xref: /libCEED/include/ceed/jit-source/cuda/cuda-shared-basis-tensor-at-points.h (revision d4cc18453651bd0f94c1a2e078b2646a92dafdcc)
1*9ba83ac0SJeremy L Thompson // Copyright (c) 2017-2026, Lawrence Livermore National Security, LLC and other CEED contributors.
29e1d4b82SJeremy L Thompson // All Rights Reserved. See the top-level LICENSE and NOTICE files for details.
39e1d4b82SJeremy L Thompson //
49e1d4b82SJeremy L Thompson // SPDX-License-Identifier: BSD-2-Clause
59e1d4b82SJeremy L Thompson //
69e1d4b82SJeremy L Thompson // This file is part of CEED:  http://github.com/ceed
79e1d4b82SJeremy L Thompson 
89e1d4b82SJeremy L Thompson /// @file
99e1d4b82SJeremy L Thompson /// Internal header for CUDA tensor product basis with AtPoints evaluation
109e1d4b82SJeremy L Thompson #include <ceed/types.h>
119e1d4b82SJeremy L Thompson 
129e1d4b82SJeremy L Thompson #include "cuda-shared-basis-read-write-templates.h"
139e1d4b82SJeremy L Thompson #include "cuda-shared-basis-tensor-at-points-templates.h"
149e1d4b82SJeremy L Thompson #include "cuda-shared-basis-tensor-templates.h"
159e1d4b82SJeremy L Thompson 
169e1d4b82SJeremy L Thompson //------------------------------------------------------------------------------
179e1d4b82SJeremy L Thompson // Tensor Basis Kernels AtPoints
189e1d4b82SJeremy L Thompson //------------------------------------------------------------------------------
199e1d4b82SJeremy L Thompson 
209e1d4b82SJeremy L Thompson //------------------------------------------------------------------------------
219e1d4b82SJeremy L Thompson // Interp
229e1d4b82SJeremy L Thompson //------------------------------------------------------------------------------
InterpAtPoints(const CeedInt num_elem,const CeedScalar * __restrict__ c_B,const CeedInt * __restrict__ points_per_elem,const CeedScalar * __restrict__ d_X,const CeedScalar * __restrict__ d_U,CeedScalar * __restrict__ d_V)239e1d4b82SJeremy L Thompson extern "C" __global__ void InterpAtPoints(const CeedInt num_elem, const CeedScalar *__restrict__ c_B, const CeedInt *__restrict__ points_per_elem,
249e1d4b82SJeremy L Thompson                                           const CeedScalar *__restrict__ d_X, const CeedScalar *__restrict__ d_U, CeedScalar *__restrict__ d_V) {
259e1d4b82SJeremy L Thompson   extern __shared__ CeedScalar slice[];
269e1d4b82SJeremy L Thompson 
279e1d4b82SJeremy L Thompson   SharedData_Cuda data;
289e1d4b82SJeremy L Thompson   data.t_id_x = threadIdx.x;
299e1d4b82SJeremy L Thompson   data.t_id_y = threadIdx.y;
309e1d4b82SJeremy L Thompson   data.t_id_z = threadIdx.z;
319e1d4b82SJeremy L Thompson   data.t_id   = threadIdx.x + threadIdx.y * blockDim.x + threadIdx.z * blockDim.y * blockDim.x;
3299421279SJeremy L Thompson   data.slice  = slice + data.t_id_z * BASIS_T_1D * (BASIS_DIM > 1 ? BASIS_T_1D : 1);
339e1d4b82SJeremy L Thompson 
34b6a2eb79SJeremy L Thompson   CeedScalar r_X[BASIS_DIM];
359e1d4b82SJeremy L Thompson   CeedScalar r_U[BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_P_1D : 1)];
369e1d4b82SJeremy L Thompson   CeedScalar r_C[BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1)];
379e1d4b82SJeremy L Thompson   CeedScalar r_V[BASIS_NUM_COMP];
389e1d4b82SJeremy L Thompson 
39aa4002adSJeremy L Thompson   // load interp_1d into shared memory
40aa4002adSJeremy L Thompson   __shared__ CeedScalar s_B[BASIS_P_1D * BASIS_Q_1D];
41aa4002adSJeremy L Thompson   LoadMatrix<BASIS_P_1D, BASIS_Q_1D>(data, c_B, s_B);
42aa4002adSJeremy L Thompson   __syncthreads();
43aa4002adSJeremy L Thompson 
449e1d4b82SJeremy L Thompson   // Apply basis element by element
459e1d4b82SJeremy L Thompson   for (CeedInt elem = blockIdx.x * blockDim.z + threadIdx.z; elem < num_elem; elem += gridDim.x * blockDim.z) {
469e1d4b82SJeremy L Thompson     // Map to coefficients
479e1d4b82SJeremy L Thompson     if (BASIS_DIM == 1) {
489e1d4b82SJeremy L Thompson       ReadElementStrided1d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * num_elem, BASIS_P_1D, d_U, r_U);
4999421279SJeremy L Thompson       Interp1d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_U, s_B, r_C);
509e1d4b82SJeremy L Thompson     } else if (BASIS_DIM == 2) {
519e1d4b82SJeremy L Thompson       ReadElementStrided2d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * num_elem, BASIS_P_1D * BASIS_P_1D, d_U, r_U);
