coneprog — Solve linear conic optimization problems with second-order cone constraints, linear constraints, equalities, and bounds.
coneprog minimizes f' * x subject to second-order cone constraints, optional linear inequalities, optional equalities, and optional bounds. RunMat supports positional forms, problem structs, optimoptions("coneprog"), and one- through five-output forms.
Syntax
[x, fval, exitflag] = coneprog(f, soc, A, b)How coneprog works
socConstraintsmay be[], asecondorderconestruct, a cell array of cone structs, or an output list of cone structs.exitflagis1for solved,-2for infeasible, and-3for plainly unbounded.- The
outputstruct includesiterations,algorithm,constrviolation, andmessage. - The
lambdaoutput containsineqlin,eqlin,lower,upper, andsocmultiplier estimates from the active constraint KKT system. - GPU-resident numeric inputs are gathered because conic optimization is a host solver boundary.
Example
Solve a bounded cone problem
soc = secondordercone(eye(2), [0; 0], [0; 0], 1);
f = [-1; 0];
A = [1 0];
b = 0.75;
[x, fval, exitflag] = coneprog(f, soc, A, b)Expected output:
x =
0.7500
0
fval =
-0.7500
exitflag =
1Using coneprog with coding agents
Open a RunMat example with live inputs, then ask the agent to explain how coneprog changes the result.
Run a small coneprog example, explain the result, then change one input and compare the output.
FAQ
Does coneprog run on the GPU?⌄
No. It gathers gpuArray numeric inputs and solves on the host.
Related Math functions
Optim
fminbnd · fminunc · fsolve · fzero · integral · linprog · lsqcurvefit · lsqnonlin · optimset · quad · secondordercone
Elementwise
abs · angle · bsxfun · complex · conj · double · erf · erfcinv · exp · expm1 · factorial · flintmax · gamma · gammaln · heaviside · hypot · idivide · imag · intmax · intmin · ldivide · log · log10 · log1p · log2 · minus · nextpow2 · plus · pow2 · power · rdivide · real · realmax · realmin · realsqrt · rescale · sign · single · sqrt · swapbytes · times · uint32
Trigonometry
acos · acosh · asin · asinh · atan · atan2 · atanh · cos · cosd · cosh · cospi · deg2rad · pol2cart · rad2deg · sin · sind · sinh · sinpi · tan · tand · tanh
Reduction
all · any · bounds · cummax · cummin · cumprod · cumsum · cumtrapz · diff · gradient · max · maxk · mean · median · min · mink · movmax · movmean · movmedian · movmin · movprod · movstd · movsum · movvar · nnz · prod · rms · std · sum · trapz · var
Structure
bandwidth · isdiag · ishermitian · issymmetric · istril · istriu · symrcm
Signal
blackman · butter · buttord · cheb2ord · conv · conv2 · deconv · downsample · envelope · filter · filtfilt · fir1 · freqz · gauspuls · hamming · hann · hilbert · periodogram · pulstran · pwelch · rectpuls · resample · sawtooth · sinc · spectrogram · square · tripuls · unwrap · upsample · zplane
Ops
cross · ctranspose · dot · mldivide · mpower · mrdivide · mtimes · pagemtimes · pagetranspose · trace · transpose
Open-source implementation
Unlike proprietary runtimes, every RunMat function is open-source. Read exactly how coneprog is executed, line by line, in Rust.
- View the source for coneprog in Rust on GitHub
- Learn how the RunMat runtime works
- Found a bug? Open an issue with a minimal reproduction.
About RunMat
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