xref: /libCEED/backends/cuda-ref/ceed-cuda-ref-basis.c (revision b2165e7a2e371018feedcb47974a027ed47e0487)
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.
30d0321e0SJeremy L Thompson //
43d8e8822SJeremy L Thompson // SPDX-License-Identifier: BSD-2-Clause
50d0321e0SJeremy L Thompson //
63d8e8822SJeremy L Thompson // This file is part of CEED:  http://github.com/ceed
70d0321e0SJeremy L Thompson 
849aac155SJeremy L Thompson #include <ceed.h>
90d0321e0SJeremy L Thompson #include <ceed/backend.h>
10437930d1SJeremy L Thompson #include <ceed/jit-tools.h>
110d0321e0SJeremy L Thompson #include <cuda.h>
120d0321e0SJeremy L Thompson #include <cuda_runtime.h>
132b730f8bSJeremy L Thompson 
1449aac155SJeremy L Thompson #include "../cuda/ceed-cuda-common.h"
150d0321e0SJeremy L Thompson #include "../cuda/ceed-cuda-compile.h"
162b730f8bSJeremy L Thompson #include "ceed-cuda-ref.h"
170d0321e0SJeremy L Thompson 
180d0321e0SJeremy L Thompson //------------------------------------------------------------------------------
190d0321e0SJeremy L Thompson // Basis apply - tensor
200d0321e0SJeremy L Thompson //------------------------------------------------------------------------------
212b730f8bSJeremy L Thompson int CeedBasisApply_Cuda(CeedBasis basis, const CeedInt num_elem, CeedTransposeMode t_mode, CeedEvalMode eval_mode, CeedVector u, CeedVector v) {
220d0321e0SJeremy L Thompson   Ceed ceed;
232b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetCeed(basis, &ceed));
240d0321e0SJeremy L Thompson   Ceed_Cuda *ceed_Cuda;
252b730f8bSJeremy L Thompson   CeedCallBackend(CeedGetData(ceed, &ceed_Cuda));
260d0321e0SJeremy L Thompson   CeedBasis_Cuda *data;
272b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetData(basis, &data));
28437930d1SJeremy L Thompson   const CeedInt transpose      = t_mode == CEED_TRANSPOSE;
29437930d1SJeremy L Thompson   const int     max_block_size = 32;
300d0321e0SJeremy L Thompson 
310d0321e0SJeremy L Thompson   // Read vectors
320d0321e0SJeremy L Thompson   const CeedScalar *d_u;
330d0321e0SJeremy L Thompson   CeedScalar       *d_v;
346574a04fSJeremy L Thompson   if (u != CEED_VECTOR_NONE) CeedCallBackend(CeedVectorGetArrayRead(u, CEED_MEM_DEVICE, &d_u));
356574a04fSJeremy L Thompson   else CeedCheck(eval_mode == CEED_EVAL_WEIGHT, ceed, CEED_ERROR_BACKEND, "An input vector is required for this CeedEvalMode");
362b730f8bSJeremy L Thompson   CeedCallBackend(CeedVectorGetArrayWrite(v, CEED_MEM_DEVICE, &d_v));
370d0321e0SJeremy L Thompson 
380d0321e0SJeremy L Thompson   // Clear v for transpose operation
39437930d1SJeremy L Thompson   if (t_mode == CEED_TRANSPOSE) {
401f9221feSJeremy L Thompson     CeedSize length;
412b730f8bSJeremy L Thompson     CeedCallBackend(CeedVectorGetLength(v, &length));
422b730f8bSJeremy L Thompson     CeedCallCuda(ceed, cudaMemset(d_v, 0, length * sizeof(CeedScalar)));
430d0321e0SJeremy L Thompson   }
44437930d1SJeremy L Thompson   CeedInt Q_1d, dim;
452b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetNumQuadraturePoints1D(basis, &Q_1d));
462b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetDimension(basis, &dim));
470d0321e0SJeremy L Thompson 
480d0321e0SJeremy L Thompson   // Basis action
49437930d1SJeremy L Thompson   switch (eval_mode) {