5299421279SJeremy L Thompson       InterpTensor2d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_U, s_B, r_C);
539e1d4b82SJeremy L Thompson     } else if (BASIS_DIM == 3) {
549e1d4b82SJeremy L Thompson       ReadElementStrided3d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * BASIS_P_1D * num_elem,
559e1d4b82SJeremy L Thompson                                                        BASIS_P_1D * BASIS_P_1D * BASIS_P_1D, d_U, r_U);
5699421279SJeremy L Thompson       InterpTensor3d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_U, s_B, r_C);
579e1d4b82SJeremy L Thompson     }
589e1d4b82SJeremy L Thompson 
599e1d4b82SJeremy L Thompson     // Map to points
60b6a2eb79SJeremy L Thompson     const CeedInt point_loop_bound = (blockDim.x * blockDim.y) * ceil(1.0 * BASIS_NUM_PTS / (blockDim.x * blockDim.y));
61b6a2eb79SJeremy L Thompson 
62b6a2eb79SJeremy L Thompson     for (CeedInt i = threadIdx.x + threadIdx.y * blockDim.x; i < point_loop_bound; i += blockDim.x * blockDim.y) {
63b6a2eb79SJeremy L Thompson       const CeedInt p = i % BASIS_NUM_PTS;
64b6a2eb79SJeremy L Thompson 
65b6a2eb79SJeremy L Thompson       ReadPoint<BASIS_DIM, BASIS_NUM_PTS>(data, elem, p, BASIS_NUM_PTS, 1, num_elem * BASIS_NUM_PTS, BASIS_NUM_PTS, d_X, r_X);
66b6a2eb79SJeremy L Thompson       if (BASIS_DIM == 1) {
67f725b54bSJeremy L Thompson         InterpAtPoints1d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_C, r_X, r_V);
68b6a2eb79SJeremy L Thompson       } else if (BASIS_DIM == 2) {
69f725b54bSJeremy L Thompson         InterpAtPoints2d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_C, r_X, r_V);
70b6a2eb79SJeremy L Thompson       } else if (BASIS_DIM == 3) {
71f725b54bSJeremy L Thompson         InterpAtPoints3d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_C, r_X, r_V);
72b6a2eb79SJeremy L Thompson       }
73b6a2eb79SJeremy L Thompson       WritePoint<BASIS_NUM_COMP, BASIS_NUM_PTS>(data, elem, p, BASIS_NUM_PTS, 1, num_elem * BASIS_NUM_PTS, BASIS_NUM_PTS, r_V, d_V);
74b6a2eb79SJeremy L Thompson     }
759e1d4b82SJeremy L Thompson   }
769e1d4b82SJeremy L Thompson }
779e1d4b82SJeremy L Thompson 
InterpTransposeAtPoints(const CeedInt num_elem,const CeedScalar * __restrict__ c_B,const CeedInt * __restrict__ points_per_elem,const CeedScalar * __restrict__ d_X,const CeedScalar * __restrict__ d_U,CeedScalar * __restrict__ d_V)789e1d4b82SJeremy L Thompson extern "C" __global__ void InterpTransposeAtPoints(const CeedInt num_elem, const CeedScalar *__restrict__ c_B,
799e1d4b82SJeremy L Thompson                                                    const CeedInt *__restrict__ points_per_elem, const CeedScalar *__restrict__ d_X,
809e1d4b82SJeremy L Thompson                                                    const CeedScalar *__restrict__ d_U, CeedScalar *__restrict__ d_V) {
819e1d4b82SJeremy L Thompson   extern __shared__ CeedScalar slice[];
829e1d4b82SJeremy L Thompson 
839e1d4b82SJeremy L Thompson   SharedData_Cuda data;
849e1d4b82SJeremy L Thompson   data.t_id_x = threadIdx.x;
859e1d4b82SJeremy L Thompson   data.t_id_y = threadIdx.y;
869e1d4b82SJeremy L Thompson   data.t_id_z = threadIdx.z;
879e1d4b82SJeremy L Thompson   data.t_id   = threadIdx.x + threadIdx.y * blockDim.x + threadIdx.z * blockDim.y * blockDim.x;
8899421279SJeremy L Thompson   data.slice  = slice + data.t_id_z * BASIS_T_1D * (BASIS_DIM > 1 ? BASIS_T_1D : 1);
899e1d4b82SJeremy L Thompson 
90b6a2eb79SJeremy L Thompson   CeedScalar r_X[BASIS_DIM];
919e1d4b82SJeremy L Thompson   CeedScalar r_U[BASIS_NUM_COMP];
929e1d4b82SJeremy L Thompson   CeedScalar r_C[BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1)];
939e1d4b82SJeremy L Thompson   CeedScalar r_V[BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1)];
949e1d4b82SJeremy L Thompson 
95aa4002adSJeremy L Thompson   // load interp_1d into shared memory
96aa4002adSJeremy L Thompson   __shared__ CeedScalar s_B[BASIS_P_1D * BASIS_Q_1D];
97aa4002adSJeremy L Thompson   LoadMatrix<BASIS_P_1D, BASIS_Q_1D>(data, c_B, s_B);
98aa4002adSJeremy L Thompson   __syncthreads();
99aa4002adSJeremy L Thompson 
1009e1d4b82SJeremy L Thompson   // Apply basis element by element
1019e1d4b82SJeremy L Thompson   for (CeedInt elem = blockIdx.x * blockDim.z + threadIdx.z; elem < num_elem; elem += gridDim.x * blockDim.z) {
102b6a2eb79SJeremy L Thompson     // Clear register
