xref: /libCEED/backends/hip-gen/ceed-hip-gen-operator-build.cpp (revision 8bbba8cdca038b4242f0cbb369bb1e31b8a6e289)
1 // Copyright (c) 2017-2024, Lawrence Livermore National Security, LLC and other CEED contributors.
2 // All Rights Reserved. See the top-level LICENSE and NOTICE files for details.
3 //
4 // SPDX-License-Identifier: BSD-2-Clause
5 //
6 // This file is part of CEED:  http://github.com/ceed
7 
8 #define CEED_DEBUG_COLOR 12
9 
10 #include <ceed.h>
11 #include <ceed/backend.h>
12 #include <ceed/jit-tools.h>
13 
14 #include <iostream>
15 #include <sstream>
16 #include <string>
17 
18 #include "../hip-ref/ceed-hip-ref.h"
19 #include "../hip-shared/ceed-hip-shared.h"
20 #include "../hip/ceed-hip-common.h"
21 #include "../hip/ceed-hip-compile.h"
22 #include "ceed-hip-gen.h"
23 
24 //------------------------------------------------------------------------------
25 // Calculate the block size used for launching the operator kernel
26 //------------------------------------------------------------------------------
27 extern "C" int BlockGridCalculate_Hip_gen(const CeedInt dim, const CeedInt num_elem, const CeedInt P_1d, const CeedInt Q_1d, CeedInt *block_sizes) {
28   const CeedInt thread1d = CeedIntMax(Q_1d, P_1d);
29   if (dim == 1) {
30     CeedInt elems_per_block = 64 * thread1d > 256 ? 256 / thread1d : 64;
31 
32     elems_per_block = elems_per_block > 0 ? elems_per_block : 1;
33     block_sizes[0]  = thread1d;
34     block_sizes[1]  = 1;
35     block_sizes[2]  = elems_per_block;
36   } else if (dim == 2) {
37     const CeedInt elems_per_block = thread1d < 4 ? 16 : 2;
38 
39     block_sizes[0] = thread1d;
40     block_sizes[1] = thread1d;
41     block_sizes[2] = elems_per_block;
42   } else if (dim == 3) {
43     const CeedInt elems_per_block = thread1d < 6 ? 4 : (thread1d < 8 ? 2 : 1);
44 
45     block_sizes[0] = thread1d;
46     block_sizes[1] = thread1d;
47     block_sizes[2] = elems_per_block;
48   }
49   return CEED_ERROR_SUCCESS;
50 }
51 
52 //------------------------------------------------------------------------------
53 // Determine type of operator
54 //------------------------------------------------------------------------------
55 static int CeedOperatorBuildKernelData_Hip_gen(Ceed ceed, CeedInt num_input_fields, CeedOperatorField *op_input_fields,
56                                                CeedQFunctionField *qf_input_fields, CeedInt num_output_fields, CeedOperatorField *op_output_fields,
57                                                CeedQFunctionField *qf_output_fields, CeedInt *max_P_1d, CeedInt *Q_1d, CeedInt *dim, bool *is_tensor,
58                                                bool *use_3d_slices) {
59   // Find dim, P_1d, Q_1d
60   *max_P_1d  = 0;
61   *Q_1d      = 0;
62   *dim       = 0;
63   *is_tensor = true;
64   for (CeedInt i = 0; i < num_input_fields; i++) {
65     CeedBasis basis;
66 
67     CeedCallBackend(CeedOperatorFieldGetBasis(op_input_fields[i], &basis));
68     if (basis != CEED_BASIS_NONE) {
69       bool    is_field_tensor;
70       CeedInt field_P_1d = 0, field_Q_1d = 0, field_dim = 0;
71 
72       // Collect dim, P_1d, and Q_1d
73       CeedCallBackend(CeedBasisIsTensor(basis, &is_field_tensor));
74       CeedCheck(is_field_tensor, ceed, CEED_ERROR_BACKEND, "Backend does not implement operators with non-tensor basis");
75       *is_tensor = *is_tensor && is_field_tensor;
76       CeedCallBackend(CeedBasisGetNumNodes1D(basis, &field_P_1d));
77       *max_P_1d = CeedIntMax(*max_P_1d, field_P_1d);
78       CeedCallBackend(CeedBasisGetDimension(basis, &field_dim));
79       CeedCheck(*dim == 0 || field_dim == *dim, ceed, CEED_ERROR_BACKEND, "Quadrature spaces must be compatible");
80       *dim = field_dim;
81       CeedCallBackend(CeedBasisGetNumQuadraturePoints1D(basis, &field_Q_1d));
82       CeedCheck(*Q_1d == 0 || field_Q_1d == *Q_1d, ceed, CEED_ERROR_BACKEND, "Quadrature spaces must be compatible");
83       *Q_1d = field_Q_1d;
84     }
85   }
86   for (CeedInt i = 0; i < num_output_fields; i++) {
87     CeedBasis basis;
88 
89     CeedCallBackend(CeedOperatorFieldGetBasis(op_output_fields[i], &basis));
90     if (basis != CEED_BASIS_NONE) {
91       bool    is_field_tensor;
92       CeedInt field_P_1d = 0, field_Q_1d = 0, field_dim = 0;
93 
94       // Collect dim, P_1d, and Q_1d
95       CeedCallBackend(CeedBasisIsTensor(basis, &is_field_tensor));
96       CeedCheck(is_field_tensor, ceed, CEED_ERROR_BACKEND, "Backend does not implement operators with non-tensor basis");
97       *is_tensor = *is_tensor && is_field_tensor;
98       CeedCallBackend(CeedBasisGetNumNodes1D(basis, &field_P_1d));
99       *max_P_1d = CeedIntMax(*max_P_1d, field_P_1d);
100       CeedCallBackend(CeedBasisGetDimension(basis, &field_dim));
101       CeedCheck(*dim == 0 || field_dim == *dim, ceed, CEED_ERROR_BACKEND, "Quadrature spaces must be compatible");
102       *dim = field_dim;
103       CeedCallBackend(CeedBasisGetNumQuadraturePoints1D(basis, &field_Q_1d));
104       CeedCheck(*Q_1d == 0 || field_Q_1d == *Q_1d, ceed, CEED_ERROR_BACKEND, "Quadrature spaces must be compatible");
105       *Q_1d = field_Q_1d;
106     }
107   }
108 
109   // Only use 3D collocated gradient parallelization strategy when gradient is computed
110   *use_3d_slices = false;
111   if (*dim == 3) {
112     bool was_grad_found = false;
113 
114     for (CeedInt i = 0; i < num_input_fields; i++) {
115       CeedEvalMode eval_mode;
116 
117       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
118       if (eval_mode == CEED_EVAL_GRAD) {
119         CeedBasis_Hip_shared *basis_data;
120         CeedBasis             basis;
121 
122         CeedCallBackend(CeedOperatorFieldGetBasis(op_input_fields[i], &basis));
123         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
124         *use_3d_slices = basis_data->d_collo_grad_1d && (was_grad_found ? *use_3d_slices : true);
