def setUp(self):
# Platform (win32, win64, linux32, linix64)
platform = get_sys_arch()
assert platform, 'Unsupported platform type!'
# Temp directory
self.tmpdir = tempfile.mkdtemp()
# Parent directory
parent = os.path.dirname(__file__)
# Resources
self.fmu_path = os.path.join(parent, 'resources', 'simple2R1C',
'Simple2R1C_{}.fmu'.format(platform))
inp_path = os.path.join(parent, 'resources', 'simple2R1C',
'inputs.csv')
ideal_path = os.path.join(parent, 'resources', 'simple2R1C',
'result.csv')
est_path = os.path.join(parent, 'resources', 'simple2R1C', 'est.json')
known_path = os.path.join(parent, 'resources', 'simple2R1C',
'known.json')
self.inp = pd.read_csv(inp_path).set_index('time')
self.ideal = pd.read_csv(ideal_path).set_index('time')
with open(est_path) as f:
self.est = json.load(f)
with open(known_path) as f:
self.known = json.load(f)
# PS settings
self.max_iter = 3
self.try_lim = 2
def setUp(self):
# Platform (win32, win64, linux32, linux64)
platform = get_sys_arch()
assert platform, "Unsupported platform type!"
# Temp directory
self.tmpdir = tempfile.mkdtemp()
# Parent directory
parent = os.path.dirname(__file__)
# Resources
self.fmu_path = os.path.join(parent, "resources", "simple2R1C",
"Simple2R1C_{}.fmu".format(platform))
inp_path = os.path.join(parent, "resources", "simple2R1C",
"inputs.csv")
ideal_path = os.path.join(parent, "resources", "simple2R1C",
"result.csv")
est_path = os.path.join(parent, "resources", "simple2R1C", "est.json")
known_path = os.path.join(parent, "resources", "simple2R1C",
"known.json")
# Assert there is an FMU for this platform
assert os.path.exists(
self.fmu_path
), "FMU for this platform ({}) doesn't exist.\n".format(
platform) + "No such file: {}".format(self.fmu_path)
self.inp = pd.read_csv(inp_path).set_index("time")
self.ideal = pd.read_csv(ideal_path).set_index("time")
with open(est_path) as f:
self.est = json.load(f)
with open(known_path) as f:
self.known = json.load(f)
# MODESTGA settings
self.gen = 2
self.pop = None # Set individually
self.trm = None # Set individually
self.workers = None # Set individually
def setUp(self):
# Platform (win32, win64, linux32, linux64)
platform = get_sys_arch()
assert platform, 'Unsupported platform type!'
# Temp directory
self.tmpdir = tempfile.mkdtemp()
# Parent directory
parent = os.path.dirname(__file__)
# Resources
self.fmu_path = os.path.join(parent, 'resources', 'simple2R1C',
'Simple2R1C_{}.fmu'.format(platform))
inp_path = os.path.join(parent, 'resources', 'simple2R1C',
'inputs.csv')
ideal_path = os.path.join(parent, 'resources', 'simple2R1C',
'result.csv')
est_path = os.path.join(parent, 'resources', 'simple2R1C', 'est.json')
known_path = os.path.join(parent, 'resources', 'simple2R1C',
'known.json')
# Assert there is an FMU for this platform
assert os.path.exists(self.fmu_path), \
"FMU for this platform ({}) doesn't exist.\n".format(platform) + \
"No such file: {}".format(self.fmu_path)
self.inp = pd.read_csv(inp_path).set_index('time')
self.ideal = pd.read_csv(ideal_path).set_index('time')
with open(est_path) as f:
self.est = json.load(f)
with open(known_path) as f:
self.known = json.load(f)
# GA settings
self.gen = 4
self.pop = 8
self.trm = 3
def setUp(self):
# Platform (win32, win64, linux32, linix64)
platform = get_sys_arch()
assert platform, "Unsupported platform type!"
# Temp directory
self.tmpdir = tempfile.mkdtemp()
# Parent directory
parent = os.path.dirname(__file__)
# Resources
self.fmu_path = os.path.join(parent, "resources", "simple2R1C",
"Simple2R1C_{}.fmu".format(platform))
inp_path = os.path.join(parent, "resources", "simple2R1C",
"inputs.csv")
ideal_path = os.path.join(parent, "resources", "simple2R1C",
"result.csv")
est_path = os.path.join(parent, "resources", "simple2R1C", "est.json")
known_path = os.path.join(parent, "resources", "simple2R1C",
"known.json")
# Assert there is an FMU for this platform
assert os.path.exists(
self.fmu_path
), "FMU for this platform ({}) doesn't exist.\n".format(
platform) + "No such file: {}".format(self.fmu_path)
self.inp = pd.read_csv(inp_path).set_index("time")
self.ideal = pd.read_csv(ideal_path).set_index("time")
with open(est_path) as f:
self.est = json.load(f)
with open(known_path) as f:
known_dict = json.load(f)
known_records = dict()
for k, v in known_dict.items():
known_records[k] = [v]
self.known_df = pd.DataFrame.from_dict(known_records)
import json
import os
import pandas as pd
from modestpy.utilities.sysarch import get_sys_arch
from modestpy.estim.scipy.scipy import SCIPY
import matplotlib.pyplot as plt
if __name__ == "__main__":
"""
This file is supposed to be run from the root directory.
Otherwise the paths have to be corrected.
"""
# DATA PREPARATION ==============================================
# Resources
platform = get_sys_arch()
assert platform, 'Unsupported platform type!'
fmu_file = 'Simple2R1C_ic_' + platform + '.fmu'
fmu_path = os.path.join('examples', 'simple', 'resources', fmu_file)
inp_path = os.path.join('examples', 'simple', 'resources', 'inputs.csv')
ideal_path = os.path.join('examples', 'simple', 'resources', 'result.csv')
est_path = os.path.join('examples', 'simple', 'resources',
'est_validate_hj.json')
known_path = os.path.join('examples', 'simple', 'resources',
'known_validate_hj.json')
# Working directory
workdir = os.path.join('examples', 'simple', 'workdir')
if not os.path.exists(workdir):
os.mkdir(workdir)