103b6a2eb79SJeremy L Thompson     for (CeedInt i = 0; i < BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1); i++) r_C[i] = 0.0;
104b6a2eb79SJeremy L Thompson 
105af0e6e89SJeremy L Thompson     // Clear output vector
106af0e6e89SJeremy L Thompson     for (CeedInt i = 0; i < BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1); i++) r_V[i] = 0.0;
107af0e6e89SJeremy L Thompson     if (BASIS_DIM == 1) {
108af0e6e89SJeremy L Thompson       WriteElementStrided1d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * num_elem, BASIS_P_1D, r_V, d_V);
109af0e6e89SJeremy L Thompson     } else if (BASIS_DIM == 2) {
110af0e6e89SJeremy L Thompson       WriteElementStrided2d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * num_elem, BASIS_P_1D * BASIS_P_1D, r_V, d_V);
111af0e6e89SJeremy L Thompson     } else if (BASIS_DIM == 3) {
112af0e6e89SJeremy L Thompson       WriteElementStrided3d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * BASIS_P_1D * num_elem,
113af0e6e89SJeremy L Thompson                                                         BASIS_P_1D * BASIS_P_1D * BASIS_P_1D, r_V, d_V);
114af0e6e89SJeremy L Thompson     }
115af0e6e89SJeremy L Thompson 
116af0e6e89SJeremy L Thompson     // Map from points
117af0e6e89SJeremy L Thompson     const CeedInt point_loop_bound = (blockDim.x * blockDim.y) * ceil(1.0 * BASIS_NUM_PTS / (blockDim.x * blockDim.y));
118af0e6e89SJeremy L Thompson 
119af0e6e89SJeremy L Thompson     for (CeedInt i = threadIdx.x + threadIdx.y * blockDim.x; i < point_loop_bound; i += blockDim.x * blockDim.y) {
120af0e6e89SJeremy L Thompson       const CeedInt p = i % BASIS_NUM_PTS;
121af0e6e89SJeremy L Thompson 
122af0e6e89SJeremy L Thompson       ReadPoint<BASIS_DIM, BASIS_NUM_PTS>(data, elem, p, BASIS_NUM_PTS, 1, num_elem * BASIS_NUM_PTS, BASIS_NUM_PTS, d_X, r_X);
123af0e6e89SJeremy L Thompson       ReadPoint<BASIS_NUM_COMP, BASIS_NUM_PTS>(data, elem, i, points_per_elem[elem], 1, num_elem * BASIS_NUM_PTS, BASIS_NUM_PTS, d_U, r_U);
124af0e6e89SJeremy L Thompson       if (BASIS_DIM == 1) {
125f725b54bSJeremy L Thompson         InterpTransposeAtPoints1d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_U, r_X, r_C);
126af0e6e89SJeremy L Thompson       } else if (BASIS_DIM == 2) {
127f725b54bSJeremy L Thompson         InterpTransposeAtPoints2d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_U, r_X, r_C);
128af0e6e89SJeremy L Thompson       } else if (BASIS_DIM == 3) {
129f725b54bSJeremy L Thompson         InterpTransposeAtPoints3d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_U, r_X, r_C);
130af0e6e89SJeremy L Thompson       }
131af0e6e89SJeremy L Thompson     }
132af0e6e89SJeremy L Thompson 
133af0e6e89SJeremy L Thompson     // Map from coefficients
134af0e6e89SJeremy L Thompson     if (BASIS_DIM == 1) {
13599421279SJeremy L Thompson       InterpTranspose1d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_C, s_B, r_V);
136af0e6e89SJeremy L Thompson       SumElementStrided1d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * num_elem, BASIS_P_1D, r_V, d_V);
137af0e6e89SJeremy L Thompson     } else if (BASIS_DIM == 2) {
13899421279SJeremy L Thompson       InterpTransposeTensor2d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_C, s_B, r_V);
139af0e6e89SJeremy L Thompson       SumElementStrided2d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * num_elem, BASIS_P_1D * BASIS_P_1D, r_V, d_V);
140af0e6e89SJeremy L Thompson     } else if (BASIS_DIM == 3) {
14199421279SJeremy L Thompson       InterpTransposeTensor3d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_C, s_B, r_V);
142af0e6e89SJeremy L Thompson       SumElementStrided3d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * BASIS_P_1D * num_elem,
143af0e6e89SJeremy L Thompson                                                       BASIS_P_1D * BASIS_P_1D * BASIS_P_1D, r_V, d_V);
144af0e6e89SJeremy L Thompson     }
145af0e6e89SJeremy L Thompson   }
146af0e6e89SJeremy L Thompson }
147af0e6e89SJeremy L Thompson 
InterpTransposeAddAtPoints(const CeedInt num_elem,const CeedScalar * __restrict__ c_B,const CeedInt * __restrict__ points_per_elem,const CeedScalar * __restrict__ d_X,const CeedScalar * __restrict__ d_U,CeedScalar * __restrict__ d_V)148af0e6e89SJeremy L Thompson extern "C" __global__ void InterpTransposeAddAtPoints(const CeedInt num_elem, const CeedScalar *__restrict__ c_B,