500d0321e0SJeremy L Thompson     case CEED_EVAL_INTERP: {
512b730f8bSJeremy L Thompson       void         *interp_args[] = {(void *)&num_elem, (void *)&transpose, &data->d_interp_1d, &d_u, &d_v};
52*b2165e7aSSebastian Grimberg       const CeedInt block_size    = CeedIntMin(CeedIntPow(Q_1d, dim), max_block_size);
530d0321e0SJeremy L Thompson 
54eb7e6cafSJeremy L Thompson       CeedCallBackend(CeedRunKernel_Cuda(ceed, data->Interp, num_elem, block_size, interp_args));
550d0321e0SJeremy L Thompson     } break;
560d0321e0SJeremy L Thompson     case CEED_EVAL_GRAD: {
572b730f8bSJeremy L Thompson       void         *grad_args[] = {(void *)&num_elem, (void *)&transpose, &data->d_interp_1d, &data->d_grad_1d, &d_u, &d_v};
58*b2165e7aSSebastian Grimberg       const CeedInt block_size  = max_block_size;
590d0321e0SJeremy L Thompson 
60eb7e6cafSJeremy L Thompson       CeedCallBackend(CeedRunKernel_Cuda(ceed, data->Grad, num_elem, block_size, grad_args));
610d0321e0SJeremy L Thompson     } break;
620d0321e0SJeremy L Thompson     case CEED_EVAL_WEIGHT: {
63437930d1SJeremy L Thompson       void     *weight_args[] = {(void *)&num_elem, (void *)&data->d_q_weight_1d, &d_v};
64*b2165e7aSSebastian Grimberg       const int block_size_x  = Q_1d;
65*b2165e7aSSebastian Grimberg       const int block_size_y  = dim >= 2 ? Q_1d : 1;
66*b2165e7aSSebastian Grimberg 
67*b2165e7aSSebastian Grimberg       CeedCallBackend(CeedRunKernelDim_Cuda(ceed, data->Weight, num_elem, block_size_x, block_size_y, 1, weight_args));
680d0321e0SJeremy L Thompson     } break;
690d0321e0SJeremy L Thompson     // LCOV_EXCL_START
700d0321e0SJeremy L Thompson     // Evaluate the divergence to/from the quadrature points
710d0321e0SJeremy L Thompson     case CEED_EVAL_DIV:
720d0321e0SJeremy L Thompson       return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_DIV not supported");
730d0321e0SJeremy L Thompson     // Evaluate the curl to/from the quadrature points
740d0321e0SJeremy L Thompson     case CEED_EVAL_CURL:
750d0321e0SJeremy L Thompson       return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_CURL not supported");
760d0321e0SJeremy L Thompson     // Take no action, BasisApply should not have been called
770d0321e0SJeremy L Thompson     case CEED_EVAL_NONE:
782b730f8bSJeremy L Thompson       return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_NONE does not make sense in this context");
790d0321e0SJeremy L Thompson       // LCOV_EXCL_STOP
800d0321e0SJeremy L Thompson   }
810d0321e0SJeremy L Thompson 
820d0321e0SJeremy L Thompson   // Restore vectors
83437930d1SJeremy L Thompson   if (eval_mode != CEED_EVAL_WEIGHT) {
842b730f8bSJeremy L Thompson     CeedCallBackend(CeedVectorRestoreArrayRead(u, &d_u));
850d0321e0SJeremy L Thompson   }
862b730f8bSJeremy L Thompson   CeedCallBackend(CeedVectorRestoreArray(v, &d_v));
870d0321e0SJeremy L Thompson   return CEED_ERROR_SUCCESS;
880d0321e0SJeremy L Thompson }
890d0321e0SJeremy L Thompson 
900d0321e0SJeremy L Thompson //------------------------------------------------------------------------------
910d0321e0SJeremy L Thompson // Basis apply - non-tensor
920d0321e0SJeremy L Thompson //------------------------------------------------------------------------------
