diff --git a/dafoam/mphys/mphys_dafoam.py b/dafoam/mphys/mphys_dafoam.py index f2159379..35c44978 100644 --- a/dafoam/mphys/mphys_dafoam.py +++ b/dafoam/mphys/mphys_dafoam.py @@ -1044,6 +1044,13 @@ def solve_linear(self, d_outputs, d_residuals, mode): # actually solving the adjoint linear equation using Petsc fail = DASolver.solverAD.solveLinearEqn(DASolver.ksp, dFdW, self.psi) + + # optionally write the adjoint vector as OpenFOAM field format for post-processing + # update the obj func name for solve_linear later + solveLinearObjFuncName = DASolver.getOption("solveLinearObjFuncName") + psi_array = DASolver.vec2Array(self.psi) + self.DASolver.writeAdjointFields(solveLinearObjFuncName, float(solutionTime), psi_array) + elif adjEqnSolMethod == "fixedPoint": solutionTime, renamed = DASolver.renameSolution(self.solution_counter) if renamed: @@ -1356,6 +1363,10 @@ def compute_jacvec_product(self, inputs, d_inputs, d_outputs, mode): if self.comm.rank == 0: print("Computing partials for ", list(funcsBar.keys())) + + # update the obj func name for solve_linear later + DASolver.setOption("solveLinearObjFuncName", list(funcsBar.keys())[0]) + DASolver.updateDAOption() # loop over all d_inputs keys and compute the partials accordingly for objFuncName in list(funcsBar.keys()): diff --git a/dafoam/pyDAFoam.py b/dafoam/pyDAFoam.py index 484e0df8..0d66923f 100755 --- a/dafoam/pyDAFoam.py +++ b/dafoam/pyDAFoam.py @@ -572,6 +572,10 @@ def __init__(self): ## used internally, so users should never change this option in the Python layer. self.runStatus = "None" + ## The current objective function name. This variable will be reset in DAFoamFunctions + ## Then, we know which objective function is used in solve_linear in DAFoamSolver + self.solveLinearObjFuncName = "None" + ## Whether to print all options defined in pyDAFoam to screen before optimization. self.printPYDAFOAMOptions = False @@ -706,6 +710,9 @@ def __init__(self): ## Whether to write deformed constraints to disk during optimization, i.e., DVCon.writeTecplot self.writeDeformedConstraints = False + ## Whether to write adjoint variables in OpenFOAM field format for post-processing + self.writeAdjointFields = False + ## The max number of correctBoundaryConditions calls in the updateOFField function. self.maxCorrectBCCalls = 10 @@ -743,9 +750,9 @@ def __init__(self): ## tensorflow related functions self.tensorflow = { "active": False, - #"model1": { + # "model1": { # "predictBatchSize": 1000 - #} + # } } @@ -927,9 +934,13 @@ def __init__(self, comm=None, options=None): TensorFlowHelper.options = self.getOption("tensorflow") TensorFlowHelper.initialize() # pass this helper function to the C++ layer - self.solver.initTensorFlowFuncs(TensorFlowHelper.predict, TensorFlowHelper.calcJacVecProd, TensorFlowHelper.setModelName) + self.solver.initTensorFlowFuncs( + TensorFlowHelper.predict, TensorFlowHelper.calcJacVecProd, TensorFlowHelper.setModelName + ) if self.getOption("useAD")["mode"] in ["forward", "reverse"]: - self.solverAD.initTensorFlowFuncs(TensorFlowHelper.predict, TensorFlowHelper.calcJacVecProd, TensorFlowHelper.setModelName) + self.solverAD.initTensorFlowFuncs( + TensorFlowHelper.predict, TensorFlowHelper.calcJacVecProd, TensorFlowHelper.setModelName + ) Info("pyDAFoam initialization done!") @@ -1329,6 +1340,14 @@ def writeDeformedFFDs(self, counter=None): else: self.DVGeo.writeTecplot("deformedFFD_%d.dat" % counter) + def writeAdjointFields(self, objFunc, writeTime, psi): + """ + Write the adjoint variables in OpenFOAM field format for post-processing + """ + + if self.getOption("writeAdjointFields"): + self.solver.writeAdjointFields(objFunc, writeTime, psi) + def writeTotalDeriv(self, fileName, sens, evalFuncs): """ Write the total derivatives history to files in the json format diff --git a/src/adjoint/DASolver/DASolver.C b/src/adjoint/DASolver/DASolver.C index 601c5b1a..ea92d912 100644 --- a/src/adjoint/DASolver/DASolver.C +++ b/src/adjoint/DASolver/DASolver.C @@ -10384,6 +10384,98 @@ void DASolver::writeSensMapField( } } +void DASolver::writeAdjointFields( + const word objFunc, + const double writeTime, + const double* psi) +{ + /* + Description: + write the adjoint variables to the disk as OpenFOAM variables so they can be viewed + in ParaView + + Inputs: + writeTime: solution time the fields will be saved to + psi: the adjoint vector array, computed in the Python layer + */ + + runTimePtr_->setTime(writeTime, 0); + + forAll(stateInfo_["volVectorStates"], idxI) + { + const word stateName = stateInfo_["volVectorStates"][idxI]; + const