13d8e8822SJeremy L Thompson // Copyright (c) 2017-2022, Lawrence Livermore National Security, LLC and other CEED contributors. 23d8e8822SJeremy L Thompson // All Rights Reserved. See the top-level LICENSE and NOTICE files for details. 3c532df63SYohann // 43d8e8822SJeremy L Thompson // SPDX-License-Identifier: BSD-2-Clause 5c532df63SYohann // 63d8e8822SJeremy L Thompson // This file is part of CEED: http://github.com/ceed 7c532df63SYohann 8ec3da8bcSJed Brown #include <ceed/backend.h> 9*2b730f8bSJeremy L Thompson #include <ceed/ceed.h> 10437930d1SJeremy L Thompson #include <ceed/jit-tools.h> 113d576824SJeremy L Thompson #include <cuda.h> 123d576824SJeremy L Thompson #include <cuda_runtime.h> 133d576824SJeremy L Thompson #include <stddef.h> 14c532df63SYohann 15*2b730f8bSJeremy L Thompson #include "../cuda/ceed-cuda-compile.h" 16*2b730f8bSJeremy L Thompson #include "ceed-cuda-shared.h" 17c532df63SYohann 18ab213215SJeremy L Thompson //------------------------------------------------------------------------------ 19ab213215SJeremy L Thompson // Device initalization 20ab213215SJeremy L Thompson //------------------------------------------------------------------------------ 21*2b730f8bSJeremy L Thompson int CeedCudaInitInterp(CeedScalar *d_B, CeedInt P_1d, CeedInt Q_1d, CeedScalar **c_B); 22*2b730f8bSJeremy L Thompson int CeedCudaInitGrad(CeedScalar *d_B, CeedScalar *d_G, CeedInt P_1d, CeedInt Q_1d, CeedScalar **c_B_ptr, CeedScalar **c_G_ptr); 23*2b730f8bSJeremy L Thompson int CeedCudaInitCollocatedGrad(CeedScalar *d_B, CeedScalar *d_G, CeedInt P_1d, CeedInt Q_1d, CeedScalar **c_B_ptr, CeedScalar **c_G_ptr); 24c532df63SYohann 25ab213215SJeremy L Thompson //------------------------------------------------------------------------------ 26ab213215SJeremy L Thompson // Apply basis 27ab213215SJeremy L Thompson //------------------------------------------------------------------------------ 28*2b730f8bSJeremy L Thompson int CeedBasisApplyTensor_Cuda_shared(CeedBasis basis, const CeedInt num_elem, CeedTransposeMode t_mode, CeedEvalMode eval_mode, CeedVector u, 297f823360Sjeremylt CeedVector v) { 30c532df63SYohann Ceed ceed; 31*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisGetCeed(basis, &ceed)); 326dbfb411Snbeams Ceed_Cuda *ceed_Cuda; 33*2b730f8bSJeremy L Thompson CeedCallBackend(CeedGetData(ceed, &ceed_Cuda)); 34c532df63SYohann CeedBasis_Cuda_shared *data; 35*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisGetData(basis, &data)); 36437930d1SJeremy L Thompson CeedInt dim, num_comp; 37*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisGetDimension(basis, &dim)); 38*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisGetNumComponents(basis, &num_comp)); 39c532df63SYohann 40ab213215SJeremy L Thompson // Read vectors 41c532df63SYohann const CeedScalar *d_u; 42c532df63SYohann CeedScalar *d_v; 43437930d1SJeremy L Thompson if (eval_mode != CEED_EVAL_WEIGHT) { 44*2b730f8bSJeremy L Thompson CeedCallBackend(CeedVectorGetArrayRead(u, CEED_MEM_DEVICE, &d_u)); 45c532df63SYohann } 46*2b730f8bSJeremy L Thompson CeedCallBackend(CeedVectorGetArrayWrite(v, CEED_MEM_DEVICE, &d_v)); 47c532df63SYohann 48ab213215SJeremy L Thompson // Apply basis operation 49437930d1SJeremy L Thompson