125         was_grad_found = true;
126       }
127     }
128     for (CeedInt i = 0; i < num_output_fields; i++) {
129       CeedEvalMode eval_mode;
130 
131       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
132       if (eval_mode == CEED_EVAL_GRAD) {
133         CeedBasis_Hip_shared *basis_data;
134         CeedBasis             basis;
135 
136         CeedCallBackend(CeedOperatorFieldGetBasis(op_output_fields[i], &basis));
137         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
138         *use_3d_slices = basis_data->d_collo_grad_1d && (was_grad_found ? *use_3d_slices : true);
139         was_grad_found = true;
140       }
141     }
142   }
143   return CEED_ERROR_SUCCESS;
144 }
145 
146 //------------------------------------------------------------------------------
147 // Setup fields
148 //------------------------------------------------------------------------------
149 static int CeedOperatorBuildKernelFieldData_Hip_gen(std::ostringstream &code, CeedOperator_Hip_gen *data, CeedInt i, CeedOperatorField op_field,
150                                                     CeedQFunctionField qf_field, CeedInt Q_1d, bool is_input, bool use_3d_slices) {
151   std::string           var_suffix = (is_input ? "_in_" : "_out_") + std::to_string(i);
152   std::string           P_name = "P_1d" + var_suffix, Q_name = "Q_1d";
153   std::string           option_name = (is_input ? "inputs" : "outputs");
154   CeedEvalMode          eval_mode   = CEED_EVAL_NONE;
155   CeedInt               elem_size = 0, num_comp = 0, P_1d = 0;
156   CeedElemRestriction   elem_rstr;
157   CeedBasis_Hip_shared *basis_data;
158   CeedBasis             basis;
159 
160   code << "  // -- " << (is_input ? "Input" : "Output") << " field " << i << "\n";
161 
162   // Get field data
163   CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_field, &elem_rstr));
164   if (elem_rstr != CEED_ELEMRESTRICTION_NONE) {
165     CeedCallBackend(CeedElemRestrictionGetElementSize(elem_rstr, &elem_size));
166     CeedCallBackend(CeedElemRestrictionGetNumComponents(elem_rstr, &num_comp));
167   }
168   CeedCallBackend(CeedOperatorFieldGetBasis(op_field, &basis));
169   if (basis != CEED_BASIS_NONE) {
170     CeedCallBackend(CeedBasisGetData(basis, &basis_data));
171     CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
172   }
173   CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_field, &eval_mode));
174 
175   // Set field constants
176   if (eval_mode != CEED_EVAL_WEIGHT) {
177     code << "  const CeedInt " << P_name << " = " << (basis == CEED_BASIS_NONE ? Q_1d : P_1d) << ";\n";
178     code << "  const CeedInt num_comp" << var_suffix << " = " << num_comp << ";\n";
179   }
180 
181   // Load basis data
182   code << "  // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
183   switch (eval_mode) {
184     case CEED_EVAL_NONE:
185       break;
186     case CEED_EVAL_INTERP:
187       if (is_input) data->B.inputs[i] = basis_data->d_interp_1d;
188       else data->B.outputs[i] = basis_data->d_interp_1d;
189       code << "  __shared__ CeedScalar s_B" << var_suffix << "[" << P_1d * Q_1d << "];\n";
190       code << "  loadMatrix<" << P_name << ", " << Q_name << ">(data, B." << option_name << "[" << i << "], s_B" << var_suffix << ");\n";
191       break;
192     case CEED_EVAL_GRAD:
193       if (is_input) data->B.inputs[i] = basis_data->d_interp_1d;
194       else data->B.outputs[i] = basis_data->d_interp_1d;
195       code << "  __shared__ CeedScalar s_B" << var_suffix << "[" << P_1d * Q_1d << "];\n";
196       code << "  loadMatrix<" << P_name << ", " << Q_name << ">(data, B." << option_name << "[" << i << "], s_B" << var_suffix << ");\n";
197       if (use_3d_slices) {
198         if (is_input) data->G.inputs[i] = basis_data->d_collo_grad_1d;
199         else data->G.outputs[i] = basis_data->d_collo_grad_1d;
200         code << "  __shared__ CeedScalar s_G" << var_suffix << "[" << Q_1d * Q_1d << "];\n";
201         code << "  loadMatrix<" << Q_name << ", " << Q_name << ">(data, G." << option_name << "[" << i << "], s_G" << var_suffix << ");\n";
202       } else {
203         bool has_collo_grad = basis_data->d_collo_grad_1d;
204 
205         if (is_input) data->G.inputs[i] = has_collo_grad ? basis_data->d_collo_grad_1d : basis_data->d_grad_1d;
206         else data->G.outputs[i] = has_collo_grad ? basis_data->d_collo_grad_1d : basis_data->d_grad_1d;
207         if (has_collo_grad) {
208           code << "  __shared__ CeedScalar s_G" << var_suffix << "[" << Q_1d * Q_1d << "];\n";
209           code << "  loadMatrix<" << Q_name << ", " << Q_name << ">(data, G." << option_name << "[" << i << "], s_G" << var_suffix << ");\n";
210         } else {
211           code << "  __shared__ CeedScalar s_G" << var_suffix << "[" << Q_1d * P_1d << "];\n";
212           code << "  loadMatrix<" << P_name << ", " << Q_name << ">(data, G." << option_name << "[" << i << "], s_G" << var_suffix << ");\n";
213         }
214       }
215       break;
216     case CEED_EVAL_WEIGHT:
217       break;  // No action
218       // LCOV_EXCL_START
219     case CEED_EVAL_DIV:
220       break;  // TODO: Not implemented
221     case CEED_EVAL_CURL:
222       break;  // TODO: Not implemented
223               // LCOV_EXCL_STOP
224   }
225   return CEED_ERROR_SUCCESS;
226 }
227 
228 //------------------------------------------------------------------------------
229 // Restriction
230 //------------------------------------------------------------------------------
231 static int CeedOperatorBuildKernelRestriction_Hip_gen(std::ostringstream &code, CeedOperator_Hip_gen *data, CeedInt i, CeedInt dim,
232                                                       CeedInt field_input_buffer[], CeedOperatorField op_field, CeedQFunctionField qf_field,