149af0e6e89SJeremy L Thompson                                                       const CeedInt *__restrict__ points_per_elem, const CeedScalar *__restrict__ d_X,
150af0e6e89SJeremy L Thompson                                                       const CeedScalar *__restrict__ d_U, CeedScalar *__restrict__ d_V) {
151af0e6e89SJeremy L Thompson   extern __shared__ CeedScalar slice[];
152af0e6e89SJeremy L Thompson 
153af0e6e89SJeremy L Thompson   SharedData_Cuda data;
154af0e6e89SJeremy L Thompson   data.t_id_x = threadIdx.x;
155af0e6e89SJeremy L Thompson   data.t_id_y = threadIdx.y;
156af0e6e89SJeremy L Thompson   data.t_id_z = threadIdx.z;
157af0e6e89SJeremy L Thompson   data.t_id   = threadIdx.x + threadIdx.y * blockDim.x + threadIdx.z * blockDim.y * blockDim.x;
15899421279SJeremy L Thompson   data.slice  = slice + data.t_id_z * BASIS_T_1D * (BASIS_DIM > 1 ? BASIS_T_1D : 1);
159af0e6e89SJeremy L Thompson 
160af0e6e89SJeremy L Thompson   CeedScalar r_X[BASIS_DIM];
161af0e6e89SJeremy L Thompson   CeedScalar r_U[BASIS_NUM_COMP];
162af0e6e89SJeremy L Thompson   CeedScalar r_C[BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1)];
163af0e6e89SJeremy L Thompson   CeedScalar r_V[BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1)];
164af0e6e89SJeremy L Thompson 
165af0e6e89SJeremy L Thompson   // load interp_1d into shared memory
166af0e6e89SJeremy L Thompson   __shared__ CeedScalar s_B[BASIS_P_1D * BASIS_Q_1D];
167af0e6e89SJeremy L Thompson   LoadMatrix<BASIS_P_1D, BASIS_Q_1D>(data, c_B, s_B);
168af0e6e89SJeremy L Thompson   __syncthreads();
169af0e6e89SJeremy L Thompson 
170af0e6e89SJeremy L Thompson   // Apply basis element by element
171af0e6e89SJeremy L Thompson   for (CeedInt elem = blockIdx.x * blockDim.z + threadIdx.z; elem < num_elem; elem += gridDim.x * blockDim.z) {
172af0e6e89SJeremy L Thompson     // Clear register
173af0e6e89SJeremy L Thompson     for (CeedInt i = 0; i < BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1); i++) r_C[i] = 0.0;
174af0e6e89SJeremy L Thompson 
1759e1d4b82SJeremy L Thompson     // Map from points
176b6a2eb79SJeremy L Thompson     const CeedInt point_loop_bound = (blockDim.x * blockDim.y) * ceil(1.0 * BASIS_NUM_PTS / (blockDim.x * blockDim.y));
177b6a2eb79SJeremy L Thompson 
178b6a2eb79SJeremy L Thompson     for (CeedInt i = threadIdx.x + threadIdx.y * blockDim.x; i < point_loop_bound; i += blockDim.x * blockDim.y) {
179b6a2eb79SJeremy L Thompson       const CeedInt p = i % BASIS_NUM_PTS;
180b6a2eb79SJeremy L Thompson 
181b6a2eb79SJeremy L Thompson       ReadPoint<BASIS_DIM, BASIS_NUM_PTS>(data, elem, p, BASIS_NUM_PTS, 1, num_elem * BASIS_NUM_PTS, BASIS_NUM_PTS, d_X, r_X);
182b6a2eb79SJeremy L Thompson       ReadPoint<BASIS_NUM_COMP, BASIS_NUM_PTS>(data, elem, i, points_per_elem[elem], 1, num_elem * BASIS_NUM_PTS, BASIS_NUM_PTS, d_U, r_U);
183b6a2eb79SJeremy L Thompson       if (BASIS_DIM == 1) {
184f725b54bSJeremy L Thompson         InterpTransposeAtPoints1d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_U, r_X, r_C);
185b6a2eb79SJeremy L Thompson       } else if (BASIS_DIM == 2) {
186f725b54bSJeremy L Thompson         InterpTransposeAtPoints2d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_U, r_X, r_C);
187b6a2eb79SJeremy L Thompson       } else if (BASIS_DIM == 3) {
188f725b54bSJeremy L Thompson         InterpTransposeAtPoints3d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_U, r_X, r_C);
189b6a2eb79SJeremy L Thompson       }
190b6a2eb79SJeremy L Thompson     }
1919e1d4b82SJeremy L Thompson 
1929e1d4b82SJeremy L Thompson     // Map from coefficients
1939e1d4b82SJeremy L Thompson     if (BASIS_DIM == 1) {
19499421279SJeremy L Thompson       InterpTranspose1d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_C, s_B, r_V);
1959e1d4b82SJeremy L Thompson       SumElementStrided1d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * num_elem, BASIS_P_1D, r_V, d_V);
1969e1d4b82SJeremy L Thompson     } else if (BASIS_DIM == 2) {
19799421279SJeremy L Thompson       InterpTransposeTensor2d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_C, s_B, r_V);
1989e1d4b82SJeremy L Thompson       SumElementStrided2d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * num_elem, BASIS_P_1D * BASIS_P_1D, r_V, d_V);
