xref: /libCEED/backends/hip-gen/ceed-hip-gen-operator-build.cpp (revision b6972d7456611f84b0e462eb1490bcb662442e6a)
1 // Copyright (c) 2017-2022, 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 // Build single operator kernel
54 //------------------------------------------------------------------------------
55 extern "C" int CeedOperatorBuildKernel_Hip_gen(CeedOperator op) {
56   using std::ostringstream;
57   using std::string;
58 
59   Ceed                     ceed;
60   bool                     is_setup_done, is_identity_qf;
61   CeedSize                 l_size;
62   CeedInt                  Q, P_1d = 0, Q_1d = 0, elem_size, num_input_fields, num_output_fields, num_comp, dim = 1;
63   CeedEvalMode             eval_mode;
64   CeedElemRestriction      elem_rstr;
65   CeedElemRestriction_Hip *rstr_data;
66   CeedBasis                basis;
67   CeedBasis_Hip_shared    *basis_data;
68   CeedQFunctionField      *qf_input_fields, *qf_output_fields;
69   CeedQFunction_Hip_gen   *qf_data;
70   CeedQFunction            qf;
71   CeedOperatorField       *op_input_fields, *op_output_fields;
72   CeedOperator_Hip_gen    *data;
73 
74   CeedCallBackend(CeedOperatorIsSetupDone(op, &is_setup_done));
75   if (is_setup_done) return CEED_ERROR_SUCCESS;
76 
77   CeedCallBackend(CeedOperatorGetCeed(op, &ceed));
78   CeedCallBackend(CeedOperatorGetData(op, &data));
79   CeedCallBackend(CeedOperatorGetQFunction(op, &qf));
80   CeedCallBackend(CeedQFunctionGetData(qf, &qf_data));
81   CeedCallBackend(CeedOperatorGetNumQuadraturePoints(op, &Q));
82   Q_1d = Q;
83   CeedCallBackend(CeedOperatorGetFields(op, &num_input_fields, &op_input_fields, &num_output_fields, &op_output_fields));
84   CeedCallBackend(CeedQFunctionGetFields(qf, NULL, &qf_input_fields, NULL, &qf_output_fields));
85 
86   // TODO: put in a function?
87   // Check for restriction only identity operator
88   CeedCallBackend(CeedQFunctionIsIdentity(qf, &is_identity_qf));
89   if (is_identity_qf) {
90     CeedEvalMode eval_mode_in, eval_mode_out;
91 
92     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[0], &eval_mode_in));
93     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[0], &eval_mode_out));
94     CeedCheck(eval_mode_in != CEED_EVAL_NONE || eval_mode_out != CEED_EVAL_NONE, ceed, CEED_ERROR_BACKEND,
95               "Backend does not implement restriction only identity operators");
96   }
97 
98   ostringstream code;
99 
100   // Load basis source files
101   // TODO: generalize to accept different device functions?
102   {
103     char *tensor_basis_kernel_path, *tensor_basis_kernel_source;
104 
105     CeedCallBackend(CeedGetJitAbsolutePath(ceed, "ceed/jit-source/hip/hip-shared-basis-tensor-templates.h", &tensor_basis_kernel_path));
106     CeedDebug256(ceed, CEED_DEBUG_COLOR_SUCCESS, "----- Loading Tensor Basis Kernel Source -----\n");
107     CeedCallBackend(CeedLoadSourceToBuffer(ceed, tensor_basis_kernel_path, &tensor_basis_kernel_source));
108     code << tensor_basis_kernel_source;
109     CeedCallBackend(CeedFree(&tensor_basis_kernel_path));
110     CeedCallBackend(CeedFree(&tensor_basis_kernel_source));
111   }
112   {
113     char *hip_gen_template_path, *hip_gen_template_source;
114 
115     CeedCallBackend(CeedGetJitAbsolutePath(ceed, "ceed/jit-source/hip/hip-gen-templates.h", &hip_gen_template_path));
116     CeedDebug256(ceed, CEED_DEBUG_COLOR_SUCCESS, "----- Loading Hip-Gen Template Source -----\n");
117     CeedCallBackend(CeedLoadSourceToBuffer(ceed, hip_gen_template_path, &hip_gen_template_source));
118     code << hip_gen_template_source;
119     CeedCallBackend(CeedFree(&hip_gen_template_path));
120     CeedCallBackend(CeedFree(&hip_gen_template_source));
121   }
122 
123   // Get QFunction source and name
124   string q_function_source(qf_data->q_function_source);
125   string q_function_name(qf_data->q_function_name);
126   string operator_name;
127   operator_name = "CeedKernelHipGenOperator_" + q_function_name;
128 
129   // Find dim, P_1d, Q_1d
130   data->max_P_1d = 0;
131   for (CeedInt i = 0; i < num_input_fields; i++) {
132     CeedCallBackend(CeedOperatorFieldGetBasis(op_input_fields[i], &basis));
133     if (basis != CEED_BASIS_NONE) {
