xref: /libCEED/rust/libceed-sys/c-src/backends/hip-shared/ceed-hip-shared-basis.c (revision 49aac155e7a09736f56fb3abac0f57dab29f7cbf)
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.
37d8d0e25Snbeams //
43d8e8822SJeremy L Thompson // SPDX-License-Identifier: BSD-2-Clause
57d8d0e25Snbeams //
63d8e8822SJeremy L Thompson // This file is part of CEED:  http://github.com/ceed
77d8d0e25Snbeams 
8*49aac155SJeremy L Thompson #include <ceed.h>
9ec3da8bcSJed Brown #include <ceed/backend.h>
10437930d1SJeremy L Thompson #include <ceed/jit-tools.h>
113d576824SJeremy L Thompson #include <hip/hip_runtime.h>
12*49aac155SJeremy L Thompson #include <stdbool.h>
133d576824SJeremy L Thompson #include <stddef.h>
142b730f8bSJeremy L Thompson 
157fcac036SJeremy L Thompson #include "../hip/ceed-hip-common.h"
167d8d0e25Snbeams #include "../hip/ceed-hip-compile.h"
172b730f8bSJeremy L Thompson #include "ceed-hip-shared.h"
187d8d0e25Snbeams 
197d8d0e25Snbeams //------------------------------------------------------------------------------
209e31c45bSnbeams // Compute a block size based on required minimum threads
219e31c45bSnbeams //------------------------------------------------------------------------------
229e31c45bSnbeams static CeedInt ComputeBlockSizeFromRequirement(const CeedInt required) {
239e31c45bSnbeams   CeedInt maxSize     = 1024;  // Max total threads per block
249e31c45bSnbeams   CeedInt currentSize = 64;    // Start with one group
259e31c45bSnbeams 
269e31c45bSnbeams   while (currentSize < maxSize) {
272b730f8bSJeremy L Thompson     if (currentSize > required) break;
282b730f8bSJeremy L Thompson     else currentSize = currentSize * 2;
299e31c45bSnbeams   }
309e31c45bSnbeams   return currentSize;
319e31c45bSnbeams }
329e31c45bSnbeams 
339e31c45bSnbeams //------------------------------------------------------------------------------
349e31c45bSnbeams // Compute required thread block sizes for basis kernels given P, Q, dim, and
359e201c85SYohann // num_comp (num_comp not currently used, but may be again in other basis
369e201c85SYohann // parallelization options)
379e31c45bSnbeams //------------------------------------------------------------------------------
382b730f8bSJeremy L Thompson static int ComputeBasisThreadBlockSizes(const CeedInt dim, const CeedInt P_1d, const CeedInt Q_1d, const CeedInt num_comp, CeedInt *block_sizes) {
399e31c45bSnbeams   // Note that this will use the same block sizes for all dimensions when compiling,
409e31c45bSnbeams   // but as each basis object is defined for a particular dimension, we will never
419e31c45bSnbeams   // call any kernels except the ones for the dimension for which we have computed the
429e31c45bSnbeams   // block sizes.