233                                                       CeedInt Q_1d, bool is_input, bool use_3d_slices) {
234   std::string              var_suffix = (is_input ? "_in_" : "_out_") + std::to_string(i);
235   std::string              P_name     = "P_1d" + var_suffix;
236   CeedEvalMode             eval_mode  = CEED_EVAL_NONE;
237   CeedInt                  elem_size = 0, num_comp = 0, P_1d = 0;
238   CeedSize                 l_size;
239   CeedElemRestriction_Hip *rstr_data;
240   CeedElemRestriction      elem_rstr;
241   CeedBasis                basis;
242 
243   // Get field data
244   CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_field, &elem_rstr));
245   if (elem_rstr != CEED_ELEMRESTRICTION_NONE) {
246     CeedCallBackend(CeedElemRestrictionGetElementSize(elem_rstr, &elem_size));
247     CeedCallBackend(CeedElemRestrictionGetNumComponents(elem_rstr, &num_comp));
248     CeedCallBackend(CeedElemRestrictionGetData(elem_rstr, &rstr_data));
249   }
250   CeedCallBackend(CeedOperatorFieldGetBasis(op_field, &basis));
251   if (basis != CEED_BASIS_NONE) {
252     CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
253   }
254   CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_field, &eval_mode));
255 
256   // Restriction
257   if (is_input) {
258     // Input
259     // Input
260     if (field_input_buffer[i] != i) {
261       std::string buffer_name = "r_e_in_" + std::to_string(field_input_buffer[i]);
262 
263       // Restriction was already done for previous input
264       code << "    CeedScalar *r_e" << var_suffix << " = " << buffer_name << ";\n";
265     } else if (eval_mode != CEED_EVAL_WEIGHT && !((eval_mode == CEED_EVAL_NONE) && use_3d_slices)) {
266       bool is_strided;
267 
268       if (eval_mode == CEED_EVAL_NONE) {
269         // No basis action, so r_e_in_* in also r_q_in_* and needs to be allocated
270         code << "    CeedScalar r_e" << var_suffix << "[num_comp" << var_suffix << "*" << P_name << "];\n";
271       } else {
272         // Otherwise we're using the scratch space
273         code << "    CeedScalar *r_e" << var_suffix << " = r_e_scratch;\n";
274       }
275       CeedCallBackend(CeedElemRestrictionIsStrided(elem_rstr, &is_strided));
276       if (!is_strided) {
277         CeedInt comp_stride;
278 
279         CeedCallBackend(CeedElemRestrictionGetLVectorSize(elem_rstr, &l_size));
280         code << "    const CeedInt l_size" << var_suffix << " = " << l_size << ";\n";
281         CeedCallBackend(CeedElemRestrictionGetCompStride(elem_rstr, &comp_stride));
282         code << "    // CompStride: " << comp_stride << "\n";
283         data->indices.inputs[i] = (CeedInt *)rstr_data->d_offsets;
284         code << "    readDofsOffset" << dim << "d<num_comp" << var_suffix << ", " << comp_stride << ", " << P_name << ">(data, l_size" << var_suffix
285              << ", elem, indices.inputs[" << i << "], d" << var_suffix << ", r_e" << var_suffix << ");\n";
286       } else {
287         bool    has_backend_strides;
288         CeedInt num_elem;
289 
290         CeedCallBackend(CeedElemRestrictionHasBackendStrides(elem_rstr, &has_backend_strides));
291         CeedCallBackend(CeedElemRestrictionGetNumElements(elem_rstr, &num_elem));
292         CeedInt strides[3] = {1, elem_size * num_elem, elem_size};
293 
294         if (!has_backend_strides) {
295           CeedCallBackend(CeedElemRestrictionGetStrides(elem_rstr, strides));
296         }
297         code << "    // Strides: {" << strides[0] << ", " << strides[1] << ", " << strides[2] << "}\n";
298         code << "    readDofsStrided" << dim << "d<num_comp" << var_suffix << ", " << P_name << "," << strides[0] << "," << strides[1] << ","
299              << strides[2] << ">(data, elem, d" << var_suffix << ", r_e" << var_suffix << ");\n";
300       }
301     }
302   } else {
303     // Output
304     bool is_strided;
305 
306     CeedCallBackend(CeedElemRestrictionIsStrided(elem_rstr, &is_strided));
307     if (!is_strided) {
308       CeedInt comp_stride;
309 
310       CeedCallBackend(CeedElemRestrictionGetLVectorSize(elem_rstr, &l_size));
311       code << "    const CeedInt l_size" << var_suffix << " = " << l_size << ";\n";
312       CeedCallBackend(CeedElemRestrictionGetCompStride(elem_rstr, &comp_stride));
313       code << "    // CompStride: " << comp_stride << "\n";
314       data->indices.outputs[i] = (CeedInt *)rstr_data->d_offsets;
315       code << "    writeDofsOffset" << dim << "d<num_comp" << var_suffix << ", " << comp_stride << ", " << P_name << ">(data, l_size" << var_suffix
316            << ", elem, indices.outputs[" << i << "], r_e" << var_suffix << ", d" << var_suffix << ");\n";
317     } else {
318       bool    has_backend_strides;
319       CeedInt num_elem;
320 
321       CeedCallBackend(CeedElemRestrictionHasBackendStrides(elem_rstr, &has_backend_strides));
322       CeedCallBackend(CeedElemRestrictionGetNumElements(elem_rstr, &num_elem));
323       CeedInt strides[3] = {1, elem_size * num_elem, elem_size};
324 
325       if (!has_backend_strides) {
326         CeedCallBackend(CeedElemRestrictionGetStrides(elem_rstr, strides));
327       }
328       code << "    // Strides: {" << strides[0] << ", " << strides[1] << ", " << strides[2] << "}\n";
329       code << "    writeDofsStrided" << dim << "d<num_comp" << var_suffix << ", " << P_name << "," << strides[0] << "," << strides[1] << ","
330            << strides[2] << ">(data, elem, r_e" << var_suffix << ", d" << var_suffix << ");\n";
331     }
332   }
333   return CEED_ERROR_SUCCESS;
334 }
335 
336 //------------------------------------------------------------------------------
337 // Basis
338 //------------------------------------------------------------------------------
339 static int CeedOperatorBuildKernelBasis_Hip_gen(std::ostringstream &code, CeedOperator_Hip_gen *data, CeedInt i, CeedInt dim,