134       bool is_tensor;
135 
136       CeedCallBackend(CeedBasisGetData(basis, &basis_data));
137       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
138 
139       // Collect dim, P_1d, and Q_1d
140       CeedCallBackend(CeedBasisGetDimension(basis, &dim));
141       CeedCallBackend(CeedBasisIsTensor(basis, &is_tensor));
142       CeedCheck(is_tensor, ceed, CEED_ERROR_BACKEND, "Backend does not implement operators with non-tensor basis");
143       CeedCallBackend(CeedBasisGetNumQuadraturePoints1D(basis, &Q_1d));
144       CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
145       if (P_1d > data->max_P_1d) data->max_P_1d = P_1d;
146     }
147   }
148   // Check output bases for Q_1d, dim as well
149   //   The only input basis might be CEED_BASIS_NONE
150   for (CeedInt i = 0; i < num_output_fields; i++) {
151     CeedCallBackend(CeedOperatorFieldGetBasis(op_output_fields[i], &basis));
152 
153     if (basis != CEED_BASIS_NONE) {
154       bool is_tensor;
155 
156       CeedCallBackend(CeedBasisGetData(basis, &basis_data));
157       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
158 
159       // Collect Q_1d
160       CeedCallBackend(CeedBasisGetDimension(basis, &dim));
161       CeedCallBackend(CeedBasisIsTensor(basis, &is_tensor));
162       CeedCheck(is_tensor, ceed, CEED_ERROR_BACKEND, "Backend does not implement operators with non-tensor basis");
163       CeedCallBackend(CeedBasisGetNumQuadraturePoints1D(basis, &Q_1d));
164     }
165   }
166   data->dim  = dim;
167   data->Q_1d = Q_1d;
168 
169   // Only use 3D collocated gradient parallelization strategy when gradient is computed
170   // TODO: put in a function?
171   bool use_collograd_parallelization = false;
172 
173   if (dim == 3) {
174     bool was_grad_found = false;
175 
176     for (CeedInt i = 0; i < num_input_fields; i++) {
177       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
178       if (eval_mode == CEED_EVAL_GRAD) {
179         CeedCallBackend(CeedOperatorFieldGetBasis(op_input_fields[i], &basis));
180         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
181         use_collograd_parallelization = basis_data->d_collo_grad_1d && (was_grad_found ? use_collograd_parallelization : true);
182         was_grad_found                = true;
183       }
184     }
185     for (CeedInt i = 0; i < num_output_fields; i++) {
186       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
187       if (eval_mode == CEED_EVAL_GRAD) {
188         CeedCallBackend(CeedOperatorFieldGetBasis(op_output_fields[i], &basis));
189         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
190         use_collograd_parallelization = basis_data->d_collo_grad_1d && (was_grad_found ? use_collograd_parallelization : true);
191         was_grad_found                = true;
192       }
193     }
194   }
195 
196   // Define CEED_Q_VLA
197   code << "\n#undef CEED_Q_VLA\n";
198   if (dim != 3 || use_collograd_parallelization) {
199     code << "#define CEED_Q_VLA 1\n\n";
200   } else {
201     code << "#define CEED_Q_VLA " << Q_1d << "\n\n";
202   }
203 
204   code << q_function_source;
205 
206   // Setup
207   code << "\n// -----------------------------------------------------------------------------\n";
208   code << "\nextern \"C\" __launch_bounds__(BLOCK_SIZE)\n";
209   code << "__global__ void " << operator_name
210        << "(CeedInt num_elem, void* ctx, FieldsInt_Hip indices, Fields_Hip fields, Fields_Hip B, Fields_Hip G, CeedScalar* W) {\n";
211   for (CeedInt i = 0; i < num_input_fields; i++) {
212     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
213     if (eval_mode != CEED_EVAL_WEIGHT) {  // Skip CEED_EVAL_WEIGHT
214       code << "  const CeedScalar* d_u_" << i << " = fields.inputs[" << i << "];\n";
215     }
216   }
217 
218   for (CeedInt i = 0; i < num_output_fields; i++) {
219     code << "  CeedScalar* d_v_" << i << " = fields.outputs[" << i << "];\n";
220   }
221 
222   code << "  const CeedInt dim = " << dim << ";\n";
223   code << "  const CeedInt Q_1d = " << Q_1d << ";\n";
224 
225   code << "  HIP_DYNAMIC_SHARED( CeedScalar, slice)\n";
226   // TODO put in a function? InitSharedData_Hip?