1999e1d4b82SJeremy L Thompson     } else if (BASIS_DIM == 3) {
20099421279SJeremy L Thompson       InterpTransposeTensor3d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_C, s_B, r_V);
2019e1d4b82SJeremy L Thompson       SumElementStrided3d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * BASIS_P_1D * num_elem,
2029e1d4b82SJeremy L Thompson                                                       BASIS_P_1D * BASIS_P_1D * BASIS_P_1D, r_V, d_V);
2039e1d4b82SJeremy L Thompson     }
2049e1d4b82SJeremy L Thompson   }
2059e1d4b82SJeremy L Thompson }
2069e1d4b82SJeremy L Thompson 
2079e1d4b82SJeremy L Thompson //------------------------------------------------------------------------------
2089e1d4b82SJeremy L Thompson // Grad
2099e1d4b82SJeremy L Thompson //------------------------------------------------------------------------------
GradAtPoints(const CeedInt num_elem,const CeedScalar * __restrict__ c_B,const CeedInt * __restrict__ points_per_elem,const CeedScalar * __restrict__ d_X,const CeedScalar * __restrict__ d_U,CeedScalar * __restrict__ d_V)2109e1d4b82SJeremy L Thompson extern "C" __global__ void GradAtPoints(const CeedInt num_elem, const CeedScalar *__restrict__ c_B, const CeedInt *__restrict__ points_per_elem,
2119e1d4b82SJeremy L Thompson                                         const CeedScalar *__restrict__ d_X, const CeedScalar *__restrict__ d_U, CeedScalar *__restrict__ d_V) {
2129e1d4b82SJeremy L Thompson   extern __shared__ CeedScalar slice[];
2139e1d4b82SJeremy L Thompson 
2149e1d4b82SJeremy L Thompson   SharedData_Cuda data;
2159e1d4b82SJeremy L Thompson   data.t_id_x = threadIdx.x;
2169e1d4b82SJeremy L Thompson   data.t_id_y = threadIdx.y;
2179e1d4b82SJeremy L Thompson   data.t_id_z = threadIdx.z;
2189e1d4b82SJeremy L Thompson   data.t_id   = threadIdx.x + threadIdx.y * blockDim.x + threadIdx.z * blockDim.y * blockDim.x;
21999421279SJeremy L Thompson   data.slice  = slice + data.t_id_z * BASIS_T_1D * (BASIS_DIM > 1 ? BASIS_T_1D : 1);
2209e1d4b82SJeremy L Thompson 
221b6a2eb79SJeremy L Thompson   CeedScalar r_X[BASIS_DIM];
2229e1d4b82SJeremy L Thompson   CeedScalar r_U[BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_P_1D : 1)];
2239e1d4b82SJeremy L Thompson   CeedScalar r_C[BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1)];
2249e1d4b82SJeremy L Thompson   CeedScalar r_V[BASIS_NUM_COMP * BASIS_DIM];
2259e1d4b82SJeremy L Thompson 
226aa4002adSJeremy L Thompson   // load interp_1d into shared memory
227aa4002adSJeremy L Thompson   __shared__ CeedScalar s_B[BASIS_P_1D * BASIS_Q_1D];
228aa4002adSJeremy L Thompson   LoadMatrix<BASIS_P_1D, BASIS_Q_1D>(data, c_B, s_B);
229aa4002adSJeremy L Thompson   __syncthreads();
230aa4002adSJeremy L Thompson 
2319e1d4b82SJeremy L Thompson   // Apply basis element by element
2329e1d4b82SJeremy L Thompson   for (CeedInt elem = blockIdx.x * blockDim.z + threadIdx.z; elem < num_elem; elem += gridDim.x * blockDim.z) {
2339e1d4b82SJeremy L Thompson     // Map to coefficients
2349e1d4b82SJeremy L Thompson     if (BASIS_DIM == 1) {
2359e1d4b82SJeremy L Thompson       ReadElementStrided1d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * num_elem, BASIS_P_1D, d_U, r_U);
23699421279SJeremy L Thompson       Interp1d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_U, s_B, r_C);
2379e1d4b82SJeremy L Thompson     } else if (BASIS_DIM == 2) {
2389e1d4b82SJeremy L Thompson       ReadElementStrided2d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * num_elem, BASIS_P_1D * BASIS_P_1D, d_U, r_U);
23999421279SJeremy L Thompson       InterpTensor2d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_U, s_B, r_C);
2409e1d4b82SJeremy L Thompson     } else if (BASIS_DIM == 3) {
2419e1d4b82SJeremy L Thompson       ReadElementStrided3d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * BASIS_P_1D * num_elem,
2429e1d4b82SJeremy L Thompson                                                        BASIS_P_1D * BASIS_P_1D * BASIS_P_1D, d_U, r_U);
24399421279SJeremy L Thompson       InterpTensor3d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_U, s_B, r_C);
2449e1d4b82SJeremy L Thompson     }
2459e1d4b82SJeremy L Thompson 
2469e1d4b82SJeremy L Thompson     // Map to points
247b6a2eb79SJeremy L Thompson     const CeedInt point_loop_bound = (blockDim.x * blockDim.y) * ceil(1.0 * BASIS_NUM_PTS / (blockDim.x * blockDim.y));