340                                                 CeedOperatorField op_field, CeedQFunctionField qf_field, CeedInt Q_1d, bool is_input,
341                                                 bool use_3d_slices) {
342   std::string         var_suffix = (is_input ? "_in_" : "_out_") + std::to_string(i);
343   std::string         P_name = "P_1d" + var_suffix, Q_name = "Q_1d";
344   CeedEvalMode        eval_mode = CEED_EVAL_NONE;
345   CeedInt             elem_size = 0, num_comp = 0, P_1d = 0;
346   CeedElemRestriction elem_rstr;
347   CeedBasis           basis;
348 
349   // Get field data
350   CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_field, &elem_rstr));
351   if (elem_rstr != CEED_ELEMRESTRICTION_NONE) {
352     CeedCallBackend(CeedElemRestrictionGetElementSize(elem_rstr, &elem_size));
353     CeedCallBackend(CeedElemRestrictionGetNumComponents(elem_rstr, &num_comp));
354   }
355   CeedCallBackend(CeedOperatorFieldGetBasis(op_field, &basis));
356   if (basis != CEED_BASIS_NONE) {
357     CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
358   }
359   CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_field, &eval_mode));
360 
361   // Basis
362   code << "    // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
363   if (is_input) {
364     switch (eval_mode) {
365       case CEED_EVAL_NONE:
366         if (!use_3d_slices) {
367           code << "    CeedScalar *r_q" << var_suffix << " = r_e" << var_suffix << ";\n";
368         }
369         break;
370       case CEED_EVAL_INTERP:
371         code << "    CeedScalar r_q" << var_suffix << "[num_comp" << var_suffix << "*" << Q_name << "];\n";
372         code << "    Interp" << (dim > 1 ? "Tensor" : "") << dim << "d<num_comp" << var_suffix << ", P_1d" << var_suffix << ", " << Q_name
373              << ">(data, r_e" << var_suffix << ", s_B" << var_suffix << ", r_q" << var_suffix << ");\n";
374         break;
375       case CEED_EVAL_GRAD:
376         if (use_3d_slices) {
377           code << "    CeedScalar r_q" << var_suffix << "[num_comp" << var_suffix << "*" << Q_name << "];\n";
378           code << "    Interp" << (dim > 1 ? "Tensor" : "") << dim << "d<num_comp" << var_suffix << ", P_1d" << var_suffix << ", " << Q_name
379                << ">(data, r_e" << var_suffix << ", s_B" << var_suffix << ", r_q" << var_suffix << ");\n";
380         } else {
381           code << "    CeedScalar r_q" << var_suffix << "[num_comp" << var_suffix << "*dim*" << Q_name << "];\n";
382           code << "    Grad" << (dim > 1 ? "Tensor" : "") << (dim == 3 && Q_1d >= P_1d ? "Collocated" : "") << dim << "d<num_comp" << var_suffix
383                << ", P_1d" << var_suffix << ", " << Q_name << ">(data, r_e" << var_suffix << ", s_B" << var_suffix << ", s_G" << var_suffix << ", r_q"
384                << var_suffix << ");\n";
385         }
386         break;
387       case CEED_EVAL_WEIGHT: {
388         CeedBasis_Hip_shared *basis_data;
389 
390         code << "    CeedScalar r_q" << var_suffix << "[" << Q_name << "];\n";
391         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
392         data->W = basis_data->d_q_weight_1d;
393         code << "    Weight" << (dim > 1 ? "Tensor" : "") << dim << "d<" << Q_name << ">(data, W, r_q" << var_suffix << ");\n";
394         break;
395       }
396       // LCOV_EXCL_START
397       case CEED_EVAL_DIV:
398       case CEED_EVAL_CURL:
399         break;  // TODO: Not implemented
400                 // LCOV_EXCL_STOP
401     }
402   } else {
403     switch (eval_mode) {
404       case CEED_EVAL_NONE:
405         code << "    CeedScalar *r_e" << var_suffix << " = r_q" << var_suffix << ";\n";
406         break;  // No action
407       case CEED_EVAL_INTERP:
408         code << "    CeedScalar *r_e" << var_suffix << " = r_e_scratch;\n";
409         code << "    InterpTranspose" << (dim > 1 ? "Tensor" : "") << dim << "d<num_comp" << var_suffix << ", " << P_name << ", " << Q_name
410              << ">(data, r_q" << var_suffix << ", s_B" << var_suffix << ", r_e" << var_suffix << ");\n";
411         break;
412       case CEED_EVAL_GRAD:
413         code << "    CeedScalar *r_e" << var_suffix << " = r_e_scratch;\n";
414         if (use_3d_slices) {
415           code << "    InterpTranspose" << (dim > 1 ? "Tensor" : "") << dim << "d<num_comp" << var_suffix << ", " << P_name << ", " << Q_name
416                << ">(data, r_q" << var_suffix << ", s_B" << var_suffix << ", r_e" << var_suffix << ");\n";
417         } else {
418           code << "    GradTranspose" << (dim > 1 ? "Tensor" : "") << (dim == 3 && Q_1d >= P_1d ? "Collocated" : "") << dim << "d<num_comp"
419                << var_suffix << ", " << P_name << "," << Q_name << ">(data, r_q" << var_suffix << ", s_B" << var_suffix << ", s_G" << var_suffix
420                << ", r_e" << var_suffix << ");\n";
421         }
422         break;
423       // LCOV_EXCL_START
424       case CEED_EVAL_WEIGHT:
425         break;  // Should not occur
426       case CEED_EVAL_DIV:
427       case CEED_EVAL_CURL:
428         break;  // TODO: Not implemented
429                 // LCOV_EXCL_STOP
430     }
431   }
432   return CEED_ERROR_SUCCESS;
433 }
434 
435 //------------------------------------------------------------------------------
436 // QFunction
437 //------------------------------------------------------------------------------
438 static int CeedOperatorBuildKernelQFunction_Hip_gen(std::ostringstream &code, CeedOperator_Hip_gen *data, CeedInt dim, CeedInt num_input_fields,
439                                                     CeedOperatorField *op_input_fields, CeedQFunctionField *qf_input_fields,
440                                                     CeedInt num_output_fields, CeedOperatorField *op_output_fields,
441                                                     CeedQFunctionField *qf_output_fields, std::string qfunction_name, CeedInt Q_1d,