43437930d1SJeremy L Thompson   const CeedInt thread_1d = CeedIntMax(P_1d, Q_1d);
449e31c45bSnbeams   switch (dim) {
459e31c45bSnbeams     case 1: {
469e31c45bSnbeams       // Interp kernels:
47437930d1SJeremy L Thompson       block_sizes[0] = 256;
489e31c45bSnbeams 
499e31c45bSnbeams       // Grad kernels:
50437930d1SJeremy L Thompson       block_sizes[1] = 256;
519e31c45bSnbeams 
529e31c45bSnbeams       // Weight kernels:
53437930d1SJeremy L Thompson       block_sizes[2] = 256;
549e31c45bSnbeams     } break;
559e31c45bSnbeams     case 2: {
569e31c45bSnbeams       // Interp kernels:
579e201c85SYohann       CeedInt required = thread_1d * thread_1d;
589e201c85SYohann       block_sizes[0]   = CeedIntMax(256, ComputeBlockSizeFromRequirement(required));
599e31c45bSnbeams 
609e31c45bSnbeams       // Grad kernels: currently use same required minimum threads
619e201c85SYohann       block_sizes[1] = CeedIntMax(256, ComputeBlockSizeFromRequirement(required));
629e31c45bSnbeams 
639e31c45bSnbeams       // Weight kernels:
64437930d1SJeremy L Thompson       required       = CeedIntMax(64, Q_1d * Q_1d);
659e201c85SYohann       block_sizes[2] = CeedIntMax(256, ComputeBlockSizeFromRequirement(required));
669e31c45bSnbeams 
679e31c45bSnbeams     } break;
689e31c45bSnbeams     case 3: {
699e31c45bSnbeams       // Interp kernels:
709e201c85SYohann       CeedInt required = thread_1d * thread_1d;
719e201c85SYohann       block_sizes[0]   = CeedIntMax(256, ComputeBlockSizeFromRequirement(required));
729e31c45bSnbeams 
739e31c45bSnbeams       // Grad kernels: currently use same required minimum threads
749e201c85SYohann       block_sizes[1] = CeedIntMax(256, ComputeBlockSizeFromRequirement(required));
759e31c45bSnbeams 
769e31c45bSnbeams       // Weight kernels:
77437930d1SJeremy L Thompson       required       = Q_1d * Q_1d * Q_1d;
789e201c85SYohann       block_sizes[2] = CeedIntMax(256, ComputeBlockSizeFromRequirement(required));
799e31c45bSnbeams     }
809e31c45bSnbeams   }
819e31c45bSnbeams 
82e15f9bd0SJeremy L Thompson   return CEED_ERROR_SUCCESS;
839e31c45bSnbeams }
849e31c45bSnbeams 
859e31c45bSnbeams //------------------------------------------------------------------------------
867d8d0e25Snbeams // Apply basis
877d8d0e25Snbeams //------------------------------------------------------------------------------
882b730f8bSJeremy L Thompson int CeedBasisApplyTensor_Hip_shared(CeedBasis basis, const CeedInt num_elem, CeedTransposeMode t_mode, CeedEvalMode eval_mode, CeedVector u,
897d8d0e25Snbeams                                     CeedVector v) {
907d8d0e25Snbeams   Ceed ceed;
912b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetCeed(basis, &ceed));
926dbfb411Snbeams   Ceed_Hip *ceed_Hip;
932b730f8bSJeremy L Thompson   CeedCallBackend(CeedGetData(ceed, &ceed_Hip));
947d8d0e25Snbeams   CeedBasis_Hip_shared *data;
952b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetData(basis, &data));
96437930d1SJeremy L Thompson   CeedInt dim, num_comp;
972b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetDimension(basis, &dim));
982b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetNumComponents(basis, &num_comp));
997d8d0e25Snbeams 
1007d8d0e25Snbeams   // Read vectors
1017d8d0e25Snbeams   const CeedScalar *d_u;
1027d8d0e25Snbeams   CeedScalar       *d_v;
103437930d1SJeremy L Thompson   if (eval_mode != CEED_EVAL_WEIGHT) {
1042b730f8bSJeremy L Thompson     CeedCallBackend(CeedVectorGetArrayRead(u, CEED_MEM_DEVICE, &d_u));
1057d8d0e25Snbeams   }