932b730f8bSJeremy L Thompson int CeedBasisApplyNonTensor_Cuda(CeedBasis basis, const CeedInt num_elem, CeedTransposeMode t_mode, CeedEvalMode eval_mode, CeedVector u,
942b730f8bSJeremy L Thompson                                  CeedVector v) {
950d0321e0SJeremy L Thompson   Ceed ceed;
962b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetCeed(basis, &ceed));
970d0321e0SJeremy L Thompson   Ceed_Cuda *ceed_Cuda;
982b730f8bSJeremy L Thompson   CeedCallBackend(CeedGetData(ceed, &ceed_Cuda));
990d0321e0SJeremy L Thompson   CeedBasisNonTensor_Cuda *data;
1002b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetData(basis, &data));
101437930d1SJeremy L Thompson   CeedInt num_nodes, num_qpts;
1022b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetNumQuadraturePoints(basis, &num_qpts));
1032b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetNumNodes(basis, &num_nodes));
104437930d1SJeremy L Thompson   const CeedInt transpose       = t_mode == CEED_TRANSPOSE;
105437930d1SJeremy L Thompson   int           elems_per_block = 1;
1062b730f8bSJeremy L Thompson   int           grid            = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0);
1070d0321e0SJeremy L Thompson 
1080d0321e0SJeremy L Thompson   // Read vectors
1090d0321e0SJeremy L Thompson   const CeedScalar *d_u;
1100d0321e0SJeremy L Thompson   CeedScalar       *d_v;
111437930d1SJeremy L Thompson   if (eval_mode != CEED_EVAL_WEIGHT) {
1122b730f8bSJeremy L Thompson     CeedCallBackend(CeedVectorGetArrayRead(u, CEED_MEM_DEVICE, &d_u));
1130d0321e0SJeremy L Thompson   }
1142b730f8bSJeremy L Thompson   CeedCallBackend(CeedVectorGetArrayWrite(v, CEED_MEM_DEVICE, &d_v));
1150d0321e0SJeremy L Thompson 
1160d0321e0SJeremy L Thompson   // Clear v for transpose operation
117437930d1SJeremy L Thompson   if (t_mode == CEED_TRANSPOSE) {
1181f9221feSJeremy L Thompson     CeedSize length;
1192b730f8bSJeremy L Thompson     CeedCallBackend(CeedVectorGetLength(v, &length));
1202b730f8bSJeremy L Thompson     CeedCallCuda(ceed, cudaMemset(d_v, 0, length * sizeof(CeedScalar)));
1210d0321e0SJeremy L Thompson   }
1220d0321e0SJeremy L Thompson 
1230d0321e0SJeremy L Thompson   // Apply basis operation
124437930d1SJeremy L Thompson   switch (eval_mode) {
1250d0321e0SJeremy L Thompson     case CEED_EVAL_INTERP: {
1262b730f8bSJeremy L Thompson       void     *interp_args[] = {(void *)&num_elem, (void *)&transpose, &data->d_interp, &d_u, &d_v};
127*b2165e7aSSebastian Grimberg       const int block_size_x  = transpose ? num_nodes : num_qpts;
128*b2165e7aSSebastian Grimberg 
129*b2165e7aSSebastian Grimberg       CeedCallBackend(CeedRunKernelDim_Cuda(ceed, data->Interp, grid, block_size_x, 1, elems_per_block, interp_args));
1300d0321e0SJeremy L Thompson     } break;
1310d0321e0SJeremy L Thompson     case CEED_EVAL_GRAD: {
1322b730f8bSJeremy L Thompson       void     *grad_args[]  = {(void *)&num_elem, (void *)&transpose, &data->d_grad, &d_u, &d_v};
133*b2165e7aSSebastian Grimberg       const int block_size_x = transpose ? num_nodes : num_qpts;
134*b2165e7aSSebastian Grimberg 
135*b2165e7aSSebastian Grimberg       CeedCallBackend(CeedRunKernelDim_Cuda(ceed, data->Grad, grid, block_size_x, 1, elems_per_block, grad_args));
