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osqp.m
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osqp.m
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classdef osqp < handle
% osqp interface class for OSQP solver v0.6.2
% This class provides a complete interface to the C implementation
% of the OSQP solver.
%
% osqp Properties:
% objectHandle - pointer to the C structure of OSQP solver
%
% osqp Methods:
%
% setup - configure solver with problem data
% solve - solve the QP
% update - modify problem vectors
% warm_start - set warm starting variables x and y
%
% default_settings - create default settings structure
% current_settings - get the current solver settings structure
% update_settings - update the current solver settings structure
%
% get_dimensions - get the number of variables and constraints
% version - return OSQP version
% constant - return a OSQP internal constant
%
% codegen - generate embeddable C code for the problem
properties (SetAccess = private, Hidden = true)
objectHandle % Handle to underlying C instance
end
methods(Static)
%%
function out = default_settings()
% DEFAULT_SETTINGS get the default solver settings structure
out = osqp_mex('default_settings', 'static');
% Convert linsys solver to string
out.linsys_solver = linsys_solver_to_string(out.linsys_solver);
end
%%
function out = constant(constant_name)
% CONSTANT Return solver constant
% C = CONSTANT(CONSTANT_NAME) return constant called CONSTANT_NAME
out = osqp_mex('constant', 'static', constant_name);
end
%%
function out = version()
% Return OSQP version
out = osqp_mex('version', 'static');
end
end
methods
%% Constructor - Create a new solver instance
function this = osqp(varargin)
% Construct OSQP solver class
this.objectHandle = osqp_mex('new', varargin{:});
end
%% Destructor - destroy the solver instance
function delete(this)
% Destroy OSQP solver class
osqp_mex('delete', this.objectHandle);
end
%%
function out = current_settings(this)
% CURRENT_SETTINGS get the current solver settings structure
out = osqp_mex('current_settings', this.objectHandle);
% Convert linsys solver to string
out.linsys_solver = linsys_solver_to_string(out.linsys_solver);
end
%%
function update_settings(this,varargin)
% UPDATE_SETTINGS update the current solver settings structure
%second input 'false' means that this is *not* a settings
%initialization, so some parameter/values will be disallowed
newSettings = validateSettings(this,false,varargin{:});
%write the solver settings. C-mex does not check input
%data or protect against disallowed parameter modifications
osqp_mex('update_settings', this.objectHandle, newSettings);
end
%%
function [n,m] = get_dimensions(this)
% GET_DIMENSIONS get the number of variables and constraints
[n,m] = osqp_mex('get_dimensions', this.objectHandle);
end
%%
function update(this,varargin)
% UPDATE modify the linear cost term and/or lower and upper bounds
%second input 'false' means that this is *not* a settings
%initialization, so some parameter/values will be disallowed
allowedFields = {'q','l','u','Px','Px_idx','Ax','Ax_idx'};
if(isempty(varargin))
return;
elseif(length(varargin) == 1)
if(~isstruct(varargin{1}))
error('Single input should be a structure with new problem data');
else
newData = varargin{1};
end
else % param / value style assumed
newData = struct(varargin{:});
end
%check for unknown fields
newFields = fieldnames(newData);
badFieldsIdx = find(~ismember(newFields,allowedFields));
if(~isempty(badFieldsIdx))
error('Unrecognized input field ''%s'' detected',newFields{badFieldsIdx(1)});
end
%get all of the terms. Nonexistent fields will be passed
%as empty mxArrays
try q = double(full(newData.q(:))); catch q = []; end
try l = double(full(newData.l(:))); catch l = []; end
try u = double(full(newData.u(:))); catch u = []; end
try Px = double(full(newData.Px(:))); catch Px = []; end
try Px_idx = double(full(newData.Px_idx(:))); catch Px_idx = []; end
try Ax = double(full(newData.Ax(:))); catch Ax = []; end
try Ax_idx = double(full(newData.Ax_idx(:))); catch Ax_idx = []; end
[n,m] = get_dimensions(this);
assert(isempty(q) || length(q) == n, 'input ''q'' is the wrong size');
assert(isempty(l) || length(l) == m, 'input ''u'' is the wrong size');
assert(isempty(u) || length(u) == m, 'input ''l'' is the wrong size');
assert(isempty(Px) || isempty(Px_idx) || length(Px) == length(Px_idx), ...