1062b730f8bSJeremy L Thompson   CeedCallBackend(CeedVectorGetArrayWrite(v, CEED_MEM_DEVICE, &d_v));
1077d8d0e25Snbeams 
1087d8d0e25Snbeams   // Apply basis operation
109437930d1SJeremy L Thompson   switch (eval_mode) {
1107d8d0e25Snbeams     case CEED_EVAL_INTERP: {
111437930d1SJeremy L Thompson       CeedInt P_1d, Q_1d;
112437930d1SJeremy L Thompson       CeedInt block_size = data->block_sizes[0];
1132b730f8bSJeremy L Thompson       CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
1142b730f8bSJeremy L Thompson       CeedCallBackend(CeedBasisGetNumQuadraturePoints1D(basis, &Q_1d));
115437930d1SJeremy L Thompson       CeedInt thread_1d     = CeedIntMax(Q_1d, P_1d);
1162b730f8bSJeremy L Thompson       void   *interp_args[] = {(void *)&num_elem, &data->d_interp_1d, &d_u, &d_v};
1177d8d0e25Snbeams       if (dim == 1) {
118437930d1SJeremy L Thompson         CeedInt elems_per_block = 64 * thread_1d > 256 ? 256 / thread_1d : 64;
119437930d1SJeremy L Thompson         elems_per_block         = elems_per_block > 0 ? elems_per_block : 1;
1202b730f8bSJeremy L Thompson         CeedInt grid            = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0);
121437930d1SJeremy L Thompson         CeedInt shared_mem      = elems_per_block * thread_1d * sizeof(CeedScalar);
1229e201c85SYohann         if (t_mode == CEED_TRANSPOSE) {
1232b730f8bSJeremy L Thompson           CeedCallBackend(CeedRunKernelDimSharedHip(ceed, data->InterpTranspose, grid, thread_1d, 1, elems_per_block, shared_mem, interp_args));
1249e201c85SYohann         } else {
1252b730f8bSJeremy L Thompson           CeedCallBackend(CeedRunKernelDimSharedHip(ceed, data->Interp, grid, thread_1d, 1, elems_per_block, shared_mem, interp_args));
1269e201c85SYohann         }
1277d8d0e25Snbeams       } else if (dim == 2) {
1289e31c45bSnbeams         // Check if required threads is small enough to do multiple elems
1292b730f8bSJeremy L Thompson         const CeedInt elems_per_block = CeedIntMax(block_size / (thread_1d * thread_1d), 1);
1302b730f8bSJeremy L Thompson         CeedInt       grid            = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0);
1312b730f8bSJeremy L Thompson         CeedInt       shared_mem      = elems_per_block * thread_1d * thread_1d * sizeof(CeedScalar);
1329e201c85SYohann         if (t_mode == CEED_TRANSPOSE) {
1332b730f8bSJeremy L Thompson           CeedCallBackend(
1342b730f8bSJeremy L Thompson               CeedRunKernelDimSharedHip(ceed, data->InterpTranspose, grid, thread_1d, thread_1d, elems_per_block, shared_mem, interp_args));
1359e201c85SYohann         } else {
1362b730f8bSJeremy L Thompson           CeedCallBackend(CeedRunKernelDimSharedHip(ceed, data->Interp, grid, thread_1d, thread_1d, elems_per_block, shared_mem, interp_args));
1379e201c85SYohann         }
1387d8d0e25Snbeams       } else if (dim == 3) {
1392b730f8bSJeremy L Thompson         const CeedInt elems_per_block = CeedIntMax(block_size / (thread_1d * thread_1d), 1);
1402b730f8bSJeremy L Thompson         CeedInt       grid            = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0);
1412b730f8bSJeremy L Thompson         CeedInt       shared_mem      = elems_per_block * thread_1d * thread_1d * sizeof(CeedScalar);
1429e201c85SYohann         if (t_mode == CEED_TRANSPOSE) {
1432b730f8bSJeremy L Thompson           CeedCallBackend(
1442b730f8bSJeremy L Thompson               CeedRunKernelDimSharedHip(ceed, data->InterpTranspose, grid, thread_1d, thread_1d, elems_per_block, shared_mem, interp_args));
1459e201c85SYohann         } else {