442                                                     bool use_3d_slices) {
443   std::string         Q_name    = "Q_1d";
444   CeedEvalMode        eval_mode = CEED_EVAL_NONE;
445   CeedElemRestriction elem_rstr;
446 
447   // Setup output arays
448   code << "\n    // -- Output field setup\n";
449   for (CeedInt i = 0; i < num_output_fields; i++) {
450     std::string var_suffix = "_out_" + std::to_string(i);
451 
452     code << "    // ---- Output field " << i << "\n";
453     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
454     if (eval_mode == CEED_EVAL_NONE || eval_mode == CEED_EVAL_INTERP) {
455       code << "    CeedScalar r_q" << var_suffix << "[num_comp" << var_suffix << "*" << Q_name << "];\n";
456     }
457     if (eval_mode == CEED_EVAL_GRAD) {
458       if (use_3d_slices) {
459         // Accumulator for gradient slices
460         code << "    CeedScalar r_q" << var_suffix << "[num_comp" << var_suffix << "*" << Q_name << "];\n";
461         code << "    for (CeedInt i = 0; i < num_comp" << var_suffix << "*" << Q_name << "; i++) {\n";
462         code << "      r_q" << var_suffix << "[i] = 0.0;\n";
463         code << "    }\n";
464       } else {
465         code << "    CeedScalar r_q" << var_suffix << "[num_comp" << var_suffix << "*dim*" << Q_name << "];\n";
466       }
467     }
468   }
469 
470   // We treat quadrature points per slice in 3d to save registers
471   if (use_3d_slices) {
472     code << "\n    // Note: Using planes of 3D elements\n";
473     code << "    #pragma unroll\n";
474     code << "    for (CeedInt q = 0; q < " << Q_name << "; q++) {\n";
475     code << "      // -- Input fields\n";
476     for (CeedInt i = 0; i < num_input_fields; i++) {
477       std::string var_suffix = "_in_" + std::to_string(i);
478 
479       code << "      // ---- Input field " << i << "\n";
480       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
481       // Basis action
482       code << "      // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
483       switch (eval_mode) {
484         case CEED_EVAL_NONE:
485           bool is_strided;
486 
487           code << "      CeedScalar r_s" << var_suffix << "[num_comp" << var_suffix << "];\n";
488 
489           CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_input_fields[i], &elem_rstr));
490           CeedCallBackend(CeedElemRestrictionIsStrided(elem_rstr, &is_strided));
491           if (is_strided) {
492             bool    has_backend_strides;
493             CeedInt num_elem, elem_size;
494 
495             CeedCallBackend(CeedElemRestrictionGetElementSize(elem_rstr, &elem_size));
496             CeedCallBackend(CeedElemRestrictionHasBackendStrides(elem_rstr, &has_backend_strides));
497             CeedCallBackend(CeedElemRestrictionGetNumElements(elem_rstr, &num_elem));
498             CeedInt strides[3] = {1, elem_size * num_elem, elem_size};
499 
500             if (!has_backend_strides) {
501               CeedCallBackend(CeedElemRestrictionGetStrides(elem_rstr, strides));
502             }
503             code << "      // Strides: {" << strides[0] << ", " << strides[1] << ", " << strides[2] << "}\n";
504             code << "      readSliceQuadsStrided3d<num_comp" << var_suffix << ", " << Q_name << "," << strides[0] << "," << strides[1] << ","
505                  << strides[2] << ">(data, elem, q, d" << var_suffix << ", r_s" << var_suffix << ");\n";
506           } else {
507             CeedSize                 l_size = 0;
508             CeedInt                  comp_stride;
509             CeedElemRestriction_Hip *rstr_data;
510 
511             CeedCallBackend(CeedElemRestrictionGetLVectorSize(elem_rstr, &l_size));
512             code << "      const CeedInt l_size" << var_suffix << " = " << l_size << ";\n";
513             CeedCallBackend(CeedElemRestrictionGetCompStride(elem_rstr, &comp_stride));
514             code << "      // CompStride: " << comp_stride << "\n";
515             CeedCallBackend(CeedElemRestrictionGetData(elem_rstr, &rstr_data));
516             data->indices.inputs[i] = (CeedInt *)rstr_data->d_offsets;
517             code << "      readSliceQuadsOffset3d<num_comp" << var_suffix << ", " << comp_stride << ", " << Q_name << ">(data, l_size" << var_suffix
518                  << ", elem, q, indices.inputs[" << i << "], d" << var_suffix << ", r_s" << var_suffix << ");\n";
519           }
520           break;
521         case CEED_EVAL_INTERP:
522           code << "      CeedScalar r_s" << var_suffix << "[num_comp" << var_suffix << "];\n";
523           code << "      for (CeedInt j = 0; j < num_comp" << var_suffix << "; j++) {\n";
524           code << "        r_s" << var_suffix << "[j] = r_q" << var_suffix << "[q + j*" << Q_name << "];\n";
525           code << "      }\n";
526           break;
527         case CEED_EVAL_GRAD:
528           code << "      CeedScalar r_s" << var_suffix << "[num_comp" << var_suffix << "*dim];\n";
529           code << "      gradCollo3d<num_comp" << var_suffix << ", " << Q_name << ">(data, q, r_q" << var_suffix << ", s_G" << var_suffix << ", r_s"
530                << var_suffix << ");\n";
531           break;
532         case CEED_EVAL_WEIGHT:
533           code << "      CeedScalar r_s" << var_suffix << "[1];\n";
534           code << "      r_s" << var_suffix << "[0] = r_q" << var_suffix << "[q];\n";
535           break;  // No action
536                   // LCOV_EXCL_START
537         case CEED_EVAL_DIV:
538           break;  // TODO: Not implemented
539         case CEED_EVAL_CURL:
540           break;  // TODO: Not implemented
541                   // LCOV_EXCL_STOP
542       }
543     }
544     code << "\n      // -- Output fields\n";
545     for (CeedInt i = 0; i < num_output_fields; i++) {
546       std::string var_suffix = "_out_" + std::to_string(i);