'inputs ''Px'' and ''Px_idx'' must be the same size');
assert(isempty(Ax) || isempty(Ax_idx) || length(Ax) == length(Ax_idx), ...
'inputs ''Ax'' and ''Ax_idx'' must be the same size');
% Adjust index of Px_idx and Ax_idx to match 0-based indexing
% in C
if (~isempty(Px_idx))
Px_idx = Px_idx - 1;
end
if (~isempty(Ax_idx))
Ax_idx = Ax_idx - 1;
end
% Convert infinity values to OSQP_INFTY
if (~isempty(u))
u = min(u, osqp.constant('OSQP_INFTY'));
end
if (~isempty(l))
l = max(l, -osqp.constant('OSQP_INFTY'));
end
%write the new problem data. C-mex does not protect
%against unknown fields, but will handle empty values
osqp_mex('update', this.objectHandle, ...
q, l, u, Px, Px_idx, length(Px), Ax, Ax_idx, length(Ax));
end
%%
function varargout = setup(this, varargin)
% SETUP configure solver with problem data
%
% setup(P,q,A,l,u,options)
nargin = length(varargin);
%dimension checks on user data. Mex function does not
%perform any checks on inputs, so check everything here
assert(nargin >= 5, 'incorrect number of inputs');
[P,q,A,l,u] = deal(varargin{1:5});
%
% Get problem dimensions
%
% Get number of variables n
if (isempty(P))
if (~isempty(q))
n = length(q);
else
if (~isempty(A))
n = size(A, 2);
else
error('The problem does not have any variables');
end
end
else
n = size(P, 1);
end
% Get number of constraints m
if (isempty(A))
m = 0;
else
m = size(A, 1);
assert(size(A, 2) == n, 'Incorrect dimension of A');
end
%
% Create sparse matrices and full vectors if they are empty
%
if (isempty(P))
P = sparse(n, n);
else
P = sparse(P);
end
if (~istriu(P))
P = triu(P);
end
if (isempty(q))
q = zeros(n, 1);
else
q = full(q(:));
end
% Create proper constraints if they are not passed
if (isempty(A) && (~isempty(l) || ~isempty(u))) || ...
(~isempty(A) && (isempty(l) && isempty(u)))
error('A must be supplied together with at least one bound l or u');
end
if (~isempty(A) && isempty(l))
l = -Inf(m, 1);
end
if (~isempty(A) && isempty(u))
u = Inf(m, 1);
end
if (isempty(A))
A = sparse(m, n);
l = -Inf(m, 1);
u = Inf(m, 1);
else
l = full(l(:));
u = full(u(:));
A = sparse(A);
end
%
% Check vector dimensions (not checked from the C solver)
%
assert(length(q) == n, 'Incorrect dimension of q');
assert(length(l) == m, 'Incorrect dimension of l');
assert(length(u) == m, 'Incorrect dimension of u');
%
% Convert infinity values to OSQP_INFINITY
%
u = min(u, osqp.constant('OSQP_INFTY'));
l = max(l, -osqp.constant('OSQP_INFTY'));
%make a settings structure from the remainder of the arguments.