1462b730f8bSJeremy L Thompson           CeedCallBackend(CeedRunKernelDimSharedHip(ceed, data->Interp, grid, thread_1d, thread_1d, elems_per_block, shared_mem, interp_args));
1479e201c85SYohann         }
1487d8d0e25Snbeams       }
1497d8d0e25Snbeams     } break;
1507d8d0e25Snbeams     case CEED_EVAL_GRAD: {
151437930d1SJeremy L Thompson       CeedInt P_1d, Q_1d;
152437930d1SJeremy L Thompson       CeedInt block_size = data->block_sizes[1];
1532b730f8bSJeremy L Thompson       CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
1542b730f8bSJeremy L Thompson       CeedCallBackend(CeedBasisGetNumQuadraturePoints1D(basis, &Q_1d));
155437930d1SJeremy L Thompson       CeedInt     thread_1d = CeedIntMax(Q_1d, P_1d);
1569e201c85SYohann       CeedScalar *d_grad_1d = data->d_grad_1d;
1579e201c85SYohann       if (data->d_collo_grad_1d) {
1589e201c85SYohann         d_grad_1d = data->d_collo_grad_1d;
1599e201c85SYohann       }
1602b730f8bSJeremy L Thompson       void *grad_args[] = {(void *)&num_elem, &data->d_interp_1d, &d_grad_1d, &d_u, &d_v};
1617d8d0e25Snbeams       if (dim == 1) {
162437930d1SJeremy L Thompson         CeedInt elems_per_block = 64 * thread_1d > 256 ? 256 / thread_1d : 64;
163437930d1SJeremy L Thompson         elems_per_block         = elems_per_block > 0 ? elems_per_block : 1;
1642b730f8bSJeremy L Thompson         CeedInt grid            = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0);
165437930d1SJeremy L Thompson         CeedInt shared_mem      = elems_per_block * thread_1d * sizeof(CeedScalar);
1669e201c85SYohann         if (t_mode == CEED_TRANSPOSE) {
1672b730f8bSJeremy L Thompson           CeedCallBackend(CeedRunKernelDimSharedHip(ceed, data->GradTranspose, grid, thread_1d, 1, elems_per_block, shared_mem, grad_args));
1689e201c85SYohann         } else {
1692b730f8bSJeremy L Thompson           CeedCallBackend(CeedRunKernelDimSharedHip(ceed, data->Grad, grid, thread_1d, 1, elems_per_block, shared_mem, grad_args));
1709e201c85SYohann         }
1717d8d0e25Snbeams       } else if (dim == 2) {
1729e31c45bSnbeams         // Check if required threads is small enough to do multiple elems
1732b730f8bSJeremy L Thompson         const CeedInt elems_per_block = CeedIntMax(block_size / (thread_1d * thread_1d), 1);
1742b730f8bSJeremy L Thompson         CeedInt       grid            = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0);
1752b730f8bSJeremy L Thompson         CeedInt       shared_mem      = elems_per_block * thread_1d * thread_1d * sizeof(CeedScalar);
1769e201c85SYohann         if (t_mode == CEED_TRANSPOSE) {
1772b730f8bSJeremy L Thompson           CeedCallBackend(CeedRunKernelDimSharedHip(ceed, data->GradTranspose, grid, thread_1d, thread_1d, elems_per_block, shared_mem, grad_args));
1789e201c85SYohann         } else {
1792b730f8bSJeremy L Thompson           CeedCallBackend(CeedRunKernelDimSharedHip(ceed, data->Grad, grid, thread_1d, thread_1d, elems_per_block, shared_mem, grad_args));
1809e201c85SYohann         }
1817d8d0e25Snbeams       } else if (dim == 3) {
1822b730f8bSJeremy L Thompson         const CeedInt elems_per_block = CeedIntMax(block_size / (thread_1d * thread_1d), 1);
1832b730f8bSJeremy L Thompson         CeedInt       grid            = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0);
1842b730f8bSJeremy L Thompson         CeedInt       shared_mem      = elems_per_block * thread_1d * thread_1d * sizeof(CeedScalar);
1859e201c85SYohann         if (t_mode == CEED_TRANSPOSE) {
