v))) + / (1 - x ** (-value(M.LifetimeProcess[r, S_t, S_v]))) ) for r, S_t, S_v in M.CostInvest.sparse_iterkeys() if S_v == p @@ -369,12 +371,12 @@ def PeriodCost_rule(M, p): fixed_costs = sum( M.V_Capacity[r, p, S_t, S_v] * ( - value(M.CostFixed[r, p, S_t, S_v]) - * ( - value(MPL[r, p, S_t, S_v]) - if not GDR - else (x ** (P_0 - p + 1) * (1 - x ** (-value(MPL[r, p, S_t, S_v]))) / GDR) - ) + value(M.CostFixed[r, p, S_t, S_v]) + * ( + value(MPL[r, p, S_t, S_v]) + if not GDR + else (x ** (P_0 - p + 1) * (1 - x ** (-value(MPL[r, p, S_t, S_v]))) / GDR) + ) ) for r, S_p, S_t, S_v in M.CostFixed.sparse_iterkeys() if S_p == p @@ -383,12 +385,12 @@ def PeriodCost_rule(M, p): variable_costs = sum( M.V_FlowOut[r, p, s, d, S_i, S_t, S_v, S_o] * ( - value(M.CostVariable[r, p, S_t, S_v]) - * ( - value(MPL[r, p, S_t, S_v]) - if not GDR - else (x ** (P_0 - p + 1) * (1 - x ** (-value(MPL[r, p, S_t, S_v]))) / GDR) - ) + value(M.CostVariable[r, p, S_t, S_v]) + * ( + value(MPL[r, p, S_t, S_v]) + if not GDR + else (x ** (P_0 - p + 1) * (1 - x ** (-value(MPL[r, p, S_t, S_v]))) / GDR) + ) ) for r, S_p, S_t, S_v in M.CostVariable.sparse_iterkeys() if S_p == p and S_t not in M.tech_annual @@ -401,12 +403,12 @@ def PeriodCost_rule(M, p): variable_costs_annual = sum( M.V_FlowOutAnnual[r, p, S_i, S_t, S_v, S_o] * ( - value(M.CostVariable[r, p, S_t, S_v]) - * ( - value(MPL[r, p, S_t, S_v]) - if not GDR - else (x ** (P_0 - p + 1) * (1 - x ** (-value(MPL[r, p, S_t, S_v]))) / GDR) - ) + value(M.CostVariable[r, p, S_t, S_v]) + * ( + value(MPL[r, p, S_t, S_v]) + if not GDR + else (x ** (P_0 - p + 1) * (1 - x ** (-value(MPL[r, p, S_t, S_v]))) / GDR) + ) ) for r, S_p, S_t, S_v in M.CostVariable.sparse_iterkeys() if S_p == p and S_t in M.tech_annual @@ -460,7 +462,7 @@ def Demand_Constraint(M, r, p, s, d, dem): M.V_FlowOutAnnual[r, p, S_i, S_t, S_v, dem] for S_t, S_v in M.commodityUStreamProcess[r, p, dem] if S_t in M.tech_annual for S_i in M.ProcessInputsByOutput[r, p, S_t, S_v, dem] - ) * value( M.SegFrac[ s, d]) + ) * value(M.SegFrac[s, d]) DemandConstraintErrorCheck(supply + supply_annual, r, p, s, d, dem) @@ -468,6 +470,7 @@ def Demand_Constraint(M, r, p, s, d, dem): return expr + def DemandActivity_Constraint(M, r, p, s, d, t, v, dem, s_0, d_0): r""" @@ -613,50 +616,53 @@ def CommodityBalance_Constraint(M, r, p, s, d, c): ) try: - vflow_out = sum( - M.V_FlowOut[r, p, s, d, S_i, S_t, S_v, c] - for S_t, S_v in M.commodityUStreamProcess[r, p, c] - for S_i in M.ProcessInputsByOutput[r, p, S_t, S_v, c] - ) - - #export of commodity c from region r to other regions - interregional_exports = 0 - if (r, p, c) in M.exportRegions: - interregional_exports = sum( - M.V_FlowOut[r+"-"+reg, p, s, d, c, S_t, S_v, S_o] / value(M.Efficiency[r+"-"+reg, c, S_t, S_v, S_o]) - for reg, S_t, S_v, S_o in M.exportRegions[r, p, c] - ) - - #import of commodity c from other regions into region r - interregional_imports = 0 - if (r, p, c) in M.importRegions: - interregional_imports = sum( - M.V_FlowOut[reg+"-"+r, p, s, d, S_i, S_t, S_v, c] - for reg, S_t, S_v, S_i in M.importRegions[r, p, c] - ) - - v_out_excess = 0 - if c in M.flex_commodities: - v_out_excess = sum( - M.V_Flex[r, p, s, d, S_i, S_t, S_v, c] - for S_t, S_v in M.commodityUStreamProcess[r, p, c] if S_t not in M.tech_storage and S_t not in M.tech_annual and S_t in M.tech_flex + vflow_out = sum( + M.V_FlowOut[r, p, s, d, S_i, S_t, S_v, c] + for S_t, S_v in M.commodityUStreamProcess[r, p, c] for S_i in M.ProcessInputsByOutput[r, p, S_t, S_v, c] ) + # export of commodity c from region r to other regions + interregional_exports = 0 + if (r, p, c) in M.exportRegions: + interregional_exports = sum( + M.V_FlowOut[r + "-" + reg, p, s, d, c, S_t, S_v, S_o] / value( + M.Efficiency[r + "-" + reg, c, S_t, S_v, S_o]) + for reg, S_t, S_v, S_o in M.exportRegions[r, p, c] + ) + + # import of commodity c from other regions into region r + interregional_imports = 0 + if (r, p, c) in M.importRegions: + interregional_imports = sum( + M.V_FlowOut[reg + "-" + r, p, s, d, S_i, S_t, S_v, c] + for reg, S_t, S_v, S_i in M.importRegions[r, p, c] + ) + + v_out_excess = 0 + if c in M.flex_commodities: + v_out_excess = sum( + M.V_Flex[r, p, s, d, S_i, S_t, S_v, c] + for S_t, S_v in M.commodityUStreamProcess[r, p, c] if + S_t not in M.tech_storage and S_t not in M.tech_annual and S_t in M.tech_flex + for S_i in M.ProcessInputsByOutput[r, p, S_t, S_v, c] + ) + except: - raise Exception('The commodity "'+str(c)+'" can be produced \ + raise Exception('The commodity "' + str(c) + '" can be produced \ by at least one technology in the tech_annual set and one technology \ not in the tech_annual set. All the producers of the commodity must \ either be in tech_annual or not in tech_annual') + CommodityBalanceConstraintErrorCheck(vflow_out + interregional_imports, + vflow_in_ToStorage + vflow_in_ToNonStorage + vflow_in_ToNonStorageAnnual + interregional_exports + v_out_excess, + r, p, s, d, c) - - CommodityBalanceConstraintErrorCheck(vflow_out + interregional_imports, vflow_in_ToStorage + vflow_in_ToNonStorage + vflow_in_ToNonStorageAnnual + interregional_exports + v_out_excess, r, p, s, d, c) - - expr = vflow_out + interregional_imports == vflow_in_ToStorage + vflow_in_ToNonStorage + vflow_in_ToNonStorageAnnual + interregional_exports + v_out_excess + expr = vflow_out + interregional_imports == vflow_in_ToStorage + vflow_in_ToNonStorage + vflow_in_ToNonStorageAnnual + interregional_exports + v_out_excess return expr + def CommodityBalanceAnnual_Constraint(M, r, p, c): r""" Similar to the CommodityBalance_Constraint, but this version applies only @@ -712,37 +718,40 @@ def CommodityBalanceAnnual_Constraint(M, r, p, c): for S_i in M.ProcessInputsByOutput[r, p, S_t, S_v, c] ) - #export of commodity c from region r to other regions + # export of commodity c from region r to other regions interregional_exports = 0 if (r, p, c) in M.exportRegions: - interregional_exports = sum( - M.V_FlowOutAnnual[str(r)+"-"+str(reg), p, c, S_t, S_v, S_o] / value(M.Efficiency[str(r)+"-"+str(reg), c, S_t, S_v, S_o]) - for reg, S_t, S_v, S_o in M.exportRegions[r, p, c] + interregional_exports = sum( + M.V_FlowOutAnnual[str(r) + "-" + str(reg), p, c, S_t, S_v, S_o] / value( + M.Efficiency[str(r) + "-" + str(reg), c, S_t, S_v, S_o]) + for reg, S_t, S_v, S_o in M.exportRegions[r, p, c] ) - #import of commodity c from other regions into region r + # import of commodity c from other regions into region r interregional_imports = 0 if (r, p, c) in M.importRegions: - interregional_imports = sum( - M.V_FlowOutAnnual[str(reg)+"-"+str(r), p, S_i, S_t, S_v, c] - for reg, S_t, S_v, S_i in M.importRegions[r, p, c] + interregional_imports = sum( + M.V_FlowOutAnnual[str(reg) + "-" + str(r), p, S_i, S_t, S_v, c] + for reg, S_t, S_v, S_i in M.importRegions[r, p, c] ) v_out_excess = 0 if c in M.flex_commodities: - v_out_excess = sum( - M.V_FlexAnnual[r, p, S_i, S_t, S_v, c] - for S_t, S_v in M.commodityUStreamProcess[r, p, c] if S_t in M.tech_flex and S_t in M.tech_annual - for S_i in M.ProcessInputsByOutput[r, p, S_t, S_v, c] - ) - - CommodityBalanceConstraintErrorCheckAnnual(vflow_out + interregional_imports, vflow_in_annual + vflow_in + interregional_exports + v_out_excess, r, p, c) + v_out_excess = sum( + M.V_FlexAnnual[r, p, S_i, S_t, S_v, c] + for S_t, S_v in M.commodityUStreamProcess[r, p, c] if S_t in M.tech_flex and S_t in M.tech_annual + for S_i in M.ProcessInputsByOutput[r, p, S_t, S_v, c] + ) - expr = vflow_out + interregional_imports == vflow_in_annual + vflow_in + interregional_exports + v_out_excess + CommodityBalanceConstraintErrorCheckAnnual(vflow_out + interregional_imports, + vflow_in_annual + vflow_in + interregional_exports + v_out_excess, r, p, + c) + expr = vflow_out + interregional_imports == vflow_in_annual + vflow_in + interregional_exports + v_out_excess return expr + def ResourceExtraction_Constraint(M, reg, p, r): r""" The ResourceExtraction constraint allows a modeler to specify an annual limit on @@ -763,21 +772,22 @@ def ResourceExtraction_Constraint(M, reg, p, r): \forall \{r, p, c\} \in \Theta_{\text{ResourceExtraction}} """ try: - collected = sum( - M.V_FlowOut[reg, p, S_s, S_d, S_i, S_t, S_v, r] - for S_i, S_t, S_v in M.ProcessByPeriodAndOutput.keys() - for S_s in M.time_season - for S_d in M.time_of_day - ) + collected = sum( + M.V_FlowOut[reg, p, S_s, S_d, S_i, S_t, S_v, r] + for S_i, S_t, S_v in M.ProcessByPeriodAndOutput.keys() + for S_s in M.time_season + for S_d in M.time_of_day + ) except: - collected = sum( - M.V_FlowOutAnnual[reg, p, S_i, S_t, S_v, r] - for S_i, S_t, S_v in M.ProcessByPeriodAndOutput.keys() - ) + collected = sum( + M.V_FlowOutAnnual[reg, p, S_i, S_t, S_v, r] + for S_i, S_t, S_v in M.ProcessByPeriodAndOutput.keys() + ) expr = collected <= M.ResourceBound[reg, p, r] return expr + def BaseloadDiurnal_Constraint(M, r, p, s, d, t, v): r""" @@ -834,21 +844,22 @@ def BaseloadDiurnal_Constraint(M, r, p, s, d, t, v): M.V_FlowOut[r, p, s, d, S_i, t, v, S_o] \ for S_i in M.processInputs[r, p, t, v] \ for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] \ - ) + ) activity_sd_0 = sum( \ M.V_FlowOut[r, p, s, d_0, S_i, t, v, S_o] \ for S_i in M.processInputs[r, p, t, v] \ for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] \ - ) + ) expr = ( - activity_sd * M.SegFrac[s, d_0] - == activity_sd_0 * M.SegFrac[s, d] + activity_sd * M.SegFrac[s, d_0] + == activity_sd_0 * M.SegFrac[s, d] ) return expr + def RegionalExchangeCapacity_Constraint(M, r_e, r_i, p, t, v): r""" @@ -866,7 +877,7 @@ def RegionalExchangeCapacity_Constraint(M, r_e, r_i, p, t, v): \forall \{r_e, r_i, t, v\} \in \Theta_{\text{RegionalExchangeCapacity}} """ - expr = M.V_Capacity[r_e+"-"+r_i, p, t, v] == M.V_Capacity[r_i+"-"+r_e, p, t, v] + expr = M.V_Capacity[r_e + "-" + r_i, p, t, v] == M.V_Capacity[r_i + "-" + r_e, p, t, v] return expr @@ -950,19 +961,19 @@ def StorageEnergy_Constraint(M, r, p, s, d, t, v): # the last time slice of the last season must zero out if d == M.time_of_day.last() and s == M.time_season.last(): d_prev = M.time_of_day.prev(d) - expr = M.V_StorageLevel[r, p, s, d_prev, t, v] + stored_energy == M.V_StorageInit[r, t,v] + expr = M.V_StorageLevel[r, p, s, d_prev, t, v] + stored_energy == M.V_StorageInit[r, t, v] # First time slice of the first season (i.e., start of period), starts at StorageInit level elif d == M.time_of_day.first() and s == M.time_season.first(): - expr = M.V_StorageLevel[r, p, s, d, t, v] == M.V_StorageInit[r,t,v] + stored_energy + expr = M.V_StorageLevel[r, p, s, d, t, v] == M.V_StorageInit[r, t, v] + stored_energy # First time slice of any season that is NOT the first season elif d == M.time_of_day.first(): d_last = M.time_of_day.last() s_prev = M.time_season.prev(s) expr = ( - M.V_StorageLevel[r, p, s, d, t, v] - == M.V_StorageLevel[r, p, s_prev, d_last, t, v] + stored_energy + M.V_StorageLevel[r, p, s, d, t, v] + == M.V_StorageLevel[r, p, s_prev, d_last, t, v] + stored_energy ) # Any time slice that is NOT covered above (i.e., not the time slice ending @@ -970,12 +981,13 @@ def StorageEnergy_Constraint(M, r, p, s, d, t, v): else: d_prev = M.time_of_day.prev(d) expr = ( - M.V_StorageLevel[r, p, s, d, t, v] - == M.V_StorageLevel[r, p, s, d_prev, t, v] + stored_energy + M.V_StorageLevel[r, p, s, d, t, v] + == M.V_StorageLevel[r, p, s, d_prev, t, v] + stored_energy ) return expr + def StorageEnergyUpperBound_Constraint(M, r, p, s, d, t, v): r""" @@ -1006,11 +1018,11 @@ def StorageEnergyUpperBound_Constraint(M, r, p, s, d, t, v): """ energy_capacity = ( - M.V_Capacity[r, p, t, v] - * M.CapacityToActivity[r, t] - * (M.StorageDuration[r, t] / 8760) - * M.SegFracPerSeason[s] * 365 - * value(M.ProcessLifeFrac[r, p, t, v]) + M.V_Capacity[r, p, t, v] + * M.CapacityToActivity[r, t] + * (M.StorageDuration[r, t] / 8760) + * M.SegFracPerSeason[s] * 365 + * value(M.ProcessLifeFrac[r, p, t, v]) ) expr = M.V_StorageLevel[r, p, s, d, t, v] <= energy_capacity @@ -1043,10 +1055,10 @@ def StorageChargeRate_Constraint(M, r, p, s, d, t, v): # Maximum energy charge in each time slice max_charge = ( - M.V_Capacity[r, p, t, v] - * M.CapacityToActivity[r, t] - * M.SegFrac[s, d] - * value(M.ProcessLifeFrac[r, p, t, v]) + M.V_Capacity[r, p, t, v] + * M.CapacityToActivity[r, t] + * M.SegFrac[s, d] + * value(M.ProcessLifeFrac[r, p, t, v]) ) # Energy charge cannot exceed the power capacity of the storage unit @@ -1080,10 +1092,10 @@ def StorageDischargeRate_Constraint(M, r, p, s, d, t, v): # Maximum energy discharge in each time slice max_discharge = ( - M.V_Capacity[r, p, t, v] - * M.CapacityToActivity[r, t] - * M.SegFrac[s, d] - * value(M.ProcessLifeFrac[r, p, t, v]) + M.V_Capacity[r, p, t, v] + * M.CapacityToActivity[r, t] + * M.SegFrac[s, d] + * value(M.ProcessLifeFrac[r, p, t, v]) ) # Energy discharge cannot exceed the capacity of the storage unit @@ -1125,16 +1137,16 @@ def StorageThroughput_Constraint(M, r, p, s, d, t, v): throughput = charge + discharge max_throughput = ( - M.V_Capacity[r, p, t, v] - * M.CapacityToActivity[r, t] - * M.SegFrac[s, d] - * value(M.ProcessLifeFrac[r, p, t, v]) + M.V_Capacity[r, p, t, v] + * M.CapacityToActivity[r, t] + * M.SegFrac[s, d] + * value(M.ProcessLifeFrac[r, p, t, v]) ) expr = throughput <= max_throughput return expr -def StorageInit_Constraint( M, r, t, v ): +def StorageInit_Constraint(M, r, t, v): r""" This constraint is used if the users wishes to force a specific initial storage charge level @@ -1165,12 +1177,12 @@ def StorageInit_Constraint( M, r, t, v ): M.V_Capacity[r, p, t, v] * M.CapacityToActivity[r, t] * (M.StorageDuration[r, t] / 8760) - * sum(M.SegFrac[s,S_d] for S_d in M.time_of_day) * 365 + * sum(M.SegFrac[s, S_d] for S_d in M.time_of_day) * 365 * value(M.ProcessLifeFrac[r, v, t, v]) for p in M.time_optimize if p >= v ) - expr = M.V_StorageInit[r, t, v] == energy_capacity * M.StorageInitFrac[r, t, v] + expr = M.V_StorageInit[r, t, v] == energy_capacity * M.StorageInitFrac[r, t, v] return expr @@ -1228,18 +1240,18 @@ def RampUpDay_Constraint(M, r, p, s, d, t, v): M.V_FlowOut[r, p, s, d_prev, S_i, t, v, S_o] \ for S_i in M.processInputs[r, p, t, v] \ for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] \ - ) + ) activity_sd = sum( \ M.V_FlowOut[r, p, s, d, S_i, t, v, S_o] \ for S_i in M.processInputs[r, p, t, v] \ for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] \ - ) + ) expr_left = ( - activity_sd / value(M.SegFrac[s, d]) - - activity_sd_prev / value(M.SegFrac[s, d_prev]) - ) / value(M.CapacityToActivity[r,t]) + activity_sd / value(M.SegFrac[s, d]) + - activity_sd_prev / value(M.SegFrac[s, d_prev]) + ) / value(M.CapacityToActivity[r, t]) expr_right = M.V_Capacity[r, p, t, v] * value(M.RampUp[r, t]) expr = expr_left <= expr_right else: @@ -1279,18 +1291,18 @@ def RampDownDay_Constraint(M, r, p, s, d, t, v): M.V_FlowOut[r, p, s, d_prev, S_i, t, v, S_o] \ for S_i in M.processInputs[r, p, t, v] \ for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] \ - ) + ) activity_sd = sum( \ M.V_FlowOut[r, p, s, d, S_i, t, v, S_o] \ for S_i in M.processInputs[r, p, t, v] \ for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] \ - ) + ) expr_left = ( - activity_sd / value(M.SegFrac[s, d]) - - activity_sd_prev / value(M.SegFrac[s, d_prev]) - ) / value(M.CapacityToActivity[r,t]) + activity_sd / value(M.SegFrac[s, d]) + - activity_sd_prev / value(M.SegFrac[s, d_prev]) + ) / value(M.CapacityToActivity[r, t]) expr_right = -(M.V_Capacity[r, p, t, v] * value(M.RampDown[r, t])) expr = expr_left >= expr_right else: @@ -1333,18 +1345,18 @@ def RampUpSeason_Constraint(M, r, p, s, t, v): M.V_FlowOut[r, p, s, d_first, S_i, t, v, S_o] \ for S_i in M.processInputs[r, p, t, v] \ for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] \ - ) + ) activity_s_prev_d_last = sum( \ M.V_FlowOut[r, p, s_prev, d_last, S_i, t, v, S_o] \ for S_i in M.processInputs[r, p, t, v] \ for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] \ - ) + ) expr_left = ( - activity_sd_first / M.SegFrac[s, d_first] - - activity_s_prev_d_last / M.SegFrac[s_prev, d_last] - ) / value(M.CapacityToActivity[r,t]) + activity_sd_first / M.SegFrac[s, d_first] + - activity_s_prev_d_last / M.SegFrac[s_prev, d_last] + ) / value(M.CapacityToActivity[r, t]) expr_right = M.V_Capacity[r, p, t, v] * value(M.RampUp[r, t]) expr = expr_left <= expr_right else: @@ -1388,18 +1400,18 @@ def RampDownSeason_Constraint(M, r, p, s, t, v): M.V_FlowOut[r, p, s, d_first, S_i, t, v, S_o] \ for S_i in M.processInputs[r, p, t, v] \ for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] \ - ) + ) activity_s_prev_d_last = sum( \ M.V_FlowOut[r, p, s_prev, d_last, S_i, t, v, S_o] \ for S_i in M.processInputs[r, p, t, v] \ for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] \ - ) + ) expr_left = ( - activity_sd_first / value(M.SegFrac[s, d_first]) - - activity_s_prev_d_last / value(M.SegFrac[s_prev, d_last]) - ) / value(M.CapacityToActivity[r,t]) + activity_sd_first / value(M.SegFrac[s, d_first]) + - activity_s_prev_d_last / value(M.SegFrac[s_prev, d_last]) + ) / value(M.CapacityToActivity[r, t]) expr_right = -(M.V_Capacity[r, p, t, v] * value(M.RampDown[r, t])) expr = expr_left >= expr_right else: @@ -1409,7 +1421,6 @@ def RampDownSeason_Constraint(M, r, p, s, t, v): def RampUpPeriod_Constraint(M, r, p, t, v): - # if p != M.time_future.first(): # p_prev = M.time_future.prev(p) # s_first = M.time_season.first() @@ -1436,7 +1447,6 @@ def RampUpPeriod_Constraint(M, r, p, t, v): def RampDownPeriod_Constraint(M, r, p, t, v): - # if p != M.time_future.first(): # p_prev = M.time_future.prev(p) # s_first = M.time_season.first() @@ -1508,7 +1518,8 @@ def ReserveMargin_Constraint(M, r, p, s, d): \text{and} \forall r_i \in R """ - if (not M.tech_reserve) or ((r, p) not in M.processReservePeriods.keys()): # If reserve set empty or if r,p not in M.processReservePeriod.keys(), skip the constraint + if (not M.tech_reserve) or ((r, + p) not in M.processReservePeriods.keys()): # If reserve set empty or if r,p not in M.processReservePeriod.keys(), skip the constraint return Constraint.Skip cap_avail = sum( @@ -1638,19 +1649,17 @@ def EmissionLimit_Constraint(M, r, p, e): """ emission_limit = M.EmissionLimit[r, p, e] - # r can be an individual region (r='US'), or a combination of regions separated by a + (r='Mexico+US+Canada'), or 'global'. - # Note that regions!=M.regions. We iterate over regions to find actual_emissions and actual_emissions_annual. - + # r can be an individual region (r='US'), or a combination of regions separated by a + (r='Mexico+US+Canada'), or 'global'. + # Note that regions!=M.regions. We iterate over regions to find actual_emissions and actual_emissions_annual. # if r == 'global', the constraint is system-wide if r == 'global': - regions = M.regions + regions = M.regions elif '+' in r: - regions = r.split('+') + regions = r.split('+') else: - regions = [r] - + regions = [r] actual_emissions = sum( M.V_FlowOut[reg, p, S_s, S_d, S_i, S_t, S_v, S_o] @@ -1708,7 +1717,8 @@ def EmissionLimit_Constraint(M, r, p, e): if (reg, p, S_t, S_v) in M.processInputs.keys() ) - if int is type(actual_emissions + actual_emissions_annual + actual_emissions_flex + actual_emissions_curtail + actual_emissions_flex_annual): + if int is type( + actual_emissions + actual_emissions_annual + actual_emissions_flex + actual_emissions_curtail + actual_emissions_flex_annual): msg = ( "Warning: No technology produces emission '%s', though limit was " "specified as %s.\n" @@ -1784,33 +1794,33 @@ def MaxActivity_Constraint(M, r, p, t): \forall \{r, p, t \in T^{a}\} \in \Theta_{\text{MaxActivity}} """ - # r can be an individual region (r='US'), or a combination of regions separated by a + (r='Mexico+US+Canada'), or 'global'. + # r can be an individual region (r='US'), or a combination of regions separated by a + (r='Mexico+US+Canada'), or 'global'. # if r == 'global', the constraint is system-wide if r == 'global': - reg = M.regions + reg = M.regions elif '+' in r: - reg = r.split('+') + reg = r.split('+') else: - reg = [r] + reg = [r] try: - activity_rpt = sum( - M.V_FlowOut[r, p, s, d, S_i, t, S_v, S_o] - for r in reg - for S_v in M.processVintages[r, p, t] - for S_i in M.processInputs[r, p, t, S_v] - for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] - for s in M.time_season - for d in M.time_of_day - ) + activity_rpt = sum( + M.V_FlowOut[r, p, s, d, S_i, t, S_v, S_o] + for r in reg + for S_v in M.processVintages[r, p, t] + for S_i in M.processInputs[r, p, t, S_v] + for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] + for s in M.time_season + for d in M.time_of_day + ) except: - activity_rpt = sum( - M.V_FlowOutAnnual[r, p, S_i, t, S_v, S_o] - for r in reg - for S_v in M.processVintages[r, p, t] - for S_i in M.processInputs[r, p, t, S_v] - for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] - ) + activity_rpt = sum( + M.V_FlowOutAnnual[r, p, S_i, t, S_v, S_o] + for r in reg + for S_v in M.processVintages[r, p, t] + for S_i in M.processInputs[r, p, t, S_v] + for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] + ) max_act = value(M.MaxActivity[r, p, t]) expr = activity_rpt <= max_act @@ -1839,33 +1849,33 @@ def MinActivity_Constraint(M, r, p, t): \forall \{r, p, t \in T^{a}\} \in \Theta_{\text{MinActivity}} """ - # r can be an individual region (r='US'), or a combination of regions separated by a + (r='Mexico+US+Canada'), or 'global'. + # r can be an individual region (r='US'), or a combination of regions separated by a + (r='Mexico+US+Canada'), or 'global'. # if r == 'global', the constraint is system-wide if r == 'global': - reg = M.regions + reg = M.regions elif '+' in r: - reg = r.split('+') + reg = r.split('+') else: - reg = [r] + reg = [r] try: - activity_rpt = sum( - M.V_FlowOut[r, p, s, d, S_i, t, S_v, S_o] - for r in reg - for S_v in M.processVintages[r, p, t] - for S_i in M.processInputs[r, p, t, S_v] - for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] - for s in M.time_season - for d in M.time_of_day - ) + activity_rpt = sum( + M.V_FlowOut[r, p, s, d, S_i, t, S_v, S_o] + for r in reg + for S_v in M.processVintages[r, p, t] + for S_i in M.processInputs[r, p, t, S_v] + for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] + for s in M.time_season + for d in M.time_of_day + ) except: - activity_rpt = sum( - M.V_FlowOutAnnual[r, p, S_i, t, S_v, S_o] - for r in reg - for S_v in M.processVintages[r, p, t] - for S_i in M.processInputs[r, p, t, S_v] - for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] - ) + activity_rpt = sum( + M.V_FlowOutAnnual[r, p, S_i, t, S_v, S_o] + for r in reg + for S_v in M.processVintages[r, p, t] + for S_i in M.processInputs[r, p, t, S_v] + for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] + ) min_act = value(M.MinActivity[r, p, t]) expr = activity_rpt >= min_act @@ -1891,14 +1901,14 @@ def MinActivityGroup_Constraint(M, r, p, g): """ if r == 'global': - reg = M.regions + reg = M.regions elif '+' in r: - reg = r.split('+') + reg = r.split('+') else: - reg = [r] - - activity_p = 0 - activity_p_annual = 0 + reg = [r] + + activity_p = 0 + activity_p_annual = 0 for r_i in reg: if r == 'global': activity_p += sum( @@ -1945,6 +1955,7 @@ def MinActivityGroup_Constraint(M, r, p, g): expr = activity_p + activity_p_annual >= min_act return expr + def MaxActivityGroup_Constraint(M, r, p, g): r""" The MaxActivityGroup constraint sets a maximum activity limit for a user-defined @@ -1960,14 +1971,14 @@ def MaxActivityGroup_Constraint(M, r, p, g): """ if r == 'global': - reg = M.regions + reg = M.regions elif '+' in r: - reg = r.split('+') + reg = r.split('+') else: - reg = [r] + reg = [r] - activity_p = 0 - activity_p_annual = 0 + activity_p = 0 + activity_p_annual = 0 for r_i in reg: if r == 'global': activity_p += sum( @@ -1980,7 +1991,7 @@ def MaxActivityGroup_Constraint(M, r, p, g): for d in M.time_of_day if (S_t not in M.tech_annual) and ((r_i, p, S_t) in M.processVintages.keys()) ) - + activity_p_annual += sum( M.V_FlowOutAnnual[r_i, p, S_i, S_t, S_v, S_o] for _r, _g, S_t in M.tech_groups if _r == r and _g == g and (r_i, p, S_t) in M.processVintages @@ -2015,6 +2026,7 @@ def MaxActivityGroup_Constraint(M, r, p, g): expr = activity_p + activity_p_annual <= max_act return expr + def MaxNewCapacity_Constraint(M, r, p, t): r""" The MaxNewCapacity constraint sets a limit on the maximum newly installed capacity of a @@ -2028,6 +2040,7 @@ def MaxNewCapacity_Constraint(M, r, p, t): expr = M.V_NewCapacity[r, t, p] <= max_cap return expr + def MaxCapacity_Constraint(M, r, p, t): r""" @@ -2063,25 +2076,25 @@ def MaxResource_Constraint(M, r, t): """ max_resource = value(M.MaxResource[r, t]) try: - activity_rt = sum( - M.V_FlowOut[r, p, s, d, S_i, t, S_v, S_o] - for p in M.time_optimize - if (r, p, t) in M.processVintages.keys() - for S_v in M.processVintages[r, p, t] - for S_i in M.processInputs[r, p, t, S_v] - for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] - for s in M.time_season - for d in M.time_of_day - ) + activity_rt = sum( + M.V_FlowOut[r, p, s, d, S_i, t, S_v, S_o] + for p in M.time_optimize + if (r, p, t) in M.processVintages.keys() + for S_v in M.processVintages[r, p, t] + for S_i in M.processInputs[r, p, t, S_v] + for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] + for s in M.time_season + for d in M.time_of_day + ) except: - activity_rt = sum( - M.V_FlowOutAnnual[r, p, S_i, t, S_v, S_o] - for p in M.time_optimize - if (r, p, t) in M.processVintages.keys() - for S_v in M.processVintages[r, p, t] - for S_i in M.processInputs[r, p, t, S_v] - for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] - ) + activity_rt = sum( + M.V_FlowOutAnnual[r, p, S_i, t, S_v, S_o] + for p in M.time_optimize + if (r, p, t) in M.processVintages.keys() + for S_v in M.processVintages[r, p, t] + for S_i in M.processInputs[r, p, t, S_v] + for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] + ) expr = activity_rt <= max_resource return expr @@ -2099,24 +2112,26 @@ def MaxCapacityGroup_Constraint(M, r, p, g): else: reg = [r] max_capgroup = value(M.MaxCapacityGroup[r, p, g]) - + cap = 0 for r_i in reg: if r == 'global': cap += sum( - M.V_CapacityAvailableByPeriodAndTech[r_i, p, t] - for _r, _g, t in M.tech_groups - if _r == r and _g == g and (r_i,p,t) in M.V_CapacityAvailableByPeriodAndTech.keys() - ) + M.V_CapacityAvailableByPeriodAndTech[r_i, p, t] + for _r, _g, t in M.tech_groups + if _r == r and _g == g and (r_i, p, t) in M.V_CapacityAvailableByPeriodAndTech.keys() + ) else: cap += sum( - M.V_CapacityAvailableByPeriodAndTech[r_i, p, t] - for _r, _g, t in M.tech_groups - if _r == r_i and _g == g and (r_i,p,t) in M.V_CapacityAvailableByPeriodAndTech.keys() - ) - + M.V_CapacityAvailableByPeriodAndTech[r_i, p, t] + for _r, _g, t in M.tech_groups + if _r == r_i and _g == g and (r_i, p, t) in M.V_CapacityAvailableByPeriodAndTech.keys() + ) + expr = cap <= max_capgroup return expr + + def MinNewCapacity_Constraint(M, r, p, t): r""" The MinNewCapacity constraint sets a limit on the minimum newly installed capacity of a @@ -2162,22 +2177,22 @@ def MinCapacityGroup_Constraint(M, r, p, g): else: reg = [r] min_capgroup = value(M.MinCapacityGroup[r, p, g]) - + cap = 0 for r_i in reg: if r == 'global': cap += sum( - M.V_CapacityAvailableByPeriodAndTech[r_i, p, t] - for _r, _g, t in M.tech_groups - if _r == r and _g == g and (r_i,p,t) in M.V_CapacityAvailableByPeriodAndTech.keys() - ) + M.V_CapacityAvailableByPeriodAndTech[r_i, p, t] + for _r, _g, t in M.tech_groups + if _r == r and _g == g and (r_i, p, t) in M.V_CapacityAvailableByPeriodAndTech.keys() + ) else: cap += sum( - M.V_CapacityAvailableByPeriodAndTech[r_i, p, t] - for _r, _g, t in M.tech_groups - if _r == r_i and _g == g and (r_i,p,t) in M.V_CapacityAvailableByPeriodAndTech.keys() - ) - + M.V_CapacityAvailableByPeriodAndTech[r_i, p, t] + for _r, _g, t in M.tech_groups + if _r == r_i and _g == g and (r_i, p, t) in M.V_CapacityAvailableByPeriodAndTech.keys() + ) + expr = cap >= min_capgroup return expr @@ -2189,7 +2204,8 @@ def MinNewCapacityGroup_Constraint(M, r, p, g): min_new_cap = value(M.MinNewCapacityGroup[r, p, g]) agg_new_cap = sum( M.V_NewCapacity[r, t, p] - for _r, _g, t in M.tech_groups if _r == r and _g == g and (r, p, t) in M.V_CapacityAvailableByPeriodAndTech.keys() + for _r, _g, t in M.tech_groups if + _r == r and _g == g and (r, p, t) in M.V_CapacityAvailableByPeriodAndTech.keys() ) expr = agg_new_cap >= min_new_cap return expr @@ -2202,11 +2218,13 @@ def MaxNewCapacityGroup_Constraint(M, r, p, g): max_new_cap = value(M.MaxNewCapacityGroup[r, p, g]) agg_new_cap = sum( M.V_NewCapacity[r, t, p] - for _r, _g, t in M.tech_groups if _r == r and _g == g and (r, p, t) in M.V_CapacityAvailableByPeriodAndTech.keys() + for _r, _g, t in M.tech_groups if + _r == r and _g == g and (r, p, t) in M.V_CapacityAvailableByPeriodAndTech.keys() ) expr = max_new_cap >= agg_new_cap return expr + def MinActivityShare_Constraint(M, r, p, t, g): r""" The MinActivityShare constraint sets a minimum capacity share for a given @@ -2215,32 +2233,31 @@ def MinActivityShare_Constraint(M, r, p, t, g): members are different types for LDVs. This constraint could be used to enforce that no less than 10% of LDVs must be of a certain type. """ - # r can be an individual region (r='US'), or a combination of regions separated by comma (r='Mexico,US,Canada'), or 'global'. - # if r == 'global', the constraint is system-wide + # r can be an individual region (r='US'), or a combination of regions separated by comma (r='Mexico,US,Canada'), or 'global'. + # if r == 'global', the constraint is system-wide if r == 'global': - reg = M.regions + reg = M.regions else: - reg = [r] + reg = [r] try: - activity_rpt = sum( - M.V_FlowOut[r, p, s, d, S_i, t, S_v, S_o] - for r in reg if ',' not in r - for S_v in M.processVintages[r, p, t] - for S_i in M.processInputs[r, p, t, S_v] - for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] - for s in M.time_season - for d in M.time_of_day - ) + activity_rpt = sum( + M.V_FlowOut[r, p, s, d, S_i, t, S_v, S_o] + for r in reg if ',' not in r + for S_v in M.processVintages[r, p, t] + for S_i in M.processInputs[r, p, t, S_v] + for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] + for s in M.time_season + for d in M.time_of_day + ) except: - activity_rpt = sum( - M.V_FlowOutAnnual[r, p, S_i, t, S_v, S_o] - for r in reg if ',' not in r - for S_v in M.processVintages[r, p, t] - for S_i in M.processInputs[r, p, t, S_v] - for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] - ) - + activity_rpt = sum( + M.V_FlowOutAnnual[r, p, S_i, t, S_v, S_o] + for r in reg if ',' not in r + for S_v in M.processVintages[r, p, t] + for S_i in M.processInputs[r, p, t, S_v] + for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] + ) activity_t = activity_rpt activity_p = sum( @@ -2265,7 +2282,7 @@ def MinActivityShare_Constraint(M, r, p, t, g): activity_group = activity_p + activity_p_annual min_activity_share = value(M.MinActivityShare[r, p, t, g]) - expr = activity_t >= min_activity_share* activity_group + expr = activity_t >= min_activity_share * activity_group return expr @@ -2279,29 +2296,28 @@ def MaxActivityShare_Constraint(M, r, p, t, g): """ if r == 'global': - reg = M.regions + reg = M.regions else: - reg = [r] + reg = [r] try: - activity_rpt = sum( - M.V_FlowOut[r, p, s, d, S_i, t, S_v, S_o] - for r in reg if ',' not in r - for S_v in M.processVintages[r, p, t] - for S_i in M.processInputs[r, p, t, S_v] - for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] - for s in M.time_season - for d in M.time_of_day - ) + activity_rpt = sum( + M.V_FlowOut[r, p, s, d, S_i, t, S_v, S_o] + for r in reg if ',' not in r + for S_v in M.processVintages[r, p, t] + for S_i in M.processInputs[r, p, t, S_v] + for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] + for s in M.time_season + for d in M.time_of_day + ) except: - activity_rpt = sum( - M.V_FlowOutAnnual[r, p, S_i, t, S_v, S_o] - for r in reg if ',' not in r - for S_v in M.processVintages[r, p, t] - for S_i in M.processInputs[r, p, t, S_v] - for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] - ) - + activity_rpt = sum( + M.V_FlowOutAnnual[r, p, S_i, t, S_v, S_o] + for r in reg if ',' not in r + for S_v in M.processVintages[r, p, t] + for S_i in M.processInputs[r, p, t, S_v] + for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] + ) activity_t = activity_rpt activity_p = sum( @@ -2326,9 +2342,10 @@ def MaxActivityShare_Constraint(M, r, p, t, g): activity_group = activity_p + activity_p_annual max_activity_share = value(M.MaxActivityShare[r, p, t, g]) - expr = activity_t <= max_activity_share* activity_group + expr = activity_t <= max_activity_share * activity_group return expr + def MinCapacityShare_Constraint(M, r, p, t, g): r""" The MinCapacityShare constraint sets a minimum capacity share for a given @@ -2341,8 +2358,8 @@ def MinCapacityShare_Constraint(M, r, p, t, g): capacity_t = M.V_CapacityAvailableByPeriodAndTech[r, p, t] capacity_group = sum( M.V_CapacityAvailableByPeriodAndTech[r, p, S_t] - for (S_r, S_g, S_t) in M.tech_groups.keys() - if S_r == r and S_g == g and (r, p, S_t) in M.processVintages.keys() + for (S_r, S_g, S_t) in M.tech_groups.keys() + if S_r == r and S_g == g and (r, p, S_t) in M.processVintages.keys() ) min_cap_share = value(M.MinCapacityShare[r, p, t, g]) @@ -2362,14 +2379,15 @@ def MaxCapacityShare_Constraint(M, r, p, t, g): capacity_t = M.V_CapacityAvailableByPeriodAndTech[r, p, t] capacity_group = sum( M.V_CapacityAvailableByPeriodAndTech[r, p, S_t] - for (S_r, S_g, S_t) in M.tech_groups.keys() - if S_r == r and S_g == g and (r, p, S_t) in M.processVintages.keys() + for (S_r, S_g, S_t) in M.tech_groups.keys() + if S_r == r and S_g == g and (r, p, S_t) in M.processVintages.keys() ) max_cap_share = value(M.MaxCapacityShare[r, p, t, g]) expr = capacity_t <= max_cap_share * capacity_group return expr + def MinNewCapacityShare_Constraint(M, r, p, t, g): r""" The MinNewCapacityShare constraint sets a minimum new capacity share for a given @@ -2382,8 +2400,8 @@ def MinNewCapacityShare_Constraint(M, r, p, t, g): capacity_t = M.V_NewCapacity[r, t, p] capacity_group = sum( M.V_NewCapacity[r, S_t, p] - for (S_r, S_g, S_t) in M.tech_groups.keys() - if S_r == r and S_g == g and (r, S_t, p) in M.V_NewCapacity.keys() + for (S_r, S_g, S_t) in M.tech_groups.keys() + if S_r == r and S_g == g and (r, S_t, p) in M.V_NewCapacity.keys() ) min_cap_share = value(M.MinNewCapacityShare[r, p, t, g]) @@ -2403,8 +2421,8 @@ def MaxNewCapacityShare_Constraint(M, r, p, t, g): capacity_t = M.V_NewCapacity[r, t, p] capacity_group = sum( M.V_NewCapacity[r, S_t, p] - for (S_r, S_g, S_t) in M.tech_groups.keys() - if S_r == r and S_g == g and (r, S_t, p) in M.V_NewCapacity.keys() + for (S_r, S_g, S_t) in M.tech_groups.keys() + if S_r == r and S_g == g and (r, S_t, p) in M.V_NewCapacity.keys() ) max_cap_share = value(M.MaxNewCapacityShare[r, p, t, g]) @@ -2412,7 +2430,6 @@ def MaxNewCapacityShare_Constraint(M, r, p, t, g): return expr - def MinAnnualCapacityFactor_Constraint(M, r, p, t, o): r""" The MinAnnualCapacityFactor sets a lower bound on the annual capacity factor @@ -2430,9 +2447,9 @@ def MinAnnualCapacityFactor_Constraint(M, r, p, t, o): # r can be an individual region (r='US'), or a combination of regions separated by comma (r='Mexico,US,Canada'), or 'global'. # if r == 'global', the constraint is system-wide if r == 'global': - reg = M.regions + reg = M.regions else: - reg = [r] + reg = [r] try: activity_rpt = sum( @@ -2460,52 +2477,49 @@ def MinAnnualCapacityFactor_Constraint(M, r, p, t, o): def MaxAnnualCapacityFactor_Constraint(M, r, p, t, o): - r""" - The MaxAnnualCapacityFactor sets an upper bound on the annual capacity factor - from a specific technology. The first portion of the constraint pertains to - technologies with variable output at the time slice level, and the second portion - pertains to technologies with constant annual output belonging to the - :code:`tech_annual` set. - .. math:: - :label: MaxAnnualCapacityFactor - \sum_{S,D,I,V,O} \textbf{FO}_{r, p, s, d, i, t, v, o} \le MAXCF_{r, p, t} * \textbf{CAPAVL}_{r, p, t} * \text{C2A}_{r, t} - \forall \{r, p, t, o\} \in \Theta_{\text{MaxAnnualCapacityFactor}} - \sum_{I,V,O} \textbf{FOA}_{r, p, i, t, v, o} \ge MAXCF_{r, p, t} * \textbf{CAPAVL}_{r, p, t} * \text{C2A}_{r, t} - \forall \{r, p, t, o \in T^{a}\} \in \Theta_{\text{MaxAnnualCapacityFactor}} - """ - # r can be an individual region (r='US'), or a combination of regions separated by comma (r='Mexico,US,Canada'), or 'global'. - # if r == 'global', the constraint is system-wide - if r == 'global': - reg = M.regions - else: - reg = [r] - - try: - activity_rpt = sum( - M.V_FlowOut[r, p, s, d, S_i, t, S_v, o] - for r in reg if ',' not in r - for S_v in M.processVintages[r, p, t] - for S_i in M.processInputs[r, p, t, S_v] - for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] - for s in M.time_season - for d in M.time_of_day - ) - except: - activity_rpt = sum( - M.V_FlowOutAnnual[r, p, S_i, t, S_v, o] - for r in reg if ',' not in r - for S_v in M.processVintages[r, p, t] - for S_i in M.processInputs[r, p, t, S_v] - for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] - ) - - max_possible_activity_rpt = M.V_CapacityAvailableByPeriodAndTech[r, p, t] * M.CapacityToActivity[r, t] - max_annual_cf = value(M.MaxAnnualCapacityFactor[r, p, t, o]) - expr = activity_rpt <= max_annual_cf * max_possible_activity_rpt - return expr - + r""" +The MaxAnnualCapacityFactor sets an upper bound on the annual capacity factor +from a specific technology. The first portion of the constraint pertains to +technologies with variable output at the time slice level, and the second portion +pertains to technologies with constant annual output belonging to the +:code:`tech_annual` set. +.. math:: + :label: MaxAnnualCapacityFactor + \sum_{S,D,I,V,O} \textbf{FO}_{r, p, s, d, i, t, v, o} \le MAXCF_{r, p, t} * \textbf{CAPAVL}_{r, p, t} * \text{C2A}_{r, t} + \forall \{r, p, t, o\} \in \Theta_{\text{MaxAnnualCapacityFactor}} + \sum_{I,V,O} \textbf{FOA}_{r, p, i, t, v, o} \ge MAXCF_{r, p, t} * \textbf{CAPAVL}_{r, p, t} * \text{C2A}_{r, t} + \forall \{r, p, t, o \in T^{a}\} \in \Theta_{\text{MaxAnnualCapacityFactor}} +""" + # r can be an individual region (r='US'), or a combination of regions separated by comma (r='Mexico,US,Canada'), or 'global'. + # if r == 'global', the constraint is system-wide + if r == 'global': + reg = M.regions + else: + reg = [r] + try: + activity_rpt = sum( + M.V_FlowOut[r, p, s, d, S_i, t, S_v, o] + for r in reg if ',' not in r + for S_v in M.processVintages[r, p, t] + for S_i in M.processInputs[r, p, t, S_v] + for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] + for s in M.time_season + for d in M.time_of_day + ) + except: + activity_rpt = sum( + M.V_FlowOutAnnual[r, p, S_i, t, S_v, o] + for r in reg if ',' not in r + for S_v in M.processVintages[r, p, t] + for S_i in M.processInputs[r, p, t, S_v] + for S_o in M.ProcessOutputsByInput[r, p, t, S_v, S_i] + ) + max_possible_activity_rpt = M.V_CapacityAvailableByPeriodAndTech[r, p, t] * M.CapacityToActivity[r, t] + max_annual_cf = value(M.MaxAnnualCapacityFactor[r, p, t, o]) + expr = activity_rpt <= max_annual_cf * max_possible_activity_rpt + return expr def TechInputSplit_Constraint(M, r, p, s, d, i, t, v): @@ -2530,6 +2544,7 @@ def TechInputSplit_Constraint(M, r, p, s, d, i, t, v): expr = inp >= M.TechInputSplit[r, p, i, t] * total_inp return expr + def TechInputSplitAnnual_Constraint(M, r, p, i, t, v): r""" Allows users to specify fixed or minimum shares of commodity inputs to a process @@ -2552,6 +2567,7 @@ def TechInputSplitAnnual_Constraint(M, r, p, i, t, v): expr = inp >= M.TechInputSplit[r, p, i, t] * total_inp return expr + def TechInputSplitAverage_Constraint(M, r, p, i, t, v): r""" Allows users to specify fixed or minimum shares of commodity inputs to a process @@ -2577,10 +2593,10 @@ def TechInputSplitAverage_Constraint(M, r, p, i, t, v): for S_o in M.ProcessOutputsByInput[r, p, t, v, i] ) - expr = inp >= M.TechInputSplitAverage[r, p, i, t] * total_inp return expr + def TechOutputSplit_Constraint(M, r, p, s, d, t, v, o): r""" @@ -2623,15 +2639,16 @@ def TechOutputSplit_Constraint(M, r, p, s, d, t, v, o): ) total_out = sum( - M.V_FlowOut[r, p, s, d, S_i, t, v, S_o] - for S_i in M.processInputs[r, p, t, v] - for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] + M.V_FlowOut[r, p, s, d, S_i, t, v, S_o] + for S_i in M.processInputs[r, p, t, v] + for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] ) expr = out >= M.TechOutputSplit[r, p, t, o] * total_out return expr -def TechOutputSplitAnnual_Constraint ( M, r, p, t, v, o): + +def TechOutputSplitAnnual_Constraint(M, r, p, t, v, o): r""" This constraint operates similarly to TechOutputSplit_Constraint. However, under this function, only the technologies with constant annual @@ -2657,11 +2674,12 @@ def TechOutputSplitAnnual_Constraint ( M, r, p, t, v, o): M.V_FlowOutAnnual[r, p, S_i, t, v, S_o] for S_i in M.processInputs[r, p, t, v] for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] - ) + ) expr = out >= M.TechOutputSplit[r, p, t, o] * total_out return expr + def RenewablePortfolioStandard_Constraint(M, r, p): r""" Allows users to specify the share of electricity generation in a region @@ -2670,8 +2688,8 @@ def RenewablePortfolioStandard_Constraint(M, r, p): inp = sum( M.V_FlowOut[r, p, s, d, S_i, t, v, S_o] - for (_r,t) in M.tech_rps if _r == r - for (_t,v) in M.processReservePeriods[r, p] if _t == t + for (_r, t) in M.tech_rps if _r == r + for (_t, v) in M.processReservePeriods[r, p] if _t == t for s in M.time_season for d in M.time_of_day for S_i in M.processInputs[r, p, t, v] @@ -2680,16 +2698,16 @@ def RenewablePortfolioStandard_Constraint(M, r, p): total_inp = sum( M.V_FlowOut[r, p, s, d, S_i, t, v, S_o] - for (t,v) in M.processReservePeriods[r, p] + for (t, v) in M.processReservePeriods[r, p] for s in M.time_season for d in M.time_of_day for S_i in M.processInputs[r, p, t, v] for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] ) - expr = inp >= (value(M.RenewablePortfolioStandard[r, p]) * total_inp) - return expr + return expr + # --------------------------------------------------------------- # Define rule-based parameters @@ -2747,9 +2765,11 @@ def ParamLoanAnnualize_rule(M, r, t, v): return annualized_rate + def SegFracPerSeason_rule(M, s): return sum(M.SegFrac[s, S_d] for S_d in M.time_of_day) + def LinkedEmissionsTech_Constraint(M, r, p, s, d, t, v, e): r""" This constraint is necessary for carbon capture technologies that produce @@ -2774,25 +2794,25 @@ def LinkedEmissionsTech_Constraint(M, r, p, s, d, t, v, e): of the primary and linked technologies should be specified and identical. """ linked_t = M.LinkedTechs[r, t, e] - if (r,t,v) in M.LifetimeProcess.keys() and M.LifetimeProcess[r, linked_t,v] != M.LifetimeProcess[r, t,v]: + if (r, t, v) in M.LifetimeProcess.keys() and M.LifetimeProcess[r, linked_t, v] != M.LifetimeProcess[r, t, v]: msg = ('the LifetimeProcess values of the primary and linked technologies ' - 'in the LinkedTechs table have to be specified and identical') - raise Exception( msg ) - if (r,t) in M.LifetimeTech.keys() and M.LifetimeTech[r, linked_t] != M.LifetimeTech[r, t]: + 'in the LinkedTechs table have to be specified and identical') + raise Exception(msg) + if (r, t) in M.LifetimeTech.keys() and M.LifetimeTech[r, linked_t] != M.LifetimeTech[r, t]: msg = ('the LifetimeTech values of the primary and linked technologies ' - 'in the LinkedTechs table have to be specified and identical') - raise Exception( msg ) + 'in the LinkedTechs table have to be specified and identical') + raise Exception(msg) primary_flow = sum( - M.V_FlowOut[r, p, s, d, S_i, t, v, S_o]*M.EmissionActivity[r, e, S_i, t, v, S_o] - for S_i in M.processInputs[r, p, t, v] - for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] + M.V_FlowOut[r, p, s, d, S_i, t, v, S_o] * M.EmissionActivity[r, e, S_i, t, v, S_o] + for S_i in M.processInputs[r, p, t, v] + for S_o in M.ProcessOutputsByInput[r, p, t, v, S_i] ) linked_flow = sum( - M.V_FlowOut[r, p, s, d, S_i, linked_t, v, S_o] - for S_i in M.processInputs[r, p, linked_t, v] - for S_o in M.ProcessOutputsByInput[r, p, linked_t, v, S_i] + M.V_FlowOut[r, p, s, d, S_i, linked_t, v, S_o] + for S_i in M.processInputs[r, p, linked_t, v] + for S_o in M.ProcessOutputsByInput[r, p, linked_t, v, S_i] ) expr = -primary_flow == linked_flow diff --git a/temoa/temoa_model/temoa_run.py b/temoa/temoa_model/temoa_run.py new file mode 100755 index 00000000..a17a83a0 --- /dev/null +++ b/temoa/temoa_model/temoa_run.py @@ -0,0 +1,603 @@ +""" +Tools for Energy Model Optimization and Analysis (Temoa): +An open source framework for energy systems optimization modeling + +Copyright (C) 2015, NC State University + +This program is free software; you can redistribute it and/or modify +it under the terms of the GNU General Public License as published by +the Free Software Foundation; either version 2 of the License, or +(at your option) any later version. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +GNU General Public License for more details. + +A complete copy of the GNU General Public License v2 (GPLv2) is available +in LICENSE.txt. Users uncompressing this from an archive may not have +received this license file. If not, see . +""" + +from os import path, close as os_close +from sys import argv, stderr as SE, stdout as SO +from signal import signal, SIGINT, default_int_handler +from shutil import copyfile, move + +from pyomo.opt import SolverFactory as SF +from pyomo.opt import SolverManagerFactory +from pyomo.environ import * +from pyomo.core.kernel.numvalue import value # TODO: This probably goes away after later getting rid of the value()'s + +from temoa.temoa_model.temoa_config import TemoaConfig + +import errno, warnings +import re as reg_exp +import traceback +from collections import defaultdict +from logging import getLogger +from os import path +from os import sep + +from pyutilib.services import TempfileManager +from pyutilib.services import TempfileManager +from pyutilib.common import ApplicationError + +from sys import version_info, exit + +from time import time +import sys, os, gc + +from pyomo.environ import DataPortal + +from temoa.temoa_model.pformat_results import pformat_results + +from collections import defaultdict +from temoa.temoa_model.temoa_rules import TotalCost_rule, ActivityByTech_Constraint +from temoa.temoa_model.temoa_mga import ActivityObj_rule, SlackedObjective_rule, PreviousAct_rule +import traceback + +signal(SIGINT, default_int_handler) + +''' +This is the main solver class. +This takes in input an Abstract Model after parameters initialization, +and a config_filename (which contains the input parameters) +If config_filename is empty, it assumes parameters from command line. + +The yield statements in this file are used for sending output of this file to UI as it happens, +instead of waiting for it to finish and then sending it finally. yield statements are used by +StreamingHttpResponse of Django to render output as it happens. +any function that uses yield statements can't have return clause. +If it is needed, instead use a class global variable to store the return value. +If any new function is added and its output is also needed to be printed to UI, +then use yield statements along with yield and then at the time of calling that function +yield the output of the function. like: +for statement in function_call(): + yield statement +This will yield each statement being yielded by function_call(). +This is followed all the way through to the first function_call of the UI where it is returned +as a StreamingHttpResponse(). +''' + +logger = getLogger(__name__) + +class TemoaSolver(object): + def __init__(self, model, config_filename): + self.model = model + self.config_filename = config_filename + self.temoa_setup() + self.temoa_checks() + + def temoa_setup(self): + """This function prepares the model to be solved. + + Inputs: + model -- the model object + config_filename -- config filename, non-blank if called from the UI + There are three possible ways to call the model: + 1. python temoa_model/ /path/to/data_files + 2. python temoa_model/ --config=/path/to/config/file + 3. function call from the UI + This function discerns which way the model was called and process the + inputs accordingly. + """ + if self.config_filename == '': # Called from the command line + self.options, config_flag = parse_args() + if config_flag == 1: # Option 2 (using config file) + self.options.path_to_lp_files = self.options.path_to_logs + sep + "lp_files" + TempfileManager.tempdir = self.options.path_to_lp_files + else: # Must be Option 1 (no config file) + pass + + else: # Config file already specified, so must be an interface call + available_solvers, default_solver = get_solvers() + temoa_config = TemoaConfig(d_solver=default_solver) + temoa_config.build(config=self.config_filename) + self.options = temoa_config + + self.temp_lp_dest = '/srv/thirdparty/temoa/data_files/' + + self.options.path_to_lp_files = self.options.path_to_logs + sep + "lp_files" + TempfileManager.tempdir = self.options.path_to_lp_files + + def temoa_checks(self): + """Make sure Python 2.7 is used and that a suitable solver is available.""" + + if version_info < (2, 7): + msg = ("Temoa requires Python v2.7 to run.\n\n The model may not solve" + "properly with another version.") + raise SystemExit(msg) + + if self.options.neos is True: + # Invoke NEOS solver manager if flag is specified in config file + self.optimizer = pyomo.opt.SolverManagerFactory('neos') + else: + self.optimizer = SolverFactory(self.options.solver) + + if self.optimizer: + pass + elif self.options.solver != 'NONE': + SE.write("\nWarning: Unable to initialize solver interface for '{}'\n\n".format(self.options.solver)) + if SE.isatty(): + raise RuntimeError( + "unknown intent for this codeblock. -JH ") # TODO: Not clear what the intent of the below lines are, but options is not defined. # probably a reference to self.options? But intent is still unclear # SE.write( "Please press enter to continue or Ctrl+C to quit." ) # if os.path.join('temoa_model','config_sample_myopic') not in options.file_location: # raw_input() + + ''' + This function is called when MGA option is specified. + It uses the self.model, self.optimzer, and self.options parameters of the class object + ''' + + def solveWithMGA(self): + scenario_names = [] + scenario_names.append(self.options.scenario) + + # The MGA algorithm uses different objectives per iteration, so the first + # step is to remove the original objective function + self.model.del_component('TotalCost') + # Create concrete model + temoaInstance1 = TemoaSolverInstance(self.model, self.optimizer, self.options, self.txt_file) + self.instance_hook = temoaInstance1 # hook for pytest reference + for k in temoaInstance1.create_temoa_instance(): + # yield "
" + k + "
" + yield k # yield " " * 1024 + # Now add back the objective function that we earlier removed; note that name + # we choose here (FirstObj) will be copied to the output file. + temoaInstance1.instance.FirstObj = Objective(rule=TotalCost_rule, sense=minimize) + # TODO: The call below should not be necessary. This was "old pyomo" + # ref: (search for preproces) http://www.pyomo.org/blog + temoaInstance1.instance.preprocess() + temoaInstance1.instance.V_ActivityByTech = Var(temoaInstance1.instance.tech_all, domain=NonNegativeReals) + temoaInstance1.instance.ActivityByTechConstraint = Constraint(temoaInstance1.instance.tech_all, + rule=ActivityByTech_Constraint) + + for k in temoaInstance1.solve_temoa_instance(): + # yield "
" + k + "
" + yield k # yield " " * 1024 + + temoaInstance1.handle_files(log_name='Complete_OutputLog.log') + # using value() converts the now-loaded results into a single number, + # which we'll use with our slightly unusual SlackedObjective_rule below + # (but defined above). + Perfect_Foresight_Obj = value(temoaInstance1.instance.FirstObj) + + # Create a new dictionary that stores the MGA objective function weights + prev_activity_t = defaultdict(int) + # Store first set of MGA objective weights drawn from base solution + prev_activity_t = PreviousAct_rule(temoaInstance1.instance, self.options.mga_weight, prev_activity_t) + + # Perform MGA iterations + while self.options.next_mga(): + temoaMGAInstance = TemoaSolverInstance(self.model, self.optimizer, self.options, self.txt_file) + for k in temoaMGAInstance.create_temoa_instance(): + # yield "
" + k + "
" + yield k # yield " " * 1024 + + try: + txt_file_mga = open(self.options.path_to_logs + os.sep + "Complete_OutputLog.log", "w") + except BaseException as io_exc: + yield "MGA Log file cannot be opened. Please check path. Trying to find:\n" + self.options.path_to_logs + " folder\n" + SE.write( + "MGA Log file cannot be opened. Please check path. Trying to find:\n" + self.options.path_to_logs + " folder\n") + txt_file_mga = open("OutputLog_MGA_last.log", "w") + + # Set up the Activity By Tech constraint, which is required for the + # updated objective function. + temoaMGAInstance.instance.V_ActivityByTech = Var(temoaMGAInstance.instance.tech_all, + domain=NonNegativeReals) + temoaMGAInstance.instance.ActivityByTechConstraint = Constraint(temoaMGAInstance.instance.tech_all, + rule=ActivityByTech_Constraint) + + # Update second instance with the new MGA-specific objective function + # and constraint. + temoaMGAInstance.instance.SecondObj = Objective( + expr=ActivityObj_rule(temoaMGAInstance.instance, prev_activity_t), noruleinit=True, sense=minimize) + temoaMGAInstance.instance.PreviousSlackedObjective = Constraint(rule=None, + expr=SlackedObjective_rule(temoaMGAInstance.instance, Perfect_Foresight_Obj, self.options.mga), + noruleinit=True) + temoaMGAInstance.instance.preprocess() + for k in temoaMGAInstance.solve_temoa_instance(): + # yield "
" + k + "
" + yield k # yield " " * 1024 + temoaMGAInstance.handle_files(log_name='Complete_OutputLog.log') + # Update MGA objective function weights for use in the next iteration + prev_activity_t = PreviousAct_rule(temoaMGAInstance.instance, self.options.mga_weight, prev_activity_t) + + ''' + This function is called when MGA option is not specified. + ''' + + def solveWithoutMGA(self): + + temoaInstance1 = TemoaSolverInstance(self.model, self.optimizer, self.options, self.txt_file) + self.instance_hook = temoaInstance1 # hook for pytest reference + + if hasattr(self.options, 'myopic') and self.options.myopic: + + print('This run is myopic ...') + from temoa.temoa_model.temoa_myopic import myopic_db_generator_solver + myopic_db_generator_solver(self) + + else: + + for k in temoaInstance1.create_temoa_instance(): + # yield "
" + k + "
" + yield k # yield " " * 1024 + for k in temoaInstance1.solve_temoa_instance(): + # yield "
" + k + "