%'true' means that this is a settings initialization, so all
%parameter/values are allowed. No extra inputs will result
%in default settings being passed back
theSettings = validateSettings(this,true,varargin{6:end});
[varargout{1:nargout}] = osqp_mex('setup', this.objectHandle, n,m,P,q,A,l,u,theSettings);
end
%%
function warm_start(this, varargin)
% WARM_START warm start primal and/or dual variables
%
% warm_start('x', x, 'y', y)
%
% or warm_start('x', x)
% or warm_start('y', y)
% Get problem dimensions
[n, m] = get_dimensions(this);
% Get data
allowedFields = {'x','y'};
if(isempty(varargin))
return;
elseif(length(varargin) == 1)
if(~isstruct(varargin{1}))
error('Single input should be a structure with new problem data');
else
newData = varargin{1};
end
else % param / value style assumed
newData = struct(varargin{:});
end
%check for unknown fields
newFields = fieldnames(newData);
badFieldsIdx = find(~ismember(newFields,allowedFields));
if(~isempty(badFieldsIdx))
error('Unrecognized input field ''%s'' detected',newFields{badFieldsIdx(1)});
end
%get all of the terms. Nonexistent fields will be passed
%as empty mxArrays
try x = double(full(newData.x(:))); catch x = []; end
try y = double(full(newData.y(:))); catch y = []; end
% Check dimensions
assert(isempty(x) || length(x) == n, 'input ''x'' is the wrong size');
assert(isempty(y) || length(y) == m, 'input ''y'' is the wrong size');
% Decide which function to call
if (~isempty(x) && isempty(y))
osqp_mex('warm_start_x', this.objectHandle, x);
return;
end
if (isempty(x) && ~isempty(y))
osqp_mex('warm_start_y', this.objectHandle, y);
end
if (~isempty(x) && ~isempty(y))
osqp_mex('warm_start', this.objectHandle, x, y);
end
if (isempty(x) && isempty(y))
error('Unrecognized fields');
end
end
%%
function varargout = solve(this, varargin)
% SOLVE solve the QP
nargoutchk(0,1); %either return nothing (but still solve), or a single output structure
[out.x, out.y, out.prim_inf_cert, out.dual_inf_cert, out.info] = osqp_mex('solve', this.objectHandle);
if(nargout)
varargout{1} = out;
end
return;
end
%%
function codegen(this, target_dir, varargin)
% CODEGEN generate C code for the parametric problem
%
% codegen(target_dir,options)
% Parse input arguments
p = inputParser;
defaultProject = '';
expectedProject = {'', 'Makefile', 'MinGW Makefiles', 'Unix Makefiles', 'CodeBlocks', 'Xcode'};
defaultParams = 'vectors';
expectedParams = {'vectors', 'matrices'};
defaultMexname = 'emosqp';
defaultFloat = false;
defaultLong = true;
defaultFW = false;
addRequired(p, 'target_dir', @isstr);
addParameter(p, 'project_type', defaultProject, ...
@(x) ischar(validatestring(x, expectedProject)));
addParameter(p, 'parameters', defaultParams, ...
@(x) ischar(validatestring(x, expectedParams)));
addParameter(p, 'mexname', defaultMexname, @isstr);
addParameter(p, 'FLOAT', defaultFloat, @islogical);
addParameter(p, 'LONG', defaultLong, @islogical);
addParameter(p, 'force_rewrite', defaultFW, @islogical);
parse(p, target_dir, varargin{:});
% Set internal variables