1360d0321e0SJeremy L Thompson     } break;
1370d0321e0SJeremy L Thompson     case CEED_EVAL_WEIGHT: {
138437930d1SJeremy L Thompson       void *weight_args[] = {(void *)&num_elem, (void *)&data->d_q_weight, &d_v};
139*b2165e7aSSebastian Grimberg 
140eb7e6cafSJeremy L Thompson       CeedCallBackend(CeedRunKernelDim_Cuda(ceed, data->Weight, grid, num_qpts, 1, elems_per_block, weight_args));
1410d0321e0SJeremy L Thompson     } break;
1420d0321e0SJeremy L Thompson     // LCOV_EXCL_START
1430d0321e0SJeremy L Thompson     // Evaluate the divergence to/from the quadrature points
1440d0321e0SJeremy L Thompson     case CEED_EVAL_DIV:
1450d0321e0SJeremy L Thompson       return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_DIV not supported");
1460d0321e0SJeremy L Thompson     // Evaluate the curl to/from the quadrature points
1470d0321e0SJeremy L Thompson     case CEED_EVAL_CURL:
1480d0321e0SJeremy L Thompson       return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_CURL not supported");
1490d0321e0SJeremy L Thompson     // Take no action, BasisApply should not have been called
1500d0321e0SJeremy L Thompson     case CEED_EVAL_NONE:
1512b730f8bSJeremy L Thompson       return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_NONE does not make sense in this context");
1520d0321e0SJeremy L Thompson       // LCOV_EXCL_STOP
1530d0321e0SJeremy L Thompson   }
1540d0321e0SJeremy L Thompson 
1550d0321e0SJeremy L Thompson   // Restore vectors
156437930d1SJeremy L Thompson   if (eval_mode != CEED_EVAL_WEIGHT) {
1572b730f8bSJeremy L Thompson     CeedCallBackend(CeedVectorRestoreArrayRead(u, &d_u));
1580d0321e0SJeremy L Thompson   }
1592b730f8bSJeremy L Thompson   CeedCallBackend(CeedVectorRestoreArray(v, &d_v));
1600d0321e0SJeremy L Thompson   return CEED_ERROR_SUCCESS;
1610d0321e0SJeremy L Thompson }
1620d0321e0SJeremy L Thompson 
1630d0321e0SJeremy L Thompson //------------------------------------------------------------------------------
1640d0321e0SJeremy L Thompson // Destroy tensor basis
1650d0321e0SJeremy L Thompson //------------------------------------------------------------------------------
1660d0321e0SJeremy L Thompson static int CeedBasisDestroy_Cuda(CeedBasis basis) {
1670d0321e0SJeremy L Thompson   Ceed ceed;
1682b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetCeed(basis, &ceed));
1690d0321e0SJeremy L Thompson 
1700d0321e0SJeremy L Thompson   CeedBasis_Cuda *data;
1712b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetData(basis, &data));
1720d0321e0SJeremy L Thompson 
1732b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cuModuleUnload(data->module));
1740d0321e0SJeremy L Thompson 
1752b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaFree(data->d_q_weight_1d));
1762b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaFree(data->d_interp_1d));
1772b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaFree(data->d_grad_1d));
1782b730f8bSJeremy L Thompson   CeedCallBackend(CeedFree(&data));
179437930d1SJeremy L Thompson 
1800d0321e0SJeremy L Thompson   return CEED_ERROR_SUCCESS;
1810d0321e0SJeremy L Thompson }
1820d0321e0SJeremy L Thompson 
1830d0321e0SJeremy L Thompson //------------------------------------------------------------------------------