" + yield k # yield " " * 1024 + temoaInstance1.handle_files(log_name='Complete_OutputLog.log') + + ''' + This funciton creates and solves TemoaSolverInstance. + This is the function that should be called from outside this class after __init__ + ''' + + def createAndSolve(self): + try: + self.txt_file = open(self.options.path_to_logs + os.sep + "Complete_OutputLog.log", "w") + + except BaseException as io_exc: + yield "Log file cannot be opened. Please check path. Trying to find:\n" + self.options.path_to_logs + " folder\n" + SE.write( + "Log file cannot be opened. Please check path. Trying to find:\n" + self.options.path_to_logs + " folder\n") + self.txt_file = open("Complete_OutputLog.log", "w") + self.txt_file.write( + "Log file cannot be opened. Please check path. Trying to find:\n" + self.options.path_to_logs + " folder\n") + + # Check and see if mga attribute exists and if mga is specified + try: + if hasattr(self.options, 'mga') and self.options.mga: + for k in self.solveWithMGA(): + # yield "
" + k + "
" + yield k # yield " " * 1024 + else: # User requested a single run + for k in self.solveWithoutMGA(): + # yield "
" + k + "
" + yield k # yield " " * 1024 + + except KeyboardInterrupt as e: + self.txt_file.close() + yield str(e) + '\n' + yield 'User requested quit. Exiting Temoa ...\n' + SE.write(str(e) + '\n') + SE.write('User requested quit. Exiting Temoa ...\n') + traceback.print_exc() + SE.flush() + except SystemExit as e: + self.txt_file.close() + yield str(e) + '\n' + yield 'Temoa exit requested. Exiting ...\n' + SE.write(str(e) + '\n') + SE.write('Temoa exit requested. Exiting ...\n') + traceback.print_exc() + SE.flush() + except Exception as e: + self.txt_file.close() + yield str(e) + '\n' + yield 'Exiting Temoa ...\n' + SE.write(str(e) + '\n') + SE.write('Exiting Temoa ...\n') + traceback.print_exc() + SE.flush() + + +''' +This class is for creating one temoa solver instance. It is used by TemoaSolver. +(Multiple instances are created for MGA/non-MGA options). +''' + + +class TemoaSolverInstance(object): + def __init__(self, model, optimizer, options, txt_file): + self.model = model + self.options = options + self.optimizer = optimizer + self.txt_file = txt_file + + def create_temoa_instance(self): + """Create a single instance of Temoa.""" + + try: + if self.options.keepPyomoLP: + yield '\nSolver will write file: {}\n\n'.format(self.options.scenario + '.lp') + SE.write('\nSolver will write file: {}\n\n'.format(self.options.scenario + '.lp')) + self.txt_file.write('\nSolver will write file: {}\n\n'.format(self.options.scenario + '.lp')) + + yield 'Reading data files.' + SE.write('[ ] Reading data files.'); + SE.flush() + self.txt_file.write('Reading data files.') + begin = time() + duration = lambda: time() - begin + + modeldata = DataPortal(model=self.model) + # Recreate the pyomo command's ability to specify multiple "dot dat" files + # on the command lin + for fname in self.options.dot_dat: + if fname[-4:] != '.dat': + msg = "InputError: expecting a dot dat (e.g., data.dat) file, found '{}'\n" + f_msg = msg.format(fname) + logger.error(f_msg) + raise Exception(f_msg) + modeldata.load(filename=fname) + yield '\t\t\t\t\t[%8.2f]\n' % duration() + SE.write('\r[%8.2f]\n' % duration()) + self.txt_file.write('[%8.2f]\n' % duration()) + + yield 'Creating Temoa model instance.' + SE.write('[ ] Creating Temoa model instance.'); + SE.flush() + self.txt_file.write('Creating Temoa model instance.') + + self.model.dual = Suffix(direction=Suffix.IMPORT) + # self.model.rc = Suffix(direction=Suffix.IMPORT) + # self.model.slack = Suffix(direction=Suffix.IMPORT) + + self.instance = self.model.create_instance(modeldata) + yield '\t\t\t\t[%8.2f]\n' % duration() + SE.write('\r[%8.2f]\n' % duration()) + self.txt_file.write('[%8.2f]\n' % duration()) + + # gather some stats... + c_count = 0 + v_count = 0 + for constraint in self.instance.component_objects(ctype=Constraint): + c_count += len(constraint) + for var in self.instance.component_objects(ctype=Var): + v_count += len(var) + logger.info("model built... Variables: %d, Constraints: %d", v_count, c_count) + + except Exception as model_exc: + yield "Exception found in create_temoa_instance\n" + SE.write("Exeception found in create_temoa_instance\n") + self.txt_file.write("Exception found in create_temoa_instance\n") + yield str(model_exc) + SE.write(str(model_exc)) + self.txt_file.write(str(model_exc)) + raise model_exc + + def solve_temoa_instance(self): + '''Solve a Temoa instance.''' + + begin = time() + duration = lambda: time() - begin + try: + yield 'Solving.' + SE.write('[ ] Solving.'); + SE.flush() + self.txt_file.write('Solving.') + if self.optimizer: + if self.options.neos: + self.result = self.optimizer.solve(self.instance, opt=self.options.solver) + else: + if self.options.solver == 'cbc': + # Solver options. Reference: https://genxproject.github.io/GenX/dev/solver_configuration/ + self.optimizer.options["dualTolerance"] = 1e-6 + self.optimizer.options["primalTolerance"] = 1e-6 + self.optimizer.options["zeroTolerance"] = 1e-12 + self.optimizer.options["crossover"] = 'off' + + elif self.options.solver == 'cplex': + # Note: these parameter values are taken to be the same as those in PyPSA (see: https://pypsa-eur.readthedocs.io/en/latest/configuration.html) + self.optimizer.options["lpmethod"] = 4 # barrier + self.optimizer.options["solutiontype"] = 2 # non basic solution, ie no crossover + self.optimizer.options["barrier convergetol"] = 1.e-5 + self.optimizer.options["feasopt tolerance"] = 1.e-6 + + # Note: still need to add gurobi parameters. + + self.result = self.optimizer.solve(self.instance, suffixes=['dual'], # 'rc', 'slack'], + keepfiles=self.options.keepPyomoLP, + symbolic_solver_labels=self.options.keepPyomoLP) + yield '\t\t\t\t\t\t[%8.2f]\n' % duration() + SE.write('\r[%8.2f]\n' % duration()) + self.txt_file.write('[%8.2f]\n' % duration()) + # return signal handlers to defaults, again + signal(SIGINT, default_int_handler) + + # ... print the easier-to-read/parse format + msg = '[ ] Calculating reporting variables and formatting results.' + yield 'Calculating reporting variables and formatting results.' + SE.write(msg); + SE.flush() + self.txt_file.write('Calculating reporting variables and formatting results.') + self.instance.solutions.store_to(self.result) + formatted_results = pformat_results(self.instance, self.result, self.options) + yield '\t[%8.2f]\n' % duration() + SE.write('\r[%8.2f\n' % duration()) + self.txt_file.write('[%8.2f]\n' % duration()) + yield formatted_results.getvalue() + '\n' + # SO.write( formatted_results.getvalue() ) + self.txt_file.write(formatted_results.getvalue()) + if formatted_results.getvalue() == 'No solution found.': + SE.write(formatted_results.getvalue() + '\n') + # normal (non-MGA) run will have a TotalCost as the OBJ: + if hasattr(self.instance, 'TotalCost'): + logger.info("objective value: %0.2f", value(self.instance.TotalCost)) + # MGA runs should have either a FirstObj or SecondObj + if hasattr(self.instance, 'FirstObj'): + logger.info("MGA First Obj value: %0.2f", value(self.instance.FirstObj)) + elif hasattr(self.instance, 'SecondObj'): + logger.info("MGA Second Obj value: %0.2f", value(self.instance.SecondObj)) + else: + yield '\r---------- Not solving: no available solver\n' + SE.write('\r---------- Not solving: no available solver\n') + self.txt_file.write('\r---------- Not solving: no available solver\n') + + except BaseException as model_exc: + yield "Exception found in solve_temoa_instance\n" + SE.write("Exception found in solve_temoa_instance\n") + self.txt_file.write("Exception found in solve_temoa_instance\n") + yield str(model_exc) + '\n' + SE.write(str(model_exc)) + self.txt_file.write(str(model_exc)) + raise model_exc + + def handle_files(self, log_name): + """Handle log and LP file assuming user called with config file or from interface.""" + if isinstance(self.options, TemoaConfig) and self.options.saveTEXTFILE: + for inpu in self.options.dot_dat: + file_ty = reg_exp.search(r"\b([\w-]+)\.(\w+)\b", inpu) + new_dir = self.options.path_to_data + os.sep + file_ty.group(1) + '_' + self.options.scenario + '_model' + if path.isfile(self.options.path_to_logs + os.sep + log_name) and path.exists(new_dir): + copyfile(self.options.path_to_logs + os.sep + log_name, + new_dir + os.sep + self.options.scenario + '_OutputLog.log') + + if isinstance(self.options, TemoaConfig) and self.options.keepPyomoLP: + for inpu in self.options.dot_dat: + file_ty = reg_exp.search(r"\b([\w-]+)\.(\w+)\b", inpu) + + new_dir = self.options.path_to_data + os.sep + file_ty.group(1) + '_' + self.options.scenario + '_model' + + for files in os.listdir(self.options.path_to_lp_files): + if files.endswith(".lp"): + lpfile = files + else: + if files == "README.txt": + continue + os.remove(self.options.path_to_lp_files + os.sep + files) + + if path.exists(new_dir): + move(self.options.path_to_lp_files + os.sep + lpfile, new_dir + os.sep + self.options.scenario + '.lp') + + +def get_solvers(): + """Return the solvers avaiable on the system.""" + from logging import getLogger + + logger = getLogger('pyomo.solvers') + logger_status = logger.disabled + logger.disabled = True # no need for warnings: it's what we're testing! + + available_solvers = set() + try: + services = SF.services() # pyutilib version <= 5.6.3 + except RuntimeError as e: + services = SF # pyutilib version >= 5.6.4 + + for sname in services: + # initial underscore ('_'): Pyomo's method to mark non-public plugins + if '_' == sname[0]: continue + + solver = SF(sname) + + try: + if not solver: continue + except ApplicationError as e: + continue + + if 'os' == sname: continue # Workaround current bug in Coopr + if not solver.available(exception_flag=False): continue + available_solvers.add(sname) + + logger.disabled = logger_status # put back the way it was. + + if available_solvers: + if 'cplex' in available_solvers: + default_solver = 'cplex' + elif 'gurobi' in available_solvers: + default_solver = 'gurobi' + elif 'cbc' in available_solvers: + default_solver = 'cbc' + elif 'glpk' in available_solvers: + default_solver = 'glpk' + else: + default_solver = iter(available_solvers).next() + else: + default_solver = 'NONE' + SE.write('\nNOTICE: Pyomo did not find any suitable solvers. Temoa will ' + 'not be able to solve any models. If you need help, ask on the ' + 'Temoa Project forum: http://temoaproject.org/\n\n') + + return (available_solvers, default_solver) + + +def parse_args(): + """Parse arguments specfied from command line or in config file.""" + import argparse, sys + import os, re + from os.path import dirname, abspath + + available_solvers, default_solver = get_solvers() + + parser = argparse.ArgumentParser() + parser.prog = path.basename(argv[0].strip('/')) + + parser.add_argument('dot_dat', type=str, nargs='*', + help='AMPL-format data file(s) with which to create a model instance. ' + 'e.g. "data.dat"') + + parser.add_argument('--path_to_logs', + help='Path to where debug logs will be generated by default. See folder debug_logs in data_files.', + action='store', dest='path_to_logs', default=re.sub('temoa_model$', 'data_files', dirname( + abspath(__file__))) + os.sep + "debug_logs") + + parser.add_argument('--config', help='Path to file containing configuration information.', action='store', + dest='config', default=None) + + parser.add_argument('--solver', help="Which backend solver to use. See 'pyomo --help-solvers' for a list " + 'of solvers with which Pyomo can interface. The list shown here is ' + 'what Pyomo can currently find on this system. [Default: {}]'.format( + default_solver), action='store', choices=sorted(available_solvers), dest='solver', default=default_solver) + + options = parser.parse_args() + options.neos = False + + # Can't specify keeping the LP file without config file, so set this + # attribute to false + options.keepPyomoLP = False + + # If the user specifies the config flag, then call TemoaConfig and overwrite + # the argument parser above. + if options.config: + config_flag = 1 # flag indicates config file was used. + try: + temoa_config = TemoaConfig(d_solver=default_solver) + temoa_config.build(config=options.config) + SE.write(repr(temoa_config)) + options = temoa_config + SE.write('\nPlease press enter to continue or Ctrl+C to quit.\n') + # raw_input() # Give the user a chance to confirm input + if options.abort_temoa: + return + except KeyboardInterrupt: + SE.write('\n\nUser requested quit. Exiting Temoa ...\n') + raise SystemExit() + else: + config_flag = 0 # flag indicates config file was not used. + + s_choice = str(options.solver).upper() + SE.write('Notice: Using the {} solver interface.\n'.format(s_choice)) + SE.flush() + + SE.write("Continue Operation? [Press enter to continue or CTRL+C to abort]\n") + SE.flush() + try: # make compatible with Python 2.7 or 3 + if os.path.join('temoa_model', 'config_sample_myopic') not in options.file_location: + # + input() # Give the user a chance to confirm input + except: + input() + + return options, config_flag diff --git a/temoa_model/temoa_stochastic.py b/temoa/temoa_model/temoa_stochastic.py similarity index 73% rename from temoa_model/temoa_stochastic.py rename to temoa/temoa_model/temoa_stochastic.py index 64d6c51a..33f3d2f5 100644 --- a/temoa_model/temoa_stochastic.py +++ b/temoa/temoa_model/temoa_stochastic.py @@ -20,8 +20,7 @@ in LICENSE.txt. Users uncompressing this from an archive may not have received this license file. If not, see . """ - -from temoa_initialize import Var, Objective, Constraint, NonNegativeReals, minimize +from pyomo.core.kernel.numvalue import value from temoa_model import temoa_create_model from temoa_rules import PeriodCost_rule from temoa_run import parse_args @@ -31,7 +30,6 @@ ScenarioTreeManagerClientSerial from pyomo.pysp.ef import create_ef_instance from pyomo.opt import SolverFactory -from time import time import os import sys @@ -45,69 +43,69 @@ def return_CP_and_path(p_data): from collections import deque, defaultdict # from pyomo.pysp.util.scenariomodels import scenario_tree_model from pyomo.pysp.scenariotree.tree_structure_model import \ - CreateAbstractScenarioTreeModel + CreateAbstractScenarioTreeModel pwd = os.getcwd() os.chdir(p_data) - s2fp_dict = defaultdict(deque) # Scenario to 'file path' dictionary, .dat not included - s2cd_dict = defaultdict(float) # Scenario to conditonal density mapping + s2fp_dict = defaultdict(deque) # Scenario to 'file path' dictionary, .dat not included + s2cd_dict = defaultdict(float) # Scenario to conditonal density mapping # sStructure = scenario_tree_model.create_instance( filename='ScenarioStructure.dat' ) - sStructure = CreateAbstractScenarioTreeModel().create_instance( filename='ScenarioStructure.dat' ) + sStructure = CreateAbstractScenarioTreeModel().create_instance(filename='ScenarioStructure.dat') # The following code is borrowed from Kevin's temoa_lib.py ########################################################################### # Step 1: find the root node. PySP doesn't make this very easy ... - + # a child -> parent mapping, because every child has only one parent, but # not vice-versa - ctpTree = dict() # Child to parent dict, one to one mapping - + ctpTree = dict() # Child to parent dict, one to one mapping + to_process = deque() - to_process.extend( sStructure.Children.keys() ) + to_process.extend(sStructure.Children.keys()) while to_process: node = to_process.pop() if node in sStructure.Children: # it's a parent! - new_nodes = set( sStructure.Children[ node ] ) - to_process.extend( new_nodes ) - ctpTree.update({n : node for n in new_nodes }) - + new_nodes = set(sStructure.Children[node]) + to_process.extend(new_nodes) + ctpTree.update({n: node for n in new_nodes}) + # parents - children - root_node = (set( ctpTree.values() ) - set( ctpTree.keys() )).pop() - + root_node = (set(ctpTree.values()) - set(ctpTree.keys())).pop() + # ptcTree = defaultdict( list ) # Parent to child node, one to multiple mapping # for c, p in ctpTree.items(): # ptcTree[ p ].append( c ) # ptcTree = dict( ptcTree ) # be slightly defensive; catch any additions - + # leaf_nodes = set(ctpTree.keys()) - set(ctpTree.values()) # leaf_nodes = set(sStructure.ScenarioLeafNode.values()) # Try to hack Kevin's code - leaf_nodes = sStructure.ScenarioLeafNode.values() # Try to hack Kevin's code + leaf_nodes = sStructure.ScenarioLeafNode.values() # Try to hack Kevin's code leaf_nodes_names = list() for n in leaf_nodes: leaf_nodes_names.append(n.value) leaf_nodes_names = set(leaf_nodes_names) - - scenario_nodes = dict() # Map from leafnode to 'node path' - for node in leaf_nodes_names: # e.g.: {Rs0s0: [R, Rs0, Rs0s0]} + + scenario_nodes = dict() # Map from leafnode to 'node path' + for node in leaf_nodes_names: # e.g.: {Rs0s0: [R, Rs0, Rs0s0]} s = deque() - scenario_nodes[ node ] = s + scenario_nodes[node] = s while node in ctpTree: - s.append( node ) - node = ctpTree[ node ] - s.append( node ) + s.append(node) + node = ctpTree[node] + s.append(node) s.reverse() ########################################################################### for s in sStructure.Scenarios: - cp = 1.0 # Starting probability - for n in scenario_nodes[value( sStructure.ScenarioLeafNode[s]) ]: - cp = cp*value( sStructure.ConditionalProbability[n] ) + cp = 1.0 # Starting probability + for n in scenario_nodes[value(sStructure.ScenarioLeafNode[s])]: + cp = cp * value(sStructure.ConditionalProbability[n]) if not sStructure.ScenarioBasedData.value: s2fp_dict[s].append(n + '.dat') s2cd_dict[s] = cp - + from pyomo.core import Objective if sStructure.ScenarioBasedData.value: for s in sStructure.Scenarios: @@ -115,7 +113,8 @@ def return_CP_and_path(p_data): os.chdir(pwd) return (s2cd_dict, s2fp_dict) -def solve_ef(p_model, p_data, temoa_options = None): + +def solve_ef(p_model, p_data, temoa_options=None): """ solve_ef(p_model, p_data) -> objective value of the extensive form Solves the model in stochastic mode. @@ -139,14 +138,14 @@ def solve_ef(p_model, p_data, temoa_options = None): # manager.close() and gracefully shutdown with ScenarioTreeManagerClientSerial(options) as manager: manager.initialize() - + ef_instance = create_ef_instance(manager.scenario_tree, verbose_output=options.verbose) - + ef_instance.dual = Suffix(direction=Suffix.IMPORT) - + with SolverFactory(temoa_options.solver) as opt: - + ef_result = opt.solve(ef_instance) # Write to database @@ -160,14 +159,14 @@ def solve_ef(p_model, p_data, temoa_options = None): # temoa_options.saveTEXTFILE = temoa_options.saveTEXTFILE # temoa_options.path_to_data = temoa_options.path_to_data # temoa_options.saveEXCEL = temoa_options.saveEXCEL - ef_result.solution.Status = 'feasible' # Assume it is feasible + ef_result.solution.Status = 'feasible' # Assume it is feasible # Maybe there is a better solution using manager, but now it is a # kludge to use return_CP_and_path() function s2cd_dict, s2fp_dict = return_CP_and_path(p_data) - stochastic_run = temoa_options.scenario # Name of stochastic run + stochastic_run = temoa_options.scenario # Name of stochastic run for s in manager.scenario_tree.scenarios: ins = s._instance - temoa_options.scenario = '.'.join( [stochastic_run, s.name] ) + temoa_options.scenario = '.'.join([stochastic_run, s.name]) temoa_options.dot_dat = list() for fname in s2fp_dict[s.name]: temoa_options.dot_dat.append( @@ -179,31 +178,34 @@ def solve_ef(p_model, p_data, temoa_options = None): # ) msg = '\nStoring results from scenario {} to database.\n'.format(s.name) sys.stderr.write(msg) - formatted_results = pformat_results( ins, ef_result, temoa_options ) + formatted_results = pformat_results(ins, ef_result, temoa_options) - ef_instance.solutions.store_to( ef_result ) - ef_obj = value( ef_instance.EF_EXPECTED_COST.values()[0] ) + ef_instance.solutions.store_to(ef_result) + ef_obj = value(ef_instance.EF_EXPECTED_COST.values()[0]) return ef_obj -def StochasticPointObjective_rule ( M, p ): - expr = ( M.StochasticPointCost[ p ] == PeriodCost_rule( M, p ) ) + +def StochasticPointObjective_rule(M, p): + expr = (M.StochasticPointCost[p] == PeriodCost_rule(M, p)) return expr -def Objective_rule ( M ): - return sum( M.StochasticPointCost[ pp ] for pp in M.time_optimize ) -M = model = temoa_create_model( 'TEMOA Stochastic' ) +def Objective_rule(M): + return sum(M.StochasticPointCost[pp] for pp in M.time_optimize) + + +M = model = temoa_create_model('TEMOA Stochastic') -M.StochasticPointCost = Var( M.time_optimize, within=NonNegativeReals ) -M.StochasticPointCostConstraint = Constraint( M.time_optimize, rule=StochasticPointObjective_rule ) +M.StochasticPointCost = Var(M.time_optimize, within=NonNegativeReals) +M.StochasticPointCostConstraint = Constraint(M.time_optimize, rule=StochasticPointObjective_rule) del M.TotalCost -M.TotalCost = Objective( rule=Objective_rule, sense=minimize ) +M.TotalCost = Objective(rule=Objective_rule, sense=minimize) if __name__ == "__main__": p_model = "./ReferenceModel.py" temoa_options, config_flag = parse_args() - p_dot_dat = temoa_options.dot_dat[0] # must be ScenarioStructure.dat + p_dot_dat = temoa_options.dot_dat[0] # must be ScenarioStructure.dat p_data = os.path.dirname(p_dot_dat) print(p_model, p_data) print(solve_ef(p_model, p_data, temoa_options)) diff --git a/temoa_model/__main__.py b/temoa_model/__main__.py deleted file mode 100644 index 160b27b3..00000000 --- a/temoa_model/__main__.py +++ /dev/null @@ -1,31 +0,0 @@ -""" -Tools for Energy Model Optimization and Analysis (Temoa): -An open source framework for energy systems optimization modeling - -Copyright (C) 2015, NC State University - -This program is free software; you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation; either version 2 of the License, or -(at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. - -A complete copy of the GNU General Public License v2 (GPLv2) is available -in LICENSE.txt. Users uncompressing this from an archive may not have -received this license file. If not, see . -""" - -# This script is invoked when either the 'temoa_model' folder or the 'temoa.py' -# zipped archived is called from the command line: -# $ python temoa_model/ path/to/dat/file -# or -# $ python temoa.py path/to/dat/file - -from temoa_model import * - -runModel() - diff --git a/temoa_model/pformat_results.py b/temoa_model/pformat_results.py deleted file mode 100644 index ce60b7c2..00000000 --- a/temoa_model/pformat_results.py +++ /dev/null @@ -1,803 +0,0 @@ -""" -Tools for Energy Model Optimization and Analysis (Temoa): -An open source framework for energy systems optimization modeling - -Copyright (C) 2015, NC State University - -This program is free software; you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation; either version 2 of the License, or -(at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. - -A complete copy of the GNU General Public License v2 (GPLv2) is available -in LICENSE.txt. Users uncompressing this from an archive may not have -received this license file. If not, see . -""" - -# --------------------------------------------------------------------------- -# This module processes model output data, which can be sent to three possible -# locations: the shell, a user-specified database, or an Excel file. Users can -# configure the available outputs. -# --------------------------------------------------------------------------- - - -__all__ = ('pformat_results', 'stringify_data') - -from collections import defaultdict -from sys import stderr as SE, stdout as SO -from shutil import rmtree -import sqlite3 -import os -import re -import subprocess -import sys -import pandas as pd - -from temoa_config import TemoaConfig - -# Need line below to import DB_to_Excel.py from data_processing -sys.path.append(os.path.join(os.getcwd(), 'data_processing')) -from DB_to_Excel import make_excel - -# Ensure compatibility with Python 2.7 and 3 -try: - from cStringIO import StringIO -except ImportError: - from io import StringIO - -from pyomo.core import value - - -def stringify_data ( data, ostream=SO, format='plain' ): - # data is a list of tuples of ('var_name[index]', value) - # data must be a list, as this function replaces each row, - # format is currently unused, but will be utilized to implement things like - # csv - - # This padding code is what makes the display of the output values - # line up on the decimal point. - for i, (v, val) in enumerate( data ): - ipart, fpart = repr(f"{val:.6f}").split('.') - data[i] = (ipart, fpart, v) - cell_lengths = ( map(len, l[:-1] ) for l in data ) - max_lengths = map(max, zip(*cell_lengths)) # max length of each column - fmt = u' {{:>{:d}}}.{{:<{:d}}} {{}}\n'.format( *max_lengths ) - - for row in data: - ostream.write( fmt.format(*row) ) - - -def pformat_results ( pyomo_instance, pyomo_result, options ): - from pyomo.core import Objective, Var, Constraint - - output = StringIO() - - m = pyomo_instance # lazy typist - result = pyomo_result - - soln = result['Solution'] - solv = result['Solver'] # currently unused, but may want it later - prob = result['Problem'] # currently unused, but may want it later - - optimal_solutions = ( - 'feasible', 'globallyOptimal', 'locallyOptimal', 'optimal' - ) - if str(soln.Status) not in optimal_solutions: - output.write( 'No solution found.' ) - return output - - objs = list(m.component_data_objects( Objective )) - if len( objs ) > 1: - msg = '\nWarning: More than one objective. Using first objective.