227   code << "  SharedData_Hip data;\n";
228   code << "  data.t_id_x = threadIdx.x;\n";
229   code << "  data.t_id_y = threadIdx.y;\n";
230   code << "  data.t_id_z = threadIdx.z;\n";
231   code << "  data.t_id  = threadIdx.x + threadIdx.y*blockDim.x + threadIdx.z*blockDim.y*blockDim.x;\n";
232   code << "  data.slice = slice+data.t_id_z*T_1D" << (dim > 1 ? "*T_1D" : "") << ";\n";
233 
234   code << "\n  // -- Input field constants and basis data --\n";
235   // TODO: Put in a function?
236   // Initialize constants, and matrices B and G
237   for (CeedInt i = 0; i < num_input_fields; i++) {
238     code << "  // ---- Input field " << i << " ----\n";
239     // Get elem_size, eval_mode, num_comp
240     CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_input_fields[i], &elem_rstr));
241     CeedCallBackend(CeedElemRestrictionGetElementSize(elem_rstr, &elem_size));
242     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
243     CeedCallBackend(CeedElemRestrictionGetNumComponents(elem_rstr, &num_comp));
244 
245     // Set field constants
246     if (eval_mode != CEED_EVAL_WEIGHT) {
247       CeedCallBackend(CeedOperatorFieldGetBasis(op_input_fields[i], &basis));
248       if (basis != CEED_BASIS_NONE) {
249         CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
250         code << "  const CeedInt P_in_" << i << " = " << P_1d << ";\n";
251       } else {
252         code << "  const CeedInt P_in_" << i << " = " << Q_1d << ";\n";
253       }
254       code << "  const CeedInt num_comp_in_" << i << " = " << num_comp << ";\n";
255     }
256 
257     // Load basis data
258     code << "  // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
259     switch (eval_mode) {
260       case CEED_EVAL_NONE:
261         break;
262       case CEED_EVAL_INTERP:
263         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
264         data->B.inputs[i] = basis_data->d_interp_1d;
265         code << "  __shared__ CeedScalar s_B_in_" << i << "[" << P_1d * Q_1d << "];\n";
266         code << "  loadMatrix<P_in_" << i << ",Q_1d>(data, B.inputs[" << i << "], s_B_in_" << i << ");\n";
267         break;
268       case CEED_EVAL_GRAD:
269         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
270         data->B.inputs[i] = basis_data->d_interp_1d;
271         code << "  __shared__ CeedScalar s_B_in_" << i << "[" << P_1d * Q_1d << "];\n";
272         code << "  loadMatrix<P_in_" << i << ",Q_1d>(data, B.inputs[" << i << "], s_B_in_" << i << ");\n";
273         if (use_collograd_parallelization) {
274           data->G.inputs[i] = basis_data->d_collo_grad_1d;
275           code << "  __shared__ CeedScalar s_G_in_" << i << "[" << Q_1d * Q_1d << "];\n";
276           code << "  loadMatrix<Q_1d,Q_1d>(data, G.inputs[" << i << "], s_G_in_" << i << ");\n";
277         } else {
278           bool has_collo_grad = basis_data->d_collo_grad_1d;
279           data->G.inputs[i]   = has_collo_grad ? basis_data->d_collo_grad_1d : basis_data->d_grad_1d;
280           code << "  __shared__ CeedScalar s_G_in_" << i << "[" << Q_1d * (has_collo_grad ? Q_1d : P_1d) << "];\n";
281           code << "  loadMatrix<" << (has_collo_grad ? "Q_1d" : ("P_in_" + std::to_string(i))) << ",Q_1d>(data, G.inputs[" << i << "], s_G_in_" << i
282                << ");\n";
283         }
284         break;
285       case CEED_EVAL_WEIGHT:
286         break;  // No action
287       case CEED_EVAL_DIV:
288         break;  // TODO: Not implemented
289       case CEED_EVAL_CURL:
290         break;  // TODO: Not implemented
291     }
292   }
293 
294   code << "\n  // -- Output field constants and basis data --\n";
295   for (CeedInt i = 0; i < num_output_fields; i++) {
296     code << "  // ---- Output field " << i << " ----\n";
297     // Get elem_size, eval_mode, num_comp
298     CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_output_fields[i], &elem_rstr));
299     CeedCallBackend(CeedElemRestrictionGetElementSize(elem_rstr, &elem_size));
300     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
301     CeedCallBackend(CeedElemRestrictionGetNumComponents(elem_rstr, &num_comp));
302 
303     // Set field constants
304     CeedCallBackend(CeedOperatorFieldGetBasis(op_output_fields[i], &basis));
305     if (basis != CEED_BASIS_NONE) {
306       CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
307       code << "  const CeedInt P_out_" << i << " = " << P_1d << ";\n";
308     } else {
309       code << "  const CeedInt P_out_" << i << " = " << Q_1d << ";\n";
310     }
311     code << "  const CeedInt num_comp_out_" << i << " = " << num_comp << ";\n";
312 
313     // Load basis data
314     code << "  // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
315     switch (eval_mode) {
316       case CEED_EVAL_NONE:
317         break;  // No action
318       case CEED_EVAL_INTERP:
319         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