1840d0321e0SJeremy L Thompson // Destroy non-tensor basis
1850d0321e0SJeremy L Thompson //------------------------------------------------------------------------------
1860d0321e0SJeremy L Thompson static int CeedBasisDestroyNonTensor_Cuda(CeedBasis basis) {
1870d0321e0SJeremy L Thompson   Ceed ceed;
1882b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetCeed(basis, &ceed));
1890d0321e0SJeremy L Thompson 
1900d0321e0SJeremy L Thompson   CeedBasisNonTensor_Cuda *data;
1912b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetData(basis, &data));
1920d0321e0SJeremy L Thompson 
1932b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cuModuleUnload(data->module));
1940d0321e0SJeremy L Thompson 
1952b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaFree(data->d_q_weight));
1962b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaFree(data->d_interp));
1972b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaFree(data->d_grad));
1982b730f8bSJeremy L Thompson   CeedCallBackend(CeedFree(&data));
199437930d1SJeremy L Thompson 
2000d0321e0SJeremy L Thompson   return CEED_ERROR_SUCCESS;
2010d0321e0SJeremy L Thompson }
2020d0321e0SJeremy L Thompson 
2030d0321e0SJeremy L Thompson //------------------------------------------------------------------------------
2040d0321e0SJeremy L Thompson // Create tensor
2050d0321e0SJeremy L Thompson //------------------------------------------------------------------------------
2062b730f8bSJeremy L Thompson int CeedBasisCreateTensorH1_Cuda(CeedInt dim, CeedInt P_1d, CeedInt Q_1d, const CeedScalar *interp_1d, const CeedScalar *grad_1d,
2072b730f8bSJeremy L Thompson                                  const CeedScalar *q_ref_1d, const CeedScalar *q_weight_1d, CeedBasis basis) {
2080d0321e0SJeremy L Thompson   Ceed ceed;
2092b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetCeed(basis, &ceed));
2100d0321e0SJeremy L Thompson   CeedBasis_Cuda *data;
2112b730f8bSJeremy L Thompson   CeedCallBackend(CeedCalloc(1, &data));
2120d0321e0SJeremy L Thompson 
2130d0321e0SJeremy L Thompson   // Copy data to GPU
214437930d1SJeremy L Thompson   const CeedInt q_bytes = Q_1d * sizeof(CeedScalar);
2152b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaMalloc((void **)&data->d_q_weight_1d, q_bytes));
2162b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaMemcpy(data->d_q_weight_1d, q_weight_1d, q_bytes, cudaMemcpyHostToDevice));
2170d0321e0SJeremy L Thompson 
218437930d1SJeremy L Thompson   const CeedInt interp_bytes = q_bytes * P_1d;
2192b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaMalloc((void **)&data->d_interp_1d, interp_bytes));
2202b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaMemcpy(data->d_interp_1d, interp_1d, interp_bytes, cudaMemcpyHostToDevice));
2210d0321e0SJeremy L Thompson 
2222b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaMalloc((void **)&data->d_grad_1d, interp_bytes));
2232b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaMemcpy(data->d_grad_1d, grad_1d, interp_bytes, cudaMemcpyHostToDevice));
2240d0321e0SJeremy L Thompson 
225ecc88aebSJeremy L Thompson   // Compile basis kernels
226437930d1SJeremy L Thompson   CeedInt num_comp;
2272b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetNumComponents(basis, &num_comp));
