/* Portions of this code are under: Copyright (c) 2022 Advanced Micro Devices, Inc. All rights reserved. */ #pragma once #include #include <../src/vec/vec/impls/seq/cupm/vecseqcupm.hpp> /* for VecSeq_CUPM */ #include <../src/sys/objects/device/impls/cupm/cupmthrustutility.hpp> #include #if PETSC_PKG_HIP_VERSION_GE(5, 2, 0) #include #else /* PETSC_PKG_HIP_VERSION_GE(5,2,0) */ #include #endif /* PETSC_PKG_HIP_VERSION_GE(5,2,0) */ #include "hip/hip_runtime.h" #include #include #include #include #include #include #include #include #include #if defined(PETSC_USE_COMPLEX) #if defined(PETSC_USE_REAL_SINGLE) const hipComplex PETSC_HIPSPARSE_ONE = {1.0f, 0.0f}; const hipComplex PETSC_HIPSPARSE_ZERO = {0.0f, 0.0f}; #define hipsparseXcsrilu02_bufferSize(a, b, c, d, e, f, g, h, i) hipsparseCcsrilu02_bufferSize(a, b, c, d, (hipComplex *)e, f, g, h, i) #define hipsparseXcsrilu02_analysis(a, b, c, d, e, f, g, h, i, j) hipsparseCcsrilu02_analysis(a, b, c, d, (hipComplex *)e, f, g, h, i, j) #define hipsparseXcsrilu02(a, b, c, d, e, f, g, h, i, j) hipsparseCcsrilu02(a, b, c, d, (hipComplex *)e, f, g, h, i, j) #define hipsparseXcsric02_bufferSize(a, b, c, d, e, f, g, h, i) hipsparseCcsric02_bufferSize(a, b, c, d, (hipComplex *)e, f, g, h, i) #define hipsparseXcsric02_analysis(a, b, c, d, e, f, g, h, i, j) hipsparseCcsric02_analysis(a, b, c, d, (hipComplex *)e, f, g, h, i, j) #define hipsparseXcsric02(a, b, c, d, e, f, g, h, i, j) hipsparseCcsric02(a, b, c, d, (hipComplex *)e, f, g, h, i, j) #elif defined(PETSC_USE_REAL_DOUBLE) const hipDoubleComplex PETSC_HIPSPARSE_ONE = {1.0, 0.0}; const hipDoubleComplex PETSC_HIPSPARSE_ZERO = {0.0, 0.0}; #define hipsparseXcsrilu02_bufferSize(a, b, c, d, e, f, g, h, i) hipsparseZcsrilu02_bufferSize(a, b, c, d, (hipDoubleComplex *)e, f, g, h, i) #define hipsparseXcsrilu02_analysis(a, b, c, d, e, f, g, h, i, j) hipsparseZcsrilu02_analysis(a, b, c, d, (hipDoubleComplex *)e, f, g, h, i, j) #define hipsparseXcsrilu02(a, b, c, d, e, f, g, h, i, j) hipsparseZcsrilu02(a, b, c, d, (hipDoubleComplex *)e, f, g, h, i, j) #define hipsparseXcsric02_bufferSize(a, b, c, d, e, f, g, h, i) hipsparseZcsric02_bufferSize(a, b, c, d, (hipDoubleComplex *)e, f, g, h, i) #define hipsparseXcsric02_analysis(a, b, c, d, e, f, g, h, i, j) hipsparseZcsric02_analysis(a, b, c, d, (hipDoubleComplex *)e, f, g, h, i, j) #define hipsparseXcsric02(a, b, c, d, e, f, g, h, i, j) hipsparseZcsric02(a, b, c, d, (hipDoubleComplex *)e, f, g, h, i, j) #endif /* Single or double */ #else /* not complex */ const PetscScalar PETSC_HIPSPARSE_ONE = 1.0; const PetscScalar PETSC_HIPSPARSE_ZERO = 0.0; #if defined(PETSC_USE_REAL_SINGLE) #define hipsparseXcsrilu02_bufferSize hipsparseScsrilu02_bufferSize #define hipsparseXcsrilu02_analysis hipsparseScsrilu02_analysis #define hipsparseXcsrilu02 hipsparseScsrilu02 #define hipsparseXcsric02_bufferSize hipsparseScsric02_bufferSize #define hipsparseXcsric02_analysis hipsparseScsric02_analysis #define hipsparseXcsric02 hipsparseScsric02 #elif defined(PETSC_USE_REAL_DOUBLE) #define hipsparseXcsrilu02_bufferSize hipsparseDcsrilu02_bufferSize #define hipsparseXcsrilu02_analysis hipsparseDcsrilu02_analysis #define hipsparseXcsrilu02 hipsparseDcsrilu02 #define hipsparseXcsric02_bufferSize hipsparseDcsric02_bufferSize #define hipsparseXcsric02_analysis hipsparseDcsric02_analysis #define hipsparseXcsric02 hipsparseDcsric02 #endif /* Single or double */ #endif /* complex or not */ #define csrsvInfo_t csrsv2Info_t #define hipsparseCreateCsrsvInfo hipsparseCreateCsrsv2Info #define hipsparseDestroyCsrsvInfo hipsparseDestroyCsrsv2Info #if defined(PETSC_USE_COMPLEX) #if defined(PETSC_USE_REAL_SINGLE) #define hipsparseXcsrsv_buffsize(a, b, c, d, e, f, g, h, i, j) hipsparseCcsrsv2_bufferSize(a, b, c, d, e, (hipComplex *)(f), g, h, i, j) #define hipsparseXcsrsv_analysis(a, b, c, d, e, f, g, h, i, j, k) hipsparseCcsrsv2_analysis(a, b, c, d, e, (const hipComplex *)(f), g, h, i, j, k) #define hipsparseXcsrsv_solve(a, b, c, d, e, f, g, h, i, j, k, l, m, n) hipsparseCcsrsv2_solve(a, b, c, d, (const hipComplex *)(e), f, (const hipComplex *)(g), h, i, j, (const hipComplex *)(k), (hipComplex *)(l), m, n) #elif defined(PETSC_USE_REAL_DOUBLE) #define hipsparseXcsrsv_buffsize(a, b, c, d, e, f, g, h, i, j) hipsparseZcsrsv2_bufferSize(a, b, c, d, e, (hipDoubleComplex *)(f), g, h, i, j) #define hipsparseXcsrsv_analysis(a, b, c, d, e, f, g, h, i, j, k) hipsparseZcsrsv2_analysis(a, b, c, d, e, (const hipDoubleComplex *)(f), g, h, i, j, k) #define hipsparseXcsrsv_solve(a, b, c, d, e, f, g, h, i, j, k, l, m, n) hipsparseZcsrsv2_solve(a, b, c, d, (const hipDoubleComplex *)(e), f, (const hipDoubleComplex *)(g), h, i, j, (const hipDoubleComplex *)(k), (hipDoubleComplex *)(l), m, n) #endif /* Single or double */ #else /* not complex */ #if defined(PETSC_USE_REAL_SINGLE) #define hipsparseXcsrsv_buffsize hipsparseScsrsv2_bufferSize #define hipsparseXcsrsv_analysis hipsparseScsrsv2_analysis #define hipsparseXcsrsv_solve hipsparseScsrsv2_solve #elif defined(PETSC_USE_REAL_DOUBLE) #define hipsparseXcsrsv_buffsize hipsparseDcsrsv2_bufferSize #define hipsparseXcsrsv_analysis hipsparseDcsrsv2_analysis #define hipsparseXcsrsv_solve hipsparseDcsrsv2_solve #endif /* Single or double */ #endif /* not complex */ #if PETSC_PKG_HIP_VERSION_GE(4, 5, 0) // #define cusparse_csr2csc cusparseCsr2cscEx2 #if defined(PETSC_USE_COMPLEX) #if defined(PETSC_USE_REAL_SINGLE) #define hipsparse_scalartype HIP_C_32F #define hipsparse_csr_spgeam(a, b, c, d, e, f, g, h, i, j, k, l, m, n, o, p, q, r, s, t) hipsparseCcsrgeam2(a, b, c, (hipComplex *)d, e, f, (hipComplex *)g, h, i, (hipComplex *)j, k, l, (hipComplex *)m, n, o, p, (hipComplex *)q, r, s, t) #define hipsparse_csr_spgeam_bufferSize(a, b, c, d, e, f, g, h, i, j, k, l, m, n, o, p, q, r, s, t) \ hipsparseCcsrgeam2_bufferSizeExt(a, b, c, (hipComplex *)d, e, f, (hipComplex *)g, h, i, (hipComplex *)j, k, l, (hipComplex *)m, n, o, p, (hipComplex *)q, r, s, t) #elif defined(PETSC_USE_REAL_DOUBLE) #define hipsparse_scalartype HIP_C_64F #define hipsparse_csr_spgeam(a, b, c, d, e, f, g, h, i, j, k, l, m, n, o, p, q, r, s, t) \ hipsparseZcsrgeam2(a, b, c, (hipDoubleComplex *)d, e, f, (hipDoubleComplex *)g, h, i, (hipDoubleComplex *)j, k, l, (hipDoubleComplex *)m, n, o, p, (hipDoubleComplex *)q, r, s, t) #define hipsparse_csr_spgeam_bufferSize(a, b, c, d, e, f, g, h, i, j, k, l, m, n, o, p, q, r, s, t) \ hipsparseZcsrgeam2_bufferSizeExt(a, b, c, (hipDoubleComplex *)d, e, f, (hipDoubleComplex *)g, h, i, (hipDoubleComplex *)j, k, l, (hipDoubleComplex *)m, n, o, p, (hipDoubleComplex *)q, r, s, t) #endif /* Single or double */ #else /* not complex */ #if defined(PETSC_USE_REAL_SINGLE) #define hipsparse_scalartype HIP_R_32F #define hipsparse_csr_spgeam hipsparseScsrgeam2 #define hipsparse_csr_spgeam_bufferSize hipsparseScsrgeam2_bufferSizeExt #elif defined(PETSC_USE_REAL_DOUBLE) #define hipsparse_scalartype HIP_R_64F #define hipsparse_csr_spgeam hipsparseDcsrgeam2 #define hipsparse_csr_spgeam_bufferSize hipsparseDcsrgeam2_bufferSizeExt #endif /* Single or double */ #endif /* complex or not */ #endif /* PETSC_PKG_HIP_VERSION_GE(4, 5, 0) */ #if defined(PETSC_USE_COMPLEX) #if defined(PETSC_USE_REAL_SINGLE) #define hipsparse_scalartype HIP_C_32F #define hipsparse_csr_spmv(a, b, c, d, e, f, g, h, i, j, k, l, m) hipsparseCcsrmv((a), (b), (c), (d), (e), (hipComplex *)(f), (g), (hipComplex *)(h), (i), (j), (hipComplex *)(k), (hipComplex *)(l), (hipComplex *)(m)) #define hipsparse_csr_spmm(a, b, c, d, e, f, g, h, i, j, k, l, m, n, o, p) hipsparseCcsrmm((a), (b), (c), (d), (e), (f), (hipComplex *)(g), (h), (hipComplex *)(i), (j), (k), (hipComplex *)(l), (m), (hipComplex *)(n), (hipComplex *)(o), (p)) #define hipsparse_csr2csc(a, b, c, d, e, f, g, h, i, j, k, l) hipsparseCcsr2csc((a), (b), (c), (d), (hipComplex *)(e), (f), (g), (hipComplex *)(h), (i), (j), (k), (l)) #define hipsparse_hyb_spmv(a, b, c, d, e, f, g, h) hipsparseChybmv((a), (b), (hipComplex *)(c), (d), (e), (hipComplex *)(f), (hipComplex *)(g), (hipComplex *)(h)) #define hipsparse_csr2hyb(a, b, c, d, e, f, g, h, i, j) hipsparseCcsr2hyb((a), (b), (c), (d), (hipComplex *)(e), (f), (g), (h), (i), (j)) #define hipsparse_hyb2csr(a, b, c, d, e, f) hipsparseChyb2csr((a), (b), (c), (hipComplex *)(d), (e), (f)) #define hipsparse_csr_spgemm(a, b, c, d, e, f, g, h, i, j, k, l, m, n, o, p, q, r, s, t) hipsparseCcsrgemm(a, b, c, d, e, f, g, h, (hipComplex *)i, j, k, l, m, (hipComplex *)n, o, p, q, (hipComplex *)r, s, t) // #define hipsparse_csr_spgeam(a, b, c, d, e, f, g, h, i, j, k, l, m, n, o, p, q, r, s) hipsparseCcsrgeam(a, b, c, (hipComplex *)d, e, f, (hipComplex *)g, h, i, (hipComplex *)j, k, l, (hipComplex *)m, n, o, p, (hipComplex *)q, r, s) #elif defined(PETSC_USE_REAL_DOUBLE) #define hipsparse_scalartype HIP_C_64F #define hipsparse_csr_spmv(a, b, c, d, e, f, g, h, i, j, k, l, m) hipsparseZcsrmv((a), (b), (c), (d), (e), (hipDoubleComplex *)(f), (g), (hipDoubleComplex *)(h), (i), (j), (hipDoubleComplex *)(k), (hipDoubleComplex *)(l), (hipDoubleComplex *)(m)) #define hipsparse_csr_spmm(a, b, c, d, e, f, g, h, i, j, k, l, m, n, o, p) \ hipsparseZcsrmm((a), (b), (c), (d), (e), (f), (hipDoubleComplex *)(g), (h), (hipDoubleComplex *)(i), (j), (k), (hipDoubleComplex *)(l), (m), (hipDoubleComplex *)(n), (hipDoubleComplex *)(o), (p)) #define hipsparse_csr2csc(a, b, c, d, e, f, g, h, i, j, k, l) hipsparseZcsr2csc((a), (b), (c), (d), (hipDoubleComplex *)(e), (f), (g), (hipDoubleComplex *)(h), (i), (j), (k), (l)) #define hipsparse_hyb_spmv(a, b, c, d, e, f, g, h) hipsparseZhybmv((a), (b), (hipDoubleComplex *)(c), (d), (e), (hipDoubleComplex *)(f), (hipDoubleComplex *)(g), (hipDoubleComplex *)(h)) #define hipsparse_csr2hyb(a, b, c, d, e, f, g, h, i, j) hipsparseZcsr2hyb((a), (b), (c), (d), (hipDoubleComplex *)(e), (f), (g), (h), (i), (j)) #define hipsparse_hyb2csr(a, b, c, d, e, f) hipsparseZhyb2csr((a), (b), (c), (hipDoubleComplex *)(d), (e), (f)) #define hipsparse_csr_spgemm(a, b, c, d, e, f, g, h, i, j, k, l, m, n, o, p, q, r, s, t) hipsparseZcsrgemm(a, b, c, d, e, f, g, h, (hipDoubleComplex *)i, j, k, l, m, (hipDoubleComplex *)n, o, p, q, (hipDoubleComplex *)r, s, t) // #define hipsparse_csr_spgeam(a, b, c, d, e, f, g, h, i, j, k, l, m, n, o, p, q, r, s) hipsparseZcsrgeam(a, b, c, (hipDoubleComplex *)d, e, f, (hipDoubleComplex *)g, h, i, (hipDoubleComplex *)j, k, l, (hipDoubleComplex *)m, n, o, p, (hipDoubleComplex *)q, r, s) #endif /* Single or double */ #else /* not complex */ #if defined(PETSC_USE_REAL_SINGLE) #define hipsparse_scalartype HIP_R_32F #define hipsparse_csr_spmv hipsparseScsrmv #define hipsparse_csr_spmm hipsparseScsrmm #define hipsparse_csr2csc hipsparseScsr2csc #define hipsparse_hyb_spmv hipsparseShybmv #define hipsparse_csr2hyb hipsparseScsr2hyb #define hipsparse_hyb2csr hipsparseShyb2csr #define hipsparse_csr_spgemm hipsparseScsrgemm // #define hipsparse_csr_spgeam hipsparseScsrgeam #elif defined(PETSC_USE_REAL_DOUBLE) #define hipsparse_scalartype HIP_R_64F #define hipsparse_csr_spmv hipsparseDcsrmv #define hipsparse_csr_spmm hipsparseDcsrmm #define hipsparse_csr2csc hipsparseDcsr2csc #define hipsparse_hyb_spmv hipsparseDhybmv #define hipsparse_csr2hyb hipsparseDcsr2hyb #define hipsparse_hyb2csr hipsparseDhyb2csr #define hipsparse_csr_spgemm hipsparseDcsrgemm // #define hipsparse_csr_spgeam hipsparseDcsrgeam #endif /* Single or double */ #endif /* complex or not */ #define THRUSTINTARRAY32 thrust::device_vector #define THRUSTINTARRAY thrust::device_vector #define THRUSTARRAY thrust::device_vector /* A CSR matrix nonzero structure */ struct CsrMatrix { PetscInt num_rows; PetscInt num_cols; PetscInt num_entries; THRUSTINTARRAY32 *row_offsets; THRUSTINTARRAY32 *column_indices; THRUSTARRAY *values; }; /* This is struct holding the relevant data needed to a MatSolve */ struct Mat_SeqAIJHIPSPARSETriFactorStruct { /* Data needed for triangular solve */ hipsparseMatDescr_t descr; hipsparseOperation_t solveOp; CsrMatrix *csrMat; csrsvInfo_t solveInfo; hipsparseSolvePolicy_t solvePolicy; /* whether level information is generated and used */ int solveBufferSize; void *solveBuffer; size_t csr2cscBufferSize; /* to transpose the triangular factor (only used for CUDA >= 11.0) */ void *csr2cscBuffer; PetscScalar *AA_h; /* managed host buffer for moving values to the GPU */ }; /* This is a larger