1862b730f8bSJeremy L Thompson           CeedCallBackend(CeedRunKernelDimSharedHip(ceed, data->GradTranspose, grid, thread_1d, thread_1d, elems_per_block, shared_mem, grad_args));
1879e201c85SYohann         } else {
1882b730f8bSJeremy L Thompson           CeedCallBackend(CeedRunKernelDimSharedHip(ceed, data->Grad, grid, thread_1d, thread_1d, elems_per_block, shared_mem, grad_args));
1899e201c85SYohann         }
1907d8d0e25Snbeams       }
1917d8d0e25Snbeams     } break;
1927d8d0e25Snbeams     case CEED_EVAL_WEIGHT: {
193437930d1SJeremy L Thompson       CeedInt Q_1d;
194437930d1SJeremy L Thompson       CeedInt block_size = data->block_sizes[2];
1952b730f8bSJeremy L Thompson       CeedCallBackend(CeedBasisGetNumQuadraturePoints1D(basis, &Q_1d));
196437930d1SJeremy L Thompson       void *weight_args[] = {(void *)&num_elem, (void *)&data->d_q_weight_1d, &d_v};
1977d8d0e25Snbeams       if (dim == 1) {
198437930d1SJeremy L Thompson         const CeedInt opt_elems       = block_size / Q_1d;
199437930d1SJeremy L Thompson         const CeedInt elems_per_block = opt_elems > 0 ? opt_elems : 1;
2002b730f8bSJeremy L Thompson         const CeedInt grid_size       = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0);
2012b730f8bSJeremy L Thompson         CeedCallBackend(CeedRunKernelDimHip(ceed, data->Weight, grid_size, Q_1d, elems_per_block, 1, weight_args));
2027d8d0e25Snbeams       } else if (dim == 2) {
203437930d1SJeremy L Thompson         const CeedInt opt_elems       = block_size / (Q_1d * Q_1d);
204437930d1SJeremy L Thompson         const CeedInt elems_per_block = opt_elems > 0 ? opt_elems : 1;
2052b730f8bSJeremy L Thompson         const CeedInt grid_size       = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0);
2062b730f8bSJeremy L Thompson         CeedCallBackend(CeedRunKernelDimHip(ceed, data->Weight, grid_size, Q_1d, Q_1d, elems_per_block, weight_args));
2077d8d0e25Snbeams       } else if (dim == 3) {
2089e201c85SYohann         const CeedInt opt_elems       = block_size / (Q_1d * Q_1d);
2099e201c85SYohann         const CeedInt elems_per_block = opt_elems > 0 ? opt_elems : 1;
2102b730f8bSJeremy L Thompson         const CeedInt grid_size       = num_elem / elems_per_block + ((num_elem / elems_per_block * elems_per_block < num_elem) ? 1 : 0);
2112b730f8bSJeremy L Thompson         CeedCallBackend(CeedRunKernelDimHip(ceed, data->Weight, grid_size, Q_1d, Q_1d, elems_per_block, weight_args));
2127d8d0e25Snbeams       }
2137d8d0e25Snbeams     } break;
2147d8d0e25Snbeams     // LCOV_EXCL_START
2157d8d0e25Snbeams     // Evaluate the divergence to/from the quadrature points
2167d8d0e25Snbeams     case CEED_EVAL_DIV:
217e15f9bd0SJeremy L Thompson       return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_DIV not supported");
2187d8d0e25Snbeams     // Evaluate the curl to/from the quadrature points
2197d8d0e25Snbeams     case CEED_EVAL_CURL:
220e15f9bd0SJeremy L Thompson       return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_CURL not supported");
2217d8d0e25Snbeams     // Take no action, BasisApply should not have been called
2227d8d0e25Snbeams     case CEED_EVAL_NONE:
2232b730f8bSJeremy L Thompson       return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_NONE does not make sense in this context");
2247d8d0e25Snbeams       // LCOV_EXCL_STOP
2257d8d0e25Snbeams   }
2267d8d0e25Snbeams 
2277d8d0e25Snbeams   // Restore vectors
228437930d1SJeremy L Thompson   if (eval_mode != CEED_EVAL_WEIGHT) {
2292b730f8bSJeremy L Thompson     CeedCallBackend(CeedVectorRestoreArrayRead(u, &d_u));
2307d8d0e25Snbeams   }