547 
548       code << "      // ---- Output field " << i << "\n";
549       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
550       // Basis action
551       switch (eval_mode) {
552         case CEED_EVAL_NONE:
553           code << "      CeedScalar r_s" << var_suffix << "[num_comp" << var_suffix << "];\n";
554           break;  // No action
555         case CEED_EVAL_INTERP:
556           code << "      CeedScalar r_s" << var_suffix << "[num_comp" << var_suffix << "];\n";
557           break;
558         case CEED_EVAL_GRAD:
559           code << "      CeedScalar r_s" << var_suffix << "[num_comp" << var_suffix << "*dim];\n";
560           break;
561           // LCOV_EXCL_START
562         case CEED_EVAL_WEIGHT:
563           break;  // Should not occur
564         case CEED_EVAL_DIV:
565           break;  // TODO: Not implemented
566         case CEED_EVAL_CURL:
567           break;  // TODO: Not implemented
568                   // LCOV_EXCL_STOP
569       }
570     }
571   } else {
572     code << "\n    // Note: Using full elements\n";
573     code << "    {\n";
574     code << "      // -- Input fields\n";
575     for (CeedInt i = 0; i < num_input_fields; i++) {
576       code << "      // ---- Input field " << i << "\n";
577       code << "      CeedScalar *r_s_in_" << i << " = r_q_in_" << i << ";\n";
578     }
579     code << "      // -- Output fields\n";
580     for (CeedInt i = 0; i < num_output_fields; i++) {
581       code << "      // ---- Output field " << i << "\n";
582       code << "      CeedScalar *r_s_out_" << i << " = r_q_out_" << i << ";\n";
583     }
584   }
585 
586   // Input and output buffers
587   code << "\n      // -- QFunction inputs and outputs\n";
588   code << "      // ---- Inputs\n";
589   code << "      CeedScalar *inputs[" << CeedIntMax(num_input_fields, 1) << "];\n";
590   for (CeedInt i = 0; i < num_input_fields; i++) {
591     code << "      // ------ Input field " << i << "\n";
592     code << "      inputs[" << i << "] = r_s_in_" << i << ";\n";
593   }
594   code << "      // ---- Outputs\n";
595   code << "      CeedScalar *outputs[" << CeedIntMax(num_output_fields, 1) << "];\n";
596   for (CeedInt i = 0; i < num_output_fields; i++) {
597     code << "      // ------ Output field " << i << "\n";
598     code << "      outputs[" << i << "] = r_s_out_" << i << ";\n";
599   }
600 
601   // Apply QFunction
602   code << "\n      // -- Apply QFunction\n";
603   code << "      " << qfunction_name << "(ctx, ";
604   if (dim != 3 || use_3d_slices) {
605     code << "1";
606   } else {
607     code << "Q_1d";
608   }
609   code << ", inputs, outputs);\n";
610 
611   // Copy or apply transpose grad, if needed
612   if (use_3d_slices) {
613     code << "      // -- Output fields\n";
614     for (CeedInt i = 0; i < num_output_fields; i++) {
615       std::string var_suffix = "_out_" + std::to_string(i);
616       std::string P_name     = "P_1d" + var_suffix;
617 
618       code << "      // ---- Output field " << i << "\n";
619       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
620       // Basis action
621       code << "      // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
622       switch (eval_mode) {
623         case CEED_EVAL_NONE:
624           code << "      for (CeedInt j = 0; j < num_comp" << var_suffix << " ; j++) {\n";
625           code << "        r_q" << var_suffix << "[q + j*" << Q_name << "] = r_s" << var_suffix << "[j];\n";
626           code << "      }\n";
627           break;  // No action
628         case CEED_EVAL_INTERP:
629           code << "      for (CeedInt j = 0; j < num_comp" << var_suffix << " ; j++) {\n";
630           code << "        r_q" << var_suffix << "[q + j*" << Q_name << "] = r_s" << var_suffix << "[j];\n";
631           code << "      }\n";
632           break;
633         case CEED_EVAL_GRAD:
634           code << "      gradColloTranspose3d<num_comp" << var_suffix << ", " << Q_name << ">(data, q, r_s" << var_suffix << ", s_G" << var_suffix
635                << ", r_q" << var_suffix << ");\n";
636           break;
637           // LCOV_EXCL_START
638         case CEED_EVAL_WEIGHT:
639           break;  // Should not occur
640         case CEED_EVAL_DIV:
641           break;  // TODO: Not implemented
642         case CEED_EVAL_CURL:
643           break;  // TODO: Not implemented
644                   // LCOV_EXCL_STOP
645       }
646     }
647   }
648   code << "    }\n";
649   return CEED_ERROR_SUCCESS;
650 }
651 
652 //------------------------------------------------------------------------------
653 // Build single operator kernel
654 //------------------------------------------------------------------------------
655 extern "C" int CeedOperatorBuildKernel_Hip_gen(CeedOperator op) {
656   bool                   is_tensor = true, use_3d_slices = false;
657   Ceed                   ceed;
658   CeedInt                Q_1d, num_input_fields, num_output_fields, dim = 1;
659   CeedQFunctionField    *qf_input_fields, *qf_output_fields;
660   CeedQFunction_Hip_gen *qf_data;
661   CeedQFunction          qf;
662   CeedOperatorField     *op_input_fields, *op_output_fields;
663   CeedOperator_Hip_gen  *data;
664   std::ostringstream     code;
665 
666   {
667     bool is_setup_done;
668 
669     CeedCallBackend(CeedOperatorIsSetupDone(op, &is_setup_done));
670     if (is_setup_done) return CEED_ERROR_SUCCESS;
671   }
672 
673   CeedCallBackend(CeedOperatorGetCeed(op, &ceed));
674   CeedCallBackend(CeedOperatorGetData(op, &data));
675   CeedCallBackend(CeedOperatorGetQFunction(op, &qf));
676   CeedCallBackend(CeedQFunctionGetData(qf, &qf_data));
677   CeedCallBackend(CeedOperatorGetFields(op, &num_input_fields, &op_input_fields, &num_output_fields, &op_output_fields));
678   CeedCallBackend(CeedQFunctionGetFields(qf, NULL, &qf_input_fields, NULL, &qf_output_fields));