320         data->B.outputs[i] = basis_data->d_interp_1d;
321         code << "  __shared__ CeedScalar s_B_out_" << i << "[" << P_1d * Q_1d << "];\n";
322         code << "  loadMatrix<P_out_" << i << ",Q_1d>(data, B.outputs[" << i << "], s_B_out_" << i << ");\n";
323         break;
324       case CEED_EVAL_GRAD:
325         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
326         data->B.outputs[i] = basis_data->d_interp_1d;
327         code << "  __shared__ CeedScalar s_B_out_" << i << "[" << P_1d * Q_1d << "];\n";
328         code << "  loadMatrix<P_out_" << i << ",Q_1d>(data, B.outputs[" << i << "], s_B_out_" << i << ");\n";
329         if (use_collograd_parallelization) {
330           data->G.outputs[i] = basis_data->d_collo_grad_1d;
331           code << "  __shared__ CeedScalar s_G_out_" << i << "[" << Q_1d * Q_1d << "];\n";
332           code << "  loadMatrix<Q_1d,Q_1d>(data, G.outputs[" << i << "], s_G_out_" << i << ");\n";
333         } else {
334           bool has_collo_grad = basis_data->d_collo_grad_1d;
335           data->G.outputs[i]  = has_collo_grad ? basis_data->d_collo_grad_1d : basis_data->d_grad_1d;
336           code << "  __shared__ CeedScalar s_G_out_" << i << "[" << Q_1d * (has_collo_grad ? Q_1d : P_1d) << "];\n";
337           code << "  loadMatrix<" << (has_collo_grad ? "Q_1d" : ("P_out_" + std::to_string(i))) << ",Q_1d>(data, G.outputs[" << i << "], s_G_out_"
338                << i << ");\n";
339         }
340         break;
341       // LCOV_EXCL_START
342       case CEED_EVAL_WEIGHT: {
343         Ceed ceed;
344         CeedCallBackend(CeedOperatorGetCeed(op, &ceed));
345         return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_WEIGHT cannot be an output evaluation mode");
346         break;  // Should not occur
347       }
348       case CEED_EVAL_DIV:
349         break;  // TODO: Not implemented
350       case CEED_EVAL_CURL:
351         break;  // TODO: Not implemented
352                 // LCOV_EXCL_STOP
353     }
354   }
355   code << "\n  // -- Element loop --\n";
356   code << "  __syncthreads();\n";
357   code << "  for (CeedInt elem = blockIdx.x*blockDim.z + threadIdx.z; elem < num_elem; elem += gridDim.x*blockDim.z) {\n";
358   // Input basis apply if needed
359   // Generate the correct eval mode code for each input
360   code << "    // -- Input field restrictions and basis actions --\n";
361   for (CeedInt i = 0; i < num_input_fields; i++) {
362     code << "    // ---- Input field " << i << " ----\n";
363     // Get elem_size, eval_mode, num_comp
364     CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_input_fields[i], &elem_rstr));
365     CeedCallBackend(CeedElemRestrictionGetElementSize(elem_rstr, &elem_size));
366     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
367     CeedCallBackend(CeedElemRestrictionGetNumComponents(elem_rstr, &num_comp));
368 
369     // Restriction
370     if (eval_mode != CEED_EVAL_WEIGHT && !((eval_mode == CEED_EVAL_NONE) && use_collograd_parallelization)) {
371       bool is_strided;
372 
373       code << "    CeedScalar r_u_" << i << "[num_comp_in_" << i << "*P_in_" << i << "];\n";
374 
375       CeedCallBackend(CeedElemRestrictionIsStrided(elem_rstr, &is_strided));
376       if (!is_strided) {
377         CeedCallBackend(CeedElemRestrictionGetLVectorSize(elem_rstr, &l_size));
378         code << "    const CeedInt l_size_in_" << i << " = " << l_size << ";\n";
379         CeedInt comp_stride;
380         CeedCallBackend(CeedElemRestrictionGetCompStride(elem_rstr, &comp_stride));
381         code << "    // CompStride: " << comp_stride << "\n";
382         CeedCallBackend(CeedElemRestrictionGetData(elem_rstr, &rstr_data));
383         data->indices.inputs[i] = rstr_data->d_ind;
384         code << "    readDofsOffset" << dim << "d<num_comp_in_" << i << ", " << comp_stride << ", P_in_" << i << ">(data, l_size_in_" << i
385              << ", elem, indices.inputs[" << i << "], d_u_" << i << ", r_u_" << i << ");\n";
386       } else {
387         bool    has_backend_strides;
388         CeedInt num_elem;
389 
390         CeedCallBackend(CeedElemRestrictionHasBackendStrides(elem_rstr, &has_backend_strides));
391         CeedCallBackend(CeedElemRestrictionGetNumElements(elem_rstr, &num_elem));
392         CeedInt strides[3] = {1, elem_size * num_elem, elem_size};
393 
394         if (!has_backend_strides) {
395           CeedCallBackend(CeedElemRestrictionGetStrides(elem_rstr, &strides));
396         }
397         code << "    // Strides: {" << strides[0] << ", " << strides[1] << ", " << strides[2] << "}\n";
398         code << "    readDofsStrided" << dim << "d<num_comp_in_" << i << ",P_in_" << i << "," << strides[0] << "," << strides[1] << "," << strides[2]
399              << ">(data, elem, d_u_" << i << ", r_u_" << i << ");\n";
400       }
401     }
402 
403     // TODO: put in a function?