248b6a2eb79SJeremy L Thompson 
249b6a2eb79SJeremy L Thompson     for (CeedInt i = threadIdx.x + threadIdx.y * blockDim.x; i < point_loop_bound; i += blockDim.x * blockDim.y) {
250b6a2eb79SJeremy L Thompson       const CeedInt p = i % BASIS_NUM_PTS;
251b6a2eb79SJeremy L Thompson 
252b6a2eb79SJeremy L Thompson       ReadPoint<BASIS_DIM, BASIS_NUM_PTS>(data, elem, p, BASIS_NUM_PTS, 1, num_elem * BASIS_NUM_PTS, BASIS_NUM_PTS, d_X, r_X);
253b6a2eb79SJeremy L Thompson       if (BASIS_DIM == 1) {
254f725b54bSJeremy L Thompson         GradAtPoints1d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_C, r_X, r_V);
255b6a2eb79SJeremy L Thompson       } else if (BASIS_DIM == 2) {
256f725b54bSJeremy L Thompson         GradAtPoints2d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_C, r_X, r_V);
257b6a2eb79SJeremy L Thompson       } else if (BASIS_DIM == 3) {
258f725b54bSJeremy L Thompson         GradAtPoints3d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_C, r_X, r_V);
259b6a2eb79SJeremy L Thompson       }
260b6a2eb79SJeremy L Thompson       WritePoint<BASIS_NUM_COMP * BASIS_DIM, BASIS_NUM_PTS>(data, elem, p, BASIS_NUM_PTS, 1, num_elem * BASIS_NUM_PTS, BASIS_NUM_PTS, r_V, d_V);
261b6a2eb79SJeremy L Thompson     }
2629e1d4b82SJeremy L Thompson   }
2639e1d4b82SJeremy L Thompson }
2649e1d4b82SJeremy L Thompson 
GradTransposeAtPoints(const CeedInt num_elem,const CeedScalar * __restrict__ c_B,const CeedInt * __restrict__ points_per_elem,const CeedScalar * __restrict__ d_X,const CeedScalar * __restrict__ d_U,CeedScalar * __restrict__ d_V)2659e1d4b82SJeremy L Thompson extern "C" __global__ void GradTransposeAtPoints(const CeedInt num_elem, const CeedScalar *__restrict__ c_B,
2669e1d4b82SJeremy L Thompson                                                  const CeedInt *__restrict__ points_per_elem, const CeedScalar *__restrict__ d_X,
2679e1d4b82SJeremy L Thompson                                                  const CeedScalar *__restrict__ d_U, CeedScalar *__restrict__ d_V) {
2689e1d4b82SJeremy L Thompson   extern __shared__ CeedScalar slice[];
2699e1d4b82SJeremy L Thompson 
2709e1d4b82SJeremy L Thompson   SharedData_Cuda data;
2719e1d4b82SJeremy L Thompson   data.t_id_x = threadIdx.x;
2729e1d4b82SJeremy L Thompson   data.t_id_y = threadIdx.y;
2739e1d4b82SJeremy L Thompson   data.t_id_z = threadIdx.z;
2749e1d4b82SJeremy L Thompson   data.t_id   = threadIdx.x + threadIdx.y * blockDim.x + threadIdx.z * blockDim.y * blockDim.x;
27599421279SJeremy L Thompson   data.slice  = slice + data.t_id_z * BASIS_T_1D * (BASIS_DIM > 1 ? BASIS_T_1D : 1);
2769e1d4b82SJeremy L Thompson 
277b6a2eb79SJeremy L Thompson   CeedScalar r_X[BASIS_DIM];
2789e1d4b82SJeremy L Thompson   CeedScalar r_U[BASIS_NUM_COMP * BASIS_DIM];
2799e1d4b82SJeremy L Thompson   CeedScalar r_C[BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1)];
2809e1d4b82SJeremy L Thompson   CeedScalar r_V[BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1)];
2819e1d4b82SJeremy L Thompson 
282aa4002adSJeremy L Thompson   // load interp_1d into shared memory
283aa4002adSJeremy L Thompson   __shared__ CeedScalar s_B[BASIS_P_1D * BASIS_Q_1D];
284aa4002adSJeremy L Thompson   LoadMatrix<BASIS_P_1D, BASIS_Q_1D>(data, c_B, s_B);
285aa4002adSJeremy L Thompson   __syncthreads();
286aa4002adSJeremy L Thompson 
2879e1d4b82SJeremy L Thompson   // Apply basis element by element
2889e1d4b82SJeremy L Thompson   for (CeedInt elem = blockIdx.x * blockDim.z + threadIdx.z; elem < num_elem; elem += gridDim.x * blockDim.z) {
289b6a2eb79SJeremy L Thompson     // Clear register
290b6a2eb79SJeremy L Thompson     for (CeedInt i = 0; i < BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1); i++) r_C[i] = 0.0;
291b6a2eb79SJeremy L Thompson 
292af0e6e89SJeremy L Thompson     // Clear output vector
293af0e6e89SJeremy L Thompson     for (CeedInt i = 0; i < BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1); i++) r_V[i] = 0.0;
294af0e6e89SJeremy L Thompson     if (BASIS_DIM == 1) {
295af0e6e89SJeremy L Thompson       WriteElementStrided1d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * num_elem, BASIS_P_1D, r_V, d_V);
296af0e6e89SJeremy L Thompson     } else if (BASIS_DIM == 2) {
297af0e6e89SJeremy L Thompson       WriteElementStrided2d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * num_elem, BASIS_P_1D * BASIS_P_1D, r_V, d_V);