679 
680   // Get operator data
681   CeedCallBackend(CeedOperatorBuildKernelData_Hip_gen(ceed, num_input_fields, op_input_fields, qf_input_fields, num_output_fields, op_output_fields,
682                                                       qf_output_fields, &data->max_P_1d, &Q_1d, &dim, &is_tensor, &use_3d_slices));
683   if (dim == 0) dim = 1;
684   data->dim = dim;
685   if (Q_1d == 0) {
686     CeedInt Q;
687 
688     CeedCallBackend(CeedOperatorGetNumQuadraturePoints(op, &Q));
689     Q_1d = Q;
690   }
691   data->Q_1d = Q_1d;
692 
693   // Check for restriction only identity operator
694   {
695     bool is_identity_qf;
696 
697     CeedCallBackend(CeedQFunctionIsIdentity(qf, &is_identity_qf));
698     if (is_identity_qf) {
699       CeedEvalMode eval_mode_in, eval_mode_out;
700 
701       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[0], &eval_mode_in));
702       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[0], &eval_mode_out));
703       CeedCheck(eval_mode_in != CEED_EVAL_NONE || eval_mode_out != CEED_EVAL_NONE, ceed, CEED_ERROR_BACKEND,
704                 "Backend does not implement restriction only identity operators");
705     }
706   }
707 
708   // Load basis source files
709   // TODO: Add non-tensor, AtPoints
710   {
711     char       *tensor_basis_kernel_source;
712     const char *tensor_basis_kernel_path;
713 
714     CeedCallBackend(CeedGetJitAbsolutePath(ceed, "ceed/jit-source/hip/hip-shared-basis-tensor-templates.h", &tensor_basis_kernel_path));
715     CeedDebug256(ceed, CEED_DEBUG_COLOR_SUCCESS, "----- Loading Tensor Basis Kernel Source -----\n");
716     CeedCallBackend(CeedLoadSourceToBuffer(ceed, tensor_basis_kernel_path, &tensor_basis_kernel_source));
717     code << tensor_basis_kernel_source;
718     CeedCallBackend(CeedFree(&tensor_basis_kernel_path));
719     CeedCallBackend(CeedFree(&tensor_basis_kernel_source));
720   }
721   {
722     char       *hip_gen_template_source;
723     const char *hip_gen_template_path;
724 
725     CeedCallBackend(CeedGetJitAbsolutePath(ceed, "ceed/jit-source/hip/hip-gen-templates.h", &hip_gen_template_path));
726     CeedDebug256(ceed, CEED_DEBUG_COLOR_SUCCESS, "----- Loading Hip-Gen Template Source -----\n");
727     CeedCallBackend(CeedLoadSourceToBuffer(ceed, hip_gen_template_path, &hip_gen_template_source));
728     code << hip_gen_template_source;
729     CeedCallBackend(CeedFree(&hip_gen_template_path));
730     CeedCallBackend(CeedFree(&hip_gen_template_source));
731   }
732 
733   // Get QFunction name
734   std::string qfunction_name(qf_data->qfunction_name);
735   std::string operator_name;
736 
737   operator_name = "CeedKernelHipGenOperator_" + qfunction_name;
738 
739   // Define CEED_Q_VLA
740   code << "\n#undef CEED_Q_VLA\n";
741   if (dim != 3 || use_3d_slices) {
742     code << "#define CEED_Q_VLA 1\n\n";
743   } else {
744     code << "#define CEED_Q_VLA " << Q_1d << "\n\n";
745   }
746 
747   // Add user QFunction source
748   {
749     std::string qfunction_source(qf_data->qfunction_source);
750 
751     code << qfunction_source;
752   }
753 
754   // Setup
755   code << "\n// -----------------------------------------------------------------------------\n";
756   code << "// Operator Kernel\n";
757   code << "// \n";
758   code << "// d_[in,out]_i:   CeedVector device array\n";
759   code << "// r_[in,out]_e_i: Element vector register\n";
760   code << "// r_[in,out]_q_i: Quadrature space vector register\n";
761   code << "// r_[in,out]_s_i: Quadrature space slice  vector register\n";
762   code << "// \n";
763   code << "// s_B_[in,out]_i: Interpolation matrix, shared memory\n";
764   code << "// s_G_[in,out]_i: Gradient matrix, shared memory\n";
765   code << "// -----------------------------------------------------------------------------\n";
766   code << "\nextern \"C\" __launch_bounds__(BLOCK_SIZE)\n";
767   code << "__global__ void " << operator_name
768        << "(CeedInt num_elem, void* ctx, FieldsInt_Hip indices, Fields_Hip fields, Fields_Hip B, Fields_Hip G, CeedScalar* W) {\n";
769 
770   // Scratch buffers
771   for (CeedInt i = 0; i < num_input_fields; i++) {
772     CeedEvalMode eval_mode;
773 
774     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
775     if (eval_mode != CEED_EVAL_WEIGHT) {  // Skip CEED_EVAL_WEIGHT
776       code << "  const CeedScalar *d_in_" << i << " = fields.inputs[" << i << "];\n";
777     }
778   }
779   for (CeedInt i = 0; i < num_output_fields; i++) {
780     code << "  CeedScalar *d_out_" << i << " = fields.outputs[" << i << "];\n";
781   }
782 
783   code << "  const CeedInt dim = " << dim << ";\n";
784   code << "  const CeedInt Q_1d = " << Q_1d << ";\n";
785 
786   // Shared data
787   code << "  extern __shared__ CeedScalar slice[];\n";
788   code << "  SharedData_Hip data;\n";
789   code << "  data.t_id_x = threadIdx.x;\n";
790   code << "  data.t_id_y = threadIdx.y;\n";
791   code << "  data.t_id_z = threadIdx.z;\n";
792   code << "  data.t_id  = threadIdx.x + threadIdx.y*blockDim.x + threadIdx.z*blockDim.y*blockDim.x;\n";
793   code << "  data.slice = slice + data.t_id_z*T_1D" << (dim > 1 ? "*T_1D" : "") << ";\n";
794 
795   // Initialize constants, and matrices B and G
796   code << "\n  // Input field constants and basis data\n";
797   for (CeedInt i = 0; i < num_input_fields; i++) {
798     CeedCallBackend(CeedOperatorBuildKernelFieldData_Hip_gen(code, data, i, op_input_fields[i], qf_input_fields[i], Q_1d, true, use_3d_slices));
799   }
800   code << "\n  // Output field constants and basis data\n";
801   for (CeedInt i = 0; i < num_output_fields; i++) {
802     CeedCallBackend(CeedOperatorBuildKernelFieldData_Hip_gen(code, data, i, op_output_fields[i], qf_output_fields[i], Q_1d, false, use_3d_slices));
803   }
804 
805   // Loop over all elements
806   code << "\n  // Element loop\n";