404     // Basis action
405     code << "    // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
406     switch (eval_mode) {
407       case CEED_EVAL_NONE:
408         if (!use_collograd_parallelization) {
409           code << "    CeedScalar* r_t_" << i << " = r_u_" << i << ";\n";
410         }
411         break;
412       case CEED_EVAL_INTERP:
413         code << "    CeedScalar r_t_" << i << "[num_comp_in_" << i << "*Q_1d];\n";
414         code << "    Interp" << (dim > 1 ? "Tensor" : "") << dim << "d<num_comp_in_" << i << ",P_in_" << i << ",Q_1d>(data, r_u_" << i << ", s_B_in_"
415              << i << ", r_t_" << i << ");\n";
416         break;
417       case CEED_EVAL_GRAD:
418         if (use_collograd_parallelization) {
419           code << "    CeedScalar r_t_" << i << "[num_comp_in_" << i << "*Q_1d];\n";
420           code << "    Interp" << (dim > 1 ? "Tensor" : "") << dim << "d<num_comp_in_" << i << ",P_in_" << i << ",Q_1d>(data, r_u_" << i
421                << ", s_B_in_" << i << ", r_t_" << i << ");\n";
422         } else {
423           CeedInt P_1d;
424           CeedCallBackend(CeedOperatorFieldGetBasis(op_input_fields[i], &basis));
425           CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
426           code << "    CeedScalar r_t_" << i << "[num_comp_in_" << i << "*dim*Q_1d];\n";
427           code << "    Grad" << (dim > 1 ? "Tensor" : "") << (dim == 3 && Q_1d >= P_1d ? "Collocated" : "") << dim << "d<num_comp_in_" << i
428                << ",P_in_" << i << ",Q_1d>(data, r_u_" << i << ", s_B_in_" << i << ", s_G_in_" << i << ", r_t_" << i << ");\n";
429         }
430         break;
431       case CEED_EVAL_WEIGHT:
432         code << "    CeedScalar r_t_" << i << "[Q_1d];\n";
433         CeedCallBackend(CeedOperatorFieldGetBasis(op_input_fields[i], &basis));
434         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
435         data->W = basis_data->d_q_weight_1d;
436         code << "    Weight" << (dim > 1 ? "Tensor" : "") << dim << "d<Q_1d>(data, W, r_t_" << i << ");\n";
437         break;  // No action
438       case CEED_EVAL_DIV:
439         break;  // TODO: Not implemented
440       case CEED_EVAL_CURL:
441         break;  // TODO: Not implemented
442     }
443   }
444 
445   // TODO: put in a function + separate collograd logic
446   // Q function
447   code << "\n    // -- Output field setup --\n";
448   for (CeedInt i = 0; i < num_output_fields; i++) {
449     code << "\n    // ---- Output field " << i << " ----\n";
450     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
451     if (eval_mode == CEED_EVAL_GRAD) {
452       if (use_collograd_parallelization) {
453         // Accumulator for gradient slices
454         code << "    CeedScalar r_tt_" << i << "[num_comp_out_" << i << "*Q_1d];\n";
455         code << "    for (CeedInt i = 0; i < num_comp_out_" << i << "; i++) {\n";
456         code << "      for (CeedInt j = 0; j < Q_1d; ++j) {\n";
457         code << "        r_tt_" << i << "[j + i*Q_1d] = 0.0;\n";
458         code << "      }\n";
459         code << "    }\n";
460       } else {
461         code << "    CeedScalar r_tt_" << i << "[num_comp_out_" << i << "*dim*Q_1d];\n";
462       }
463     }
464     if (eval_mode == CEED_EVAL_NONE || eval_mode == CEED_EVAL_INTERP) {
465       code << "    CeedScalar r_tt_" << i << "[num_comp_out_" << i << "*Q_1d];\n";
466     }
467   }
468   // We treat quadrature points per slice in 3d to save registers
469   if (use_collograd_parallelization) {
470     code << "\n    // Note: Using planes of 3D elements\n";
471     code << "#pragma unroll\n";
472     code << "    for (CeedInt q = 0; q < Q_1d; q++) {\n";
473     code << "      // -- Input fields --\n";
474     for (CeedInt i = 0; i < num_input_fields; i++) {
475       code << "      // ---- Input field " << i << " ----\n";
476       // Get elem_size, eval_mode, num_comp
477       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
478       // Basis action
479       code << "      // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
480       switch (eval_mode) {
481         case CEED_EVAL_NONE:
482           bool is_strided;
483 
484           code << "      CeedScalar r_q_" << i << "[num_comp_in_" << i << "];\n";
