Actual source code: admm.h

  1: #pragma once
  2: #include <petsc/private/taoimpl.h>

  4: typedef struct _TaoADMMOps *TaoADMMOps;

  6: struct _TaoADMMOps {
  7:   PetscErrorCode (*misfitobjgrad)(Tao, Vec, PetscReal *, Vec, void *);
  8:   PetscErrorCode (*misfithess)(Tao, Vec, Mat, Mat, void *);
  9:   PetscErrorCode (*misfitjac)(Tao, Vec, Mat, Mat, void *);
 10:   PetscErrorCode (*regobjgrad)(Tao, Vec, PetscReal *, Vec, void *);
 11:   PetscErrorCode (*reghess)(Tao, Vec, Mat, Mat, void *);
 12:   PetscErrorCode (*regjac)(Tao, Vec, Mat, Mat, void *);
 13: };

 15: typedef struct {
 16:   PETSCHEADER(struct _TaoADMMOps);
 17:   Tao                    subsolverX, subsolverZ, parent;
 18:   Vec                    residual, y, yold, y0, yhat, yhatold, constraint;
 19:   Vec                    z, zold, Ax, Bz, Axold, Bzold, Bz0;
 20:   Vec                    workLeft, workJacobianRight, workJacobianRight2; /*Ax,Bz,y,constraint are workJacobianRight sized. workLeft is solution sized */
 21:   Mat                    Hx, Hxpre, Hz, Hzpre, ATA, BTB, JA, JApre, JB, JBpre;
 22:   void                  *regobjgradP;
 23:   void                  *reghessP;
 24:   void                  *regjacobianP;
 25:   void                  *misfitobjgradP;
 26:   void                  *misfithessP;
 27:   void                  *misfitjacobianP;
 28:   PetscReal              gamma, last_misfit_val, last_reg_val, l1epsilon;
 29:   PetscReal              lambda, mu, muold, orthval, mueps, tol, mumin;
 30:   PetscReal              Bzdiffnorm, dualres, resnorm, const_norm;
 31:   PetscReal              gatol_admm, catol_admm;
 32:   PetscInt               T;                  /* adaptive iteration cutoff */
 33:   PetscBool              xJI, zJI;           /* Bool to check whether A,B Jacobians are NULL-set identity */
 34:   PetscBool              Hxchange, Hzchange; /* Bool to check whether Hx,Hz change wrt to x and z */
 35:   PetscBool              Hxbool, Hzbool;     /* Bool to make sure Hessian gets updated only once for Hchange False case */
 36:   TaoADMMUpdateType      update;             /* update policy for mu */
 37:   TaoADMMRegularizerType regswitch;          /* regularization policy */
 38: } TAO_ADMM;