807   code << "  __syncthreads();\n";
808   code << "  for (CeedInt elem = blockIdx.x*blockDim.z + threadIdx.z; elem < num_elem; elem += gridDim.x*blockDim.z) {\n";
809 
810   // -- Compute minimum buffer space needed
811   CeedInt max_rstr_buffer_size = 0;
812 
813   for (CeedInt i = 0; i < num_input_fields; i++) {
814     CeedInt             num_comp, elem_size;
815     CeedElemRestriction elem_rstr;
816 
817     CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_input_fields[i], &elem_rstr));
818     CeedCallBackend(CeedElemRestrictionGetNumComponents(elem_rstr, &num_comp));
819     CeedCallBackend(CeedElemRestrictionGetElementSize(elem_rstr, &elem_size));
820     max_rstr_buffer_size = CeedIntMax(max_rstr_buffer_size, num_comp * elem_size);
821   }
822   for (CeedInt i = 0; i < num_output_fields; i++) {
823     CeedInt             num_comp, elem_size;
824     CeedElemRestriction elem_rstr;
825 
826     CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_output_fields[i], &elem_rstr));
827     CeedCallBackend(CeedElemRestrictionGetNumComponents(elem_rstr, &num_comp));
828     CeedCallBackend(CeedElemRestrictionGetElementSize(elem_rstr, &elem_size));
829     max_rstr_buffer_size = CeedIntMax(max_rstr_buffer_size, num_comp * elem_size);
830   }
831   code << "    // Scratch restriction buffer space\n";
832   code << "    CeedScalar r_e_scratch[" << max_rstr_buffer_size << "];\n";
833 
834   // -- Determine best input field processing order
835   CeedInt field_rstr_in_buffer[CEED_FIELD_MAX], input_field_order[CEED_FIELD_MAX];
836 
837   for (CeedInt i = 0; i < num_input_fields; i++) {
838     field_rstr_in_buffer[i] = -1;
839     input_field_order[i]    = -1;
840   }
841   {
842     bool    is_ordered[CEED_FIELD_MAX];
843     CeedInt curr_index = 0;
844 
845     for (CeedInt i = 0; i < num_input_fields; i++) is_ordered[i] = false;
846     for (CeedInt i = 0; i < num_input_fields; i++) {
847       CeedVector          vec_i;
848       CeedElemRestriction rstr_i;
849 
850       if (is_ordered[i]) continue;
851       field_rstr_in_buffer[i]       = i;
852       is_ordered[i]                 = true;
853       input_field_order[curr_index] = i;
854       curr_index++;
855       CeedCallBackend(CeedOperatorFieldGetVector(op_input_fields[i], &vec_i));
856       if (vec_i == CEED_VECTOR_NONE) continue;  // CEED_EVAL_WEIGHT
857       CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_input_fields[i], &rstr_i));
858       for (CeedInt j = i + 1; j < num_input_fields; j++) {
859         CeedVector          vec_j;
860         CeedElemRestriction rstr_j;
861 
862         CeedCallBackend(CeedOperatorFieldGetVector(op_input_fields[j], &vec_j));
863         CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_input_fields[j], &rstr_j));
864         if (rstr_i == rstr_j && vec_i == vec_j) {
865           field_rstr_in_buffer[j]       = i;
866           is_ordered[j]                 = true;
867           input_field_order[curr_index] = j;
868           curr_index++;
869         }
870       }
871     }
872   }
873 
874   // -- Input restriction and basis
875   code << "    // -- Input field restrictions and basis actions\n";
876   for (CeedInt i = 0; i < num_input_fields; i++) {
877     CeedInt f = input_field_order[i];
878 
879     code << "    // ---- Input field " << f << "\n";
880 
881     // ---- Restriction
882     CeedCallBackend(CeedOperatorBuildKernelRestriction_Hip_gen(code, data, f, dim, field_rstr_in_buffer, op_input_fields[f], qf_input_fields[f], Q_1d,
883                                                                true, use_3d_slices));
884 
885     // ---- Basis action
886     CeedCallBackend(CeedOperatorBuildKernelBasis_Hip_gen(code, data, f, dim, op_input_fields[f], qf_input_fields[f], Q_1d, true, use_3d_slices));
887   }
888 
889   // -- Q function
890   CeedCallBackend(CeedOperatorBuildKernelQFunction_Hip_gen(code, data, dim, num_input_fields, op_input_fields, qf_input_fields, num_output_fields,
891                                                            op_output_fields, qf_output_fields, qfunction_name, Q_1d, use_3d_slices));
892 
893   // -- Output basis and restriction
894   code << "\n    // -- Output field basis action and restrictions\n";
895   for (CeedInt i = 0; i < num_output_fields; i++) {
896     code << "    // ---- Output field " << i << "\n";
897 
898     // ---- Basis action
899     CeedCallBackend(CeedOperatorBuildKernelBasis_Hip_gen(code, data, i, dim, op_output_fields[i], qf_output_fields[i], Q_1d, false, use_3d_slices));
900 
901     // ---- Restriction
902     CeedCallBackend(
903         CeedOperatorBuildKernelRestriction_Hip_gen(code, data, i, dim, NULL, op_output_fields[i], qf_output_fields[i], Q_1d, false, use_3d_slices));
904   }
905 
906   // Close loop and function
907   code << "  }\n";
908   code << "}\n";
909   code << "// -----------------------------------------------------------------------------\n\n";
910 
911   // View kernel for debugging
912   CeedDebug256(ceed, CEED_DEBUG_COLOR_SUCCESS, "Generated Operator Kernels:\n");
913   CeedDebug(ceed, code.str().c_str());
914 
915   CeedInt block_sizes[3] = {0, 0, 0};
916   CeedInt num_elem;
917 
918   CeedCallBackend(CeedOperatorGetNumElements(op, &num_elem));
919   CeedCallBackend(BlockGridCalculate_Hip_gen(dim, num_elem, data->max_P_1d, Q_1d, block_sizes));
920   CeedCallBackend(CeedCompile_Hip(ceed, code.str().c_str(), &data->module, 2, "T_1D", block_sizes[0], "BLOCK_SIZE",
921                                   block_sizes[0] * block_sizes[1] * block_sizes[2]));
922   CeedCallBackend(CeedGetKernel_Hip(ceed, data->module, operator_name.c_str(), &data->op));
923 
924   CeedCallBackend(CeedOperatorSetSetupDone(op));
925   return CEED_ERROR_SUCCESS;
926 }
927 
928 //------------------------------------------------------------------------------
929