\n' - SE.write( msg ) - - Cons = soln.Constraint - - - def collect_result_data( cgroup, clist, epsilon): - # cgroup = "Component group"; i.e., Vars or Cons - # clist = "Component list"; i.e., where to store the data - # epsilon = absolute value below which to ignore a result - results = defaultdict(list) - for name, data in cgroup.items(): - if 'Value' not in data.keys() or (abs( data['Value'] ) < epsilon ) : continue - - # name looks like "Something[some,index]" - group, index = name[:-1].split('[') - results[ group ].append( (name.replace("'", ''), data['Value']) ) - clist.extend( t for i in sorted( results ) for t in sorted(results[i])) - - supp_outputs_df = pd.DataFrame.from_dict(cgroup, orient='index') - supp_outputs_df = supp_outputs_df.loc[(supp_outputs_df != 0).any(axis=1)] - if 'Dual' in supp_outputs_df.columns: - duals = supp_outputs_df['Dual'].copy() - duals = duals[abs(duals)>1e-5] - duals.index.name = 'constraint_name' - duals = duals.to_frame() - if (hasattr(options, 'scenario')) & (len(duals)>0): - duals.loc[:,'scenario'] = options.scenario - return duals - else: - return [] - - #Create a dictionary in which to store "solved" variable values - svars = defaultdict( lambda: defaultdict( float )) - - con_info = list() - epsilon = 1e-5 # threshold for "so small it's zero" - # we want a stricter threshold for printing out capacity values. - # This is primarily for numerical reasons. In myopic runs, optimal capacities - # are fed forward into the subsequent myopic solve as existing capacities. If - # those capacities are very small, then certain equations/inequalities can have - # very small or very large numbers. This results in a poorly conditioned problem - # and can lead to numeric instabilities. - capacity_epsilon = 0.001 - - emission_keys = { (r, i, t, v, o) : set() for r, e, i, t, v, o in m.EmissionActivity } - for r, e, i, t, v, o in m.EmissionActivity: - emission_keys[(r, i, t, v, o)].add(e) - P_0 = min( m.time_optimize ) - P_e = m.time_future.last() - GDR = value( m.GlobalDiscountRate ) - MPL = m.ModelProcessLife - LLN = m.LifetimeLoanProcess - x = 1 + GDR # convenience variable, nothing more - - if hasattr(options, 'file_location') and os.path.join('temoa_model', 'config_sample_myopic') in options.file_location: - original_dbpath = options.output - con = sqlite3.connect(original_dbpath) - cur = con.cursor() - time_periods = cur.execute("SELECT t_periods FROM time_periods WHERE flag='f'").fetchall() - P_0 = time_periods[0][0] - P_e = time_periods[-1][0] - # We need to know if a myopic run is the last run or not. - P_e_time_optimize = time_periods[-2][0] - P_e_current = int(options.file_location.split("_")[-1]) - con.commit() - con.close() - - # Extract optimal decision variable values related to commodity flow: - for r, p, s, d, t, v in m.V_StorageLevel: - val = value( m.V_StorageLevel[r, p, s, d, t, v] ) - if abs(val) < epsilon: continue - - svars['V_StorageLevel'][r, p, s, d, t, v] = val - - # vflow_in is defined only for storage techs - for r, p, s, d, i, t, v, o in m.V_FlowIn: - val_in = value( m.V_FlowIn[r, p, s, d, i, t, v, o] ) - if abs(val_in) < epsilon: continue - - svars['V_FlowIn'][r, p, s, d, i, t, v, o] = val_in - - for r, p, s, d, i, t, v, o in m.V_FlowOut: - val_out = value( m.V_FlowOut[r, p, s, d, i, t, v, o] ) - if abs(val_out) < epsilon: continue - - svars['V_FlowOut'][r, p, s, d, i, t, v, o] = val_out - - if t not in m.tech_storage: - val_in = value( m.V_FlowOut[r, p, s, d, i, t, v, o] ) / value(m.Efficiency[r, i, t, v, o]) - svars['V_FlowIn'][r, p, s, d, i, t, v, o] = val_in - - if (r, i, t, v, o) not in emission_keys: continue - - emissions = emission_keys[r, i, t, v, o] - for e in emissions: - evalue = val_out * m.EmissionActivity[r, e, i, t, v, o] - svars[ 'V_EmissionActivityByPeriodAndProcess' ][r, p, e, t, v] += evalue - - for r, p, i, t, v, o in m.V_FlowOutAnnual: - for s in m.time_season: - for d in m.time_of_day: - val_out = value( m.V_FlowOutAnnual[r, p, i, t, v, o] ) * value( m.SegFrac[s , d ]) - if abs(val_out) < epsilon: continue - svars['V_FlowOut'][r, p, s, d, i, t, v, o] = val_out - svars['V_FlowIn'][r, p, s, d, i, t, v, o] = val_out / value(m.Efficiency[r, i, t, v, o]) - if (r, i, t, v, o) not in emission_keys: continue - emissions = emission_keys[r, i, t, v, o] - for e in emissions: - evalue = val_out * m.EmissionActivity[r, e, i, t, v, o] - svars[ 'V_EmissionActivityByPeriodAndProcess' ][r, p, e, t, v] += evalue - - for r, p, s, d, i, t, v, o in m.V_Curtailment: - val = value( m.V_Curtailment[r, p, s, d, i, t, v, o] ) - if abs(val) < epsilon: continue - svars['V_Curtailment'][r, p, s, d, i, t, v, o] = val - svars['V_FlowIn'][r, p, s, d, i, t, v, o] = (val + value( m.V_FlowOut[r, p, s, d, i, t, v, o] )) / value(m.Efficiency[r, i, t, v, o]) - - if (r, i, t, v, o) not in emission_keys: continue - - emissions = emission_keys[r, i, t, v, o] - for e in emissions: - evalue = val * m.EmissionActivity[r, e, i, t, v, o] - svars[ 'V_EmissionActivityByPeriodAndProcess' ][r, p, e, t, v] += evalue - - for r, p, i, t, v, o in m.V_FlexAnnual: - for s in m.time_season: - for d in m.time_of_day: - val_out = value( m.V_FlexAnnual[r, p, i, t, v, o] ) * value( m.SegFrac[s , d ]) - if abs(val_out) < epsilon: continue - svars['V_Curtailment'][r, p, s, d, i, t, v, o] = val_out - svars['V_FlowOut'][r, p, s, d, i, t, v, o] -= val_out - - - for r, p, s, d, i, t, v, o in m.V_Flex: - val_out = value( m.V_Flex[r, p, s, d, i, t, v, o] ) - if abs(val_out) < epsilon: continue - svars['V_Curtailment'][r, p, s, d, i, t, v, o] = val_out - svars['V_FlowOut'][r, p, s, d, i, t, v, o] -= val_out - - # Extract optimal decision variable values related to capacity: - if hasattr(options, 'file_location') and os.path.join('temoa_model', 'config_sample_myopic') not in options.file_location: - for r, p, t, v in m.V_Capacity: - val = value( m.V_Capacity[r, p, t, v] ) - if abs(val) < capacity_epsilon: continue - svars['V_Capacity'][r, p, t, v] = val - else: - for r, p, t, v in m.V_Capacity: - if p in m.time_optimize: - val = value( m.V_Capacity[r, p, t, v] ) - if abs(val) < capacity_epsilon: continue - svars['V_Capacity'][r, p, t, v] = val - - if hasattr(options, 'file_location') and os.path.join('temoa_model', 'config_sample_myopic') not in options.file_location: - for r, t, v in m.V_NewCapacity: - val = value( m.V_NewCapacity[r, t, v] ) - if abs(val) < capacity_epsilon: continue - svars['V_NewCapacity'][r, t, v] = val - else: - for r, t, v in m.V_NewCapacity: - if v in m.time_optimize: - val = value( m.V_NewCapacity[r, t, v] ) - if abs(val) < capacity_epsilon: continue - svars['V_NewCapacity'][r, t, v] = val - - if hasattr(options, 'file_location') and os.path.join('temoa_model', 'config_sample_myopic') not in options.file_location: - for r, p, t, v in m.V_RetiredCapacity: - val = value( m.V_RetiredCapacity[r, p, t, v] ) - if abs(val) < capacity_epsilon: continue - svars['V_RetiredCapacity'][r, p, t, v] = val - else: - for r, p, t, v in m.V_RetiredCapacity: - if p in m.time_optimize: - val = value( m.V_RetiredCapacity[r, p, t, v] ) - if abs(val) < capacity_epsilon: continue - svars['V_RetiredCapacity'][r, p, t, v] = val - - for r, p, t in m.V_CapacityAvailableByPeriodAndTech: - val = value( m.V_CapacityAvailableByPeriodAndTech[r, p, t] ) - if abs(val) < epsilon: continue - svars['V_CapacityAvailableByPeriodAndTech'][r, p, t] = val - - # Calculate model costs: - if hasattr(options, 'file_location') and os.path.join('temoa_model', 'config_sample_myopic') not in options.file_location: - # This is a generic workaround. Not sure how else to automatically discover - # the objective name - obj_name, obj_value = objs[0].getname(True), value( objs[0] ) - svars[ 'Objective' ]["('"+obj_name+"')"] = obj_value - - for r, t, v in m.CostInvest.sparse_iterkeys(): # Returns only non-zero values - - icost = value( m.V_NewCapacity[r, t, v] ) - if abs(icost) < epsilon: continue - icost *= value( m.CostInvest[r, t, v] )*( - ( - 1 - x**( -min( value(m.LifetimeProcess[r, t, v]), P_e - v ) ) - )/( - 1 - x**( -value( m.LifetimeProcess[r, t, v] ) ) - ) - ) - svars[ 'Costs' ][ 'V_UndiscountedInvestmentByProcess', r, t, v] += icost - - icost *= value( m.LoanAnnualize[r, t, v] ) - icost *= ( - value( LLN[r, t, v] ) if not GDR else - (x **(P_0 - v + 1) * (1 - x **(-value( LLN[r, t, v] ))) / GDR) - ) - - svars[ 'Costs' ][ 'V_DiscountedInvestmentByProcess', r, t, v] += icost - - - for r, p, t, v in m.CostFixed.sparse_iterkeys(): - fcost = value( m.V_Capacity[r, p, t, v] ) - if abs(fcost) < epsilon: continue - - fcost *= value( m.CostFixed[r, p, t, v] ) - svars[ 'Costs' ][ 'V_UndiscountedFixedCostsByProcess', r, t, v] += fcost * value( MPL[r, p, t, v] ) - - fcost *= ( - value( MPL[r, p, t, v] ) if not GDR else - (x **(P_0 - p + 1) * (1 - x **(-value( MPL[r, p, t, v] ))) / GDR) - ) - - svars[ 'Costs' ][ 'V_DiscountedFixedCostsByProcess', r, t, v] += fcost - - for r, p, t, v in m.CostVariable.sparse_iterkeys(): - if t not in m.tech_annual: - vcost = sum( - value (m.V_FlowOut[r, p, S_s, S_d, S_i, t, v, S_o]) - for S_i in m.processInputs[r, p, t, v] - for S_o in m.ProcessOutputsByInput[r, p, t, v, S_i] - for S_s in m.time_season - for S_d in m.time_of_day - ) - else: - vcost = sum( - value (m.V_FlowOutAnnual[r, p, S_i, t, v, S_o]) - for S_i in m.processInputs[r, p, t, v] - for S_o in m.ProcessOutputsByInput[r, p, t, v, S_i] - ) - if abs(vcost) < epsilon: continue - - vcost *= value( m.CostVariable[r, p, t, v] ) - svars[ 'Costs' ][ 'V_UndiscountedVariableCostsByProcess', r, t, v] += vcost * value( MPL[r, p, t, v] ) - vcost *= ( - value( MPL[r, p, t, v] ) if not GDR else - (x **(P_0 - p + 1) * (1 - x **(-value( MPL[r, p, t, v] ))) / GDR) - ) - svars[ 'Costs' ][ 'V_DiscountedVariableCostsByProcess', r, t, v] += vcost - - - - #update the costs of exchange technologies. - #Assumption 1: If Ri-Rj appears in the cost tables but Rj-Ri does not, - #then the total costs are distributed between the regions - #Ri and Rj proportional to their use of the exchange technology connecting the - #regions. - #Assumption 2: If both the directional entries appear in the cost tables, - #Assumption 1 is no longer applied and the costs are calculated as they - #are entered in the cost tables. - # assumption 3: Unlike other output tables in which Ri-Rj and Rj-Ri entries - # are allowed in the region column, for the Output_Costs table the region - #to the right of the hyphen sign gets the costs. - for i in m.RegionalExchangeCapacityConstraint_rrptv.iterkeys(): - reg_dir1 = i[0]+"-"+i[1] - reg_dir2 = i[1]+"-"+i[0] - tech = i[3] - vintage = i[4] - key = (reg_dir1, tech, vintage) - try: - act_dir1 = value (sum(m.V_FlowOut[reg_dir1, p, s, d, S_i, tech, vintage, S_o] - for p in m.time_optimize if (p < vintage + value(m.LifetimeProcess[reg_dir1, tech, vintage])) and (p >= vintage) - for s in m.time_season - for d in m.time_of_day - for S_i in m.processInputs[reg_dir1, p, tech, vintage] - for S_o in m.ProcessOutputsByInput[reg_dir1, p, tech, vintage, S_i] - )) - act_dir2 = value (sum(m.V_FlowOut[reg_dir2, p, s, d, S_i, tech, vintage, S_o] - for p in m.time_optimize if (p < vintage + value(m.LifetimeProcess[reg_dir1, tech, vintage])) and (p >= vintage) - for s in m.time_season - for d in m.time_of_day - for S_i in m.processInputs[reg_dir2, p, tech, vintage] - for S_o in m.ProcessOutputsByInput[reg_dir2, p, tech, vintage, S_i] - )) - except: - act_dir1 = value (sum(m.V_FlowOutAnnual[reg_dir1, p, S_i, tech, vintage, S_o] - for p in m.time_optimize if (p < vintage + value(m.LifetimeProcess[reg_dir1, tech, vintage])) and (p >= vintage) - for S_i in m.processInputs[reg_dir1, p, tech, vintage] - for S_o in m.ProcessOutputsByInput[reg_dir1, p, tech, vintage, S_i] - )) - act_dir2 = value (sum(m.V_FlowOutAnnual[reg_dir2, p, S_i, tech, vintage, S_o] - for p in m.time_optimize if (p < vintage + value(m.LifetimeProcess[reg_dir1, tech, vintage])) and (p >= vintage) - for S_i in m.processInputs[reg_dir2, p, tech, vintage] - for S_o in m.ProcessOutputsByInput[reg_dir2, p, tech, vintage, S_i] - )) - - for item in list(svars[ 'Costs' ]): - if item[2] == tech: - opposite_dir = item[1][item[1].find("-")+1:]+"-"+item[1][:item[1].find("-")] - if (item[0],opposite_dir,item[2],item[3]) in svars[ 'Costs' ].keys(): - continue #if both directional entries are already in svars[ 'Costs' ], they're left intact. - if item[1] == reg_dir1: - if (act_dir1+act_dir2)>0: - svars[ 'Costs' ][(item[0],reg_dir2,item[2],item[3])] = svars[ 'Costs' ][item] * act_dir2 / (act_dir1 + act_dir2) - svars[ 'Costs' ][item] = svars[ 'Costs' ][item] * act_dir1 / (act_dir1 + act_dir2) - - - #Remove Ri-Rj entries from being populated in the Outputs_Costs. Ri-Rj means a cost - #for region Rj - for item in list(svars[ 'Costs' ]): - if item[2] in m.tech_exchange: - svars[ 'Costs' ][(item[0],item[1][item[1].find("-")+1:],item[2],item[3])] = svars[ 'Costs' ][item] - del svars[ 'Costs' ][item] - - if options.saveDUALS: - duals = collect_result_data( Cons, con_info, epsilon=1e-9 ) - - msg = ( 'Model name: %s\n' - 'Objective function value (%s): %s\n' - 'Non-zero variable values:\n' - ) - if hasattr(options, 'file_location') and os.path.join('temoa_model', 'config_sample_myopic') not in options.file_location: - output.write( msg % (m.name, obj_name, obj_value) ) - - def make_var_list ( variables ): - var_list = [] - for vgroup, values in sorted( variables.items() ): - for vindex, val in sorted( values.items() ): - if isinstance( vindex, tuple ): - vindex = ','.join( str(i) for i in vindex ) - var_list.append(( '{}[{}]'.format(vgroup, vindex), val )) - return var_list - - if svars: - stringify_data( make_var_list(svars), output ) - else: - output.write( '\nAll variables have a zero (0) value.\n' ) - - if len( con_info ) > 0: - output.write( '\nBinding constraint values:\n' ) - stringify_data( con_info, output ) - del con_info - else: - # Since not all Coopr solvers give constraint results, must check - msg = '\nSelected Coopr solver plugin does not give constraint data.\n' - output.write( msg ) - - output.write( '\n\nIf you use these results for a published article, ' - "please run Temoa with the '--how_to_cite' command line argument for " - 'citation information.\n') - - # ----------------------------------------------------------------- - # Write outputs stored in dictionary to the user-specified database - # ----------------------------------------------------------------- - - # Table dictionary below maps variable names to database table names - tables = { "V_FlowIn" : "Output_VFlow_In", \ - "V_FlowOut" : "Output_VFlow_Out", \ - "V_Curtailment" : "Output_Curtailment", \ - "V_Capacity" : "Output_V_Capacity", \ - "V_NewCapacity" : "Output_V_NewCapacity", \ - "V_RetiredCapacity" : "Output_V_RetiredCapacity", \ - "V_CapacityAvailableByPeriodAndTech" : "Output_CapacityByPeriodAndTech", \ - "V_EmissionActivityByPeriodAndProcess" : "Output_Emissions", \ - "Objective" : "Output_Objective", \ - "Costs" : "Output_Costs" - } - - db_tables = ['time_periods', 'time_season', 'time_of_day', 'technologies', 'commodities',\ - 'LifetimeTech', 'LifetimeProcess', 'Efficiency', 'EmissionActivity', 'ExistingCapacity'] - - if isinstance(options, TemoaConfig): - if not options.output: - if options.saveTEXTFILE or options.keepPyomoLP: - for inpu in options.dot_dat: - print(inpu) - file_ty = re.search(r"\b([\w-]+)\.(\w+)\b", inpu) - new_dir = options.path_to_data+os.sep+file_ty.group(1)+'_'+options.scenario+'_model' - if os.path.exists( new_dir ): - rmtree( new_dir ) - os.mkdir(new_dir) - print("No Output File specified.") - return output - - if not os.path.exists(options.output) : - print("Please put the "+options.output+" file in the right Directory") - return output - - - con = sqlite3.connect(options.output) - cur = con.cursor() # A database cursor enables traversal over DB records - con.text_factory = str # This ensures data is explored with UTF-8 encoding - - ### Copy tables from Input File to DB file. - # IF output file is empty database. - cur.execute("SELECT * FROM technologies") - is_db_empty = False #False for empty db file - for elem in cur: - is_db_empty = True #True for non-empty db file - break - - - if is_db_empty: #This file could be schema with populated results from previous run. Or it could be a normal db file. - cur.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='input_file';") - does_input_file_table_exist = False - for i in cur: # This means that the 'input_file' table exists in db. - does_input_file_table_exist = True - if does_input_file_table_exist: #This block distinguishes normal database from schema. - #This is schema file. - cur.execute("SELECT file FROM input_file WHERE id is '1';") - for i in cur: - tagged_file = i[0] - tagged_file = re.sub('["]', "", tagged_file) - - if tagged_file == options.dot_dat[0]: - #If Input_file name matches, add output and check tech/comm - dat_to_db(options.dot_dat[0], con) - else: - #If not a match, delete output tables and update input_file. Call dat_to_db - for i in db_tables: - cur.execute("DELETE FROM "+i+";") - cur.execute("VACUUM;") - - for i in tables.keys(): - cur.execute("DELETE FROM "+tables[i]+";") - cur.execute("VACUUM;") - - for i in options.dot_dat: - cur.execute("DELETE FROM input_file WHERE id=1;") - cur.execute("INSERT INTO input_file VALUES(1, '"+i+"');") - break - dat_to_db(i, con) - - else: #empty schema db file - cur.execute("CREATE TABLE IF NOT EXISTS input_file ( id integer PRIMARY KEY, file varchar(30));") - - for i in tables.keys(): - cur.execute("DELETE FROM "+tables[i]+";") - cur.execute("VACUUM;") - - for i in options.dot_dat: - cur.execute("DELETE FROM input_file WHERE id=1;") - cur.execute("INSERT INTO input_file(id, file) VALUES(?, ?);", (1, '"'+i+'"')) - break - dat_to_db(i, con) - - - for table in svars.keys() : - if table in tables : - cur.execute("SELECT DISTINCT scenario FROM '"+tables[table]+"'") - for val in cur : - # If scenario exists, delete unless it's a myopic run (for myopic, the scenario results are deleted - # before the run in temoa_config.py) - if hasattr(options, 'file_location') and options.scenario == val[0] and os.path.join('temoa_model', 'config_sample_myopic') not in options.file_location: - cur.execute("DELETE FROM "+tables[table]+" \ - WHERE scenario is '"+options.scenario+"'") - if table == 'Objective' : # Only table without sector info - for key in svars[table].keys(): - key_str = str(key) # only 1 row to write - key_str = key_str[1:-1] # Remove parentheses - cur.execute("INSERT INTO "+tables[table]+" \ - VALUES('"+options.scenario+"',"+key_str+", \ - "+str(svars[table][key])+");") - else : # First add 'NULL' for sector then update - for key in svars[table].keys() : # Need to loop over keys (rows) - key_str = str(key) - key_str = key_str[1:-1] # Remove parentheses - if table != 'Costs': - cur.execute("INSERT INTO "+tables[table]+ \ - " VALUES('"+str(key[0])+"', '"+options.scenario+"','NULL', \ - "+key_str[key_str.find(',')+1:]+","+str(svars[table][key])+");") - else: - key_str = str((key[0],key[2],key[3])) - key_str = key_str[1:-1] # Remove parentheses - cur.execute("INSERT INTO "+tables[table]+ \ - " VALUES('"+str(key[1])+"', '"+options.scenario+"','NULL', \ - "+key_str+","+str(svars[table][key])+");") - cur.execute("UPDATE "+tables[table]+" SET sector = \ - (SELECT technologies.sector FROM technologies \ - WHERE "+tables[table]+".tech = technologies.tech);") - - #WRITE DUALS RESULTS - if (options.saveDUALS): - if (len(duals)!=0): - overwrite_keys = [str(tuple(x)) for x in duals.reset_index()[['constraint_name','scenario']].to_records(index=False)] - #delete records that will be overwritten by new duals dataframe - cur.execute("DELETE FROM Output_Duals WHERE (constraint_name, scenario) IN (VALUES " + ','.join(overwrite_keys) + ")") - #write new records from new duals dataframe - duals.to_sql('Output_Duals',con, if_exists='append') - - con.commit() - con.close() - - if options.saveEXCEL or options.saveTEXTFILE or options.keepPyomoLP: - for inpu in options.dot_dat: - file_ty = re.search(r"\b([\w-]+)\.(\w+)\b", inpu) - new_dir = options.path_to_data+os.sep+file_ty.group(1)+'_'+options.scenario+'_model' - if os.path.exists( new_dir ): - rmtree( new_dir ) - os.mkdir(new_dir) - - if options.saveEXCEL: - file_type = re.search(r"([\w-]+)\.(\w+)\b", options.output) - file_n = file_type.group(1) - temp_scenario = set() - temp_scenario.add(options.scenario) - #make_excel function imported near the top - make_excel(options.output, new_dir+os.sep+options.scenario, temp_scenario) - #os.system("python data_processing"+os.sep+"DB_to_Excel.py -i \ - # ""+options.output+" \ - # " -o data_files"+os.sep+options.scenario+" -s "+options.scenario) - - return output - -def dat_to_db(input_file, output_schema, run_partial=False): - - def traverse_dat(dat_filename, search_tablename): - - result_string = "" - table_found_flag = False - - with open(dat_filename) as f: - for line in f: - line = re.sub("[#].*$", " ", line) - - if table_found_flag: - result_string += line - if re.search(";\s*$", line): - break - - if re.search(""+search_tablename+"\s*[:][=]", line): - result_string += line - table_found_flag = True - if re.search(";\s*$", line): - break - - return result_string - - #####Code Starts here - tables_single_value = [ 'time_exist', 'time_future', 'time_season', 'time_of_day', \ - 'tech_baseload', 'tech_resource', 'tech_production', 'tech_storage', \ - 'commodity_physical', 'commodity_demand', 'commodity_emissions'] - - partial_run_tech = ['tech_baseload', 'tech_resource', 'tech_production', 'tech_storage'] - - partial_run_comm = ['commodity_physical', 'commodity_demand', 'commodity_emissions'] - - tables_multiple_value = ['ExistingCapacity', 'Efficiency', 'LifetimeTech', \ - 'LifetimeProcess', 'EmissionActivity'] - - parsed_data = {} - - #if db_or_dat_flag: #This is an input db file - # import pdb; pdb.set_trace() - # output_schema.execute("ATTACH DATABASE ? AS db2;", "'"+input_file+"'") - # for i in db_tables: - # output_schema.execute("INSERT INTO "+i+" SELECT * FROM db2."+i+";") - - if run_partial: - comm_set = set() - tech_set = set() - for i in partial_run_comm: - raw_string = traverse_dat(input_file, i) - raw_string = re.sub("\s+", " ", raw_string) - raw_string = re.sub("^.*[:][=]", "", raw_string) - raw_string = re.sub(";\s*$", "", raw_string) - raw_string = re.sub("^\s+|\s+$", "", raw_string) - parsed_data[i] = re.split(" ", raw_string) - for datas in parsed_data[i]: - if datas == '': - continue - comm_set.add(datas) - - for i in partial_run_tech: - raw_string = traverse_dat(input_file, i) - raw_string = re.sub("\s+", " ", raw_string) - raw_string = re.sub("^.*[:][=]", "", raw_string) - raw_string = re.sub(";\s*$", "", raw_string) - raw_string = re.sub("^\s+|\s+$", "", raw_string) - parsed_data[i] = re.split(" ", raw_string) - for datas in parsed_data[i]: - if datas == '': - continue - tech_set.add(datas) - - return comm_set, tech_set - - #This is an input dat file - for i in tables_single_value: - raw_string = traverse_dat(input_file, i) - raw_string = re.sub("\s+", " ", raw_string) - raw_string = re.sub("^.*[:][=]", "", raw_string) - raw_string = re.sub(";\s*$", "", raw_string) - raw_string = re.sub("^\s+|\s+$", "", raw_string) - parsed_data[i] = re.split(" ", raw_string) - - for i in tables_multiple_value: - raw_string = traverse_dat(input_file, i) - raw_string = re.sub("\n", ",", raw_string) - raw_string = re.sub("\s+", " ", raw_string) - raw_string = re.sub("^.*[:][=]\s*,", "", raw_string) - raw_string = re.sub(",?;\s*,?$", "", raw_string) - raw_string = re.sub("^\s+|\s+$", "", raw_string) - raw_string = re.sub("\s?,\s?", ",", raw_string) - raw_string = re.sub(",+", ",", raw_string) - parsed_data[i] = re.split(",", raw_string) - - #Fill time_periods - for i in parsed_data['time_exist']: - if i is '': - continue - output_schema.execute("INSERT OR REPLACE INTO time_periods VALUES("+i+", 'e');") - for i in parsed_data['time_future']: - if i is '': - continue - output_schema.execute("INSERT OR REPLACE INTO time_periods VALUES("+i+", 'f');") - - #Fill time_season - for i in parsed_data['time_season']: - if i is '': - continue - output_schema.execute("INSERT OR REPLACE INTO time_season VALUES('"+i+"');") - - #Fill time_of_day - for i in parsed_data['time_of_day']: - if i is '': - continue - output_schema.execute("INSERT OR REPLACE INTO time_of_day VALUES('"+i+"');") - - #Fill technologies - for i in parsed_data['tech_baseload']: - if i is '': - continue - output_schema.execute("INSERT OR REPLACE INTO technologies VALUES('"+i+"', 'pb', '', '');") - for i in parsed_data['tech_storage']: - if i is '': - continue - output_schema.execute("INSERT OR REPLACE INTO technologies VALUES('"+i+"', 'ph', '', '');") - for i in parsed_data['tech_production']: - if i is '': - continue - if i in parsed_data['tech_storage']: - continue - if i in parsed_data['tech_baseload']: - continue - output_schema.execute("INSERT OR REPLACE INTO technologies VALUES('"+i+"', 'p', '', '');") - for i in parsed_data['tech_resource']: - if i is '': - continue - output_schema.execute("INSERT OR REPLACE INTO technologies VALUES('"+i+"', 'r', '', '');") - - #Fill commodities - for i in parsed_data['commodity_demand']: - if i is '': - continue - output_schema.execute("INSERT OR REPLACE INTO commodities VALUES('"+i+"', 'd', '');") - for i in parsed_data['commodity_physical']: - if i is '': - continue - output_schema.execute("INSERT OR REPLACE INTO commodities VALUES('"+i+"', 'p', '');") - for i in parsed_data['commodity_emissions']: - if i is '': - continue - output_schema.execute("INSERT OR REPLACE INTO commodities VALUES('"+i+"', 'e', '');") - - - #Fill ExistingCapacity - for i in parsed_data['ExistingCapacity']: - if i is '': - continue - row_data = re.split(" ", i) - row_data.append('') - row_data.append('') - output_schema.execute("INSERT OR REPLACE INTO ExistingCapacity VALUES(?, ?, ?, ?, ?);", row_data) - - #Fill Efficiency - for i in parsed_data['Efficiency']: - if i is '': - continue - row_data = re.split(" ", i) - row_data.append('') - output_schema.execute("INSERT OR REPLACE INTO Efficiency VALUES(?, ?, ?, ?, ?, ?);", row_data) - - #Fill LifetimeTech - for i in parsed_data['LifetimeTech']: - if i is '': - continue - row_data = re.split(" ", i) - row_data.append('') - output_schema.execute("INSERT OR REPLACE INTO LifetimeTech VALUES(?, ?, ?);", row_data) - - #Fill LifetimeProcess - for i in parsed_data['LifetimeProcess']: - if i is '': - continue - row_data = re.split(" ", i) - row_data.append('') - output_schema.execute("INSERT OR REPLACE INTO LifetimeProcess VALUES(?, ?, ?, ?);", row_data) - - #Fill EmissionActivity - for i in parsed_data['EmissionActivity']: - if i is '': - continue - row_data = re.split(" ", i) - row_data.append('') - if len(row_data) is 7: - row_data.append('') - output_schema.execute("INSERT OR REPLACE INTO EmissionActivity VALUES(?, ?, ?, ?, ?, ?, ?, ?);", row_data) diff --git a/temoa_model/temoa_config.py b/temoa_model/temoa_config.py deleted file mode 100644 index 1d40cb07..00000000 --- a/temoa_model/temoa_config.py +++ /dev/null @@ -1,529 +0,0 @@ -""" -Tools for Energy Model Optimization and Analysis (Temoa): -An open source framework for energy systems optimization modeling - -Copyright (C) 2015, NC State University - -This program is free software; you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation; either version 2 of the License, or -(at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. - -A complete copy of the GNU General Public License v2 (GPLv2) is available -in LICENSE.txt. Users uncompressing this from an archive may not have -received this license file. If not, see . -""" -from os.path import abspath, isfile, splitext, dirname -from os import sep - -import re - -def db_2_dat(ifile, ofile, options): - # Adapted from DB_to_DAT.py - import sqlite3 - import sys - import re - import getopt - - def write_tech_mga(f): - cur.execute("SELECT tech FROM technologies") - f.write("set tech_mga :=\n") - for row in cur: - f.write(row[0] + '\n') - f.write(';\n\n') - - def write_tech_sector(f): - sectors = set() - cur.execute("SELECT sector FROM technologies") - for row in cur: - sectors.add(row[0]) - for s in sectors: - cur.execute("SELECT tech FROM technologies WHERE sector == '" + s + "'") - f.write("set tech_" + s + " :=\n") - for row in cur: - f.write(row[0] + '\n') - f.write(';\n\n') - - def query_table (t_properties, f): - t_type = t_properties[0] #table type (set or param) - t_name = t_properties[1] #table name - t_dtname = t_properties[2] #DAT table name when DB table must be subdivided - t_flag = t_properties[3] #table flag, if any - t_index = t_properties[4] #table column index after which '#' should be specified - if type(t_flag) is list: #tech production table has a list for flags; this is currently hard-wired - db_query = "SELECT * FROM " + t_name + " WHERE flag=='p' OR flag=='pb' OR flag=='ps'" - cur.execute(db_query) - if cur.fetchone() is None: - return - if t_type == "set": - f.write("set " + t_dtname + " := \n") - else: - f.write("param " + t_dtname + " := \n") - elif t_flag != '': #check to see if flag is empty, if not use it to make table - db_query = "SELECT * FROM " + t_name + " WHERE flag=='" + t_flag + "'" - cur.execute(db_query) - if cur.fetchone() is None: - return - if t_type == "set": - f.write("set " + t_dtname + " := \n") - else: - f.write("param " + t_dtname + " := \n") - else: #Only other possible case is empty flag, then 1-to-1 correspodence between DB and DAT table names - db_query = "SELECT * FROM " + t_name - cur.execute(db_query) - if cur.fetchone() is None: - return - if t_type == "set": - f.write("set " + t_name + " := \n") - else: - f.write("param " + t_name + " := \n") - cur.execute(db_query) - if t_index == 0: #make sure that units and descriptions are commented out in DAT file - for line in cur: - str_row = str(line[0]) + "\n" - f.write(str_row) - print(str_row) - else: - for line in cur: - before_comments = line[:t_index+1] - before_comments = re.sub('[(]', '', str(before_comments)) - before_comments = re.sub('[\',)]', ' ', str(before_comments)) - after_comments = line[t_index+2:] - after_comments = re.sub('[(]', '', str(after_comments)) - after_comments = re.sub('[\',)]', ' ', str(after_comments)) - search_afcom = re.search(r'^\W+$', str(after_comments)) #Search if after_comments is empty. - if not search_afcom : - str_row = before_comments + "# " + after_comments + "\n" - else : - str_row = before_comments + "\n" - f.write(str_row) - print(str_row) - f.write(';\n\n') - - #[set or param, table_name, DAT fieldname, flag (if any), index (where to insert '#') - table_list = [ - ['set', 'time_periods', 'time_exist', 'e', 0], - ['set', 'time_periods', 'time_future', 'f', 0], - ['set', 'time_season', '', '', 0], - ['set', 'time_of_day', '', '', 0], - ['set', 'regions', '', '', 0], - ['set', 'tech_curtailment', '', '', 0], - ['set', 'tech_flex', '', '', 0], - ['set', 'tech_rps', '', '', 1], - ['set', 'tech_reserve', '', '', 0], - ['set', 'technologies', 'tech_resource', 'r', 0], - ['set', 'technologies', 'tech_production', ['p','pb','ps'], 0], - ['set', 'technologies', 'tech_baseload', 'pb', 0], - ['set', 'technologies', 'tech_storage', 'ps', 0], - ['set', 'tech_ramping', '', '', 0], - ['set', 'tech_exchange', '', '', 0], - ['set', 'commodities', 'commodity_physical', 'p', 0], - ['set', 'commodities', 'commodity_emissions', 'e', 0], - ['set', 'commodities', 'commodity_demand', 'd', 0], - ['set', 'tech_groups', '', '', 2], - ['set', 'tech_annual', '', '', 0], - ['set', 'tech_variable', '', '', 0], - ['set', 'tech_retirement', '', '', 0], - ['set', 'groups', '', '', 0], - ['param','LinkedTechs', '', '', 3], - ['param','SegFrac', '', '', 2], - ['param','DemandSpecificDistribution','', '', 4], - ['param','CapacityToActivity', '', '', 2], - ['param','PlanningReserveMargin', '', '', 1], - ['param','GlobalDiscountRate', '', '', 0], - ['param','MyopicBaseyear', '', '', 0], - ['param','DiscountRate', '', '', 3], - ['param','EmissionActivity', '', '', 6], - ['param','EmissionLimit', '', '', 3], - ['param','Demand', '', '', 3], - ['param','TechOutputSplit', '', '', 4], - ['param','TechInputSplit', '', '', 4], - ['param','TechInputSplitAverage', '', '', 4], - ['param','MinCapacity', '', '', 3], - ['param','MaxCapacity', '', '', 3], - ['param','MinNewCapacity', '', '', 3], - ['param','MaxNewCapacity', '', '', 3], - ['param','MaxActivity', '', '', 3], - ['param','MinActivity', '', '', 3], - ['param','RenewablePortfolioStandard','', '', 2], - ['param','MinAnnualCapacityFactor', '', '', 4], - ['param','MaxAnnualCapacityFactor', '', '', 4], - ['param','MinActivityGroup', '', '', 3], - ['param','MaxActivityGroup', '', '', 3], - ['param','MinCapacityGroup', '', '', 3], - ['param','MaxCapacityGroup', '', '', 3], - ['param','MinNewCapacityGroup', '', '', 3], - ['param','MaxNewCapacityGroup', '', '', 3], - ['param','MinActivityShare', '', '', 4], - ['param','MaxActivityShare', '', '', 4], - ['param','MinCapacityShare', '', '', 4], - ['param','MaxCapacityShare', '', '', 4], - ['param','MinNewCapacityShare', '', '', 4], - ['param','MaxNewCapacityShare', '', '', 4], - ['param','MaxResource', '', '', 2], - ['param','GrowthRateMax', '', '', 2], - ['param','GrowthRateSeed', '', '', 2], - ['param','LifetimeTech', '', '', 2], - ['param','LifetimeProcess', '', '', 3], - ['param','LifetimeLoanTech', '', '', 2], - ['param','CapacityFactorTech', '', '', 4], - ['param','CapacityFactorProcess', '', '', 5], - ['param','Efficiency', '', '', 5], - ['param','ExistingCapacity', '', '', 3], - ['param','CostInvest', '', '', 3], - ['param','CostFixed', '', '', 4], - ['param','CostVariable', '', '', 4], - ['param','CapacityCredit', '', '', 4], - ['param','RampUp', '', '', 2], - ['param','RampDown', '', '', 2], - ['param','StorageInitFrac', '', '', 3], - ['param','StorageDuration', '', '', 2]] - - with open(ofile, 'w') as f: - f.write('data ;\n\n') - #connect to the database - con = sqlite3.connect(ifile, isolation_level=None) - cur = con.cursor() # a database cursor is a control structure that enables traversal over the records in a database - con.text_factory = str #this ensures data is explored with the correct UTF-8 encoding - - # Return the full list of existing tables. - table_exist = cur.execute("SELECT name FROM sqlite_master WHERE type='table'").fetchall() - table_exist = [i[0] for i in table_exist] - - for table in table_list: - if table[1] in table_exist: - query_table(table, f) - if options.mga_weight == 'integer': - write_tech_mga(f) - if options.mga_weight == 'normalized': - write_tech_sector(f) - - # Making sure the database is empty from the begining for a myopic solve - if options.myopic: - cur.execute("DELETE FROM Output_CapacityByPeriodAndTech WHERE scenario="+"'"+str(options.scenario)+"'") - cur.execute("DELETE FROM Output_Emissions WHERE scenario="+"'"+str(options.scenario)+"'") - cur.execute("DELETE FROM Output_Costs WHERE scenario="+"'"+str(options.scenario)+"'") - cur.execute("DELETE FROM Output_Objective WHERE scenario="+"'"+str(options.scenario)+"'") - cur.execute("DELETE FROM Output_VFlow_In WHERE scenario="+"'"+str(options.scenario)+"'") - cur.execute("DELETE FROM Output_VFlow_Out WHERE scenario="+"'"+str(options.scenario)+"'") - cur.execute("DELETE FROM Output_V_Capacity WHERE scenario="+"'"+str(options.scenario)+"'") - cur.execute("DELETE FROM Output_V_NewCapacity WHERE scenario="+"'"+str(options.scenario)+"'") - cur.execute("DELETE FROM Output_V_RetiredCapacity WHERE scenario="+"'"+str(options.scenario)+"'") - cur.execute("DELETE FROM Output_Curtailment WHERE scenario="+"'"+str(options.scenario)+"'") - cur.execute("DELETE FROM Output_Duals WHERE scenario="+"'"+str(options.scenario)+"'") - cur.execute("VACUUM") - con.commit() - - cur.close() - con.close() - -class TemoaConfig( object ): - states = ( - ('mga', 'exclusive'), - ) - - tokens = ( - 'dot_dat', - 'output', - 'scenario', - 'how_to_cite', - 'version', - 'solver', - 'neos', - 'keep_pyomo_lp_file', - 'saveEXCEL', - 'myopic' - 'myopic_periods' - 'keep_myopic_databases' - 'saveDUALS' - 'saveTEXTFILE', - 'mgaslack', - 'mgaiter', - 'path_to_data', - 'path_to_logs', - 'mgaweight' - ) - - t_ANY_ignore = '[ \t]' - - def __init__(self, **kwargs): - # Make compatible with Python 2.7 and 3 - try: - import queue - except: - import Queue as queue - - self.__error = list() - self.__mga_todo = queue.Queue() - self.__mga_done = queue.Queue() - - self.file_location = None - self.dot_dat = list() # Use Kevin's name. - self.output = None # May update to a list if multiple output is required. - self.scenario = None - self.saveEXCEL = False - self.myopic = False - self.myopic_periods = 0 - self.KeepMyopicDBs = False - self.saveDUALS = False - self.saveTEXTFILE = False - self.how_to_cite = None - self.version = False - self.neos = False - self.generateSolverLP = False - self.keepPyomoLP = False - self.mga = None # mga slack value - self.mga_iter = None - self.mga_weight = None - - # To keep consistent with Kevin's argumetn parser, will be removed in the future. - self.graph_format = None - self.show_capacity = False - self.graph_type = 'separate_vintages' - self.use_splines = False - - #Introduced during UI Development - self.path_to_data = re.sub('temoa_model$', 'data_files', dirname(abspath(__file__)))# Path to where automated excel and text log folder will be save as output. - self.path_to_logs = self.path_to_data+sep+"debug_logs" #Path to where debug logs will be generated for each run. By default in debug_logs folder in db_io. - self.path_to_lp_files = None - self.abort_temoa = False - - if 'd_solver' in kwargs.keys(): - self.solver = kwargs['d_solver'] - else: - self.solver = None - - def __repr__(self): - width = 25 - spacer = '\n' + '-'*width + '\n' - msg = spacer - msg += '{:>{}s}: {}\n'.format('Config file', width, self.file_location) - for i in self.dot_dat: - if self.dot_dat.index(i) == 0: - msg += '{:>{}s}: {}\n'.format('Input file', width, i) - else: - msg += '{:>25s} {}\n'.format(' ', i) - msg += '{:>{}s}: {}\n'.format('Output file', width, self.output) - msg += '{:>{}s}: {}\n'.format('Scenario', width, self.scenario) - msg += '{:>{}s}: {}\n'.format('Spreadsheet output', width, self.saveEXCEL) - msg += '{:>{}s}: {}\n'.format('Myopic scheme', width, self.myopic) - msg += '{:>{}s}: {}\n'.format('Myopic years', width, self.myopic_periods) - msg += '{:>{}s}: {}\n'.format('Retain myopic databases', width, self.KeepMyopicDBs) - msg += spacer - msg += '{:>{}s}: {}\n'.format('Citation output status', width, self.how_to_cite) - msg += '{:>{}s}: {}\n'.format('NEOS status', width, self.neos) - msg += '{:>{}s}: {}\n'.format('Version output status', width, self.version) - msg += spacer - msg += '{:>{}s}: {}\n'.format('Selected solver status', width, self.solver) - msg += '{:>{}s}: {}\n'.format('Solver LP write status', width, self.generateSolverLP) - msg += '{:>{}s}: {}\n'.format('Pyomo LP write status', width, self.keepPyomoLP) - msg += spacer - msg += '{:>{}s}: {}\n'.format('MGA slack value', width, self.mga) - msg += '{:>{}s}: {}\n'.format('MGA # of iterations', width, self.mga_iter) - msg += '{:>{}s}: {}\n'.format('MGA weighting method', width, self.mga_weight) - msg += '**NOTE: If you are performing MGA runs, navigate to the DAT file and make any modifications to the MGA sets before proceeding.' - return msg - - def t_ANY_COMMENT(self, t): - r'\#.*' - pass - - def t_dot_dat(self, t): - r'--input[\s\=]+[-\\\/\:\.\~\w]+(\.dat|\.db|\.sqlite)\b' - self.dot_dat.append(abspath(t.value.replace('=', ' ').split()[1])) - - def t_output(self, t): - r'--output[\s\=]+[-\\\/\:\.\~\w]+(\.db|\.sqlite)\b' - self.output = abspath(t.value.replace('=', ' ').split()[1]) - - def t_scenario(self, t): - r'--scenario[\s\=]+[-\\\/\:\.\~\w]+\b' - self.scenario = t.value.replace('=', ' ').split()[1] - - def t_saveEXCEL(self, t): - r'--saveEXCEL\b' - self.saveEXCEL = True - - def t_saveDUALS(self, t): - r'--saveDUALS\b' - self.saveDUALS = True - - def t_myopic(self, t): - r'--myopic\b' - self.myopic = True - - def t_myopic_periods(self, t): - r'--myopic_periods[\s\=]+[\d]+' - self.myopic_periods = int(t.value.replace('=', ' ').split()[1]) - - def t_keep_myopic_databases(self, t): - r'--keep_myopic_databases\b' - self.KeepMyopicDBs = True - - def t_saveTEXTFILE(self, t): - r'--saveTEXTFILE\b' - self.saveTEXTFILE = True - - def t_path_to_data(self, t): - r'--path_to_data[\s\=]+[-\\\/\:\.\~\w\ ]+\b' - self.path_to_data = abspath(t.value.replace('=', ',').split(",")[1]) - - def t_path_to_logs(self, t): - r'--path_to_logs[\s\=]+[-\\\/\:\.\~\w\ ]+\b' - self.path_to_logs = abspath(t.value.replace('=', ',').split(",")[1]) - - def t_how_to_cite(self, t): - r'--how_to_cite\b' - self.how_to_cite = True - - def t_version(self, t): - r'--version\b' - self.version = True - - def t_neos(self, t): - r'--neos\b' - self.neos = True - - def t_solver(self, t): - r'--solver[\s\=]+\w+\b' - self.solver = t.value.replace('=', ' ').split()[1] - - def t_keep_pyomo_lp_file(self, t): - r'--keep_pyomo_lp_file\b' - self.keepPyomoLP = True - - def t_begin_mga(self, t): - r'--mga[\s\=]+\{' - t.lexer.push_state('mga') - t.lexer.level = 1 - - def t_mga_mgaslack(self, t): - r'slack[\s\=]+[\.\d]+' - self.mga = float(t.value.replace('=', ' ').split()[1]) - - def t_mga_mgaiter(self, t): - r'iteration[\s\=]+[\d]+' - self.mga_iter = int(t.value.replace('=', ' ').split()[1]) - - def t_mga_mgaweight(self, t): - r'weight[\s\=]+(integer|normalized|distance)\b' - self.mga_weight = t.value.replace('=', ' ').split()[1] - - def t_mga_end(self, t): - r'\}' - t.lexer.pop_state() - t.lexer.level -= 1 - - def t_ANY_newline(self,t): - r'\n+|(\r\n)+|\r+' # '\n' (In linux) = '\r\n' (In Windows) = '\r' (In Mac OS) - t.lexer.lineno += len(t.value) - - def t_ANY_error(self, t): - if not self.__error: - self.__error.append({'line': [t.lineno, t.lineno], 'index': [t.lexpos, t.lexpos], 'value': t.value[0]}) - elif t.lexpos - self.__error[-1]['index'][-1] == 1: - self.__error[-1]['line' ][-1] = t.lineno - self.__error[-1]['index'][-1] = t.lexpos - self.__error[-1]['value'] += t.value[0] - else: - self.__error.append({'line': [t.lineno, t.lineno], 'index': [t.lexpos, t.lexpos], 'value': t.value[0]}) - t.lexer.skip(1) - - def next_mga(self): - if not self.__mga_todo.empty(): - self.__mga_done.put(self.scenario) - self.scenario = self.__mga_todo.get() - return True - else: - return False - - def build(self,**kwargs): - import ply.lex as lex, os, sys - - db_or_dat = True # True means input file is a db file. False means input is a dat file. - - if 'config' in kwargs: - if isfile(kwargs['config']): - self.file_location= abspath(kwargs.pop('config')) - else: - msg = 'No such file exists: {}'.format(kwargs.pop('config')) - raise Exception( msg ) - - self.lexer = lex.lex(module=self, **kwargs) - if self.file_location: - try: - with open(self.file_location, encoding="utf8") as f: - self.lexer.input(f.read()) - except: - with open(self.file_location, 'r') as f: - self.lexer.input(f.read()) - while True: - tok = self.lexer.token() - if not tok: break - - if self.__error: - width = 25 - msg = '\nIllegal character(s) in config file:\n' - msg += '-'*width + '\n' - for e in self.__error: - msg += "Line {} to {}: '{}'\n".format(e['line'][0], e['line'][1], e['value']) - msg += '-'*width + '\n' - sys.stderr.write(msg) - - try: - txt_file = open(self.path_to_logs+os.sep+"Complete_OutputLog.log", "w") - except BaseException as io_exc: - sys.stderr.write("Log file cannot be opened. Please check path. Trying to find:\n"+self.path_to_logs+" folder\n") - txt_file = open("OutputLog.log", "w") - - txt_file.write( msg ) - txt_file.close() - self.abort_temoa = True - - - if not self.dot_dat: - raise Exception('Input file not specified.') - - for i in self.dot_dat: - if not isfile(i): - raise Exception('Cannot locate input file: {}'.format(i)) - i_name, i_ext = splitext(i) - if (i_ext == '.dat') or (i_ext == '.txt'): - db_or_dat = False - elif (i_ext == '.db') or (i_ext == '.sqlite') or (i_ext == '.sqlite3') or (i_ext == 'sqlitedb'): - db_or_dat = True - - if not self.output and db_or_dat: - raise Exception('Output file not specified.') - - if db_or_dat and not isfile(self.output): - raise Exception('Cannot locate output file: {}.'.format(self.output)) - - if not self.scenario and db_or_dat: - raise Exception('Scenario name not specified.') - - if self.mga_iter: - for i in range(self.mga_iter): - self.__mga_todo.put(self.scenario + '_mga_' + str(i)) - - f = open(os.devnull, 'w'); - sys.stdout = f # Suppress the original DB_to_DAT.py output - - counter = 0 - - for ifile in self.dot_dat: - i_name, i_ext = splitext(ifile) - if i_ext != '.dat': - ofile = i_name + '.dat' - db_2_dat(ifile, ofile, self) - self.dot_dat[self.dot_dat.index(ifile)] = ofile - counter += 1 - f.close() - sys.stdout = sys.__stdout__ - if counter > 0: - sys.stderr.write("\n{} .db DD file(s) converted\n".format(counter)) diff --git a/temoa_model/temoa_initialize.py b/temoa_model/temoa_initialize.py deleted file mode 100644 index 36ebb340..00000000 --- a/temoa_model/temoa_initialize.py +++ /dev/null @@ -1,1274 +0,0 @@ -""" -Tools for Energy Model Optimization and Analysis (Temoa): -An open source framework for energy systems optimization modeling - -Copyright (C) 2015, NC State University - -This program is free software; you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation; either version 2 of the License, or -(at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. - -A complete copy of the GNU General Public License v2 (GPLv2) is available -in LICENSE.txt. Users uncompressing this from an archive may not have -received this license file. If not, see . -""" - -from operator import itemgetter as iget -from itertools import product as cross_product -from sys import argv, stderr as SE, stdout as SO - -import IPython - -# Ensure compatibility with Python 2.7 and 3 -try: - from cStringIO import StringIO -except ImportError: - from io import StringIO - -try: - from pyomo.core import ( - AbstractModel, BuildAction, Constraint, NonNegativeReals, Reals, Objective, Param, - Set, Var, minimize, value - ) - -except: - msg = """ -Unable to find 'pyomo.core.' Check to make sure pyomo is installed, and that -you are running a version compatible with Temoa. -""" - - raise ImportError( msg ) - - -class TemoaModel( AbstractModel ): - def __init__( self, *args, **kwds ): - AbstractModel.__init__( self, *args, **kwds ) - self.processInputs = dict() - self.processOutputs = dict() - self.processLoans = dict() - self.activeFlow_rpsditvo = None - self.activeFlow_rpitvo = None - self.activeFlex_rpsditvo = None - self.activeFlex_rpitvo = None - self.activeFlowInStorage_rpsditvo = None - self.activeCurtailment_rpsditvo = None - self.activeActivity_rptv = None - self.activeCapacity_rtv = None - self.activeCapacityAvailable_rpt = None - self.activeCapacityAvailable_rptv = None - self.commodityDStreamProcess = dict() # The downstream process of a commodity during a period - self.commodityUStreamProcess = dict() # The upstream process of a commodity during a period - self.ProcessInputsByOutput = dict() - self.ProcessOutputsByInput = dict() - self.processTechs = dict() - self.processReservePeriods = dict() - self.processVintages = dict() - self.baseloadVintages = dict() - self.curtailmentVintages = dict() - self.storageVintages = dict() - self.rampVintages = dict() - self.inputsplitVintages = dict() - self.inputsplitaverageVintages = dict() - self.outputsplitVintages = dict() - self.ProcessByPeriodAndOutput = dict() - self.exportRegions = dict() - self.importRegions = dict() - self.flex_commodities = set() - - -# --------------------------------------------------------------- -# Validation and initialization routines. -# There are a variety of functions in this section that do the following: -# Check valid indices, validate parameter specifications, and set default -# parameter values. -# --------------------------------------------------------------- - -def isValidProcess ( self, r, p, i, t, v, o ): - """\ -Returns a boolean (True or False) indicating whether, in any given period, a -technology can take a specified input carrier and convert it to and specified -output carrier. Not currently used. -""" - index = (r, p, t, v) - if index in self.processInputs and index in self.processOutputs: - if i in self.processInputs[ index ]: - if o in self.processOutputs[ index ]: - return True - - return False - -def get_str_padding ( obj ): - return len(str( obj )) - -def CommodityBalanceConstraintErrorCheck ( vflow_out, vflow_in, r, p, s, d, c ): - if int is type(vflow_out): - flow_in_expr = StringIO() - vflow_in.pprint( ostream=flow_in_expr ) - msg = ("Unable to meet an interprocess '{}' transfer in ({}, {}, {}).\n" - 'No flow out. Constraint flow in:\n {}\n' - 'Possible reasons:\n' - " - Is there a missing period in set 'time_future'?\n" - " - Is there a missing tech in set 'tech_resource'?\n" - " - Is there a missing tech in set 'tech_production'?\n" - " - Is there a missing commodity in set 'commodity_physical'?\n" - ' - Are there missing entries in the Efficiency parameter?\n' - ' - Does a process need a longer LifetimeProcess parameter setting?') - raise Exception( msg.format( - r, c, s, d, p, flow_in_expr.getvalue() - )) - -def CommodityBalanceConstraintErrorCheckAnnual ( vflow_out, vflow_in, r, p, c ): - if int is type(vflow_out): - flow_in_expr = StringIO() - vflow_in.pprint( ostream=flow_in_expr ) - msg = ("Unable to meet an interprocess '{}' transfer in ({}, {}, {}).\n" - 'No flow out. Constraint flow in:\n {}\n' - 'Possible reasons:\n' - " - Is there a missing period in set 'time_future'?\n" - " - Is there a missing tech in set 'tech_resource'?\n" - " - Is there a missing tech in set 'tech_production'?\n" - " - Is there a missing commodity in set 'commodity_physical'?\n" - ' - Are there missing entries in the Efficiency parameter?\n' - ' - Does a process need a longer LifetimeProcess parameter setting?') - raise Exception( msg.format( - r, c, p, flow_in_expr.getvalue() - )) - -def DemandConstraintErrorCheck ( supply, r, p, s, d, dem ): - if int is type( supply ): - msg = ("Error: Demand '{}' for ({}, {}, {}) unable to be met by any " - 'technology.\n\tPossible reasons:\n' - ' - Is the Efficiency parameter missing an entry for this demand?\n' - ' - Does a tech that satisfies this demand need a longer ' - 'LifetimeProcess?\n') - raise Exception( msg.format(r, dem, p, s, d) ) - -def validate_time ( M ): - """ - We check for integer status here, rather then asking Pyomo to do this via - a 'within=Integers' clause in the definition so that we can have a very - specific error message. If we instead use Pyomo's mechanism, the - python invocation of Temoa throws an error (including a traceback) - that has proven to be scary and/or impenetrable for the typical modeler. - """ - for year in M.time_exist: - if isinstance(year, int): continue - - msg = ('Set "time_exist" requires integer-only elements.\n\n Invalid ' - 'element: "{}"') - raise Exception( msg.format( year )) - - for year in M.time_future: - if isinstance(year, int): continue - - msg = ('Set "time_future" requires integer-only elements.\n\n Invalid ' - 'element: "{}"') - raise Exception( msg.format( year )) - - if len( M.time_future ) < 2: - msg = ('Set "time_future" needs at least 2 specified years. Temoa ' - 'treats the integer numbers specified in this set as boundary years ' - 'between periods, and uses them to automatically ascertain the length ' - '(in years) of each period. Note that this means that there will be ' - 'one less optimization period than the number of elements in this set.' - ) - raise Exception( msg ) - - # Ensure that the time_exist < time_future - max_exist = max( M.time_exist ) - min_horizon = min( M.time_future ) - - if not ( max_exist < min_horizon ): - msg = ('All items in time_future must be larger than in time_exist.\n' - 'time_exist max: {}\ntime_future min: {}') - raise Exception( msg.format(max_exist, min_horizon) ) - - -def validate_SegFrac ( M ): - - total = sum( i for i in M.SegFrac.itervalues() ) - - if abs(float(total) - 1.0) > 0.001: - # We can't explicitly test for "!= 1.0" because of incremental rounding - # errors associated with the specification of SegFrac by time slice, - # but we check to make sure it is within the specified tolerance. - - key_padding = max(map( get_str_padding, M.SegFrac.sparse_iterkeys() )) - - format = "%%-%ds = %%s" % key_padding - # Works out to something like "%-25s = %s" - - items = sorted( M.SegFrac.items() ) - items = '\n '.join( format % (str(k), v) for k, v in items ) - - msg = ('The values of the SegFrac parameter do not sum to 1. Each item ' - 'in SegFrac represents a fraction of a year, so they must total to ' - '1. Current values:\n {}\n\tsum = {}') - - raise Exception( msg.format(items, total )) - - -def CheckEfficiencyIndices ( M ): - """ - Ensure that there are no unused items in any of the Efficiency index sets. - """ - c_physical = set( i for r, i, t, v, o in M.Efficiency.sparse_iterkeys() ) - techs = set( t for r, i, t, v, o in M.Efficiency.sparse_iterkeys() ) - c_outputs = set( o for r, i, t, v, o in M.Efficiency.sparse_iterkeys() ) - - symdiff = c_physical.symmetric_difference( M.commodity_physical ) - if symdiff: - msg = ('Unused or unspecified physical carriers. Either add or remove ' - 'the following elements to the Set commodity_physical.' - '\n\n Element(s): {}') - symdiff = (str(i) for i in symdiff) - raise Exception( msg.format( ', '.join(symdiff) )) - - symdiff = techs.symmetric_difference( M.tech_all ) - if symdiff: - msg = ('Unused or unspecified technologies. Either add or remove ' - 'the following technology(ies) to the tech_resource or ' - 'tech_production Sets.\n\n Technology(ies): {}') - symdiff = (str(i) for i in symdiff) - raise Exception( msg.format( ', '.join(symdiff) )) - - diff = M.commodity_demand - c_outputs - if diff: - msg = ('Unused or unspecified outputs. Either add or remove the ' - 'following elements to the commodity_demand Set.' - '\n\n Element(s): {}') - diff = (str(i) for i in diff) - raise Exception( msg.format( ', '.join(diff) )) - - -def CreateCapacityFactors ( M ): - """ - Steps to creating capacity factors: - 1. Collect all possible processes - 2. Find the ones _not_ specified in CapacityFactorProcess - 3. Set them, based on CapacityFactorTech. - """ - # Shorter names, for us lazy programmer types - CFP = M.CapacityFactorProcess - - # Step 1 - processes = set( (r, t, v) for r, i, t, v, o in M.Efficiency.sparse_iterkeys() ) - - all_cfs = set( - (r, s, d, t, v) - - for (r, t, v), s, d in cross_product( - processes, - M.time_season, - M.time_of_day - ) - ) - - # Step 2 - unspecified_cfs = all_cfs.difference( CFP.sparse_iterkeys() ) - - # Step 3 - - # Some hackery: We futz with _constructed because Pyomo thinks that this - # Param is already constructed. However, in our view, it is not yet, - # because we're specifically targeting values that have not yet been - # constructed, that we know are valid, and that we will need. - - if unspecified_cfs: - # CFP._constructed = False - for r, s, d, t, v in unspecified_cfs: - CFP[r, s, d, t, v] = M.CapacityFactorTech[r, s, d, t] - # CFP._constructed = True - - -def CreateLifetimes ( M ): - """ - Steps to creating lifetimes: - 1. Collect all possible processes - 2. Find the ones _not_ specified in LifetimeProcess and LifetimeLoanProcess - 3. Set them, based on Lifetime*Tech. - """ - - # Shorter names, for us lazy programmer types - LLN = M.LifetimeLoanProcess - LPR = M.LifetimeProcess - - # Step 1 - lprocesses = set( M.LifetimeLoanProcess_rtv ) - processes = set( M.LifetimeProcess_rtv ) - - - # Step 2 - unspecified_loan_lives = lprocesses.difference( LLN.sparse_iterkeys() ) - unspecified_tech_lives = processes.difference( LPR.sparse_iterkeys() ) - - # Step 3 - - # Some hackery: We futz with _constructed because Pyomo thinks that this - # Param is already constructed. However, in our view, it is not yet, - # because we're specifically targeting values that have not yet been - # constructed, that we know are valid, and that we will need. - - if unspecified_loan_lives: - # LLN._constructed = False - for r, t, v in unspecified_loan_lives: - LLN[r, t, v] = M.LifetimeLoanTech[ (r, t) ] - # LLN._constructed = True - - if unspecified_tech_lives: - # LPR._constructed = False - for r, t, v in unspecified_tech_lives: - LPR[r, t, v] = M.LifetimeTech[ (r, t) ] - # LPR._constructed = True - - -def CreateDemands ( M ): - """ - Steps to create the demand distributions - 1. Use Demand keys to ensure that all demands in commodity_demand are used - 2. Find any slices not set in DemandDefaultDistribution, and set them based - on the associated SegFrac slice. - 3. Validate that the DemandDefaultDistribution sums to 1. - 4. Find any per-demand DemandSpecificDistribution values not set, and set - set them from DemandDefaultDistribution. Note that this only sets a - distribution for an end-use demand if the user has *not* specified _any_ - anything for that end-use demand. Thus, it is up to the user to fully - specify the distribution, or not. No in-between. - 5. Validate that the per-demand distributions sum to 1. - """ - - # Step 0: some setup for a couple of reusable items - - # iget(3): 3 = magic number to specify the fourth column. Currently the - # demand in the tuple (r, s, d, dem) - DSD_dem_getter = iget(3) - - # iget(0): 0 = magic number to specify the first column. Currently the - # demand in the tuple (r, s, d, dem) - DSD_region_getter = iget(0) - - # Step 1 - used_dems = set(dem for r, p, dem in M.Demand.sparse_iterkeys()) - unused_dems = sorted(M.commodity_demand.difference( used_dems )) - if unused_dems: - for dem in unused_dems: - msg = ("Warning: Demand '{}' is unused\n") - SE.write( msg.format( dem ) ) - - # Step 2 - DDD = M.DemandDefaultDistribution # Shorter, for us lazy programmer types - unset_defaults = set(M.SegFrac.sparse_iterkeys()) - unset_defaults.difference_update( - DDD.sparse_iterkeys() ) - if unset_defaults: - # Some hackery because Pyomo thinks that this Param is constructed. - # However, in our view, it is not yet, because we're specifically - # targeting values that have not yet been constructed, that we know are - # valid, and that we will need. - # DDD._constructed = False - for tslice in unset_defaults: - DDD[ tslice ] = M.SegFrac[ tslice ] - # DDD._constructed = True - - # Step 3 - total = sum( i for i in DDD.itervalues() ) - if abs(value(total) - 1.0) > 0.001: - # We can't explicitly test for "!