2312b730f8bSJeremy L Thompson   CeedCallBackend(CeedVectorRestoreArray(v, &d_v));
232e15f9bd0SJeremy L Thompson   return CEED_ERROR_SUCCESS;
2337d8d0e25Snbeams }
2347d8d0e25Snbeams 
2357d8d0e25Snbeams //------------------------------------------------------------------------------
2367d8d0e25Snbeams // Destroy basis
2377d8d0e25Snbeams //------------------------------------------------------------------------------
2387d8d0e25Snbeams static int CeedBasisDestroy_Hip_shared(CeedBasis basis) {
2397d8d0e25Snbeams   Ceed ceed;
2402b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetCeed(basis, &ceed));
2417d8d0e25Snbeams 
2427d8d0e25Snbeams   CeedBasis_Hip_shared *data;
2432b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetData(basis, &data));
2447d8d0e25Snbeams 
2452b730f8bSJeremy L Thompson   CeedCallHip(ceed, hipModuleUnload(data->module));
2467d8d0e25Snbeams 
2472b730f8bSJeremy L Thompson   CeedCallHip(ceed, hipFree(data->d_q_weight_1d));
2482b730f8bSJeremy L Thompson   CeedCallHip(ceed, hipFree(data->d_interp_1d));
2492b730f8bSJeremy L Thompson   CeedCallHip(ceed, hipFree(data->d_grad_1d));
2502b730f8bSJeremy L Thompson   CeedCallHip(ceed, hipFree(data->d_collo_grad_1d));
2512b730f8bSJeremy L Thompson   CeedCallBackend(CeedFree(&data));
2527d8d0e25Snbeams 
253e15f9bd0SJeremy L Thompson   return CEED_ERROR_SUCCESS;
2547d8d0e25Snbeams }
2557d8d0e25Snbeams 
2567d8d0e25Snbeams //------------------------------------------------------------------------------
2577d8d0e25Snbeams // Create tensor basis
2587d8d0e25Snbeams //------------------------------------------------------------------------------
2592b730f8bSJeremy L Thompson int CeedBasisCreateTensorH1_Hip_shared(CeedInt dim, CeedInt P_1d, CeedInt Q_1d, const CeedScalar *interp_1d, const CeedScalar *grad_1d,
2602b730f8bSJeremy L Thompson                                        const CeedScalar *q_ref1d, const CeedScalar *q_weight_1d, CeedBasis basis) {
2617d8d0e25Snbeams   Ceed ceed;
2622b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetCeed(basis, &ceed));
2637d8d0e25Snbeams   CeedBasis_Hip_shared *data;
2642b730f8bSJeremy L Thompson   CeedCallBackend(CeedCalloc(1, &data));
2657d8d0e25Snbeams 
2667d8d0e25Snbeams   // Copy basis data to GPU
267437930d1SJeremy L Thompson   const CeedInt qBytes = Q_1d * sizeof(CeedScalar);
2682b730f8bSJeremy L Thompson   CeedCallHip(ceed, hipMalloc((void **)&data->d_q_weight_1d, qBytes));
2692b730f8bSJeremy L Thompson   CeedCallHip(ceed, hipMemcpy(data->d_q_weight_1d, q_weight_1d, qBytes, hipMemcpyHostToDevice));
2707d8d0e25Snbeams 
271437930d1SJeremy L Thompson   const CeedInt iBytes = qBytes * P_1d;
2722b730f8bSJeremy L Thompson   CeedCallHip(ceed, hipMalloc((void **)&data->d_interp_1d, iBytes));
2732b730f8bSJeremy L Thompson   CeedCallHip(ceed, hipMemcpy(data->d_interp_1d, interp_1d, iBytes, hipMemcpyHostToDevice));
2747d8d0e25Snbeams 
2752b730f8bSJeremy L Thompson   CeedCallHip(ceed, hipMalloc((void **)&data->d_grad_1d, iBytes));
2762b730f8bSJeremy L Thompson   CeedCallHip(ceed, hipMemcpy(data->d_grad_1d, grad_1d, iBytes, hipMemcpyHostToDevice));
2777d8d0e25Snbeams 
2787d8d0e25Snbeams   // Compute collocated gradient and copy to GPU
279437930d1SJeremy L Thompson   data->d_collo_grad_1d    = NULL;
2809e201c85SYohann   bool has_collocated_grad = dim == 3 && Q_1d >= P_1d;
2819e201c85SYohann   if (has_collocated_grad) {
282437930d1SJeremy L Thompson     CeedScalar *collo_grad_1d;
2832b730f8bSJeremy L Thompson     CeedCallBackend(CeedMalloc(Q_1d * Q_1d, &collo_grad_1d));