switch (eval_mode) { 50ab213215SJeremy L Thompson case CEED_EVAL_INTERP: { 51437930d1SJeremy L Thompson CeedInt P_1d, Q_1d; 52*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d)); 53*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisGetNumQuadraturePoints1D(basis, &Q_1d)); 54437930d1SJeremy L Thompson CeedInt thread_1d = CeedIntMax(Q_1d, P_1d); 55*2b730f8bSJeremy L Thompson CeedCallBackend(CeedCudaInitInterp(data->d_interp_1d, P_1d, Q_1d, &data->c_B)); 56*2b730f8bSJeremy L Thompson void *interp_args[] = {(void *)&num_elem, &data->c_B, &d_u, &d_v}; 574d537eeaSYohann if (dim == 1) { 58*2b730f8bSJeremy L Thompson CeedInt elems_per_block = CeedIntMin(ceed_Cuda->device_prop.maxThreadsDim[2], CeedIntMax(512 / thread_1d, 59e6f67ff7SJed Brown 1)); // avoid >512 total threads 60*2b730f8bSJeremy L Thompson CeedInt grid = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0); 61437930d1SJeremy L Thompson CeedInt shared_mem = elems_per_block * thread_1d * sizeof(CeedScalar); 629e201c85SYohann if (t_mode == CEED_TRANSPOSE) { 63*2b730f8bSJeremy L Thompson CeedCallBackend(CeedRunKernelDimSharedCuda(ceed, data->InterpTranspose, grid, thread_1d, 1, elems_per_block, shared_mem, interp_args)); 649e201c85SYohann } else { 65*2b730f8bSJeremy L Thompson CeedCallBackend(CeedRunKernelDimSharedCuda(ceed, data->Interp, grid, thread_1d, 1, elems_per_block, shared_mem, interp_args)); 669e201c85SYohann } 67074be161SYohann Dudouit } else if (dim == 2) { 68437930d1SJeremy L Thompson const CeedInt opt_elems[7] = {0, 32, 8, 6, 4, 2, 8}; 69437930d1SJeremy L Thompson // elems_per_block must be at least 1 70*2b730f8bSJeremy L Thompson CeedInt elems_per_block = CeedIntMax(thread_1d < 7 ? opt_elems[thread_1d] / num_comp : 1, 1); 71*2b730f8bSJeremy L Thompson CeedInt grid = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0); 72*2b730f8bSJeremy L Thompson CeedInt shared_mem = elems_per_block * thread_1d * thread_1d * sizeof(CeedScalar); 739e201c85SYohann if (t_mode == CEED_TRANSPOSE) { 74*2b730f8bSJeremy L Thompson CeedCallBackend( 75*2b730f8bSJeremy L Thompson CeedRunKernelDimSharedCuda(ceed, data->InterpTranspose, grid, thread_1d, thread_1d, elems_per_block, shared_mem, interp_args)); 769e201c85SYohann } else { 77*2b730f8bSJeremy L Thompson CeedCallBackend(CeedRunKernelDimSharedCuda(ceed, data->Interp, grid, thread_1d, thread_1d, elems_per_block, shared_mem, interp_args)); 789e201c85SYohann } 79074be161SYohann Dudouit } else if (dim == 3) { 80437930d1SJeremy L Thompson CeedInt elems_per_block = 1; 81*2b730f8bSJeremy L Thompson CeedInt grid = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0); 82*2b730f8bSJeremy L Thompson CeedInt shared_mem = elems_per_block * thread_1d * thread_1d * sizeof(CeedScalar); 839e201c85SYohann if (t_mode == CEED_TRANSPOSE) { 84*2b730f8bSJeremy L Thompson CeedCallBackend( 85*2b730f8bSJeremy L Thompson CeedRunKernelDimSharedCuda(ceed, data->InterpTranspose, grid, thread_1d, thread_1d, elems_per_block, shared_mem, interp_args)); 869e201c85SYohann } else { 87*2b730f8bSJeremy L Thompson CeedCallBackend(CeedRunKernelDimSharedCuda(ceed, data->Interp, grid, thread_1d, thread_1d, elems_per_block, shared_mem, interp_args)); 88074be161SYohann Dudouit } 899e201c85SYohann } 90ab213215SJeremy