228437930d1SJeremy L Thompson   char *basis_kernel_path, *basis_kernel_source;
2292b730f8bSJeremy L Thompson   CeedCallBackend(CeedGetJitAbsolutePath(ceed, "ceed/jit-source/cuda/cuda-ref-basis-tensor.h", &basis_kernel_path));
23023d4529eSJeremy L Thompson   CeedDebug256(ceed, CEED_DEBUG_COLOR_SUCCESS, "----- Loading Basis Kernel Source -----\n");
2312b730f8bSJeremy L Thompson   CeedCallBackend(CeedLoadSourceToBuffer(ceed, basis_kernel_path, &basis_kernel_source));
23223d4529eSJeremy L Thompson   CeedDebug256(ceed, CEED_DEBUG_COLOR_SUCCESS, "----- Loading Basis Kernel Source Complete! -----\n");
233eb7e6cafSJeremy L Thompson   CeedCallBackend(CeedCompile_Cuda(ceed, basis_kernel_source, &data->module, 7, "BASIS_Q_1D", Q_1d, "BASIS_P_1D", P_1d, "BASIS_BUF_LEN",
2342b730f8bSJeremy L Thompson                                    num_comp * CeedIntPow(Q_1d > P_1d ? Q_1d : P_1d, dim), "BASIS_DIM", dim, "BASIS_NUM_COMP", num_comp,
2352b730f8bSJeremy L Thompson                                    "BASIS_NUM_NODES", CeedIntPow(P_1d, dim), "BASIS_NUM_QPTS", CeedIntPow(Q_1d, dim)));
236eb7e6cafSJeremy L Thompson   CeedCallBackend(CeedGetKernel_Cuda(ceed, data->module, "Interp", &data->Interp));
237eb7e6cafSJeremy L Thompson   CeedCallBackend(CeedGetKernel_Cuda(ceed, data->module, "Grad", &data->Grad));
238eb7e6cafSJeremy L Thompson   CeedCallBackend(CeedGetKernel_Cuda(ceed, data->module, "Weight", &data->Weight));
2392b730f8bSJeremy L Thompson   CeedCallBackend(CeedFree(&basis_kernel_path));
2402b730f8bSJeremy L Thompson   CeedCallBackend(CeedFree(&basis_kernel_source));
241437930d1SJeremy L Thompson 
2422b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisSetData(basis, data));
2430d0321e0SJeremy L Thompson 
2442b730f8bSJeremy L Thompson   CeedCallBackend(CeedSetBackendFunction(ceed, "Basis", basis, "Apply", CeedBasisApply_Cuda));
2452b730f8bSJeremy L Thompson   CeedCallBackend(CeedSetBackendFunction(ceed, "Basis", basis, "Destroy", CeedBasisDestroy_Cuda));
2460d0321e0SJeremy L Thompson   return CEED_ERROR_SUCCESS;
2470d0321e0SJeremy L Thompson }
2480d0321e0SJeremy L Thompson 
2490d0321e0SJeremy L Thompson //------------------------------------------------------------------------------
2500d0321e0SJeremy L Thompson // Create non-tensor
2510d0321e0SJeremy L Thompson //------------------------------------------------------------------------------
2522b730f8bSJeremy L Thompson int CeedBasisCreateH1_Cuda(CeedElemTopology topo, CeedInt dim, CeedInt num_nodes, CeedInt num_qpts, const CeedScalar *interp, const CeedScalar *grad,
25351475c7cSJeremy L Thompson                            const CeedScalar *q_ref, const CeedScalar *q_weight, CeedBasis basis) {
2540d0321e0SJeremy L Thompson   Ceed ceed;
2552b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetCeed(basis, &ceed));
2560d0321e0SJeremy L Thompson   CeedBasisNonTensor_Cuda *data;
2572b730f8bSJeremy L Thompson   CeedCallBackend(CeedCalloc(1, &data));
2580d0321e0SJeremy L Thompson 
2590d0321e0SJeremy L Thompson   // Copy basis data to GPU
260437930d1SJeremy L Thompson   const CeedInt q_bytes = num_qpts * sizeof(CeedScalar);
2612b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaMalloc((void **)&data->d_q_weight, q_bytes));