if strcmp(p.Results.parameters, 'vectors')
embedded = 1;
else
embedded = 2;
end
if p.Results.FLOAT
float_flag = 'ON';
else
float_flag = 'OFF';
end
if p.Results.LONG
long_flag = 'ON';
else
long_flag = 'OFF';
end
if strcmp(p.Results.project_type, 'Makefile')
if (ispc)
project_type = 'MinGW Makefiles'; % Windows
elseif (ismac || isunix)
project_type = 'Unix Makefiles'; % Unix
end
else
project_type = p.Results.project_type;
end
% Check whether the specified directory already exists
if exist(target_dir, 'dir')
if p.Results.force_rewrite
rmdir(target_dir, 's');
else
while(1)
prompt = sprintf('Directory "%s" already exists. Do you want to replace it? y/n [y]: ', target_dir);
str = input(prompt, 's');
if any(strcmpi(str, {'','y'}))
rmdir(target_dir, 's');
break;
elseif strcmpi(str, 'n')
return;
end
end
end
end
% Import OSQP path
[osqp_path,~,~] = fileparts(which('osqp.m'));
% Add codegen directory to path
addpath(fullfile(osqp_path, 'codegen'));
% Path of osqp module
cg_dir = fullfile(osqp_path, 'codegen');
files_to_generate_path = fullfile(cg_dir, 'files_to_generate');
% Get workspace structure
work = osqp_mex('get_workspace', this.objectHandle);
% Make target directory
fprintf('Creating target directories...\t\t\t\t\t');
target_configure_dir = fullfile(target_dir, 'configure');
target_include_dir = fullfile(target_dir, 'include');
target_src_dir = fullfile(target_dir, 'src');
if ~exist(target_dir, 'dir')
mkdir(target_dir);
end
if ~exist(target_configure_dir, 'dir')
mkdir(target_configure_dir);
end
if ~exist(target_include_dir, 'dir')
mkdir(target_include_dir);
end
if ~exist(target_src_dir, 'dir')
mkdir(fullfile(target_src_dir, 'osqp'));
end
fprintf('[done]\n');
% Copy source files to target directory
fprintf('Copying OSQP source files...\t\t\t\t\t');
cdir = fullfile(cg_dir, 'sources', 'src');
cfiles = dir(fullfile(cdir, '*.c'));
for i = 1 : length(cfiles)
if embedded == 1
% Do not copy kkt.c if embedded is 1
if ~strcmp(cfiles(i).name, 'kkt.c')
copyfile(fullfile(cdir, cfiles(i).name), ...
fullfile(target_src_dir, 'osqp', cfiles(i).name));
end
else
copyfile(fullfile(cdir, cfiles(i).name), ...
fullfile(target_src_dir, 'osqp', cfiles(i).name));
end
end
configure_dir = fullfile(cg_dir, 'sources', 'configure');
configure_files = dir(fullfile(configure_dir, '*.h.in'));
for i = 1 : length(configure_files)
copyfile(fullfile(configure_dir, configure_files(i).name), ...
fullfile(target_configure_dir, configure_files(i).name));
end
hdir = fullfile(cg_dir, 'sources', 'include');
hfiles = dir(fullfile(hdir, '*.h'));
for i = 1 : length(hfiles)
if embedded == 1
% Do not copy kkt.h if embedded is 1
if ~strcmp(hfiles(i).name, 'kkt.h')
copyfile(fullfile(hdir, hfiles(i).name), ...
fullfile(target_include_dir, hfiles(i).name));
end
else
copyfile(fullfile(hdir, hfiles(i).name), ...
fullfile(target_include_dir, hfiles(i).name));
end
end
% Copy cmake files
copyfile(fullfile(cdir, 'CMakeLists.txt'), ...
fullfile(target_src_dir, 'osqp', 'CMakeLists.txt'));
copyfile(fullfile(hdir, 'CMakeLists.txt'), ...