L Thompson } break; 91ab213215SJeremy L Thompson case CEED_EVAL_GRAD: { 92437930d1SJeremy L Thompson CeedInt P_1d, Q_1d; 93*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d)); 94*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisGetNumQuadraturePoints1D(basis, &Q_1d)); 95437930d1SJeremy L Thompson CeedInt thread_1d = CeedIntMax(Q_1d, P_1d); 969e201c85SYohann if (data->d_collo_grad_1d) { 97*2b730f8bSJeremy L Thompson CeedCallBackend(CeedCudaInitCollocatedGrad(data->d_interp_1d, data->d_collo_grad_1d, P_1d, Q_1d, &data->c_B, &data->c_G)); 989e201c85SYohann } else { 99*2b730f8bSJeremy L Thompson CeedCallBackend(CeedCudaInitGrad(data->d_interp_1d, data->d_grad_1d, P_1d, Q_1d, &data->c_B, &data->c_G)); 1009e201c85SYohann } 101*2b730f8bSJeremy L Thompson void *grad_args[] = {(void *)&num_elem, &data->c_B, &data->c_G, &d_u, &d_v}; 1024d537eeaSYohann if (dim == 1) { 103*2b730f8bSJeremy L Thompson CeedInt elems_per_block = CeedIntMin(ceed_Cuda->device_prop.maxThreadsDim[2], CeedIntMax(512 / thread_1d, 104e6f67ff7SJed Brown 1)); // avoid >512 total threads 105*2b730f8bSJeremy L Thompson CeedInt grid = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0); 106437930d1SJeremy L Thompson CeedInt shared_mem = elems_per_block * thread_1d * sizeof(CeedScalar); 1079e201c85SYohann if (t_mode == CEED_TRANSPOSE) { 108*2b730f8bSJeremy L Thompson CeedCallBackend(CeedRunKernelDimSharedCuda(ceed, data->GradTranspose, grid, thread_1d, 1, elems_per_block, shared_mem, grad_args)); 1099e201c85SYohann } else { 110*2b730f8bSJeremy L Thompson CeedCallBackend(CeedRunKernelDimSharedCuda(ceed, data->Grad, grid, thread_1d, 1, elems_per_block, shared_mem, grad_args)); 1119e201c85SYohann } 112074be161SYohann Dudouit } else if (dim == 2) { 113437930d1SJeremy L Thompson const CeedInt opt_elems[7] = {0, 32, 8, 6, 4, 2, 8}; 114437930d1SJeremy L Thompson // elems_per_block must be at least 1 115*2b730f8bSJeremy L Thompson CeedInt elems_per_block = CeedIntMax(thread_1d < 7 ? opt_elems[thread_1d] / num_comp : 1, 1); 116*2b730f8bSJeremy L Thompson CeedInt grid = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0); 117*2b730f8bSJeremy L Thompson CeedInt shared_mem = elems_per_block * thread_1d * thread_1d * sizeof(CeedScalar); 1189e201c85SYohann if (t_mode == CEED_TRANSPOSE) { 119*2b730f8bSJeremy L Thompson CeedCallBackend(CeedRunKernelDimSharedCuda(ceed, data->GradTranspose, grid, thread_1d, thread_1d, elems_per_block, shared_mem, grad_args)); 1209e201c85SYohann } else { 121*2b730f8bSJeremy L Thompson CeedCallBackend(CeedRunKernelDimSharedCuda(ceed, data->Grad, grid, thread_1d, thread_1d, elems_per_block, shared_mem, grad_args)); 1229e201c85SYohann } 123074be161SYohann Dudouit } else if (dim == 3) { 124437930d1SJeremy L Thompson CeedInt elems_per_block = 1; 125*2b730f8bSJeremy L Thompson CeedInt grid = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0); 126*2b730f8bSJeremy L Thompson CeedInt shared_mem = elems_per_block * thread_1d * thread_1d * sizeof(CeedScalar); 1279e201c85SYohann if (t_mode == CEED_TRANSPOSE) { 128*2b730f8bSJeremy L Thompson CeedCallBackend(CeedRunKernelDimSharedCuda(ceed, data->GradTranspose, grid, thread_1d, thread_1d, elems_per_block, shared_mem, grad_args)); 1299e201c85SYohann } else { 130*2b730f8bSJeremy L Thompson CeedCallBackend(CeedRunKernelDimSharedCuda(ceed, data->Grad, grid, thread_1d, thread_1d, elems_per_block, shared_mem, grad_args)); 1319e201c85SYohann } 132074be161SYohann Dudouit } 133ab213215SJeremy L Thompson } break; 134ab213215SJeremy L Thompson case CEED_EVAL_WEIGHT: { 135437930d1SJeremy L Thompson CeedInt Q_1d; 136*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisGetNumQuadraturePoints1D(basis, &Q_1d)); 137437930d1SJeremy L Thompson void *weight_args[] = {(void *)&num_elem, (void *)&data->d_q_weight_1d, &d_v}; 138074be161SYohann Dudouit if (dim == 1) { 139437930d1SJeremy L Thompson const CeedInt elems_per_block = 32 / Q_1d; 140*2b730f8bSJeremy L Thompson const CeedInt gridsize = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0); 141*2b730f8bSJeremy L Thompson CeedCallBackend(CeedRunKernelDimCuda(ceed, data->Weight, gridsize, Q_1d, elems_per_block, 1, weight_args)); 142074be161SYohann Dudouit } else if (dim == 2) { 143437930d1SJeremy L Thompson const CeedInt opt_elems = 32 / (Q_1d * Q_1d); 144437930d1SJeremy L Thompson const CeedInt elems_per_block = opt_elems > 0 ? opt_elems : 1; 145*2b730f8bSJeremy L Thompson const CeedInt gridsize = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0); 146*2b730f8bSJeremy L Thompson CeedCallBackend(CeedRunKernelDimCuda(ceed, data->Weight, gridsize, Q_1d, Q_1d, elems_per_block, weight_args)); 147074be161SYohann Dudouit } else if (dim == 3) { 1489e201c85SYohann const CeedInt opt_elems = 32 / (Q_1d * Q_1d); 1499e201c85SYohann const CeedInt elems_per_block = opt_elems > 0 ? opt_elems : 1; 150*2b730f8bSJeremy L Thompson const CeedInt gridsize = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0); 151*2b730f8bSJeremy L Thompson CeedCallBackend(CeedRunKernelDimCuda(ceed, data->Weight, gridsize, Q_1d, Q_1d, elems_per_block, weight_args)); 152074be161SYohann Dudouit } 153ab213215SJeremy L Thompson } break; 154ab213215SJeremy L Thompson // LCOV_EXCL_START 155ab213215SJeremy L Thompson // Evaluate the divergence to/from the quadrature points 156ab213215SJeremy L Thompson case CEED_EVAL_DIV: 157e15f9bd0SJeremy L Thompson return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_DIV not supported"); 158ab213215SJeremy L Thompson // Evaluate the curl to/from the quadrature points 159ab213215SJeremy L Thompson case CEED_EVAL_CURL: 160e15f9bd0SJeremy L Thompson return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_CURL not supported"); 161ab213215SJeremy L Thompson // Take no action, BasisApply should not have been called 162ab213215SJeremy L Thompson case CEED_EVAL_NONE: 163*2b730f8bSJeremy L Thompson return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_NONE does not make sense in this context"); 164ab213215SJeremy L Thompson // LCOV_EXCL_STOP 165c532df63SYohann } 166c532df63SYohann 167ab213215SJeremy L Thompson // Restore vectors 168437930d1SJeremy L Thompson if (eval_mode != CEED_EVAL_WEIGHT) { 169*2b730f8bSJeremy L Thompson CeedCallBackend(CeedVectorRestoreArrayRead(u, &d_u)); 170c532df63SYohann } 171*2b730f8bSJeremy L Thompson CeedCallBackend(CeedVectorRestoreArray(v, &d_v)); 172e15f9bd0SJeremy L Thompson return CEED_ERROR_SUCCESS; 173c532df63SYohann } 174c532df63SYohann 