298af0e6e89SJeremy L Thompson     } else if (BASIS_DIM == 3) {
299af0e6e89SJeremy L Thompson       WriteElementStrided3d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * BASIS_P_1D * num_elem,
300af0e6e89SJeremy L Thompson                                                         BASIS_P_1D * BASIS_P_1D * BASIS_P_1D, r_V, d_V);
301af0e6e89SJeremy L Thompson     }
302af0e6e89SJeremy L Thompson 
303af0e6e89SJeremy L Thompson     // Map from points
304af0e6e89SJeremy L Thompson     const CeedInt point_loop_bound = (blockDim.x * blockDim.y) * ceil(1.0 * BASIS_NUM_PTS / (blockDim.x * blockDim.y));
305af0e6e89SJeremy L Thompson 
306af0e6e89SJeremy L Thompson     for (CeedInt i = threadIdx.x + threadIdx.y * blockDim.x; i < point_loop_bound; i += blockDim.x * blockDim.y) {
307af0e6e89SJeremy L Thompson       const CeedInt p = i % BASIS_NUM_PTS;
308af0e6e89SJeremy L Thompson 
309af0e6e89SJeremy L Thompson       ReadPoint<BASIS_DIM, BASIS_NUM_PTS>(data, elem, p, BASIS_NUM_PTS, 1, num_elem * BASIS_NUM_PTS, BASIS_NUM_PTS, d_X, r_X);
310af0e6e89SJeremy L Thompson       ReadPoint<BASIS_NUM_COMP * BASIS_DIM, BASIS_NUM_PTS>(data, elem, i, points_per_elem[elem], 1, num_elem * BASIS_NUM_PTS, BASIS_NUM_PTS, d_U,
311af0e6e89SJeremy L Thompson                                                            r_U);
312af0e6e89SJeremy L Thompson       if (BASIS_DIM == 1) {
313f725b54bSJeremy L Thompson         GradTransposeAtPoints1d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_U, r_X, r_C);
314af0e6e89SJeremy L Thompson       } else if (BASIS_DIM == 2) {
315f725b54bSJeremy L Thompson         GradTransposeAtPoints2d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_U, r_X, r_C);
316af0e6e89SJeremy L Thompson       } else if (BASIS_DIM == 3) {
317f725b54bSJeremy L Thompson         GradTransposeAtPoints3d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_U, r_X, r_C);
318af0e6e89SJeremy L Thompson       }
319af0e6e89SJeremy L Thompson     }
320af0e6e89SJeremy L Thompson 
321af0e6e89SJeremy L Thompson     // Map from coefficients
322af0e6e89SJeremy L Thompson     if (BASIS_DIM == 1) {
32399421279SJeremy L Thompson       InterpTranspose1d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_C, s_B, r_V);
324af0e6e89SJeremy L Thompson       SumElementStrided1d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * num_elem, BASIS_P_1D, r_V, d_V);
325af0e6e89SJeremy L Thompson     } else if (BASIS_DIM == 2) {
32699421279SJeremy L Thompson       InterpTransposeTensor2d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_C, s_B, r_V);
327af0e6e89SJeremy L Thompson       SumElementStrided2d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * num_elem, BASIS_P_1D * BASIS_P_1D, r_V, d_V);
328af0e6e89SJeremy L Thompson     } else if (BASIS_DIM == 3) {
32999421279SJeremy L Thompson       InterpTransposeTensor3d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_C, s_B, r_V);
330af0e6e89SJeremy L Thompson       SumElementStrided3d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * BASIS_P_1D * num_elem,
331af0e6e89SJeremy L Thompson                                                       BASIS_P_1D * BASIS_P_1D * BASIS_P_1D, r_V, d_V);
332af0e6e89SJeremy L Thompson     }
333af0e6e89SJeremy L Thompson   }
334af0e6e89SJeremy L Thompson }
335af0e6e89SJeremy L Thompson 
GradTransposeAddAtPoints(const CeedInt num_elem,const CeedScalar * __restrict__ c_B,const CeedInt * __restrict__ points_per_elem,const CeedScalar * __restrict__ d_X,const CeedScalar * __restrict__ d_U,CeedScalar * __restrict__ d_V)336af0e6e89SJeremy L Thompson extern "C" __global__ void GradTransposeAddAtPoints(const CeedInt num_elem, const CeedScalar *__restrict__ c_B,
337af0e6e89SJeremy L Thompson                                                     const CeedInt *__restrict__ points_per_elem, const CeedScalar *__restrict__ d_X,
338af0e6e89SJeremy L Thompson                                                     const CeedScalar *__restrict__ d_U, CeedScalar *__restrict__ d_V) {
339af0e6e89SJeremy L Thompson   extern __shared__ CeedScalar slice[];
340af0e6e89SJeremy L Thompson 
341af0e6e89SJeremy L Thompson   SharedData_Cuda data;
342af0e6e89SJeremy L Thompson   data.t_id_x = threadIdx.x;
343af0e6e89SJeremy L Thompson   data.t_id_y = threadIdx.y;
344af0e6e89SJeremy L Thompson   data.t_id_z = threadIdx.z;