485 
486           CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_input_fields[i], &elem_rstr));
487           CeedCallBackend(CeedElemRestrictionIsStrided(elem_rstr, &is_strided));
488           if (!is_strided) {
489             CeedInt comp_stride;
490 
491             CeedCallBackend(CeedElemRestrictionGetLVectorSize(elem_rstr, &l_size));
492             code << "      const CeedInt l_size_in_" << i << " = " << l_size << ";\n";
493             CeedCallBackend(CeedElemRestrictionGetCompStride(elem_rstr, &comp_stride));
494             code << "      // CompStride: " << comp_stride << "\n";
495             CeedCallBackend(CeedElemRestrictionGetData(elem_rstr, &rstr_data));
496             data->indices.inputs[i] = rstr_data->d_ind;
497             code << "      readSliceQuadsOffset"
498                  << "3d<num_comp_in_" << i << ", " << comp_stride << ", Q_1d>(data, l_size_in_" << i << ", elem, q, indices.inputs[" << i << "], d_u_"
499                  << i << ", r_q_" << i << ");\n";
500           } else {
501             bool    has_backend_strides;
502             CeedInt num_elem;
503 
504             CeedCallBackend(CeedElemRestrictionGetElementSize(elem_rstr, &elem_size));
505             CeedCallBackend(CeedElemRestrictionHasBackendStrides(elem_rstr, &has_backend_strides));
506             CeedCallBackend(CeedElemRestrictionGetNumElements(elem_rstr, &num_elem));
507             CeedInt strides[3] = {1, elem_size * num_elem, elem_size};
508 
509             if (!has_backend_strides) {
510               CeedCallBackend(CeedElemRestrictionGetStrides(elem_rstr, &strides));
511             }
512             code << "      // Strides: {" << strides[0] << ", " << strides[1] << ", " << strides[2] << "}\n";
513             code << "      readSliceQuadsStrided"
514                  << "3d<num_comp_in_" << i
515                  << ",Q_1d"
516                     ","
517                  << strides[0] << "," << strides[1] << "," << strides[2] << ">(data, elem, q, d_u_" << i << ", r_q_" << i << ");\n";
518           }
519           break;
520         case CEED_EVAL_INTERP:
521           code << "      CeedScalar r_q_" << i << "[num_comp_in_" << i << "];\n";
522           code << "      for (CeedInt j = 0; j < num_comp_in_" << i << " ; ++j) {\n";
523           code << "        r_q_" << i << "[j] = r_t_" << i << "[q + j*Q_1d];\n";
524           code << "      }\n";
525           break;
526         case CEED_EVAL_GRAD:
527           code << "      CeedScalar r_q_" << i << "[num_comp_in_" << i << "*dim];\n";
528           code << "      gradCollo3d<num_comp_in_" << i << ",Q_1d>(data, q, r_t_" << i << ", s_G_in_" << i << ", r_q_" << i << ");\n";
529           break;
530         case CEED_EVAL_WEIGHT:
531           code << "      CeedScalar r_q_" << i << "[1];\n";
532           code << "      r_q_" << i << "[0] = r_t_" << i << "[q];\n";
533           break;  // No action
534         case CEED_EVAL_DIV:
535           break;  // TODO: Not implemented
536         case CEED_EVAL_CURL:
537           break;  // TODO: Not implemented
538       }
539     }
540     code << "\n      // -- Output fields --\n";
541     for (CeedInt i = 0; i < num_output_fields; i++) {
542       code << "      // ---- Output field " << i << " ----\n";
543       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
544       // Basis action
545       switch (eval_mode) {
546         case CEED_EVAL_NONE:
547           code << "      CeedScalar r_qq_" << i << "[num_comp_out_" << i << "];\n";
548           break;  // No action
549         case CEED_EVAL_INTERP:
550           code << "      CeedScalar r_qq_" << i << "[num_comp_out_" << i << "];\n";
551           break;
552         case CEED_EVAL_GRAD:
553           code << "      CeedScalar r_qq_" << i << "[num_comp_out_" << i << "*dim];\n";
554           break;
555         case CEED_EVAL_WEIGHT:
556           break;  // Should not occur
557         case CEED_EVAL_DIV:
558           break;  // TODO: Not implemented
559         case CEED_EVAL_CURL:
560           break;  // TODO: Not implemented
561       }
562     }
563   } else {
564     code << "\n      // Note: Using full elements\n";