175ab213215SJeremy L Thompson //------------------------------------------------------------------------------ 176ab213215SJeremy L Thompson // Destroy basis 177ab213215SJeremy L Thompson //------------------------------------------------------------------------------ 178c532df63SYohann static int CeedBasisDestroy_Cuda_shared(CeedBasis basis) { 179c532df63SYohann Ceed ceed; 180*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisGetCeed(basis, &ceed)); 181c532df63SYohann 182c532df63SYohann CeedBasis_Cuda_shared *data; 183*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisGetData(basis, &data)); 184c532df63SYohann 185*2b730f8bSJeremy L Thompson CeedCallCuda(ceed, cuModuleUnload(data->module)); 186c532df63SYohann 187*2b730f8bSJeremy L Thompson CeedCallCuda(ceed, cudaFree(data->d_q_weight_1d)); 188*2b730f8bSJeremy L Thompson CeedCallCuda(ceed, cudaFree(data->d_interp_1d)); 189*2b730f8bSJeremy L Thompson CeedCallCuda(ceed, cudaFree(data->d_grad_1d)); 190*2b730f8bSJeremy L Thompson CeedCallCuda(ceed, cudaFree(data->d_collo_grad_1d)); 191c532df63SYohann 192*2b730f8bSJeremy L Thompson CeedCallBackend(CeedFree(&data)); 193c532df63SYohann 194e15f9bd0SJeremy L Thompson return CEED_ERROR_SUCCESS; 195c532df63SYohann } 196c532df63SYohann 197ab213215SJeremy L Thompson //------------------------------------------------------------------------------ 198ab213215SJeremy L Thompson // Create tensor basis 199ab213215SJeremy L Thompson //------------------------------------------------------------------------------ 200*2b730f8bSJeremy L Thompson int CeedBasisCreateTensorH1_Cuda_shared(CeedInt dim, CeedInt P_1d, CeedInt Q_1d, const CeedScalar *interp_1d, const CeedScalar *grad_1d, 201*2b730f8bSJeremy L Thompson const CeedScalar *q_ref_1d, const CeedScalar *q_weight_1d, CeedBasis basis) { 202c532df63SYohann Ceed ceed; 203*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisGetCeed(basis, &ceed)); 204c532df63SYohann CeedBasis_Cuda_shared *data; 205*2b730f8bSJeremy L Thompson CeedCallBackend(CeedCalloc(1, &data)); 206c532df63SYohann 207ab213215SJeremy L Thompson // Copy basis data to GPU 208437930d1SJeremy L Thompson const CeedInt q_bytes = Q_1d * sizeof(CeedScalar); 209*2b730f8bSJeremy L Thompson CeedCallCuda(ceed, cudaMalloc((void **)&data->d_q_weight_1d, q_bytes)); 210*2b730f8bSJeremy L Thompson CeedCallCuda(ceed, cudaMemcpy(data->d_q_weight_1d, q_weight_1d, q_bytes, cudaMemcpyHostToDevice)); 211c532df63SYohann 212437930d1SJeremy L Thompson const CeedInt interp_bytes = q_bytes * P_1d; 213*2b730f8bSJeremy L Thompson CeedCallCuda(ceed, cudaMalloc((void **)&data->d_interp_1d, interp_bytes)); 214*2b730f8bSJeremy L Thompson CeedCallCuda(ceed, cudaMemcpy(data->d_interp_1d, interp_1d, interp_bytes, cudaMemcpyHostToDevice)); 215c532df63SYohann 216*2b730f8bSJeremy L Thompson CeedCallCuda(ceed, cudaMalloc((void **)&data->d_grad_1d, interp_bytes)); 217*2b730f8bSJeremy L Thompson CeedCallCuda(ceed, cudaMemcpy(data->d_grad_1d, grad_1d, interp_bytes, cudaMemcpyHostToDevice)); 218c532df63SYohann 219ab213215SJeremy L Thompson // Compute collocated gradient and copy to GPU 220437930d1SJeremy L Thompson data->d_collo_grad_1d = NULL; 2219e201c85SYohann bool has_collocated_grad = dim == 3 && Q_1d >= P_1d; 