2622b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaMemcpy(data->d_q_weight, q_weight, q_bytes, cudaMemcpyHostToDevice));
2630d0321e0SJeremy L Thompson 
264437930d1SJeremy L Thompson   const CeedInt interp_bytes = q_bytes * num_nodes;
2652b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaMalloc((void **)&data->d_interp, interp_bytes));
2662b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaMemcpy(data->d_interp, interp, interp_bytes, cudaMemcpyHostToDevice));
2670d0321e0SJeremy L Thompson 
268437930d1SJeremy L Thompson   const CeedInt grad_bytes = q_bytes * num_nodes * dim;
2692b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaMalloc((void **)&data->d_grad, grad_bytes));
2702b730f8bSJeremy L Thompson   CeedCallCuda(ceed, cudaMemcpy(data->d_grad, grad, grad_bytes, cudaMemcpyHostToDevice));
2710d0321e0SJeremy L Thompson 
2720d0321e0SJeremy L Thompson   // Compile basis kernels
273437930d1SJeremy L Thompson   CeedInt num_comp;
2742b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetNumComponents(basis, &num_comp));
275437930d1SJeremy L Thompson   char *basis_kernel_path, *basis_kernel_source;
2762b730f8bSJeremy L Thompson   CeedCallBackend(CeedGetJitAbsolutePath(ceed, "ceed/jit-source/cuda/cuda-ref-basis-nontensor.h", &basis_kernel_path));
27723d4529eSJeremy L Thompson   CeedDebug256(ceed, CEED_DEBUG_COLOR_SUCCESS, "----- Loading Basis Kernel Source -----\n");
2782b730f8bSJeremy L Thompson   CeedCallBackend(CeedLoadSourceToBuffer(ceed, basis_kernel_path, &basis_kernel_source));
27923d4529eSJeremy L Thompson   CeedDebug256(ceed, CEED_DEBUG_COLOR_SUCCESS, "----- Loading Basis Kernel Source Complete! -----\n");
280eb7e6cafSJeremy L Thompson   CeedCallCuda(ceed, CeedCompile_Cuda(ceed, basis_kernel_source, &data->module, 4, "BASIS_Q", num_qpts, "BASIS_P", num_nodes, "BASIS_DIM", dim,
2812b730f8bSJeremy L Thompson                                       "BASIS_NUM_COMP", num_comp));
282eb7e6cafSJeremy L Thompson   CeedCallCuda(ceed, CeedGetKernel_Cuda(ceed, data->module, "Interp", &data->Interp));
283eb7e6cafSJeremy L Thompson   CeedCallCuda(ceed, CeedGetKernel_Cuda(ceed, data->module, "Grad", &data->Grad));
284eb7e6cafSJeremy L Thompson   CeedCallCuda(ceed, CeedGetKernel_Cuda(ceed, data->module, "Weight", &data->Weight));
2852b730f8bSJeremy L Thompson   CeedCallBackend(CeedFree(&basis_kernel_path));
2862b730f8bSJeremy L Thompson   CeedCallBackend(CeedFree(&basis_kernel_source));
2870d0321e0SJeremy L Thompson 
2882b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisSetData(basis, data));
2890d0321e0SJeremy L Thompson 
2900d0321e0SJeremy L Thompson   // Register backend functions
2912b730f8bSJeremy L Thompson   CeedCallBackend(CeedSetBackendFunction(ceed, "Basis", basis, "Apply", CeedBasisApplyNonTensor_Cuda));
2922b730f8bSJeremy L Thompson   CeedCallBackend(CeedSetBackendFunction(ceed, "Basis", basis, "Destroy", CeedBasisDestroyNonTensor_Cuda));
2930d0321e0SJeremy L Thompson   return CEED_ERROR_SUCCESS;
2940d0321e0SJeremy L Thompson }
2952a86cc9dSSebastian Grimberg 
2960d0321e0SJeremy L Thompson //------------------------------------------------------------------------------
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