565     code << "      // -- Input fields --\n";
566     for (CeedInt i = 0; i < num_input_fields; i++) {
567       code << "      // ---- Input field " << i << " ----\n";
568       code << "      CeedScalar* r_q_" << i << " = r_t_" << i << ";\n";
569     }
570     code << "      // -- Output fields --\n";
571     for (CeedInt i = 0; i < num_output_fields; i++) {
572       code << "      // ---- Output field " << i << " ----\n";
573       code << "      CeedScalar* r_qq_" << i << " = r_tt_" << i << ";\n";
574     }
575   }
576   code << "\n      // -- QFunction Inputs and outputs --\n";
577   code << "      CeedScalar* in[" << num_input_fields << "];\n";
578   for (CeedInt i = 0; i < num_input_fields; i++) {
579     code << "      // ---- Input field " << i << " ----\n";
580     code << "      in[" << i << "] = r_q_" << i << ";\n";
581   }
582   code << "      CeedScalar* out[" << num_output_fields << "];\n";
583   for (CeedInt i = 0; i < num_output_fields; i++) {
584     code << "      // ---- Output field " << i << " ----\n";
585     code << "      out[" << i << "] = r_qq_" << i << ";\n";
586   }
587   code << "\n      // -- Apply QFunction --\n";
588   code << "      " << q_function_name << "(ctx, ";
589   if (dim != 3 || use_collograd_parallelization) {
590     code << "1";
591   } else {
592     code << "Q_1d";
593   }
594   code << ", in, out);\n";
595   if (use_collograd_parallelization) {
596     code << "      // -- Output fields --\n";
597     for (CeedInt i = 0; i < num_output_fields; i++) {
598       code << "      // ---- Output field " << i << " ----\n";
599       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
600       // Basis action
601       code << "      // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
602       switch (eval_mode) {
603         case CEED_EVAL_NONE:
604           code << "      for (CeedInt j = 0; j < num_comp_out_" << i << " ; ++j) {\n";
605           code << "        r_tt_" << i << "[q + j*Q_1d] = r_qq_" << i << "[j];\n";
606           code << "      }\n";
607           break;  // No action
608         case CEED_EVAL_INTERP:
609           code << "      for (CeedInt j = 0; j < num_comp_out_" << i << " ; ++j) {\n";
610           code << "        r_tt_" << i << "[q + j*Q_1d] = r_qq_" << i << "[j];\n";
611           code << "      }\n";
612           break;
613         case CEED_EVAL_GRAD:
614           code << "      gradColloTranspose3d<num_comp_out_" << i << ",Q_1d>(data, q, r_qq_" << i << ", s_G_out_" << i << ", r_tt_" << i << ");\n";
615           break;
616         case CEED_EVAL_WEIGHT:
617           break;  // Should not occur
618         case CEED_EVAL_DIV:
619           break;  // TODO: Not implemented
620         case CEED_EVAL_CURL:
621           break;  // TODO: Not implemented
622       }
623     }
624     code << "    }\n";
625   }
626 
627   // Output basis apply if needed
628   // Generate the correct eval mode code for each output
629   code << "\n    // -- Output field basis action and restrictions --\n";
630   for (CeedInt i = 0; i < num_output_fields; i++) {
631     code << "    // ---- Output field " << i << " ----\n";
632     // Get elem_size, eval_mode, num_comp
633     CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_output_fields[i], &elem_rstr));
634     CeedCallBackend(CeedElemRestrictionGetElementSize(elem_rstr, &elem_size));
635     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
636     CeedCallBackend(CeedElemRestrictionGetNumComponents(elem_rstr, &num_comp));
637     // TODO put in a function
638     // Basis action
639     code << "    // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
640     switch (eval_mode) {
641       case CEED_EVAL_NONE:
642         code << "    CeedScalar* r_v_" << i << " = r_tt_" << i << ";\n";
643         break;  // No action
644       case CEED_EVAL_INTERP:
645         code << "    CeedScalar r_v_" << i << "[num_comp_out_" << i << "*P_out_" << i << "];\n";
646         code << "    InterpTranspose" << (dim > 1 ? "Tensor" : "") << dim << "d<num_comp_out_" << i << ",P_out_" << i << ",Q_1d>(data, r_tt_" << i
647              << ", s_B_out_" << i << ", r_v_" << i << ");\n";
648         break;
649       case CEED_EVAL_GRAD:
650         code << "    CeedScalar r_v_" << i << "[num_comp_out_" << i << "*P_out_" << i << "];\n";
651         if (use_collograd_parallelization) {
652           code << "    InterpTranspose" << (dim > 1 ? "Tensor" : "") << dim << "d<num_comp_out_" << i << ",P_out_" << i << ",Q_1d>(data, r_tt_" << i
653                << ", s_B_out_" << i << ", r_v_" << i << ");\n";
654         } else {
655           CeedInt P_1d;
656           CeedCallBackend(CeedOperatorFieldGetBasis(op_output_fields[i], &basis));
657           CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
658           code << "    GradTranspose" << (dim > 1 ? "Tensor" : "") << (dim == 3 && Q_1d >= P_1d ? "Collocated" : "") << dim << "d<num_comp_out_" << i
659                << ",P_out_" << i << ",Q_1d>(data, r_tt_" << i << ", s_B_out_" << i << ", s_G_out_" << i << ", r_v_" << i << ");\n";
660         }
661         break;
662       // LCOV_EXCL_START
663       case CEED_EVAL_WEIGHT: {
664         Ceed ceed;
665 
666         CeedCallBackend(CeedOperatorGetCeed(op, &ceed));
667         return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_WEIGHT cannot be an output evaluation mode");
668         break;  // Should not occur
669       }
670       case CEED_EVAL_DIV:
671         break;  // TODO: Not implemented
672       case CEED_EVAL_CURL:
673         break;  // TODO: Not implemented
674                 // LCOV_EXCL_STOP
675     }
676     // TODO put in a function
677     // Restriction
678     bool is_strided;
679 
680     CeedCallBackend(CeedElemRestrictionIsStrided(elem_rstr, &is_strided));
681     if (!is_strided) {
682       CeedInt comp_stride;
683 
684       CeedCallBackend(CeedElemRestrictionGetLVectorSize(elem_rstr, &l_size));
685       code << "    const CeedInt l_size_out_" << i << " = " << l_size << ";\n";
686       CeedCallBackend(CeedElemRestrictionGetCompStride(elem_rstr, &comp_stride));
687       code << "    // CompStride: " << comp_stride << "\n";
688       CeedCallBackend(CeedElemRestrictionGetData(elem_rstr, &rstr_data));
689       data->indices.outputs[i] = rstr_data->d_ind;
690       code << "    writeDofsOffset" << dim << "d<num_comp_out_" << i << ", " << comp_stride << ", P_out_" << i << ">(data, l_size_out_" << i
691            << ", elem, indices.outputs[" << i << "], r_v_" << i << ", d_v_" << i << ");\n";
692     } else {
693       bool    has_backend_strides;
694       CeedInt num_elem;
695 
696       CeedCallBackend(CeedElemRestrictionHasBackendStrides(elem_rstr, &has_backend_strides));
697       CeedCallBackend(CeedElemRestrictionGetNumElements(elem_rstr, &num_elem));
698       CeedInt strides[3] = {1, elem_size * num_elem, elem_size};
699 
700       if (!has_backend_strides) {
701         CeedCallBackend(CeedElemRestrictionGetStrides(elem_rstr, &strides));
702       }
703       code << "    // Strides: {" << strides[0] << ", " << strides[1] << ", " << strides[2] << "}\n";
704       code << "    writeDofsStrided" << dim << "d<num_comp_out_" << i << ",P_out_" << i << "," << strides[0] << "," << strides[1] << "," << strides[2]
705            << ">(data, elem, r_v_" << i << ", d_v_" << i << ");\n";
706     }
707   }
708 
709   code << "  }\n";
710   code << "}\n";
711   code << "// -----------------------------------------------------------------------------\n\n";
712 
713   // View kernel for debugging
714   CeedDebug256(ceed, CEED_DEBUG_COLOR_SUCCESS, "Generated Operator Kernels:\n");
715   CeedDebug(ceed, code.str().c_str());
716 
717   CeedInt block_sizes[3] = {0, 0, 0};
718   CeedInt num_elem;
719 
720   CeedCallBackend(CeedOperatorGetNumElements(op, &num_elem));
721   CeedCallBackend(BlockGridCalculate_Hip_gen(dim, num_elem, data->max_P_1d, Q_1d, block_sizes));
722   CeedCallBackend(CeedCompile_Hip(ceed, code.str().c_str(), &data->module, 2, "T_1D", block_sizes[0], "BLOCK_SIZE",
723                                   block_sizes[0] * block_sizes[1] * block_sizes[2]));
724   CeedCallBackend(CeedGetKernel_Hip(ceed, data->module, operator_name.c_str(), &data->op));
725 
726   CeedCallBackend(CeedOperatorSetSetupDone(op));
727   return CEED_ERROR_SUCCESS;
728 }
729 
730 //------------------------------------------------------------------------------
731