2842b730f8bSJeremy L Thompson     CeedCallBackend(CeedBasisGetCollocatedGrad(basis, collo_grad_1d));
2852b730f8bSJeremy L Thompson     CeedCallHip(ceed, hipMalloc((void **)&data->d_collo_grad_1d, qBytes * Q_1d));
2862b730f8bSJeremy L Thompson     CeedCallHip(ceed, hipMemcpy(data->d_collo_grad_1d, collo_grad_1d, qBytes * Q_1d, hipMemcpyHostToDevice));
2872b730f8bSJeremy L Thompson     CeedCallBackend(CeedFree(&collo_grad_1d));
2887d8d0e25Snbeams   }
2897d8d0e25Snbeams 
2909e31c45bSnbeams   // Set number of threads per block for basis kernels
291437930d1SJeremy L Thompson   CeedInt num_comp;
2922b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisGetNumComponents(basis, &num_comp));
2932b730f8bSJeremy L Thompson   CeedCallBackend(ComputeBasisThreadBlockSizes(dim, P_1d, Q_1d, num_comp, data->block_sizes));
2949e31c45bSnbeams 
2959e31c45bSnbeams   // Compile basis kernels
296437930d1SJeremy L Thompson   char *basis_kernel_path, *basis_kernel_source;
2972b730f8bSJeremy L Thompson   CeedCallBackend(CeedGetJitAbsolutePath(ceed, "ceed/jit-source/hip/hip-shared-basis-tensor.h", &basis_kernel_path));
29846dc0734SJeremy L Thompson   CeedDebug256(ceed, 2, "----- Loading Basis Kernel Source -----\n");
2992b730f8bSJeremy L Thompson   CeedCallBackend(CeedLoadSourceToBuffer(ceed, basis_kernel_path, &basis_kernel_source));
30046dc0734SJeremy L Thompson   CeedDebug256(ceed, 2, "----- Loading Basis Kernel Source Complete! -----\n");
3012b730f8bSJeremy L Thompson   CeedCallBackend(CeedCompileHip(ceed, basis_kernel_source, &data->module, 11, "BASIS_Q_1D", Q_1d, "BASIS_P_1D", P_1d, "T_1D", CeedIntMax(Q_1d, P_1d),
3022b730f8bSJeremy L Thompson                                  "BASIS_DIM", dim, "BASIS_NUM_COMP", num_comp, "BASIS_NUM_NODES", CeedIntPow(P_1d, dim), "BASIS_NUM_QPTS",
3032b730f8bSJeremy L Thompson                                  CeedIntPow(Q_1d, dim), "BASIS_INTERP_BLOCK_SIZE", data->block_sizes[0], "BASIS_GRAD_BLOCK_SIZE",
3042b730f8bSJeremy L Thompson                                  data->block_sizes[1], "BASIS_WEIGHT_BLOCK_SIZE", data->block_sizes[2], "BASIS_HAS_COLLOCATED_GRAD",
3052b730f8bSJeremy L Thompson                                  has_collocated_grad));
3062b730f8bSJeremy L Thompson   CeedCallBackend(CeedGetKernelHip(ceed, data->module, "Interp", &data->Interp));
3072b730f8bSJeremy L Thompson   CeedCallBackend(CeedGetKernelHip(ceed, data->module, "InterpTranspose", &data->InterpTranspose));
3082b730f8bSJeremy L Thompson   CeedCallBackend(CeedGetKernelHip(ceed, data->module, "Grad", &data->Grad));
3092b730f8bSJeremy L Thompson   CeedCallBackend(CeedGetKernelHip(ceed, data->module, "GradTranspose", &data->GradTranspose));
3102b730f8bSJeremy L Thompson   CeedCallBackend(CeedGetKernelHip(ceed, data->module, "Weight", &data->Weight));
3112b730f8bSJeremy L Thompson   CeedCallBackend(CeedFree(&basis_kernel_path));
3122b730f8bSJeremy L Thompson   CeedCallBackend(CeedFree(&basis_kernel_source));
3137d8d0e25Snbeams 
3142b730f8bSJeremy L Thompson   CeedCallBackend(CeedBasisSetData(basis, data));
3157d8d0e25Snbeams 
3167d8d0e25Snbeams   // Register backend functions
3172b730f8bSJeremy L Thompson   CeedCallBackend(CeedSetBackendFunction(ceed, "Basis", basis, "Apply", CeedBasisApplyTensor_Hip_shared));
3182b730f8bSJeremy L Thompson   CeedCallBackend(CeedSetBackendFunction(ceed, "Basis", basis, "Destroy", CeedBasisDestroy_Hip_shared));
319e15f9bd0SJeremy L Thompson   return CEED_ERROR_SUCCESS;
3207d8d0e25Snbeams }
3217d8d0e25Snbeams //------------------------------------------------------------------------------
322