2229e201c85SYohann if (has_collocated_grad) { 223437930d1SJeremy L Thompson CeedScalar *collo_grad_1d; 224*2b730f8bSJeremy L Thompson CeedCallBackend(CeedMalloc(Q_1d * Q_1d, &collo_grad_1d)); 225*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisGetCollocatedGrad(basis, collo_grad_1d)); 226*2b730f8bSJeremy L Thompson CeedCallCuda(ceed, cudaMalloc((void **)&data->d_collo_grad_1d, q_bytes * Q_1d)); 227*2b730f8bSJeremy L Thompson CeedCallCuda(ceed, cudaMemcpy(data->d_collo_grad_1d, collo_grad_1d, q_bytes * Q_1d, cudaMemcpyHostToDevice)); 228*2b730f8bSJeremy L Thompson CeedCallBackend(CeedFree(&collo_grad_1d)); 229ac421f39SYohann } 230ac421f39SYohann 231ab213215SJeremy L Thompson // Compile basis kernels 232437930d1SJeremy L Thompson CeedInt num_comp; 233*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisGetNumComponents(basis, &num_comp)); 234437930d1SJeremy L Thompson char *basis_kernel_path, *basis_kernel_source; 235*2b730f8bSJeremy L Thompson CeedCallBackend(CeedGetJitAbsolutePath(ceed, "ceed/jit-source/cuda/cuda-shared-basis-tensor.h", &basis_kernel_path)); 23646dc0734SJeremy L Thompson CeedDebug256(ceed, 2, "----- Loading Basis Kernel Source -----\n"); 237*2b730f8bSJeremy L Thompson CeedCallBackend(CeedLoadSourceToBuffer(ceed, basis_kernel_path, &basis_kernel_source)); 23846dc0734SJeremy L Thompson CeedDebug256(ceed, 2, "----- Loading Basis Kernel Source Complete -----\n"); 239*2b730f8bSJeremy L Thompson CeedCallBackend(CeedCompileCuda(ceed, basis_kernel_source, &data->module, 8, "BASIS_Q_1D", Q_1d, "BASIS_P_1D", P_1d, "T_1D", CeedIntMax(Q_1d, P_1d), 240*2b730f8bSJeremy L Thompson "BASIS_DIM", dim, "BASIS_NUM_COMP", num_comp, "BASIS_NUM_NODES", CeedIntPow(P_1d, dim), "BASIS_NUM_QPTS", 241*2b730f8bSJeremy L Thompson CeedIntPow(Q_1d, dim), "BASIS_HAS_COLLOCATED_GRAD", has_collocated_grad)); 242*2b730f8bSJeremy L Thompson CeedCallBackend(CeedGetKernelCuda(ceed, data->module, "Interp", &data->Interp)); 243*2b730f8bSJeremy L Thompson CeedCallBackend(CeedGetKernelCuda(ceed, data->module, "InterpTranspose", &data->InterpTranspose)); 244*2b730f8bSJeremy L Thompson CeedCallBackend(CeedGetKernelCuda(ceed, data->module, "Grad", &data->Grad)); 245*2b730f8bSJeremy L Thompson CeedCallBackend(CeedGetKernelCuda(ceed, data->module, "GradTranspose", &data->GradTranspose)); 246*2b730f8bSJeremy L Thompson CeedCallBackend(CeedGetKernelCuda(ceed, data->module, "Weight", &data->Weight)); 247*2b730f8bSJeremy L Thompson CeedCallBackend(CeedFree(&basis_kernel_path)); 248*2b730f8bSJeremy L Thompson CeedCallBackend(CeedFree(&basis_kernel_source)); 249c532df63SYohann 250*2b730f8bSJeremy L Thompson CeedCallBackend(CeedBasisSetData(basis, data)); 251ab213215SJeremy L Thompson 252ab213215SJeremy L Thompson // Register backend functions 253*2b730f8bSJeremy L Thompson CeedCallBackend(CeedSetBackendFunction(ceed, "Basis", basis, "Apply", CeedBasisApplyTensor_Cuda_shared)); 254*2b730f8bSJeremy L Thompson CeedCallBackend(CeedSetBackendFunction(ceed, "Basis", basis, "Destroy", CeedBasisDestroy_Cuda_shared)); 255e15f9bd0SJeremy L Thompson return CEED_ERROR_SUCCESS; 256c532df63SYohann } 257ab213215SJeremy L Thompson //------------------------------------------------------------------------------ 258