struct holding all the triangular factors for a solve, transpose solve, and any indices used in a reordering */ struct Mat_SeqAIJHIPSPARSETriFactors { Mat_SeqAIJHIPSPARSETriFactorStruct *loTriFactorPtr; /* pointer for lower triangular (factored matrix) on GPU */ Mat_SeqAIJHIPSPARSETriFactorStruct *upTriFactorPtr; /* pointer for upper triangular (factored matrix) on GPU */ Mat_SeqAIJHIPSPARSETriFactorStruct *loTriFactorPtrTranspose; /* pointer for lower triangular (factored matrix) on GPU for the transpose (useful for BiCG) */ Mat_SeqAIJHIPSPARSETriFactorStruct *upTriFactorPtrTranspose; /* pointer for upper triangular (factored matrix) on GPU for the transpose (useful for BiCG)*/ THRUSTINTARRAY *rpermIndices; /* indices used for any reordering */ THRUSTINTARRAY *cpermIndices; /* indices used for any reordering */ THRUSTARRAY *workVector; hipsparseHandle_t handle; /* a handle to the hipsparse library */ PetscInt nnz; /* number of nonzeros ... need this for accurate logging between ICC and ILU */ hipDeviceProp_t dev_prop; PetscBool init_dev_prop; /* csrilu0/csric0 appeared in earlier versions of AMD ROCm^{TM}, but we use it along with hipsparseSpSV, which first appeared in hipsparse with ROCm-4.5.0. */ #if PETSC_PKG_HIP_VERSION_GE(4, 5, 0) PetscScalar *csrVal; int *csrRowPtr, *csrColIdx; /* a,i,j of M. Using int since some hipsparse APIs only support 32-bit indices */ /* Mixed mat descriptor types? yes, different hipsparse APIs use different types */ hipsparseMatDescr_t matDescr_M; hipsparseSpMatDescr_t spMatDescr_L, spMatDescr_U; hipsparseSpSVDescr_t spsvDescr_L, spsvDescr_Lt, spsvDescr_U, spsvDescr_Ut; hipsparseDnVecDescr_t dnVecDescr_X, dnVecDescr_Y; PetscScalar *X, *Y; /* data array of dnVec X and Y */ /* Mixed size types? yes */ int factBufferSize_M; /* M ~= LU or LLt */ size_t spsvBufferSize_L, spsvBufferSize_Lt, spsvBufferSize_U, spsvBufferSize_Ut; /* hipsparse needs various buffers for factorization and solve of L, U, Lt, or Ut. To save memory, we share the factorization buffer with one of spsvBuffer_L/U. */ void *factBuffer_M, *spsvBuffer_L, *spsvBuffer_U, *spsvBuffer_Lt, *spsvBuffer_Ut; csrilu02Info_t ilu0Info_M; csric02Info_t ic0Info_M; int structural_zero, numerical_zero; hipsparseSolvePolicy_t policy_M; /* In MatSolveTranspose() for ILU0, we use the two flags to do on-demand solve */ PetscBool createdTransposeSpSVDescr; /* Have we created SpSV descriptors for Lt, Ut? */ PetscBool updatedTransposeSpSVAnalysis; /* Have we updated SpSV analysis with the latest L, U values? */ PetscLogDouble numericFactFlops; /* Estimated FLOPs in ILU0/ICC0 numeric factorization */ #endif }; struct Mat_HipsparseSpMV { PetscBool initialized; /* Don't rely on spmvBuffer != NULL to test if the struct is initialized, */ size_t spmvBufferSize; /* since I'm not sure if smvBuffer can be NULL even after hipsparseSpMV_bufferSize() */ void *spmvBuffer; hipsparseDnVecDescr_t vecXDescr, vecYDescr; /* descriptor for the dense vectors in y=op(A)x */ }; /* This is struct holding the relevant data needed to a MatMult */ struct Mat_SeqAIJHIPSPARSEMultStruct { void *mat; /* opaque pointer to a matrix. This could be either a hipsparseHybMat_t or a CsrMatrix */ hipsparseMatDescr_t descr; /* Data needed to describe the matrix for a multiply */ THRUSTINTARRAY *cprowIndices; /* compressed row indices used in the parallel SpMV */ PetscScalar *alpha_one; /* pointer to a device "scalar" storing the alpha parameter in the SpMV */ PetscScalar *beta_zero; /* pointer to a device "scalar" storing the beta parameter in the SpMV as zero*/ PetscScalar *beta_one; /* pointer to a device "scalar" storing the beta parameter in the SpMV as one */ hipsparseSpMatDescr_t matDescr; /* descriptor for the matrix, used by SpMV and SpMM */ Mat_HipsparseSpMV hipSpMV[3]; /* different Mat_CusparseSpMV structs for non-transpose, transpose, conj-transpose */ Mat_SeqAIJHIPSPARSEMultStruct() : matDescr(NULL) { for (int i = 0; i < 3; i++) hipSpMV[i].initialized = PETSC_FALSE; } }; /* This is a larger struct holding all the matrices for a SpMV, and SpMV Transpose */ struct Mat_SeqAIJHIPSPARSE { Mat_SeqAIJHIPSPARSEMultStruct *mat; /* pointer to the matrix on the GPU */ Mat_SeqAIJHIPSPARSEMultStruct *matTranspose; /* pointer to the matrix on the GPU (for the transpose ... useful for BiCG) */ THRUSTARRAY *workVector; /* pointer to a workvector to which we can copy the relevant indices of a vector we want to multiply */ THRUSTINTARRAY32 *rowoffsets_gpu; /* rowoffsets on GPU in non-compressed-row format. It is used to convert CSR to CSC */ PetscInt nrows; /* number of rows of the matrix seen by GPU */ MatHIPSPARSEStorageFormat format; /* the storage format for the matrix on the device */ PetscBool use_cpu_solve; /* Use AIJ_Seq (I)LU solve */ hipStream_t stream; /* a stream for the parallel SpMV ... this is not owned and should not be deleted */ hipsparseHandle_t handle; /* a handle to the cusparse library ... this may not be owned (if we're working in parallel i.e. multiGPUs) */ PetscObjectState nonzerostate; /* track nonzero state to possibly recreate the GPU matrix */ size_t csr2cscBufferSize; /* stuff used to compute the matTranspose above */ void *csr2cscBuffer; /* This is used as a C struct and is calloc'ed by PetscNewLog() */ // hipsparseCsr2CscAlg_t csr2cscAlg; /* algorithms can be selected from command line options */ hipsparseSpMVAlg_t spmvAlg; hipsparseSpMMAlg_t spmmAlg; THRUSTINTARRAY *csr2csc_i; THRUSTINTARRAY *coords; /* permutation array used in MatSeqAIJHIPSPARSEMergeMats */ }; typedef struct Mat_SeqAIJHIPSPARSETriFactors *Mat_SeqAIJHIPSPARSETriFactors_p; PETSC_INTERN PetscErrorCode MatSeqAIJHIPSPARSECopyToGPU(Mat); PETSC_INTERN PetscErrorCode MatSeqAIJHIPSPARSEMergeMats(Mat, Mat, MatReuse, Mat *); PETSC_INTERN PetscErrorCode MatSeqAIJHIPSPARSETriFactors_Reset(Mat_SeqAIJHIPSPARSETriFactors_p *); using VecSeq_HIP = Petsc::vec::cupm::impl::VecSeq_CUPM; static inline bool isHipMem(const void *data) { using namespace Petsc::device::cupm; auto mtype = PETSC_MEMTYPE_HOST; PetscFunctionBegin; PetscCallAbort(PETSC_COMM_SELF, impl::Interface::PetscCUPMGetMemType(data, &mtype)); PetscFunctionReturn(PetscMemTypeDevice(mtype)); }