fullfile(target_include_dir, 'CMakeLists.txt'));
fprintf('[done]\n');
% Copy example.c
copyfile(fullfile(files_to_generate_path, 'example.c'), target_src_dir);
% Render CMakeLists.txt
fidi = fopen(fullfile(files_to_generate_path, 'CMakeLists.txt'),'r');
fido = fopen(fullfile(target_dir, 'CMakeLists.txt'),'w');
while ~feof(fidi)
l = fgetl(fidi); % read line
% Replace EMBEDDED_FLAG in CMakeLists.txt by a numerical value
newl = strrep(l, 'EMBEDDED_FLAG', num2str(embedded));
fprintf(fido, '%s\n', newl);
end
fclose(fidi);
fclose(fido);
% Render workspace.h and workspace.c
work_hfile = fullfile(target_include_dir, 'workspace.h');
work_cfile = fullfile(target_src_dir, 'osqp', 'workspace.c');
fprintf('Generating workspace.h/.c...\t\t\t\t\t\t');
render_workspace(work, work_hfile, work_cfile, embedded);
fprintf('[done]\n');
% Create project
if ~isempty(project_type)
fprintf('Creating project...\t\t\t\t\t\t\t\t');
orig_dir = pwd;
cd(target_dir);
mkdir('build')
cd('build');
cmd = sprintf('cmake -G "%s" ..', project_type);
[status, output] = system(cmd);
if(status)
fprintf('\n');
fprintf(output);
error('Error configuring CMake environment');
else
fprintf('[done]\n');
end
cd(orig_dir);
end
% Make mex interface to the generated code
mex_cfile = fullfile(files_to_generate_path, 'emosqp_mex.c');
make_emosqp(target_dir, mex_cfile, embedded, float_flag, long_flag);
% Rename the mex file
old_mexfile = ['emosqp_mex.', mexext];
new_mexfile = [p.Results.mexname, '.', mexext];
movefile(old_mexfile, new_mexfile);
end
end
end
function currentSettings = validateSettings(this,isInitialization,varargin)
%don't allow these fields to be changed
unmodifiableFields = {'scaling', 'linsys_solver'};
%get the current settings
if(isInitialization)
currentSettings = osqp_mex('default_settings', this.objectHandle);
else
currentSettings = osqp_mex('current_settings', this.objectHandle);
end
%no settings passed -> return defaults
if(isempty(varargin))
return;
end
%check for structure style input
if(isstruct(varargin{1}))
newSettings = varargin{1};
assert(length(varargin) == 1, 'too many input arguments');
else
newSettings = struct(varargin{:});
end
%get the osqp settings fields
currentFields = fieldnames(currentSettings);
%get the requested fields in the update
newFields = fieldnames(newSettings);
%check for unknown parameters
badFieldsIdx = find(~ismember(newFields,currentFields));
if(~isempty(badFieldsIdx))
error('Unrecognized solver setting ''%s'' detected',newFields{badFieldsIdx(1)});
end
%convert linsys_solver string to integer
if ismember('linsys_solver',newFields)
if ~ischar(newSettings.linsys_solver)
error('Setting linsys_solver is required to be a string.');
end
% Convert linsys_solver to number
newSettings.linsys_solver = string_to_linsys_solver(newSettings.linsys_solver);
end
%check for disallowed fields if this in not an initialization call
if(~isInitialization)
badFieldsIdx = find(ismember(newFields,unmodifiableFields));
for i = badFieldsIdx(:)'
if(~isequal(newSettings.(newFields{i}),currentSettings.(newFields{i})))
error('Solver setting ''%s'' can only be changed at solver initialization.', newFields{i});
end
end
end
%check that everything is a nonnegative scalar (this check is already
%performed in C)
% for i = 1:length(newFields)
% val = double(newSettings.(newFields{i}));
% assert(isscalar(val) & isnumeric(val) & val >= 0, ...
% 'Solver setting ''%s'' not specified as nonnegative scalar', newFields{i});
% end
%everything checks out - merge the newSettings into the current ones
for i = 1:length(newFields)
currentSettings.(newFields{i}) = double(newSettings.(newFields{i}));
end
end
function [linsys_solver_string] = linsys_solver_to_string(linsys_solver)
% Convert linear systme solver integer to stringh
switch linsys_solver
case osqp.constant('QDLDL_SOLVER')
linsys_solver_string = 'qdldl';
case osqp.constant('MKL_PARDISO_SOLVER')
linsys_solver_string = 'mkl pardiso';
otherwise
error('Unrecognized linear system solver.');
end
end
function [linsys_solver] = string_to_linsys_solver(linsys_solver_string)
linsys_solver_string = lower(linsys_solver_string);
switch linsys_solver_string
case 'qdldl'
linsys_solver = osqp.constant('QDLDL_SOLVER');
case 'mkl pardiso'
linsys_solver = osqp.constant('MKL_PARDISO_SOLVER');
% Default solver: QDLDL
case ''
linsys_solver = osqp.constant('QDLDL_SOLVER');
otherwise
warning('Linear system solver not recognized. Using default solver QDLDL.')
linsys_solver = osqp.constant('QDLDL_SOLVER');
end
end