nopenpilot/pyextra/acados_template/generate_c_code_nls_cost.py

114 lines
3.8 KiB
Python

#
# Copyright 2019 Gianluca Frison, Dimitris Kouzoupis, Robin Verschueren,
# Andrea Zanelli, Niels van Duijkeren, Jonathan Frey, Tommaso Sartor,
# Branimir Novoselnik, Rien Quirynen, Rezart Qelibari, Dang Doan,
# Jonas Koenemann, Yutao Chen, Tobias Schöls, Jonas Schlagenhauf, Moritz Diehl
#
# This file is part of acados.
#
# The 2-Clause BSD License
#
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are met:
#
# 1. Redistributions of source code must retain the above copyright notice,
# this list of conditions and the following disclaimer.
#
# 2. Redistributions in binary form must reproduce the above copyright notice,
# this list of conditions and the following disclaimer in the documentation
# and/or other materials provided with the distribution.
#
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
# ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE
# LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
# CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
# SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
# INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
# CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
# ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
# POSSIBILITY OF SUCH DAMAGE.;
#
import os
from casadi import *
from .utils import ALLOWED_CASADI_VERSIONS, casadi_length, casadi_version_warning
def generate_c_code_nls_cost( model, cost_name, stage_type, opts ):
casadi_version = CasadiMeta.version()
casadi_opts = dict(mex=False, casadi_int='int', casadi_real='double')
if casadi_version not in (ALLOWED_CASADI_VERSIONS):
casadi_version_warning(casadi_version)
x = model.x
p = model.p
if isinstance(x, casadi.MX):
symbol = MX.sym
else:
symbol = SX.sym
if stage_type == 'terminal':
middle_name = '_cost_y_e'
u = symbol('u', 0, 0)
cost_expr = model.cost_y_expr_e
elif stage_type == 'initial':
middle_name = '_cost_y_0'
u = model.u
cost_expr = model.cost_y_expr_0
elif stage_type == 'path':
middle_name = '_cost_y'
u = model.u
cost_expr = model.cost_y_expr
# set up directory
code_export_dir = opts["code_export_directory"]
if not os.path.exists(code_export_dir):
os.makedirs(code_export_dir)
cwd = os.getcwd()
os.chdir(code_export_dir)
gen_dir = cost_name + '_cost'
if not os.path.exists(gen_dir):
os.mkdir(gen_dir)
gen_dir_location = os.path.join('.', gen_dir)
os.chdir(gen_dir_location)
# set up expressions
cost_jac_expr = transpose(jacobian(cost_expr, vertcat(u, x)))
ny = casadi_length(cost_expr)
y = symbol('y', ny, 1)
y_adj = jtimes(cost_expr, vertcat(u, x), y, True)
y_hess = jacobian(y_adj, vertcat(u, x))
## generate C code
suffix_name = '_fun'
fun_name = cost_name + middle_name + suffix_name
y_fun = Function( fun_name, [x, u, p], \
[ cost_expr ])
y_fun.generate( fun_name, casadi_opts )
suffix_name = '_fun_jac_ut_xt'
fun_name = cost_name + middle_name + suffix_name
y_fun_jac_ut_xt = Function(fun_name, [x, u, p], \
[ cost_expr, cost_jac_expr ])
y_fun_jac_ut_xt.generate( fun_name, casadi_opts )
suffix_name = '_hess'
fun_name = cost_name + middle_name + suffix_name
y_hess = Function(fun_name, [x, u, y, p], [ y_hess ])
y_hess.generate( fun_name, casadi_opts )
os.chdir(cwd)
return