volVectorField& state = meshPtr_->thisDb().lookupObject(stateName); + word varName = "adjoint_" + objFunc + "_" + stateName; + volVectorField adjointVar(varName, state); + forAll(state, cellI) + { + for (label i = 0; i < 3; i++) + { + label localIdx = daIndexPtr_->getLocalAdjointStateIndex(stateName, cellI, i); + adjointVar[cellI][i] = psi[localIdx]; + } + } + adjointVar.correctBoundaryConditions(); + adjointVar.write(); + } + + forAll(stateInfo_["volScalarStates"], idxI) + { + const word stateName = stateInfo_["volScalarStates"][idxI]; + const volScalarField& state = meshPtr_->thisDb().lookupObject(stateName); + word varName = "adjoint_" + objFunc + "_" + stateName; + volScalarField adjointVar(varName, state); + forAll(state, cellI) + { + label localIdx = daIndexPtr_->getLocalAdjointStateIndex(stateName, cellI); + adjointVar[cellI] = psi[localIdx]; + } + adjointVar.correctBoundaryConditions(); + adjointVar.write(); + } + + forAll(stateInfo_["modelStates"], idxI) + { + const word stateName = stateInfo_["modelStates"][idxI]; + const volScalarField& state = meshPtr_->thisDb().lookupObject(stateName); + word varName = "adjoint_" + objFunc + "_" + stateName; + volScalarField adjointVar(varName, state); + forAll(state, cellI) + { + label localIdx = daIndexPtr_->getLocalAdjointStateIndex(stateName, cellI); + adjointVar[cellI] = psi[localIdx]; + } + adjointVar.correctBoundaryConditions(); + adjointVar.write(); + } + + forAll(stateInfo_["surfaceScalarStates"], idxI) + { + const word stateName = stateInfo_["surfaceScalarStates"][idxI]; + const surfaceScalarField& state = meshPtr_->thisDb().lookupObject(stateName); + word varName = "adjoint_" + objFunc + "_" + stateName; + surfaceScalarField adjointVar(varName, state); + + forAll(meshPtr_->faces(), faceI) + { + label localIdx = daIndexPtr_->getLocalAdjointStateIndex(stateName, faceI); + + if (faceI < daIndexPtr_->nLocalInternalFaces) + { + adjointVar[faceI] = psi[localIdx]; + } + else + { + label relIdx = faceI - daIndexPtr_->nLocalInternalFaces; + label patchIdx = daIndexPtr_->bFacePatchI[relIdx]; + label faceIdx = daIndexPtr_->bFaceFaceI[relIdx]; + adjointVar.boundaryFieldRef()[patchIdx][faceIdx] = psi[localIdx]; + } + } + adjointVar.write(); + } +} + // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * // } // End namespace Foam diff --git a/src/adjoint/DASolver/DASolver.H b/src/adjoint/DASolver/DASolver.H index 9cc1a071..864f3aea 100644 --- a/src/adjoint/DASolver/DASolver.H +++ b/src/adjoint/DASolver/DASolver.H @@ -236,7 +236,6 @@ protected: /// the tolerance of the primal objective std, used if primalObjStdTol->active is True scalar primalObjStdTol_; - public: /// Runtime type information TypeName("DASolver"); @@ -1327,6 +1326,12 @@ public: /// calculate the objective function's std void calcObjStd(Time& runTime); + + /// write the adjoint variables for all states + void writeAdjointFields( + const word objFunc, + const double writeTime, + const double* psi); }; // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * // diff --git a/src/pyDASolvers/DASolvers.H b/src/pyDASolvers/DASolvers.H index f1fa2a1d..4cb4d254 100755 --- a/src/pyDASolvers/DASolvers.H +++ b/src/pyDASolvers/DASolvers.H @@ -991,6 +991,15 @@ public: computeInterface, compute, jacVecProdInterface, jacVecProd, setModelNameInterface, setModelName); } + /// write the adjoint variables for all states + void writeAdjointFields( + const word objFunc, + const double writeTime, + const double* psi) + { + DASolverPtr_->writeAdjointFields(objFunc, writeTime, psi); + } + /// write the sensitivity map for all wall surfaces void writeSensMapSurface( const word name, diff --git a/src/pyDASolvers/pyDASolvers.pyx b/src/pyDASolvers/pyDASolvers.pyx index e9519647..7eea85df 100755 --- a/src/pyDASolvers/pyDASolvers.pyx +++ b/src/pyDASolvers/pyDASolvers.pyx @@ -157,6 +157,7 @@ cdef extern from "DASolvers.H" namespace "Foam": void writeSensMapSurface(char *, double *, double *, int, double) void writeSensMapField(char *, double *, char *, double) double getLatestTime() + void writeAdjointFields(char *, double, double *) # create python wrappers that call cpp functions cdef class pyDASolvers: @@ -706,3 +707,12 @@ cdef class pyDASolvers: def getLatestTime(self): return self._thisptr.getLatestTime() + + def writeAdjointFields(self, objFunc, writeTime, np.ndarray[double, ndim=1, mode="c"] psi): + nAdjStates = self.getNLocalAdjointStates() + + assert len(psi) == nAdjStates, "invalid array size!" + + cdef double *psi_data = psi.data + + return self._thisptr.writeAdjointFields(objFunc.encode(), writeTime, psi_data)