= 1.0" because of incremental rounding - # errors associated with the specification of demand shares by time slice, - # but we check to make sure it is within the specified tolerance. - - key_padding = max(map( get_str_padding, DDD.sparse_iterkeys() )) - - format = "%%-%ds = %%s" % key_padding - # Works out to something like "%-25s = %s" - - items = sorted( DDD.items() ) - items = '\n '.join( format % (str(k), v) for k, v in items ) - - msg = ('The values of the DemandDefaultDistribution parameter do not ' - 'sum to 1. The DemandDefaultDistribution specifies how end-use ' - 'demands are distributed among the time slices (i.e., time_season, ' - 'time_of_day), so together, the data must total to 1. Current ' - 'values:\n {}\n\tsum = {}') - - raise Exception( msg.format(items, total) ) - - # Step 4 - DSD = M.DemandSpecificDistribution - - demands_specified = set(map( DSD_dem_getter, - (i for i in DSD.sparse_iterkeys()) )) - unset_demand_distributions = used_dems.difference( demands_specified ) - unset_distributions = set( - cross_product(M.regions, M.time_season, M.time_of_day, unset_demand_distributions)) - - if unset_distributions: - # Some hackery because Pyomo thinks that this Param is constructed. - # However, in our view, it is not yet, because we're specifically - # targeting values that have not yet been constructed, that we know are - # valid, and that we will need. - # DSD._constructed = False - for r, s, d, dem in unset_distributions: - DSD[r, s, d, dem] = DDD[s, d] - # DSD._constructed = True - - # Step 5 - used_reg_dems = set((r, dem) for r, p, dem in M.Demand.sparse_iterkeys()) - for (r, dem) in used_reg_dems: - keys = (k for k in DSD.sparse_iterkeys() if DSD_dem_getter(k) == dem and DSD_region_getter(k) == r) - total = sum( DSD[ i ] for i in keys ) - if abs(value(total) - 1.0) > 0.001: - # We can't explicitly test for "!= 1.0" because of incremental rounding - # errors associated with the specification of demand shares by time slice, - # but we check to make sure it is within the specified tolerance. - - keys = [k for k in DSD.sparse_iterkeys() if DSD_dem_getter(k) == dem and DSD_region_getter(k) == r] - key_padding = max(map( get_str_padding, keys )) - - format = "%%-%ds = %%s" % key_padding - # Works out to something like "%-25s = %s" - - items = sorted( (k, DSD[k]) for k in keys ) - items = '\n '.join( format % (str(k), v) for k, v in items ) - - msg = ('The values of the DemandSpecificDistribution parameter do not ' - 'sum to 1. The DemandSpecificDistribution specifies how end-use ' - 'demands are distributed per time-slice (i.e., time_season, ' - 'time_of_day). Within each end-use Demand, then, the distribution ' - 'must total to 1.\n\n Demand-specific distribution in error: ' - ' {}\n\n {}\n\tsum = {}') - - raise Exception( msg.format(dem, items, total) ) - - -def CreateCosts ( M ): - """ - Steps to creating fixed and variable costs: - 1. Collect all possible cost indices (CostFixed, CostVariable) - 2. Find the ones _not_ specified in CostFixed and CostVariable - 3. Set them, based on Cost*VintageDefault - """ - - # Shorter names, for us lazy programmer types - CF = M.CostFixed - CV = M.CostVariable - - # Step 1 - fixed_indices = set( M.CostFixed_rptv ) - var_indices = set( M.CostVariable_rptv ) - - # Step 2 - unspecified_fixed_prices = fixed_indices.difference( CF.sparse_iterkeys() ) - unspecified_var_prices = var_indices.difference( CV.sparse_iterkeys() ) - - # Step 3 - - # Some hackery: We futz with _constructed because Pyomo thinks that this - # Param is already constructed. However, in our view, it is not yet, - # because we're specifically targeting values that have not yet been - # constructed, that we know are valid, and that we will need. - - if unspecified_fixed_prices: - # CF._constructed = False - for r, p, t, v in unspecified_fixed_prices: - if (r, t, v) in M.CostFixedVintageDefault: - CF[r, p, t, v] = M.CostFixedVintageDefault[r, t, v] - # CF._constructed = True - - if unspecified_var_prices: - # CV._constructed = False - for r, p, t, v in unspecified_var_prices: - if (r, t, v) in M.CostVariableVintageDefault: - CV[r, p, t, v] = M.CostVariableVintageDefault[r, t, v] - # CV._constructed = True - - -def init_set_time_optimize ( M ): - return sorted( M.time_future )[:-1] - - -def init_set_vintage_exist ( M ): - return sorted( M.time_exist ) - - -def init_set_vintage_optimize ( M ): - return sorted( M.time_optimize ) - - -def CreateRegionalIndices ( M ): - regional_indices = set() - for r_i in M.regions: - if "-" in r_i: - raise Exception("Individual region names can not have '-' in their names: "+str(r_i)) - for r_j in M.regions: - if r_i == r_j: - regional_indices.add(r_i) - else: - regional_indices.add(r_i+"-"+r_j) - return regional_indices - - -# --------------------------------------------------------------- -# The functions below perform the sparse matrix indexing, allowing Pyomo to only -# create the necessary parameter, variable, and constraint indices. This -# cuts down *tremendously* on memory usage, which decreases time and increases -# the maximum specifiable problem size. -# -# It begins below in CreateSparseDicts, which creates a set of -# dictionaries that serve as the basis of the sparse indices. -# --------------------------------------------------------------- - -def CreateSparseDicts ( M ): - """ - This function creates customized dictionaries with only the key / value pairs - defined in the associated datafile. The dictionaries defined here are used to - do the sparse matrix indexing for all parameters, variables, and constraints - in the model. The function works by looping over the sparse indices in the - Efficiency table. For each iteration of the loop, the appropriate key / value - pairs are defined as appropriate for each dictionary. - """ - l_first_period = min( M.time_future ) - l_exist_indices = M.ExistingCapacity.sparse_keys() - l_used_techs = set() - - # The basis for the dictionaries are the sparse keys defined in the - # Efficiency table. - for r, i, t, v, o in M.Efficiency.sparse_iterkeys(): - if "-" in r and t not in M.tech_exchange: - raise Exception("Technology "+str(t)+" seems to be an exchange \ - technology but it is not specified in tech_exchange set") - l_process = (r, t, v) - l_lifetime = value(M.LifetimeProcess[ l_process ]) - # Do some error checking for the user. - if v in M.vintage_exist: - if l_process not in l_exist_indices: - msg = ('Warning: %s has a specified Efficiency, but does not ' - 'have any existing install base (ExistingCapacity).\n') - SE.write( msg % str(l_process) ) - continue - if 0 == M.ExistingCapacity[ l_process ]: - msg = ('Notice: Unnecessary specification of ExistingCapacity ' - '%s. If specifying a capacity of zero, you may simply ' - 'omit the declaration.\n') - SE.write( msg % str(l_process) ) - continue - if v + l_lifetime <= l_first_period: - msg = ('\nWarning: %s specified as ExistingCapacity, but its ' - 'LifetimeProcess parameter does not extend past the beginning ' - 'of time_future. (i.e. useless parameter)' - '\n\tLifetime: %s' - '\n\tFirst period: %s\n') - SE.write( msg % (l_process, l_lifetime, l_first_period) ) - continue - - eindex = (r, i, t, v, o) - if 0 == M.Efficiency[ eindex ]: - msg = ('\nNotice: Unnecessary specification of Efficiency %s. If ' - 'specifying an efficiency of zero, you may simply omit the ' - 'declaration.\n') - SE.write( msg % str(eindex) ) - continue - - l_used_techs.add( t ) - - if t in M.tech_flex: - M.flex_commodities.add(o) - - # Add in the period (p) index, since it's not included in the efficiency - # table. - for p in M.time_optimize: - # Can't build a vintage before it's been invented - if p < v: continue - - pindex = (r, p, t, v) - - if v in M.time_optimize: - l_loan_life = value(M.LifetimeLoanProcess[ l_process ]) - if v + l_loan_life >= p: - M.processLoans[ pindex ] = True - - # if tech is no longer active, don't include it - if v + l_lifetime <= p: continue - - # Here we utilize the indices in a given iteration of the loop to - # create the dictionary keys, and initialize the associated values - # to an empty set. - if pindex not in M.processInputs: - M.processInputs[ pindex ] = set() - M.processOutputs[ pindex ] = set() - if (r, p, i) not in M.commodityDStreamProcess: - M.commodityDStreamProcess[r, p, i] = set() - if (r, p, o) not in M.commodityUStreamProcess: - M.commodityUStreamProcess[r, p, o] = set() - if (r, p, t, v, i) not in M.ProcessOutputsByInput: - M.ProcessOutputsByInput[r, p, t, v, i] = set() - if (r, p, t, v, o) not in M.ProcessInputsByOutput: - M.ProcessInputsByOutput[r, p, t, v, o] = set() - if (r, t) not in M.processTechs: - M.processTechs[r, t] = set() - # While the dictionary just above indentifies the vintage (v) - # associated with each (r,p,t) we need to do the same below for various - # technology subsets. - if (r, p, t) not in M.processVintages: - M.processVintages[r, p, t] = set() - if t in M.tech_curtailment and (r, p, t) not in M.curtailmentVintages: - M.curtailmentVintages[r, p, t] = set() - if t in M.tech_baseload and (r, p, t) not in M.baseloadVintages: - M.baseloadVintages[r, p, t] = set() - if t in M.tech_storage and (r, p, t) not in M.storageVintages: - M.storageVintages[r, p, t] = set() - if t in M.tech_ramping and (r, p, t) not in M.rampVintages: - M.rampVintages[r, p,t] = set() - if (r, p, i, t) in M.TechInputSplit.sparse_iterkeys() and (r, p, i, t) not in M.inputsplitVintages: - M.inputsplitVintages[r,p,i,t] = set() - if (r, p, i, t) in M.TechInputSplitAverage.sparse_iterkeys() and (r, p, i, t) not in M.inputsplitaverageVintages: - M.inputsplitaverageVintages[r,p,i,t] = set() - if (r, p, t, o) in M.TechOutputSplit.sparse_iterkeys() and (r, p, t, o) not in M.outputsplitVintages: - M.outputsplitVintages[r,p,t,o] = set() - if t in M.tech_resource and (r,p,o) not in M.ProcessByPeriodAndOutput: - M.ProcessByPeriodAndOutput[r,p,o] = set() - if t in M.tech_reserve and (r, p) not in M.processReservePeriods: - M.processReservePeriods[r, p] = set() - if t in M.tech_exchange and (r[:r.find("-")], p, i) not in M.exportRegions: - M.exportRegions[r[:r.find("-")], p, i] = set() #since t is in M.tech_exchange, r here has *-* format (e.g. 'US-Mexico'). - #r[:r.find("-")] extracts the region index before the "-". - if t in M.tech_exchange and (r[r.find("-")+1:], p, o) not in M.importRegions: - M.importRegions[r[r.find("-")+1:], p, o] = set() - - # Now that all of the keys have been defined, and values initialized - # to empty sets, we fill in the appropriate values for each - # dictionary. - M.processInputs[ pindex ].add( i ) - M.processOutputs[pindex ].add( o ) - M.commodityDStreamProcess[r, p, i].add( (t, v) ) - M.commodityUStreamProcess[r, p, o].add( (t, v) ) - M.ProcessOutputsByInput[r, p, t, v, i].add( o ) - M.ProcessInputsByOutput[r, p, t, v, o].add( i ) - M.processTechs[r, t].add( (p, v) ) - M.processVintages[r, p, t].add( v ) - if t in M.tech_curtailment: - M.curtailmentVintages[r, p, t].add( v ) - if t in M.tech_baseload: - M.baseloadVintages[r, p, t].add( v ) - if t in M.tech_storage: - M.storageVintages[r, p, t].add( v ) - if t in M.tech_ramping: - M.rampVintages[r, p, t].add( v ) - if (r, p, i, t) in M.TechInputSplit.sparse_iterkeys(): - M.inputsplitVintages[r,p,i,t].add( v ) - if (r, p, i, t) in M.TechInputSplitAverage.sparse_iterkeys(): - M.inputsplitaverageVintages[r,p,i,t].add( v ) - if (r, p, t, o) in M.TechOutputSplit.sparse_iterkeys(): - M.outputsplitVintages[r,p,t,o].add( v ) - if t in M.tech_resource: - M.ProcessByPeriodAndOutput[r,p,o].add(( i,t,v )) - if t in M.tech_reserve: - M.processReservePeriods[r, p].add( (t,v) ) - if t in M.tech_exchange: - M.exportRegions[r[:r.find("-")], p, i].add((r[r.find("-")+1:], t, v, o)) - if t in M.tech_exchange: - M.importRegions[r[r.find("-")+1:], p, o].add((r[:r.find("-")], t, v, i)) - - for (r, i, t, v, o) in M.Efficiency.sparse_iterkeys(): - if t in M.tech_exchange: - reg = r.split('-')[0] - for (r1, i1, t1, v1, o1) in M.Efficiency.sparse_iterkeys(): - if (r1==reg) & (o1==i): - for p in M.time_optimize: - if (r1, p, o1) not in M.commodityDStreamProcess: - msg = ('The {} process in region {} has no downstream process other ' - 'than a transport ({}) process. This will cause the commodity balance ' - 'constraint to fail. Add a dummy technology downstream of the {} ' - 'process to the Efficiency table to avoid this issue. ' - 'The dummy technology should have the same region and vintage as the {} process, ' - 'an efficiency of 100%, with the {} commodity as the input and output. ' - 'The dummy technology may also need a corresponding row in the ExistingCapacity ' - 'table with capacity values that equal the {} technology.') - raise Exception( msg.format(t1, r1, t, t1, t1, o1, t1) ) - - l_unused_techs = M.tech_all - l_used_techs - if l_unused_techs: - msg = ("Notice: '{}' specified as technology, but it is not utilized in " - 'the Efficiency parameter.\n') - for i in sorted( l_unused_techs ): - SE.write( msg.format( i )) - - M.activeFlow_rpsditvo = set( - (r, p, s, d, i, t, v, o) - - for r,p,t in M.processVintages.keys() if t not in M.tech_annual - for v in M.processVintages[ r, p, t ] - for i in M.processInputs[ r, p, t, v ] - for o in M.ProcessOutputsByInput[ r, p, t, v, i ] - for s in M.time_season - for d in M.time_of_day - ) - - M.activeFlow_rpitvo = set( - (r, p, i, t, v, o) - - for r,p,t in M.processVintages.keys() if t in M.tech_annual - for v in M.processVintages[ r, p, t ] - for i in M.processInputs[ r, p, t, v ] - for o in M.ProcessOutputsByInput[ r, p, t, v, i ] - ) - - M.activeFlex_rpsditvo = set( - (r, p, s, d, i, t, v, o) - - for r,p,t in M.processVintages.keys() if (t not in M.tech_annual) and (t in M.tech_flex) - for v in M.processVintages[ r, p, t ] - for i in M.processInputs[ r, p, t, v ] - for o in M.ProcessOutputsByInput[ r, p, t, v, i ] - for s in M.time_season - for d in M.time_of_day - ) - - M.activeFlex_rpitvo = set( - (r, p, i, t, v, o) - - for r,p,t in M.processVintages.keys() if (t in M.tech_annual) and (t in M.tech_flex) - for v in M.processVintages[ r, p, t ] - for i in M.processInputs[ r, p, t, v ] - for o in M.ProcessOutputsByInput[ r, p, t, v, i ] - ) - - M.activeFlowInStorage_rpsditvo = set( - (r, p, s, d, i, t, v, o) - - for r,p,t in M.processVintages.keys() if t in M.tech_storage - for v in M.processVintages[ r, p, t ] - for i in M.processInputs[ r, p, t, v ] - for o in M.ProcessOutputsByInput[ r, p, t, v, i ] - for s in M.time_season - for d in M.time_of_day - ) - - - - M.activeCurtailment_rpsditvo = set( - (r, p, s, d, i, t, v, o) - - for r,p,t in M.curtailmentVintages.keys() - for v in M.curtailmentVintages[ r, p, t ] - for i in M.processInputs[ r, p, t, v ] - for o in M.ProcessOutputsByInput[ r, p, t, v, i ] - for s in M.time_season - for d in M.time_of_day - ) - - M.activeActivity_rptv = set( - (r, p, t, v) - - for r,p,t in M.processVintages.keys() - for v in M.processVintages[ r, p, t ] - ) - - M.activeCapacity_rtv = set( - (r, t, v) - - for r,p,t in M.processVintages.keys() - for v in M.processVintages[ r, p, t ] - ) - - M.activeCapacityAvailable_rpt = set( - (r, p, t) - - for r,p,t in M.processVintages.keys() - if M.processVintages[ r, p, t ] - ) - - M.activeCapacityAvailable_rptv = set( - (r, p, t, v) - - for r,p,t in M.processVintages.keys() - for v in M.processVintages[ r, p, t ] - ) -# --------------------------------------------------------------- -# Create sparse parameter indices. -# These functions are called from temoa_model.py and use the sparse keys -# associated with specific parameters. -# --------------------------------------------------------------- - -def CapacityFactorProcessIndices ( M ): - indices = set( - (r, s, d, t, v) - - for r, i, t, v, o in M.Efficiency.sparse_iterkeys() - for s in M.time_season - for d in M.time_of_day - ) - - return indices - -def CapacityFactorTechIndices ( M ): - indices = set( - (r, s, d, t) - - for r, s, d, t, v in M.CapacityFactor_rsdtv - ) - - return indices - -def CostFixedIndices ( M ): - return M.activeActivity_rptv - -def CostVariableIndices ( M ): - return M.activeActivity_rptv - -def CostInvestIndices ( M ): - indices = set( - (r, t, v) - - for r, p, t, v in M.processLoans - ) - - return indices - -def RegionalGlobalInitializedIndices ( M ): - from itertools import permutations - indices = set() - for n in range(1,len(M.regions)+1): - regional_perms = permutations(M.regions,n) - for i in regional_perms: - indices.add("+".join(i)) - indices.add('global') - indices = indices.union(M.RegionalIndices) - - return indices - -def MinCapShareIndices(M): - indices = set( - (r, p, t, g) - for g in M.groups - for r, p, t in M.processVintages.keys() if (r, g, t) in M.tech_groups - ) - - return indices - -def EmissionActivityIndices ( M ): - indices = set( - (r, e, i, t, v, o) - - for r, i, t, v, o in M.Efficiency.sparse_iterkeys() - for e in M.commodity_emissions - ) - - return indices - -def EnergyConsumptionByPeriodInputAndTechVariableIndices ( M ): - indices = set( - (p, i, t) - - for i, t, v, o in M.Efficiency.sparse_iterkeys() - for p in M.time_optimize - ) - - return indices - -def ActivityByPeriodTechAndOutputVariableIndices ( M ): - indices = set( - (p, t, o) - - for i, t, v, o in M.Efficiency.sparse_iterkeys() - for p in M.time_optimize - ) - - return indices - -def EmissionActivityByPeriodAndTechVariableIndices ( M ): - indices = set( - (e, p, t) - - for e, i, t, v, o in M.EmissionActivity.sparse_iterkeys() - for p in M.time_optimize - ) - - return indices - - -def ModelProcessLifeIndices ( M ): - """\ -Returns the set of sensical (region, period, tech, vintage) tuples. The tuple indicates -the periods in which a process is active, distinct from TechLifeFracIndices that -returns indices only for processes that EOL mid-period. -""" - return M.activeActivity_rptv - -def LifetimeProcessIndices ( M ): - """\ -Based on the Efficiency parameter's indices, this function returns the set of -process indices that may be specified in the LifetimeProcess parameter. -""" - indices = set( - (r, t, v) - - for r, i, t, v, o in M.Efficiency.sparse_iterkeys() - ) - - return indices - -def LifetimeLoanProcessIndices ( M ): - """\ -Based on the Efficiency parameter's indices and time_future parameter, this -function returns the set of process indices that may be specified in the -CostInvest parameter. -""" - min_period = min( M.vintage_optimize ) - - indices = set( - (r, t, v) - - for r, i, t, v, o in M.Efficiency.sparse_iterkeys() - if v >= min_period - ) - - return indices - -# --------------------------------------------------------------- -# Create sparse indices for decision variables. -# These functions are called from temoa_model.py and use the dictionaries -# created above in CreateSparseDicts() -# --------------------------------------------------------------- - -def CapacityVariableIndices ( M ): - return M.activeCapacity_rtv - -def RetiredCapacityVariableIndices ( M ): - return set( - (r, p, t, v) - - for r,p,t in M.processVintages.keys() - if t in M.tech_retirement - for v in M.processVintages[ r, p, t ] - if p > v - ) - -def CapacityAvailableVariableIndices ( M ): - return M.activeCapacityAvailable_rpt - -def CapacityAvailableVariableIndicesVintage ( M ): - return M.activeCapacityAvailable_rptv - -def FlowVariableIndices ( M ): - return M.activeFlow_rpsditvo - - -def FlowVariableAnnualIndices ( M ): - return M.activeFlow_rpitvo - -def FlexVariablelIndices ( M ): - return M.activeFlex_rpsditvo - -def FlexVariableAnnualIndices ( M ): - return M.activeFlex_rpitvo - -def FlowInStorageVariableIndices ( M ): - return M.activeFlowInStorage_rpsditvo - - -def CurtailmentVariableIndices ( M ): - return M.activeCurtailment_rpsditvo - - -def CapacityConstraintIndices ( M ): - capacity_indices = set( - (r, p, s, d, t, v) - - for r, p, t, v in M.activeActivity_rptv if t not in M.tech_annual - for s in M.time_season - for d in M.time_of_day - ) - - return capacity_indices - -def LinkedTechConstraintIndices ( M ): - linkedtech_indices = set( - (r, p, s, d, t, v, e) - - for r, t, e in M.LinkedTechs.sparse_iterkeys() - for p in M.time_optimize if (r, p, t) in M.processVintages.keys() - for v in M.processVintages[ r, p, t ] if (r, p, t, v) in M.activeActivity_rptv - for s in M.time_season - for d in M.time_of_day - - ) - - return linkedtech_indices - -def CapacityAnnualConstraintIndices ( M ): - capacity_indices = set( - (r, p, t, v) - - for r, p, t, v in M.activeActivity_rptv if t in M.tech_annual - - ) - - return capacity_indices - -# --------------------------------------------------------------- -# Create sparse indices for constraints. -# These functions are called from temoa_model.py and use the dictionaries -# created above in CreateSparseDicts() -# --------------------------------------------------------------- - -def DemandActivityConstraintIndices ( M ): - """\ -This function returns a set of sparse indices that are used in the -DemandActivity constraint. It returns a tuple of the form: -(p,s,d,t,v,dem,first_s,first_d) where "dem" is a demand commodity, and "first_s" -and "first_d" are the reference season and time-of-day, respectively used to -ensure demand activity remains consistent across time slices. -""" - - # First, we only want to run this for demands for which there are more than - # one technology that meet it. - # Initialize an empty dictionary to hold unique "t" values for each "dem" - unique_t_per_dem = {} - - # Loop through the Pyomo set to get each index tuple - for r,p,t,v,dem in M.ProcessInputsByOutput.keys(): - if (dem not in M.commodity_demand) or (t in M.tech_annual): - continue - # Add the "t" value to the set corresponding to each "dem" - if dem not in unique_t_per_dem: - unique_t_per_dem[dem] = set() - unique_t_per_dem[dem].add(t) - - # Now the logic of the constraint begins. - # Find the first timestep of the year where the demand is non-zero: - eps = 0.000001 - for r,p,t,v,dem in M.ProcessInputsByOutput.keys(): - # No need for constraint if dem is not a demand commodity or - # if t is in tech_annual or if there's only one tech meeting the demand. - if (dem not in M.commodity_demand) or (t in M.tech_annual) or (len(unique_t_per_dem[dem]) <= 1): - continue - - # Find the first time step where the DSD is not 0 - # Set the time_season and time_of_day to s0 and d0. - for s0 in M.time_season: - for d0 in M.time_of_day: - if (r,s0,d0,dem) in M.DemandSpecificDistribution.sparse_keys(): - try: - if value(M.DemandSpecificDistribution[r,s0,d0,dem]) > eps: - break - except: - continue - else: - continue - break - - # Start yielding the constraint indices - for s in M.time_season: - for d in M.time_of_day: - if s != s0 or d != d0: - yield (r,p,s,d,t,v,dem,s0,d0) - -def DemandConstraintIndices ( M ): - - indices = set( - (r, p, s, d, dem) - - for r, p, dem in M.Demand.sparse_iterkeys() - for s in M.time_season - for d in M.time_of_day - ) - - return indices - -def BaseloadDiurnalConstraintIndices ( M ): - indices = set( - (r, p, s, d, t, v) - - for r,p,t in M.baseloadVintages.keys() - for v in M.baseloadVintages[ r, p, t ] - for s in M.time_season - for d in M.time_of_day - ) - - return indices - -def RegionalExchangeCapacityConstraintIndices ( M ): - indices = set( - (r_e, r_i, p, t, v) - - for r_e, p, i in M.exportRegions.keys() - for r_i, t, v, o in M.exportRegions[r_e, p, i] - ) - - return indices - -def CommodityBalanceConstraintIndices ( M ): - # Generate indices only for those commodities that are produced by - # technologies with varying output at the time slice level. - period_commodity_with_up = set( M.commodityUStreamProcess.keys() ) - period_commodity_with_dn = set( M.commodityDStreamProcess.keys() ) - period_commodity = period_commodity_with_up.intersection( period_commodity_with_dn ) - indices = set( - (r, p, s, d, o) - - for r, p, o in period_commodity #r in this line includes interregional transfer combinations (not needed). - if r in M.regions # this line ensures only the regions are included. - for t, v in M.commodityUStreamProcess[ r, p, o ] - if (r, t) not in M.tech_storage and t not in M.tech_annual - for s in M.time_season - for d in M.time_of_day - ) - - return indices - - -def CommodityBalanceAnnualConstraintIndices ( M ): - # Generate indices only for those commodities that are produced by - # technologies with constant annual output. - period_commodity_with_up = set( M.commodityUStreamProcess.keys() ) - period_commodity_with_dn = set( M.commodityDStreamProcess.keys() ) - period_commodity = period_commodity_with_up.intersection( period_commodity_with_dn ) - indices = set( - (r, p, o) - - for r, p, o in period_commodity #r in this line includes interregional transfer combinations (not needed). - if r in M.regions # this line ensures only the regions are included. - for t, v in M.commodityUStreamProcess[ r, p, o ] - if (r, t) not in M.tech_storage and t in M.tech_annual - ) - - return indices - - -def StorageVariableIndices ( M ): - indices = set( - (r, p, s, d, t, v) - - for r, p, t in M.storageVintages.keys() - for s in M.time_season - for d in M.time_of_day - for v in M.storageVintages[ r, p, t ] - - ) - - return indices - - -def StorageInitIndices ( M ): - indices = set( - (r, t, v) - - for r,p,t in M.storageVintages.keys() - for v in M.storageVintages[ r, p, t ] - ) - - return indices - - -def StorageInitConstraintIndices ( M ): - indices = set( - (r,t,v) - - for r,t,v in M.StorageInitFrac.sparse_iterkeys() - ) - - return indices - - -def RampConstraintDayIndices ( M ): - indices = set( - (r, p, s, d, t, v) - - for r,p,t in M.rampVintages.keys() - for s in M.time_season - for d in M.time_of_day - for v in M.rampVintages[ r, p, t ] - ) - - return indices - -def RampConstraintSeasonIndices ( M ): - indices = set( - (r, p, s, t, v) - - for r, p,t in M.rampVintages.keys() - for s in M.time_season - for v in M.rampVintages[ r, p, t ] - ) - - return indices - -def RampConstraintPeriodIndices ( M ): - indices = set( - (r, p, t, v) - - for r, p,t in M.rampVintages.keys() - for v in M.rampVintages[ r, p, t ] ) - - return indices - -def ReserveMarginIndices ( M ): - indices = set( - (r, p , s , d ) - - for r in M.regions - for p in M.time_optimize - for s in M.time_season - for d in M.time_of_day - ) - return indices - -def TechInputSplitConstraintIndices ( M ): - indices = set( - (r, p, s, d, i, t, v) - - for r, p, i, t in M.inputsplitVintages.keys() if t not in M.tech_annual and t not in M.tech_variable - for v in M.inputsplitVintages[ r, p, i, t ] - for s in M.time_season - for d in M.time_of_day - ) - - return indices - -def TechInputSplitAnnualConstraintIndices ( M ): - indices = set( - (r, p, i, t, v) - - for r, p, i, t in M.inputsplitVintages.keys() if t in M.tech_annual - for v in M.inputsplitVintages[ r, p, i, t ] - ) - - return indices - -def TechInputSplitAverageConstraintIndices ( M ): - indices = set( - (r, p, i, t, v) - - for r, p, i, t in M.inputsplitaverageVintages.keys() if t in M.tech_variable - for v in M.inputsplitaverageVintages[ r, p, i, t ] - ) - return indices - -def TechOutputSplitConstraintIndices ( M ): - indices = set( - (r, p, s, d, t, v, o) - - for r, p, t, o in M.outputsplitVintages.keys() if t not in M.tech_annual - for v in M.outputsplitVintages[ r, p, t, o ] - for s in M.time_season - for d in M.time_of_day - ) - - return indices - -def TechOutputSplitAnnualConstraintIndices ( M ): - indices = set( - (r, p, t, v, o) - - for r, p, t, o in M.outputsplitVintages.keys() if t in M.tech_annual and t not in M.tech_variable - for v in M.outputsplitVintages[ r, p, t, o ] - ) - - return indices diff --git a/temoa_model/temoa_mga.py b/temoa_model/temoa_mga.py deleted file mode 100644 index a1548790..00000000 --- a/temoa_model/temoa_mga.py +++ /dev/null @@ -1,83 +0,0 @@ -""" -Tools for Energy Model Optimization and Analysis (Temoa): -An open source framework for energy systems optimization modeling - -Copyright (C) 2015, NC State University - -This program is free software; you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation; either version 2 of the License, or -(at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. - -A complete copy of the GNU General Public License v2 (GPLv2) is available -in LICENSE.txt. Users uncompressing this from an archive may not have -received this license file. If not, see . -""" - -from pyomo.environ import * -from temoa_rules import TotalCost_rule - -def ActivityObj_rule ( M, prev_act_t ): - new_act = 0 - for t in M.V_ActivityByTech: - if t in prev_act_t: - new_act += prev_act_t[ t ] * M.V_ActivityByTech[t] - return new_act - -def SlackedObjective_rule ( M, prev_cost, mga_slack ): - # It is important that this function name *not* match its constraint name - # plus '_rule', else Pyomo will attempt to be too smart. That is, at the - # first implementation, the associated constraint name is - # 'PreviousSlackedObjective', for which Pyomo searches the namespace for - # 'PreviousSlackedObjective_rule'. We decidedly do not want Pyomo - # trying to call this function because it is not aware of the second arg. - slackcost = (1 + mga_slack) * prev_cost - oldobjective = TotalCost_rule( M ) - expr = ( slackcost >= oldobjective ) - return expr - -def PreviousAct_rule ( instance, mga_weight, prev_activity_t ): - # The version below weights each technology by its previous cumulative - # activity. However, different sectors may be tracked in different units and - # have activities of very different magnitudes. - - epsilon=1e-6 - - if mga_weight == 'integer': - for t in instance.V_ActivityByTech: - if t in instance.tech_mga: - val = value( instance.V_ActivityByTech[t] ) - if abs(val) < epsilon: continue - prev_activity_t[ t ] += 1.0 - return prev_activity_t - - # The version below calculates activity by sector and normalized technology- - # specific activity by the total activity for the sector. Currently accounts - # for electric and transport sectors, but others can be added to the block below. - elif mga_weight == 'normalized': - sectors = set(['electric', 'transport', 'industrial', 'commercial', 'residential']) - act = dict() - techs = {'electric': instance.tech_electric, - 'transport': instance.tech_transport, - 'industrial': instance.tech_industrial, - 'commercial': instance.tech_commercial, - 'residential': instance.tech_residential} - for s in sectors: - if len(techs[s]) > 0: - act[s] = sum( - value( instance.V_ActivityByTech[S_t] ) - for S_t in techs[s] - ) - - for t in instance.V_ActivityByTech: - for s in sectors: - if t in techs[s]: - val = value( instance.V_ActivityByTech[t] ) - if abs(val) < epsilon: continue - prev_activity_t[ t ] += val / act[s] - return prev_activity_t \ No newline at end of file diff --git a/temoa_model/temoa_run.py b/temoa_model/temoa_run.py deleted file mode 100755 index a81aea82..00000000 --- a/temoa_model/temoa_run.py +++ /dev/null @@ -1,595 +0,0 @@ -""" -Tools for Energy Model Optimization and Analysis (Temoa): -An open source framework for energy systems optimization modeling - -Copyright (C) 2015, NC State University - -This program is free software; you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation; either version 2 of the License, or -(at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. - -A complete copy of the GNU General Public License v2 (GPLv2) is available -in LICENSE.txt. Users uncompressing this from an archive may not have -received this license file. If not, see . -""" - -from os import path, close as os_close -from sys import argv, stderr as SE, stdout as SO -from signal import signal, SIGINT, default_int_handler -from shutil import copyfile, move - -from pyomo.opt import SolverFactory as SF -from pyomo.opt import SolverManagerFactory -from pyomo.environ import * - -from temoa_config import TemoaConfig - -import errno, warnings -import re as reg_exp - -from argparse import Namespace -from os import sep - -from pyutilib.services import TempfileManager -from pyutilib.services import TempfileManager -from pyutilib.common import ApplicationError - -from sys import version_info, exit - -from time import time -import sys, os, gc - -from pyomo.environ import DataPortal - -from pformat_results import pformat_results - -from collections import defaultdict -from temoa_rules import TotalCost_rule, ActivityByTech_Constraint -from temoa_mga import ActivityObj_rule, SlackedObjective_rule, PreviousAct_rule -import traceback - - -signal(SIGINT, default_int_handler) - - -''' -This is the main solver class. -This takes in input an Abstract Model after parameters initialization, -and a config_filename (which contains the input parameters) -If config_filename is empty, it assumes parameters from command line. - -The yield statements in this file are used for sending output of this file to UI as it happens, -instead of waiting for it to finish and then sending it finally. yield statements are used by -StreamingHttpResponse of Django to render output as it happens. -any function that uses yield statements can't have return clause. -If it is needed, instead use a class global variable to store the return value. -If any new function is added and its output is also needed to be printed to UI, -then use yield statements along with yield and then at the time of calling that function -yield the output of the function. like: -for statement in function_call(): - yield statement -This will yield each statement being yielded by function_call(). -This is followed all the way through to the first function_call of the UI where it is returned -as a StreamingHttpResponse(). -''' -class TemoaSolver(object): - def __init__(self, model, config_filename): - self.model = model - self.config_filename = config_filename - self.temoa_setup() - self.temoa_checks() - - def temoa_setup (self): - """This function prepares the model to be solved. - - Inputs: - model -- the model object - config_filename -- config filename, non-blank if called from the UI - There are three possible ways to call the model: - 1. python temoa_model/ /path/to/data_files - 2. python temoa_model/ --config=/path/to/config/file - 3. function call from the UI - This function discerns which way the model was called and process the - inputs accordingly. - """ - if self.config_filename == '': # Called from the command line - self.options, config_flag = parse_args() - if config_flag == 1: # Option 2 (using config file) - self.options.path_to_lp_files = self.options.path_to_logs + sep + "lp_files" - TempfileManager.tempdir = self.options.path_to_lp_files - else: # Must be Option 1 (no config file) - pass - - else: # Config file already specified, so must be an interface call - available_solvers, default_solver = get_solvers() - temoa_config = TemoaConfig(d_solver=default_solver) - temoa_config.build(config=self.config_filename) - self.options = temoa_config - - self.temp_lp_dest = '/srv/thirdparty/temoa/data_files/' - - self.options.path_to_lp_files = self.options.path_to_logs + sep + "lp_files" - TempfileManager.tempdir = self.options.path_to_lp_files - - - def temoa_checks(self): - """Make sure Python 2.7 is used and that a suitable solver is available.""" - - if version_info < (2, 7): - msg = ("Temoa requires Python v2.7 to run.\n\n The model may not solve" - "properly with another version.") - raise SystemExit( msg ) - - if self.options.neos is True: - # Invoke NEOS solver manager if flag is specified in config file - self.optimizer = pyomo.opt.SolverManagerFactory('neos') - else: - self.optimizer = SolverFactory( self.options.solver ) - - if self.optimizer: - pass - elif self.options.solver != 'NONE': - SE.write( "\nWarning: Unable to initialize solver interface for '{}'\n\n" - .format( self.options.solver )) - if SE.isatty(): - SE.write( "Please press enter to continue or Ctrl+C to quit." ) - if os.path.join('temoa_model','config_sample_myopic') not in options.file_location: - raw_input() - - - ''' - This function is called when MGA option is specified. - It uses the self.model, self.optimzer, and self.options parameters of the class object - ''' - def solveWithMGA(self): - scenario_names = [] - scenario_names.append( self.options.scenario ) - - # The MGA algorithm uses different objectives per iteration, so the first - # step is to remove the original objective function - self.model.del_component( 'TotalCost' ) - # Create concrete model - temoaInstance1 = TemoaSolverInstance(self.model, self.optimizer, self.options, self.txt_file) - for k in temoaInstance1.create_temoa_instance(): - # yield "
" + k + "
" - yield k - #yield " " * 1024 - # Now add back the objective function that we earlier removed; note that name - # we choose here (FirstObj) will be copied to the output file. - temoaInstance1.instance.FirstObj = Objective( rule=TotalCost_rule, sense=minimize ) - temoaInstance1.instance.preprocess() - temoaInstance1.instance.V_ActivityByTech = Var(temoaInstance1.instance.tech_all, domain=NonNegativeReals) - temoaInstance1.instance.ActivityByTechConstraint = Constraint(temoaInstance1.instance.tech_all, rule=ActivityByTech_Constraint) - - for k in temoaInstance1.solve_temoa_instance(): - # yield "
" + k + "
" - yield k - #yield " " * 1024 - - temoaInstance1.handle_files(log_name='Complete_OutputLog.log' ) - # using value() converts the now-loaded results into a single number, - # which we'll use with our slightly unusual SlackedObjective_rule below - # (but defined above). - Perfect_Foresight_Obj = value( temoaInstance1.instance.FirstObj ) - - # Create a new dictionary that stores the MGA objective function weights - prev_activity_t = defaultdict( int ) - # Store first set of MGA objective weights drawn from base solution - prev_activity_t = PreviousAct_rule( temoaInstance1.instance, self.options.mga_weight, prev_activity_t ) - - # Perform MGA iterations - while self.options.next_mga(): - temoaMGAInstance = TemoaSolverInstance(self.model, self.optimizer, self.options, self.txt_file) - for k in temoaMGAInstance.create_temoa_instance(): - # yield "
" + k + "
" - yield k - #yield " " * 1024 - - try: - txt_file_mga = open(self.options.path_to_logs+os.sep+"Complete_OutputLog.log", "w") - except BaseException as io_exc: - yield "MGA Log file cannot be opened. Please check path. Trying to find:\n"+self.options.path_to_logs+" folder\n" - SE.write("MGA Log file cannot be opened. Please check path. Trying to find:\n"+self.options.path_to_logs+" folder\n") - txt_file_mga = open("OutputLog_MGA_last.log", "w") - - # Set up the Activity By Tech constraint, which is required for the - # updated objective function. - temoaMGAInstance.instance.V_ActivityByTech = Var(temoaMGAInstance.instance.tech_all, domain=NonNegativeReals) - temoaMGAInstance.instance.ActivityByTechConstraint = Constraint(temoaMGAInstance.instance.tech_all, rule=ActivityByTech_Constraint) - - # Update second instance with the new MGA-specific objective function - # and constraint. - temoaMGAInstance.instance.SecondObj = Objective( - expr=ActivityObj_rule( temoaMGAInstance.instance, prev_activity_t ), - noruleinit=True, - sense=minimize - ) - temoaMGAInstance.instance.PreviousSlackedObjective = Constraint( - rule=None, - expr=SlackedObjective_rule( temoaMGAInstance.instance, Perfect_Foresight_Obj, self.options.mga ), - noruleinit=True - ) - temoaMGAInstance.instance.preprocess() - for k in temoaMGAInstance.solve_temoa_instance(): - # yield "
" + k + "
" - yield k - #yield " " * 1024 - temoaMGAInstance.handle_files(log_name='Complete_OutputLog.log' ) - #Update MGA objective function weights for use in the next iteration - prev_activity_t = PreviousAct_rule( temoaMGAInstance.instance, self.options.mga_weight, prev_activity_t ) - - - ''' - This function is called when MGA option is not specified. - ''' - def solveWithoutMGA(self): - - temoaInstance1 = TemoaSolverInstance(self.model, self.optimizer, self.options, self.txt_file) - - if hasattr(self.options, 'myopic') and self.options.myopic: - - print ('This run is myopic ...') - from temoa_myopic import myopic_db_generator_solver - myopic_db_generator_solver ( self ) - - else: - - for k in temoaInstance1.create_temoa_instance(): - # yield "
" + k + "
" - yield k - #yield " " * 1024 - for k in temoaInstance1.solve_temoa_instance(): - # yield "
" + k + "
" - yield k - #yield " " * 1024 - temoaInstance1.handle_files(log_name='Complete_OutputLog.log') - - ''' - This funciton creates and solves TemoaSolverInstance. - This is the function that should be called from outside this class after __init__ - ''' - def createAndSolve(self): - try: - self.txt_file = open(self.options.path_to_logs+os.sep+"Complete_OutputLog.log", "w") - - except BaseException as io_exc: - yield "Log file cannot be opened. Please check path. Trying to find:\n"+self.options.path_to_logs+" folder\n" - SE.write("Log file cannot be opened. Please check path. Trying to find:\n"+self.options.path_to_logs+" folder\n") - self.txt_file = open("Complete_OutputLog.log", "w") - self.txt_file.write("Log file cannot be opened. Please check path. Trying to find:\n"+self.options.path_to_logs+" folder\n") - - # Check and see if mga attribute exists and if mga is specified - try: - if hasattr(self.options, 'mga') and self.options.mga: - for k in self.solveWithMGA(): - #yield "
" + k + "
" - yield k - #yield " " * 1024 - else: # User requested a single run - for k in self.solveWithoutMGA(): - #yield "
" + k + "
" - yield k - #yield " " * 1024 - - except KeyboardInterrupt as e: - self.txt_file.close() - yield str(e) + '\n' - yield 'User requested quit. Exiting Temoa ...\n' - SE.write(str(e)+'\n') - SE.write( 'User requested quit. Exiting Temoa ...\n' ) - traceback.print_exc() - SE.flush() - except SystemExit as e: - self.txt_file.close() - yield str(e) + '\n' - yield 'Temoa exit requested. Exiting ...\n' - SE.write(str(e)+'\n') - SE.write( 'Temoa exit requested. Exiting ...\n' ) - traceback.print_exc() - SE.flush() - except Exception as e: - self.txt_file.close() - yield str(e) + '\n' - yield 'Exiting Temoa ...\n' - SE.write(str(e)+'\n') - SE.write( 'Exiting Temoa ...\n' ) - traceback.print_exc() - SE.flush() - - - -''' -This class is for creating one temoa solver instance. It is used by TemoaSolver. -(Multiple instances are created for MGA/non-MGA options). -''' -class TemoaSolverInstance(object): - def __init__(self, model, optimizer, options, txt_file): - self.model = model - self.options = options - self.optimizer = optimizer - self.txt_file = txt_file - - def create_temoa_instance (self): - """Create a single instance of Temoa.""" - - try: - if self.options.keepPyomoLP: - yield '\nSolver will write file: {}\n\n'.format( self.options.scenario + '.lp' ) - SE.write('\nSolver will write file: {}\n\n'.format( self.options.scenario + '.lp' )) - self.txt_file.write('\nSolver will write file: {}\n\n'.format( self.options.scenario + '.lp' )) - - yield 'Reading data files.' - SE.write( '[ ] Reading data files.'); SE.flush() - self.txt_file.write( 'Reading data files.') - begin = time() - duration = lambda: time() - begin - - modeldata = DataPortal( model=self.model ) - # Recreate the pyomo command's ability to specify multiple "dot dat" files - # on the command lin - for fname in self.options.dot_dat: - if fname[-4:] != '.dat': - msg = "InputError: expecting a dot dat (e.g., data.dat) file, found '{}'\n" - raise Exception( msg.format( fname )) - modeldata.load( filename=fname ) - yield '\t\t\t\t\t[%8.2f]\n' % duration() - SE.write( '\r[%8.2f]\n' % duration() ) - self.txt_file.write( '[%8.2f]\n' % duration() ) - - yield 'Creating Temoa model instance.' - SE.write( '[ ] Creating Temoa model instance.'); SE.flush() - self.txt_file.write( 'Creating Temoa model instance.') - - self.model.dual = Suffix(direction=Suffix.IMPORT) - #self.model.rc = Suffix(direction=Suffix.IMPORT) - #self.model.slack = Suffix(direction=Suffix.IMPORT) - - self.instance = self.model.create_instance( modeldata ) - yield '\t\t\t\t[%8.2f]\n' % duration() - SE.write( '\r[%8.2f]\n' % duration() ) - self.txt_file.write( '[%8.2f]\n' % duration() ) - - except Exception as model_exc: - yield "Exception found in create_temoa_instance\n" - SE.write("Exeception found in create_temoa_instance\n") - self.txt_file.write("Exception found in create_temoa_instance\n") - yield str(model_exc) - SE.write(str(model_exc)) - self.txt_file.write(str(model_exc)) - raise model_exc - - - def solve_temoa_instance (self): - '''Solve a Temoa instance.''' - - begin = time() - duration = lambda: time() - begin - try: - yield 'Solving.' - SE.write( '[ ] Solving.'); SE.flush() - self.txt_file.write( 'Solving.') - if self.optimizer: - if self.options.neos: - self.result = self.optimizer.solve(self.instance, opt=self.options.solver) - else: - if self.options.solver == 'cbc': - # Solver options. Reference: https://genxproject.github.io/GenX/dev/solver_configuration/ - self.optimizer.options["dualTolerance"] = 1e-6 - self.optimizer.options["primalTolerance"] = 1e-6 - self.optimizer.options["zeroTolerance"] = 1e-12 - self.optimizer.options["crossover"] = 'off' - - elif self.options.solver == 'cplex': - # Note: these parameter values are taken to be the same as those in PyPSA (see: https://pypsa-eur.readthedocs.io/en/latest/configuration.html) - self.optimizer.options["lpmethod"] = 4 # barrier - self.optimizer.options["solutiontype"] = 2 # non basic solution, ie no crossover - self.optimizer.options["barrier convergetol"] = 1.e-5 - self.optimizer.options["feasopt tolerance"] = 1.e-6 - - # Note: still need to add gurobi parameters. - - self.result = self.optimizer.solve( self.instance, suffixes=['dual'],# 'rc', 'slack'], - keepfiles=self.options.keepPyomoLP, - symbolic_solver_labels=self.options.keepPyomoLP ) - yield '\t\t\t\t\t\t[%8.2f]\n' % duration() - SE.write( '\r[%8.2f]\n' % duration() ) - self.txt_file.write( '[%8.2f]\n' % duration() ) - # return signal handlers to defaults, again - signal(SIGINT, default_int_handler) - - # ... print the easier-to-read/parse format - msg = '[ ] Calculating reporting variables and formatting results.' - yield 'Calculating reporting variables and formatting results.' - SE.write( msg ); SE.flush() - self.txt_file.write( 'Calculating reporting variables and formatting results.') - self.instance.solutions.store_to(self.result) - formatted_results = pformat_results( self.instance, self.result, self.options ) - yield '\t[%8.2f]\n' % duration() - SE.write( '\r[%8.2f\n' % duration() ) - self.txt_file.write( '[%8.2f]\n' % duration() ) - yield formatted_results.getvalue() + '\n' - #SO.write( formatted_results.getvalue() ) - self.txt_file.write( formatted_results.getvalue() ) - if formatted_results.getvalue()=='No solution found.': - SE.write( formatted_results.getvalue() + '\n') - else: - yield '\r---------- Not solving: no available solver\n' - SE.write( '\r---------- Not solving: no available solver\n' ) - self.txt_file.write( '\r---------- Not solving: no available solver\n' ) - - except BaseException as model_exc: - yield "Exception found in solve_temoa_instance\n" - SE.write("Exception found in solve_temoa_instance\n") - self.txt_file.write("Exception found in solve_temoa_instance\n") - yield str(model_exc)+'\n' - SE.write(str(model_exc)) - self.txt_file.write(str(model_exc)) - raise model_exc - - def handle_files(self, log_name): - """Handle log and LP file assuming user called with config file or from interface.""" - if isinstance(self.options, TemoaConfig) and self.options.saveTEXTFILE: - for inpu in self.options.dot_dat: - file_ty = reg_exp.search(r"\b([\w-]+)\.(\w+)\b", inpu) - new_dir = self.options.path_to_data+os.sep+file_ty.group(1)+'_'+self.options.scenario+'_model' - if path.isfile(self.options.path_to_logs+os.sep+log_name) and path.exists(new_dir): - copyfile(self.options.path_to_logs+os.sep+log_name, new_dir+os.sep+self.options.scenario+'_OutputLog.log') - - if isinstance(self.options, TemoaConfig) and self.options.keepPyomoLP: - for inpu in self.options.dot_dat: - file_ty = reg_exp.search(r"\b([\w-]+)\.(\w+)\b", inpu) - - new_dir = self.options.path_to_data+os.sep+file_ty.group(1)+'_'+self.options.scenario+'_model' - - for files in os.listdir(self.options.path_to_lp_files): - if files.endswith(".lp"): - lpfile = files - else: - if files == "README.txt": - continue - os.remove(self.options.path_to_lp_files+os.sep+files) - - if path.exists(new_dir): - move(self.options.path_to_lp_files+os.sep+lpfile, new_dir+os.sep+self.options.scenario+'.lp') - - -def get_solvers(): - """Return the solvers avaiable on the system.""" - from logging import getLogger - - logger = getLogger('pyomo.solvers') - logger_status = logger.disabled - logger.disabled = True # no need for warnings: it's what we're testing! - - available_solvers = set() - try: - services = SF.services() # pyutilib version <= 5.6.3 - except RuntimeError as e: - services = SF # pyutilib version >= 5.6.4 - - for sname in services: - # initial underscore ('_'): Pyomo's method to mark non-public plugins - if '_' == sname[0]: continue - - solver = SF( sname ) - - try: - if not solver: continue - except ApplicationError as e: - continue - - if 'os' == sname: continue # Workaround current bug in Coopr - if not solver.available( exception_flag=False ): continue - available_solvers.add( sname ) - - logger.disabled = logger_status # put back the way it was. - - if available_solvers: - if 'cplex' in available_solvers: - default_solver = 'cplex' - elif 'gurobi' in available_solvers: - default_solver = 'gurobi' - elif 'cbc' in available_solvers: - default_solver = 'cbc' - elif 'glpk' in available_solvers: - default_solver = 'glpk' - else: - default_solver = iter(available_solvers).next() - else: - default_solver = 'NONE' - SE.write('\nNOTICE: Pyomo did not find any suitable solvers. Temoa will ' - 'not be able to solve any models. If you need help, ask on the ' - 'Temoa Project forum: http://temoaproject.org/\n\n' ) - - return (available_solvers, default_solver) - - - -def parse_args ( ): - """Parse arguments specfied from command line or in config file.""" - import argparse, sys - import os, re - from os.path import dirname, abspath - - available_solvers, default_solver = get_solvers() - - parser = argparse.ArgumentParser() - parser.prog = path.basename( argv[0].strip('/') ) - - parser.add_argument('dot_dat', - type=str, - nargs='*', - help='AMPL-format data file(s) with which to create a model instance. ' - 'e.g. "data.dat"' - ) - - parser.add_argument( '--path_to_logs', - help='Path to where debug logs will be generated by default. See folder debug_logs in data_files.', - action='store', - dest='path_to_logs', - default=re.sub('temoa_model$', 'data_files', dirname(abspath(__file__)))+os.sep+"debug_logs" - ) - - parser.add_argument( '--config', - help='Path to file containing configuration information.', - action='store', - dest='config', - default=None - ) - - parser.add_argument('--solver', - help="Which backend solver to use. See 'pyomo --help-solvers' for a list " - 'of solvers with which Pyomo can interface. The list shown here is ' - 'what Pyomo can currently find on this system. [Default: {}]' - .format(default_solver), - action='store', - choices=sorted(available_solvers), - dest='solver', - default=default_solver) - - options = parser.parse_args() - options.neos = False - - # Can't specify keeping the LP file without config file, so set this - # attribute to false - options.keepPyomoLP = False - - # If the user specifies the config flag, then call TemoaConfig and overwrite - # the argument parser above. - if options.config: - config_flag = 1 #flag indicates config file was used. - try: - temoa_config = TemoaConfig(d_solver=default_solver) - temoa_config.build(config=options.config) - SE.write(repr(temoa_config)) - options = temoa_config - SE.write('\nPlease press enter to continue or Ctrl+C to quit.\n') - #raw_input() # Give the user a chance to confirm input - if options.abort_temoa: - return - except KeyboardInterrupt: - SE.write('\n\nUser requested quit. Exiting Temoa ...\n') - raise SystemExit() - else: - config_flag = 0 #flag indicates config file was not used. - - s_choice = str( options.solver ).upper() - SE.write('Notice: Using the {} solver interface.