345af0e6e89SJeremy L Thompson   data.t_id   = threadIdx.x + threadIdx.y * blockDim.x + threadIdx.z * blockDim.y * blockDim.x;
34699421279SJeremy L Thompson   data.slice  = slice + data.t_id_z * BASIS_T_1D * (BASIS_DIM > 1 ? BASIS_T_1D : 1);
347af0e6e89SJeremy L Thompson 
348af0e6e89SJeremy L Thompson   CeedScalar r_X[BASIS_DIM];
349af0e6e89SJeremy L Thompson   CeedScalar r_U[BASIS_NUM_COMP * BASIS_DIM];
350af0e6e89SJeremy L Thompson   CeedScalar r_C[BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1)];
351af0e6e89SJeremy L Thompson   CeedScalar r_V[BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1)];
352af0e6e89SJeremy L Thompson 
353af0e6e89SJeremy L Thompson   // load interp_1d into shared memory
354af0e6e89SJeremy L Thompson   __shared__ CeedScalar s_B[BASIS_P_1D * BASIS_Q_1D];
355af0e6e89SJeremy L Thompson   LoadMatrix<BASIS_P_1D, BASIS_Q_1D>(data, c_B, s_B);
356af0e6e89SJeremy L Thompson   __syncthreads();
357af0e6e89SJeremy L Thompson 
358af0e6e89SJeremy L Thompson   // Apply basis element by element
359af0e6e89SJeremy L Thompson   for (CeedInt elem = blockIdx.x * blockDim.z + threadIdx.z; elem < num_elem; elem += gridDim.x * blockDim.z) {
360af0e6e89SJeremy L Thompson     // Clear register
361af0e6e89SJeremy L Thompson     for (CeedInt i = 0; i < BASIS_NUM_COMP * (BASIS_DIM > 2 ? BASIS_Q_1D : 1); i++) r_C[i] = 0.0;
362af0e6e89SJeremy L Thompson 
3639e1d4b82SJeremy L Thompson     // Map from points
364b6a2eb79SJeremy L Thompson     const CeedInt point_loop_bound = (blockDim.x * blockDim.y) * ceil(1.0 * BASIS_NUM_PTS / (blockDim.x * blockDim.y));
365b6a2eb79SJeremy L Thompson 
366b6a2eb79SJeremy L Thompson     for (CeedInt i = threadIdx.x + threadIdx.y * blockDim.x; i < point_loop_bound; i += blockDim.x * blockDim.y) {
367b6a2eb79SJeremy L Thompson       const CeedInt p = i % BASIS_NUM_PTS;
368b6a2eb79SJeremy L Thompson 
369b6a2eb79SJeremy L Thompson       ReadPoint<BASIS_DIM, BASIS_NUM_PTS>(data, elem, p, BASIS_NUM_PTS, 1, num_elem * BASIS_NUM_PTS, BASIS_NUM_PTS, d_X, r_X);
370b6a2eb79SJeremy L Thompson       ReadPoint<BASIS_NUM_COMP * BASIS_DIM, BASIS_NUM_PTS>(data, elem, i, points_per_elem[elem], 1, num_elem * BASIS_NUM_PTS, BASIS_NUM_PTS, d_U,
371b6a2eb79SJeremy L Thompson                                                            r_U);
372b6a2eb79SJeremy L Thompson       if (BASIS_DIM == 1) {
373f725b54bSJeremy L Thompson         GradTransposeAtPoints1d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_U, r_X, r_C);
374b6a2eb79SJeremy L Thompson       } else if (BASIS_DIM == 2) {
375f725b54bSJeremy L Thompson         GradTransposeAtPoints2d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_U, r_X, r_C);
376b6a2eb79SJeremy L Thompson       } else if (BASIS_DIM == 3) {
377f725b54bSJeremy L Thompson         GradTransposeAtPoints3d<BASIS_NUM_COMP, BASIS_NUM_PTS, BASIS_P_1D, BASIS_Q_1D>(data, i, r_U, r_X, r_C);
378b6a2eb79SJeremy L Thompson       }
379b6a2eb79SJeremy L Thompson     }
3809e1d4b82SJeremy L Thompson 
3819e1d4b82SJeremy L Thompson     // Map from coefficients
3829e1d4b82SJeremy L Thompson     if (BASIS_DIM == 1) {
38399421279SJeremy L Thompson       InterpTranspose1d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_C, s_B, r_V);
3849e1d4b82SJeremy L Thompson       SumElementStrided1d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * num_elem, BASIS_P_1D, r_V, d_V);
3859e1d4b82SJeremy L Thompson     } else if (BASIS_DIM == 2) {
38699421279SJeremy L Thompson       InterpTransposeTensor2d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_C, s_B, r_V);
3879e1d4b82SJeremy L Thompson       SumElementStrided2d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * num_elem, BASIS_P_1D * BASIS_P_1D, r_V, d_V);
3889e1d4b82SJeremy L Thompson     } else if (BASIS_DIM == 3) {
38999421279SJeremy L Thompson       InterpTransposeTensor3d<BASIS_NUM_COMP, BASIS_P_1D, BASIS_Q_1D, BASIS_T_1D>(data, r_C, s_B, r_V);
3909e1d4b82SJeremy L Thompson       SumElementStrided3d<BASIS_NUM_COMP, BASIS_P_1D>(data, elem, 1, BASIS_P_1D * BASIS_P_1D * BASIS_P_1D * num_elem,
3919e1d4b82SJeremy L Thompson                                                       BASIS_P_1D * BASIS_P_1D * BASIS_P_1D, r_V, d_V);
3929e1d4b82SJeremy L Thompson     }
3939e1d4b82SJeremy L Thompson   }
3949e1d4b82SJeremy L Thompson }
395