\n'.format( s_choice )) - SE.flush() - - SE.write("Continue Operation? [Press enter to continue or CTRL+C to abort]\n") - SE.flush() - try: #make compatible with Python 2.7 or 3 - if os.path.join('temoa_model', 'config_sample_myopic') not in options.file_location: - # - raw_input() # Give the user a chance to confirm input - except: - input() - - return options, config_flag diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 00000000..e0870095 --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,21 @@ +import logging +import os + +from definitions import PROJECT_ROOT + +# set up logger in conftest.py so that it is properly anchored in the test folder. + +# set the target folder for output from testing +output_path = os.path.join(PROJECT_ROOT, "tests", "test_log") +if not os.path.exists(output_path): + os.mkdir(output_path) + +logging.getLogger("pyomo").setLevel(logging.INFO) +filename = "testing.log" +logging.basicConfig( + filename=os.path.join(output_path, filename), + filemode="w", + format="%(asctime)s | %(module)s | %(levelname)s | %(message)s", + datefmt="%d-%b-%y %H:%M:%S", + level=logging.DEBUG, # <-- global change for testing activities is here +) \ No newline at end of file diff --git a/tests/legacy_test_values.py b/tests/legacy_test_values.py new file mode 100644 index 00000000..5b188234 --- /dev/null +++ b/tests/legacy_test_values.py @@ -0,0 +1,26 @@ +""" +a container for test values from legacy code (Python 3.7 / Pyomo 5.5) captured for continuity/development testing +""" +from enum import Enum + +# Written by: J. F. Hyink +# jeff@westernspark.us +# https://westernspark.us +# Created on: 6/27/23 + + +class TestVals(Enum): + OBJ_VALUE = 'obj_value' + EFF_DOMAIN_SIZE = 'eff_domain_size' + EFF_INDEX_SIZE = 'eff_index_size' + + +# these values were captured on base level runs of the .dat files in the tests/testing_data folder +test_vals = {'config_test_system': {TestVals.OBJ_VALUE: 491977.7000753, + TestVals.EFF_DOMAIN_SIZE: 30720, + TestVals.EFF_INDEX_SIZE: 74}, + 'config_utopia': {TestVals.OBJ_VALUE: 36535.631200, + TestVals.EFF_DOMAIN_SIZE: 12312, + TestVals.EFF_INDEX_SIZE: 64}, + } + diff --git a/tests/myopic_utopia_results/README.txt b/tests/myopic_utopia_results/README.txt new file mode 100644 index 00000000..697b1095 --- /dev/null +++ b/tests/myopic_utopia_results/README.txt @@ -0,0 +1,7 @@ +The outputs csv file in this folder is a capture of myopic run on Utopia dataset for 2 time periods. + +myopic runs don't (easily) produce an objective value that can be accessed and it seems that the emissions +values should be an OK proxy for that. This particular commodity has emissions values in all the years of interest +across the myopic periods and should serve as an OK functional check. + +To be done: After re-working the temoa_myopic runs, use this as a basis of comparison \ No newline at end of file diff --git a/tests/myopic_utopia_results/emissions_outputs.csv b/tests/myopic_utopia_results/emissions_outputs.csv new file mode 100644 index 00000000..b7a35df5 --- /dev/null +++ b/tests/myopic_utopia_results/emissions_outputs.csv @@ -0,0 +1,2 @@ +Region,Technology,EmissionCommodity,Sector,1990,2000,2010 +utopia,IMPDSL1,co2,supply,2.89480516875,2.45492238525,5.453948355 \ No newline at end of file diff --git a/tests/temoa_model/README.txt b/tests/temoa_model/README.txt new file mode 100644 index 00000000..8e44318d --- /dev/null +++ b/tests/temoa_model/README.txt @@ -0,0 +1,8 @@ +This file location is only to support the current setup for temoa_myopic runs which use this file location (relative to +the test) to store the run statements needed. + +Running the myopic tests is currently hard-coded to use this folder name, so it (currently) should not be changed and +the config file herein is dynamically generated/updated by running the test suite. + +This folder includes the necessary sqlite databases to run the tests, which are currently (unfortunately) part of the +git repo as a convenience. Eventually, they should be removed from VCS to prevent bloat. \ No newline at end of file diff --git a/tests/temoa_model/config_sample b/tests/temoa_model/config_sample new file mode 100644 index 00000000..6977b79d --- /dev/null +++ b/tests/temoa_model/config_sample @@ -0,0 +1,57 @@ +#----------------------------------------------------- +# This is a sample configuration file for Temoa +# It allows you to specify (and document) all run-time model options +# Legal chars in path: a-z A-Z 0-9 - _ \ / . : +# Comment out non-mandatory options to omit them +#----------------------------------------------------- + +# Input File (Mandatory) +# Input can be a .sqlite or .dat file +# Both relative path and absolute path are accepted +--input=testing_data/temoa_utopia.dat + +# Output File (Mandatory) +# The output file must be a existing .sqlite file +--output=testing_data/temoa_utopia.sqlite + +# Scenario Name (Mandatory) +# This scenario name is used to store results within the output .sqlite file +--scenario=test_run + +# Path to folder containing input dataset (Mandatory) +# This is the location where database files reside +--path_to_data=testing_data + +# Solve Myopically (Optional) +# Allows user to solve one model time period at a time, sequentially +# Default operation is "perfect foresight" +--myopic +--myopic_periods=2 +#--keep_myopic_databases + +# Report Duals (Optional) +# Store Duals results in the output .sqlite file +#--saveDUALS + +# Spreadsheet Output (Optional) +# Direct model output to a spreadsheet +# Scenario name specified above is used to name the spreadsheet +--saveEXCEL + +# Save the log file output (Optional) +# This is the same output provided to the shell +# --saveTEXTFILE + +# Solver-related arguments (Optional) +#--neos # Optional, specify if you want to use NEOS server to solve +#--solver=cplex # Optional, indicate the solver +#--keep_pyomo_lp_file # Optional, generate Pyomo-compatible LP file +--solver=cbc + +# Modeling-to-Generate Alternatives (Optional) +# Run name will be automatically generated by appending '_mga_' and iteration number to scenario name +#--mga { +# slack=0.1 # Objective function slack value in MGA runs +# iteration=4 # Number of MGA iterations +# weight=integer # MGA objective function weighting method, currently "integer" or "normalized" +#} diff --git a/tests/test_full_runs.py b/tests/test_full_runs.py new file mode 100644 index 00000000..7570adaf --- /dev/null +++ b/tests/test_full_runs.py @@ -0,0 +1,104 @@ +""" +Test a couple full-runs to match objective function value and some internals +""" +import logging +import os +import pathlib +import shutil +import sqlite3 + +import pyomo.environ as pyo +import pytest + +from definitions import PROJECT_ROOT +# from src.temoa_model.temoa_model import temoa_create_model +from temoa.temoa_model.temoa_model import temoa_create_model +from temoa.temoa_model.temoa_run import TemoaSolver +from tests.legacy_test_values import TestVals, test_vals + +# Written by: J. F. Hyink +# jeff@westernspark.us +# https://westernspark.us +# Created on: 6/27/23 + + +logger = logging.getLogger(__name__) +# list of test scenarios for which we have captured results in legacy_test_values.py +legacy_config_files = ['config_utopia', 'config_test_system', ] + + +@pytest.fixture(params=legacy_config_files) +def system_test_run(request): + """ + spin up the model, solve it, and hand over the model and result for inspection + """ + filename = request.param + config_file = pathlib.Path(PROJECT_ROOT, 'tests', 'testing_configs', filename) + # make a TemoaSolver and pass it a model instance and the config file + model = temoa_create_model() # TemoaModel() <-- for after conversion + temoa_solver = TemoaSolver(model, config_filename=config_file) + for _ in temoa_solver.createAndSolve(): + pass + + instance_object = temoa_solver.instance_hook + res = instance_object.result + mdl = instance_object.instance + return filename, res, mdl + + +def test_against_legacy_outputs(system_test_run): + """ + This test compares tests of legacy models to captured test results + """ + filename, res, mdl = system_test_run + logger.info("Starting output test on scenario: %s", filename) + expected_vals = test_vals.get(filename) # a dictionary of expected results + + # inspect some summary results + assert pyo.value(res['Solution'][0]['Status'].key) == 'optimal' + assert pyo.value(res['Solution'][0]['Objective']['TotalCost']['Value']) == pytest.approx( + expected_vals[TestVals.OBJ_VALUE], 0.00001) + + # inspect a couple set sizes + efficiency_param: pyo.Param = mdl.Efficiency + assert len(tuple(efficiency_param.sparse_iterkeys())) == expected_vals[ + TestVals.EFF_INDEX_SIZE], 'should match legacy numbers' + assert len(efficiency_param._index) == expected_vals[TestVals.EFF_DOMAIN_SIZE], 'should match legacy numbers' + + +@pytest.mark.skip('not ready yet...') +def test_myopic_utopia(): + """ + test the myopic functionality on Utopia. We need to copy the source db to make the output and then erase + it because re-runs with the same output db are not possible....get "UNIQUE" errors in db on 2nd run + + We will use the output target in the config file for this test as a shortcut to make/remove the database + + This test will change after conversion of temoa_myopic.py. RN, it is a good placeholder + + """ + eps = 1e-3 + config_file = pathlib.Path(PROJECT_ROOT, 'tests', 'testing_configs', 'config_utopia_myopic') + # config_file = pathlib.Path(PROJECT_ROOT, 'tests', 'testing_configs', 'config_utopia_myopic') + input_db = pathlib.Path(PROJECT_ROOT, 'tests', 'testing_data', 'temoa_utopia.sqlite') + output_db = pathlib.Path(PROJECT_ROOT, 'tests', 'testing_data', 'temoa_utopia_output_catcher.sqlite') + if os.path.isfile(output_db): + os.remove(output_db) + shutil.copy(input_db, output_db) # put a new copy in place, ones that are used before fail. + model = temoa_create_model() # TODO: TemoaModel() + temoa_solver = TemoaSolver(model, config_filename=config_file) + for _ in temoa_solver.createAndSolve(): + pass + # inspect the output db for results + con = sqlite3.connect(output_db) + cur = con.cursor() + query = "SELECT t_periods, emissions FROM Output_Emissions WHERE tech is 'IMPDSL1'" + emission = cur.execute(query).fetchall() + + # The emissions for diesel are present in each year and should be a good proxy for comparing + # results + diesel_emissions_by_year = {y: e for (y, e) in emission} + assert abs(diesel_emissions_by_year[1990] - 2.8948) < eps + assert abs(diesel_emissions_by_year[2000] - 2.4549) < eps + assert abs(diesel_emissions_by_year[2010] - 5.4539) < eps + os.remove(output_db) diff --git a/tests/test_set_consistency.py b/tests/test_set_consistency.py new file mode 100644 index 00000000..9d4e99e6 --- /dev/null +++ b/tests/test_set_consistency.py @@ -0,0 +1,70 @@ +""" +These tests are designed to check the construction of the numerous sets in the 2 exemplar models: +Utopia and Test System. + +They construct all the pyomo Sets associated with the model and compare them with cached results that are stored +in json files +""" + +# Written by: J. F. Hyink +# jeff@westernspark.us +# https://westernspark.us +# Created on: 9/26/23 + +import json +import pathlib + +from pyomo import environ as pyo + +from definitions import PROJECT_ROOT +from temoa.temoa_model.temoa_model import TemoaModel, temoa_create_model +from temoa.temoa_model.temoa_run import TemoaSolver + + +def test_upoptia_set_consistency(): + """ + test the set membership of the utopia model against cached values to ensure consistency + """ + config_file = pathlib.Path(PROJECT_ROOT, 'tests', 'testing_configs', 'config_utopia') + model = temoa_create_model() # TODO: TemoaModel() + temoa_solver = TemoaSolver(model=model, config_filename=config_file) + for _ in temoa_solver.createAndSolve(): + pass + + # capture the sets within the model + model_sets = temoa_solver.instance_hook.instance.component_map(ctype=pyo.Set) + model_sets = {k: set(v) for k, v in model_sets.items()} + + # retrieve the cache and convert the set values from list -> set (json can't store sets) + cache_file = pathlib.Path(PROJECT_ROOT, 'tests', 'testing_data', 'utopia_sets.json') + with open(cache_file, 'r') as src: + cached_sets = json.load(src) + cached_sets = {k: set(tuple(t) if isinstance(t, list) else t for t in v) for (k, v) in cached_sets.items()} + + sets_match = model_sets == cached_sets + # TODO: The matching above is abstracted from the assert statement because if it fails, the output appears + # to be difficult to process. If it becomes useful, a better assert would be for matching the keys + # then contents separately and sequentially (for set contents) so that error ouptut is "small" + # same for test below for test_system + assert sets_match, 'The Test System run-produced sets did not match cached values' + + +def test_test_system_set_consistency(): + """ + Test the set membership of the Test System model against cache. + """ + # this could be combined with the similar test for utopia to use the fixture at some time... + config_file = pathlib.Path(PROJECT_ROOT, 'tests', 'testing_configs', 'config_test_system') + model = temoa_create_model() # TemoaModel() + temoa_solver = TemoaSolver(model=model, config_filename=config_file) + for _ in temoa_solver.createAndSolve(): + pass + model_sets = temoa_solver.instance_hook.instance.component_map(ctype=pyo.Set) + model_sets = {k: set(v) for k, v in model_sets.items()} + + cache_file = pathlib.Path(PROJECT_ROOT, 'tests', 'testing_data', 'test_system_sets.json') + with open(cache_file, 'r') as src: + cached_sets = json.load(src) + cached_sets = {k: set(tuple(t) if isinstance(t, list) else t for t in v) for (k, v) in cached_sets.items()} + sets_match = model_sets == cached_sets + assert sets_match, 'The Test System run-produced sets did not match cached values' diff --git a/tests/testing_configs/README.txt b/tests/testing_configs/README.txt new file mode 100644 index 00000000..b148bf4c --- /dev/null +++ b/tests/testing_configs/README.txt @@ -0,0 +1,4 @@ +These config files are used when running the tests in this folder. They should not need modification. + +The "for utility" configs are constructed so that they may be accessed from the tests/utilities folders for +the purpose of running things from there, currently to gather set components for testing. diff --git a/tests/testing_configs/config_test_system b/tests/testing_configs/config_test_system new file mode 100644 index 00000000..ff3df392 --- /dev/null +++ b/tests/testing_configs/config_test_system @@ -0,0 +1,57 @@ +#----------------------------------------------------- +# This is a sample configuration file for Temoa +# It allows you to specify (and document) all run-time model options +# Legal chars in path: a-z A-Z 0-9 - _ \ / . : +# Comment out non-mandatory options to omit them +#----------------------------------------------------- + +# Input File (Mandatory) +# Input can be a .sqlite or .dat file +# Both relative path and absolute path are accepted +--input=testing_data/temoa_test_system.dat + +# Output File (Mandatory) +# The output file must be a existing .sqlite file +--output=data_files/temoa_test_system.sqlite + +# Scenario Name (Mandatory) +# This scenario name is used to store results within the output .sqlite file +--scenario=test_run + +# Path to folder containing input dataset (Mandatory) +# This is the location where database files reside +--path_to_data=testing_data + +# Solve Myopically (Optional) +# Allows user to solve one model time period at a time, sequentially +# Default operation is "perfect foresight" +#--myopic +#--myopic_periods=2 +#--keep_myopic_databases + +# Report Duals (Optional) +# Store Duals results in the output .sqlite file +#--saveDUALS + +# Spreadsheet Output (Optional) +# Direct model output to a spreadsheet +# Scenario name specified above is used to name the spreadsheet +--saveEXCEL + +# Save the log file output (Optional) +# This is the same output provided to the shell +# --saveTEXTFILE + +# Solver-related arguments (Optional) +#--neos # Optional, specify if you want to use NEOS server to solve +#--solver=cplex # Optional, indicate the solver +#--keep_pyomo_lp_file # Optional, generate Pyomo-compatible LP file +--solver=cbc + +# Modeling-to-Generate Alternatives (Optional) +# Run name will be automatically generated by appending '_mga_' and iteration number to scenario name +#--mga { +# slack=0.1 # Objective function slack value in MGA runs +# iteration=4 # Number of MGA iterations +# weight=integer # MGA objective function weighting method, currently "integer" or "normalized" +#} diff --git a/tests/testing_configs/config_utopia b/tests/testing_configs/config_utopia new file mode 100644 index 00000000..136b9a0f --- /dev/null +++ b/tests/testing_configs/config_utopia @@ -0,0 +1,57 @@ +#----------------------------------------------------- +# This is a sample configuration file for Temoa +# It allows you to specify (and document) all run-time model options +# Legal chars in path: a-z A-Z 0-9 - _ \ / . : +# Comment out non-mandatory options to omit them +#----------------------------------------------------- + +# Input File (Mandatory) +# Input can be a .sqlite or .dat file +# Both relative path and absolute path are accepted +--input=testing_data/temoa_utopia.dat + +# Output File (Mandatory) +# The output file must be a existing .sqlite file +--output=testing_data/utopia_temp.sqlite + +# Scenario Name (Mandatory) +# This scenario name is used to store results within the output .sqlite file +--scenario=test_run + +# Path to folder containing input dataset (Mandatory) +# This is the location where database files reside +--path_to_data=testing_data + +# Solve Myopically (Optional) +# Allows user to solve one model time period at a time, sequentially +# Default operation is "perfect foresight" +#--myopic +#--myopic_periods=2 +#--keep_myopic_databases + +# Report Duals (Optional) +# Store Duals results in the output .sqlite file +#--saveDUALS + +# Spreadsheet Output (Optional) +# Direct model output to a spreadsheet +# Scenario name specified above is used to name the spreadsheet +--saveEXCEL + +# Save the log file output (Optional) +# This is the same output provided to the shell +# --saveTEXTFILE + +# Solver-related arguments (Optional) +#--neos # Optional, specify if you want to use NEOS server to solve +#--solver=cplex # Optional, indicate the solver +#--keep_pyomo_lp_file # Optional, generate Pyomo-compatible LP file +--solver=cbc + +# Modeling-to-Generate Alternatives (Optional) +# Run name will be automatically generated by appending '_mga_' and iteration number to scenario name +#--mga { +# slack=0.1 # Objective function slack value in MGA runs +# iteration=4 # Number of MGA iterations +# weight=integer # MGA objective function weighting method, currently "integer" or "normalized" +#} diff --git a/tests/testing_configs/config_utopia_myopic b/tests/testing_configs/config_utopia_myopic new file mode 100644 index 00000000..1e897e35 --- /dev/null +++ b/tests/testing_configs/config_utopia_myopic @@ -0,0 +1,57 @@ +#----------------------------------------------------- +# This is a sample configuration file for Temoa +# It allows you to specify (and document) all run-time model options +# Legal chars in path: a-z A-Z 0-9 - _ \ / . : +# Comment out non-mandatory options to omit them +#----------------------------------------------------- + +# Input File (Mandatory) +# Input can be a .sqlite or .dat file +# Both relative path and absolute path are accepted +--input=testing_data/temoa_utopia.sqlite + +# Output File (Mandatory) +# The output file must be a existing .sqlite file +--output=testing_data/temoa_utopia_output_catcher.sqlite + +# Scenario Name (Mandatory) +# This scenario name is used to store results within the output .sqlite file +--scenario=test_run + +# Path to folder containing input dataset (Mandatory) +# This is the location where database files reside +--path_to_data=testing_data + +# Solve Myopically (Optional) +# Allows user to solve one model time period at a time, sequentially +# Default operation is "perfect foresight" +--myopic +--myopic_periods=2 +--keep_myopic_databases + +# Report Duals (Optional) +# Store Duals results in the output .sqlite file +#--saveDUALS + +# Spreadsheet Output (Optional) +# Direct model output to a spreadsheet +# Scenario name specified above is used to name the spreadsheet +--saveEXCEL + +# Save the log file output (Optional) +# This is the same output provided to the shell +# --saveTEXTFILE + +# Solver-related arguments (Optional) +#--neos # Optional, specify if you want to use NEOS server to solve +#--solver=cplex # Optional, indicate the solver +#--keep_pyomo_lp_file # Optional, generate Pyomo-compatible LP file +--solver=cbc + +# Modeling-to-Generate Alternatives (Optional) +# Run name will be automatically generated by appending '_mga_' and iteration number to scenario name +#--mga { +# slack=0.1 # Objective function slack value in MGA runs +# iteration=4 # Number of MGA iterations +# weight=integer # MGA objective function weighting method, currently "integer" or "normalized" +#} diff --git a/tests/testing_data/temoa_test_system.sqlite b/tests/testing_data/temoa_test_system.sqlite new file mode 100644 index 00000000..a6a3e5e8 Binary files /dev/null and b/tests/testing_data/temoa_test_system.sqlite differ diff --git a/tests/testing_data/temoa_utopia.sqlite b/tests/testing_data/temoa_utopia.sqlite new file mode 100644 index 00000000..9054c568 Binary files /dev/null and b/tests/testing_data/temoa_utopia.sqlite differ diff --git a/tests/testing_data/test_system_sets.json b/tests/testing_data/test_system_sets.json new file mode 100644 index 00000000..98e3222f --- /dev/null +++ b/tests/testing_data/test_system_sets.json @@ -0,0 +1,1128475 @@ +{ + "time_exist": [ + 2015 + ], + "time_future": [ + 2020, + 2025, + 2030, + 2035 + ], + "time_optimize": [ + 2020, + 2025, + 2030 + ], + "vintage_exist": [ + 2015 + ], + "vintage_optimize": [ + 2020, + 2025, + 2030 + ], + "vintage_all": [ + 2015, + 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"summer", + "day", + "SRE", + 2010, + "GSL" + ], + [ + "utopia", + 2000, + "winter", + "day", + "SRE", + 2000, + "GSL" + ], + [ + "utopia", + 2010, + "winter", + "day", + "SRE", + 2010, + "GSL" + ], + [ + "utopia", + 2010, + "winter", + "day", + "SRE", + 1990, + "DSL" + ], + [ + "utopia", + 2000, + "winter", + "day", + "SRE", + 2000, + "DSL" + ], + [ + "utopia", + 2010, + "winter", + "day", + "SRE", + 2010, + "DSL" + ], + [ + "utopia", + 1990, + "summer", + "day", + "SRE", + 1990, + "DSL" + ] + ], + "TechOutputSplitAnnualConstraint_rptvo": [], + "RenewablePortfolioStandardConstraint_rpt": [], + "LinkedEmissionsTechConstraint_rpsdtve": [] +} \ No newline at end of file diff --git a/tests/utilities/capture_set_values_for_cache.py b/tests/utilities/capture_set_values_for_cache.py new file mode 100644 index 00000000..3de3c420 --- /dev/null +++ b/tests/utilities/capture_set_values_for_cache.py @@ -0,0 +1,61 @@ +""" +Quick utility to capture set values from a pyomo model to enable later comparison. + +This file should not need to be run again unless model schema changes +""" +# Written by: J. F. Hyink +# jeff@westernspark.us +# https://westernspark.us +# Created on: 8/26/2023 + +import json +import sys +from os import path +import pyomo.environ as pyo + +from definitions import PROJECT_ROOT +from temoa.temoa_model.temoa_model import TemoaModel, temoa_create_model +from temoa.temoa_model.temoa_run import TemoaSolver + +print("WARNING: Continuing to execute this file will update the cached values in the testing_data folder" + " from the sqlite databases in the same folder. This should only need to be done if the schema or" + " model have changed and that database has been updated.") + +t = input('Type "Y" to continue, any other key to exit now.') +if t not in {'y', 'Y'}: + sys.exit(0) +output_file = path.join(PROJECT_ROOT, 'tests', 'testing_data', 'utopia_sets.json') +config_file = path.join(PROJECT_ROOT, 'tests', 'utilities', 'config_utopia_for_utility') + +model = temoa_create_model('utility') +temoa_solver = TemoaSolver(model=model, config_filename=config_file) +# override the location of the .dat file in the config +temoa_solver.options +for _ in temoa_solver.createAndSolve(): + pass +instance_object = temoa_solver.instance_hook +model_sets = instance_object.instance.component_map(ctype=pyo.Set) +sets_dict = {k: list(v) for k, v in model_sets.items()} + +# stash the result in a json file... +with open(output_file, 'w') as f_out: + json.dump(sets_dict, f_out, indent=2) + +# do the same for the test_system + +output_file = path.join(PROJECT_ROOT, 'tests', 'testing_data', 'test_system_sets.json') +config_file = path.join(PROJECT_ROOT, 'tests', 'utilities', 'config_test_system_for_utility') + +model = temoa_create_model('utility') +temoa_solver = TemoaSolver(model=model, config_filename=config_file) +# override the location of the .dat file in the config +temoa_solver.options +for _ in temoa_solver.createAndSolve(): + pass +instance_object = temoa_solver.instance_hook +model_sets = instance_object.instance.component_map(ctype=pyo.Set) +sets_dict = {k: list(v) for k, v in model_sets.items()} + +# stash the result in a json file... +with open(output_file, 'w') as f_out: + json.dump(sets_dict, f_out, indent=2) \ No newline at end of file diff --git a/tests/utilities/config_test_system_for_utility b/tests/utilities/config_test_system_for_utility new file mode 100644 index 00000000..58b240b6 --- /dev/null +++ b/tests/utilities/config_test_system_for_utility @@ -0,0 +1,57 @@ +#----------------------------------------------------- +# This is a sample configuration file for Temoa +# It allows you to specify (and document) all run-time model options +# Legal chars in path: a-z A-Z 0-9 - _ \ / . : +# Comment out non-mandatory options to omit them +#----------------------------------------------------- + +# Input File (Mandatory) +# Input can be a .sqlite or .dat file +# Both relative path and absolute path are accepted +--input=../testing_data/temoa_test_system.sqlite + +# Output File (Mandatory) +# The output file must be a existing .sqlite file +--output=../testing_data/temoa_test_system.sqlite + +# Scenario Name (Mandatory) +# This scenario name is used to store results within the output .sqlite file +--scenario=set_gathering_utility + +# Path to folder containing input dataset (Mandatory) +# This is the location where database files reside +--path_to_data=testing_data + +# Solve Myopically (Optional) +# Allows user to solve one model time period at a time, sequentially +# Default operation is "perfect foresight" +#--myopic +#--myopic_periods=2 +#--keep_myopic_databases + +# Report Duals (Optional) +# Store Duals results in the output .sqlite file +#--saveDUALS + +# Spreadsheet Output (Optional) +# Direct model output to a spreadsheet +# Scenario name specified above is used to name the spreadsheet +# --saveEXCEL + +# Save the log file output (Optional) +# This is the same output provided to the shell +# --saveTEXTFILE + +# Solver-related arguments (Optional) +#--neos # Optional, specify if you want to use NEOS server to solve +#--solver=cplex # Optional, indicate the solver +#--keep_pyomo_lp_file # Optional, generate Pyomo-compatible LP file +--solver=cbc + +# Modeling-to-Generate Alternatives (Optional) +# Run name will be automatically generated by appending '_mga_' and iteration number to scenario name +#--mga { +# slack=0.1 # Objective function slack value in MGA runs +# iteration=4 # Number of MGA iterations +# weight=integer # MGA objective function weighting method, currently "integer" or "normalized" +#} diff --git a/tests/utilities/config_utopia_for_utility b/tests/utilities/config_utopia_for_utility new file mode 100644 index 00000000..7e324492 --- /dev/null +++ b/tests/utilities/config_utopia_for_utility @@ -0,0 +1,57 @@ +#----------------------------------------------------- +# This is a sample configuration file for Temoa +# It allows you to specify (and document) all run-time model options +# Legal chars in path: a-z A-Z 0-9 - _ \ / . : +# Comment out non-mandatory options to omit them +#----------------------------------------------------- + +# Input File (Mandatory) +# Input can be a .sqlite or .dat file +# Both relative path and absolute path are accepted +--input=../testing_data/temoa_utopia.sqlite + +# Output File (Mandatory) +# The output file must be a existing .sqlite file +--output=../testing_data/temoa_test_system.sqlite + +# Scenario Name (Mandatory) +# This scenario name is used to store results within the output .sqlite file +--scenario=set_gather_utility + +# Path to folder containing input dataset (Mandatory) +# This is the location where database files reside +--path_to_data=testing_data + +# Solve Myopically (Optional) +# Allows user to solve one model time period at a time, sequentially +# Default operation is "perfect foresight" +#--myopic +#--myopic_periods=2 +#--keep_myopic_databases + +# Report Duals (Optional) +# Store Duals results in the output .sqlite file +#--saveDUALS + +# Spreadsheet Output (Optional) +# Direct model output to a spreadsheet +# Scenario name specified above is used to name the spreadsheet +# --saveEXCEL + +# Save the log file output (Optional) +# This is the same output provided to the shell +# --saveTEXTFILE + +# Solver-related arguments (Optional) +#--neos # Optional, specify if you want to use NEOS server to solve +#--solver=cplex # Optional, indicate the solver +#--keep_pyomo_lp_file # Optional, generate Pyomo-compatible LP file +--solver=cbc + +# Modeling-to-Generate Alternatives (Optional) +# Run name will be automatically generated by appending '_mga_' and iteration number to scenario name +#--mga { +# slack=0.1 # Objective function slack value in MGA runs +# iteration=4 # Number of MGA iterations +# weight=integer # MGA objective function weighting method, currently "integer" or "normalized" +#}