xref: /libCEED/backends/hip-gen/ceed-hip-gen-operator-build.cpp (revision 7c1724da51bf4c7b096d6fbcda3197f284c57f09)
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     elems_per_block         = elems_per_block > 0 ? elems_per_block : 1;
32     block_sizes[0]          = thread1d;
33     block_sizes[1]          = 1;
34     block_sizes[2]          = elems_per_block;
35   } else if (dim == 2) {
36     const CeedInt elems_per_block = thread1d < 4 ? 16 : 2;
37     block_sizes[0]                = thread1d;
38     block_sizes[1]                = thread1d;
39     block_sizes[2]                = elems_per_block;
40   } else if (dim == 3) {
41     const CeedInt elems_per_block = thread1d < 6 ? 4 : (thread1d < 8 ? 2 : 1);
42     block_sizes[0]                = thread1d;
43     block_sizes[1]                = thread1d;
44     block_sizes[2]                = elems_per_block;
45   }
46   return CEED_ERROR_SUCCESS;
47 }
48 
49 //------------------------------------------------------------------------------
50 // Build single operator kernel
51 //------------------------------------------------------------------------------
52 extern "C" int CeedOperatorBuildKernel_Hip_gen(CeedOperator op) {
53   using std::ostringstream;
54   using std::string;
55   bool is_setup_done;
56   CeedCallBackend(CeedOperatorIsSetupDone(op, &is_setup_done));
57   if (is_setup_done) return CEED_ERROR_SUCCESS;
58   Ceed ceed;
59   CeedCallBackend(CeedOperatorGetCeed(op, &ceed));
60   CeedOperator_Hip_gen *data;
61   CeedCallBackend(CeedOperatorGetData(op, &data));
62   CeedQFunction          qf;
63   CeedQFunction_Hip_gen *qf_data;
64   CeedCallBackend(CeedOperatorGetQFunction(op, &qf));
65   CeedCallBackend(CeedQFunctionGetData(qf, &qf_data));
66   CeedSize lsize;
67   CeedInt  Q, P_1d = 0, Q_1d = 0, elem_size, num_input_fields, num_output_fields, num_comp, dim = 1;
68   CeedCallBackend(CeedOperatorGetNumQuadraturePoints(op, &Q));
69   Q_1d = Q;
70   CeedOperatorField *op_input_fields, *op_output_fields;
71   CeedCallBackend(CeedOperatorGetFields(op, &num_input_fields, &op_input_fields, &num_output_fields, &op_output_fields));
72   CeedQFunctionField *qf_input_fields, *qf_output_fields;
73   CeedCallBackend(CeedQFunctionGetFields(qf, NULL, &qf_input_fields, NULL, &qf_output_fields));
74   CeedEvalMode             eval_mode;
75   CeedBasis                basis;
76   CeedBasis_Hip_shared    *basis_data;
77   CeedElemRestriction      Erestrict;
78   CeedElemRestriction_Hip *restr_data;
79 
80   // TODO: put in a function?
81   // Check for restriction only identity operator
82   bool is_identity_qf;
83   CeedCallBackend(CeedQFunctionIsIdentity(qf, &is_identity_qf));
84   if (is_identity_qf) {
85     CeedEvalMode eval_mode_in, eval_mode_out;
86     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[0], &eval_mode_in));
87     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[0], &eval_mode_out));
88     CeedCheck(eval_mode_in != CEED_EVAL_NONE || eval_mode_out != CEED_EVAL_NONE, ceed, CEED_ERROR_BACKEND,
89               "Backend does not implement restriction only identity operators");
90   }
91 
92   ostringstream code;
93 
94   // Load basis source files
95   // TODO: generalize to accept different device functions?
96   {
97     char *tensor_basis_kernel_path, *tensor_basis_kernel_source;
98     CeedCallBackend(CeedGetJitAbsolutePath(ceed, "ceed/jit-source/hip/hip-shared-basis-tensor-templates.h", &tensor_basis_kernel_path));
99     CeedDebug256(ceed, CEED_DEBUG_COLOR_SUCCESS, "----- Loading Tensor Basis Kernel Source -----\n");
100     CeedCallBackend(CeedLoadSourceToBuffer(ceed, tensor_basis_kernel_path, &tensor_basis_kernel_source));
101     code << tensor_basis_kernel_source;
102     CeedCallBackend(CeedFree(&tensor_basis_kernel_path));
103     CeedCallBackend(CeedFree(&tensor_basis_kernel_source));
104   }
105   {
106     char *hip_gen_template_path, *hip_gen_template_source;
107     CeedCallBackend(CeedGetJitAbsolutePath(ceed, "ceed/jit-source/hip/hip-gen-templates.h", &hip_gen_template_path));
108     CeedDebug256(ceed, CEED_DEBUG_COLOR_SUCCESS, "----- Loading Hip-Gen Template Source -----\n");
109     CeedCallBackend(CeedLoadSourceToBuffer(ceed, hip_gen_template_path, &hip_gen_template_source));
110     code << hip_gen_template_source;
111     CeedCallBackend(CeedFree(&hip_gen_template_path));
112     CeedCallBackend(CeedFree(&hip_gen_template_source));
113   }
114 
115   // Get QFunction source and name
116   string q_function_source(qf_data->q_function_source);
117   string q_function_name(qf_data->q_function_name);
118   string operator_name;
119   operator_name = "CeedKernelHipGenOperator_" + q_function_name;
120 
121   // Find dim, P_1d, Q_1d
122   data->max_P_1d = 0;
123   for (CeedInt i = 0; i < num_input_fields; i++) {
124     CeedCallBackend(CeedOperatorFieldGetBasis(op_input_fields[i], &basis));
125     if (basis != CEED_BASIS_COLLOCATED) {
126       CeedCallBackend(CeedBasisGetData(basis, &basis_data));
127       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
128 
129       // Collect dim, P_1d, and Q_1d
130       CeedCallBackend(CeedBasisGetDimension(basis, &dim));
131       bool isTensor;
132       CeedCallBackend(CeedBasisIsTensor(basis, &isTensor));
133       CeedCheck(isTensor, ceed, CEED_ERROR_BACKEND, "Backend does not implement operators with non-tensor basis");
134       CeedCallBackend(CeedBasisGetNumQuadraturePoints1D(basis, &Q_1d));
135       CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
136       if (P_1d > data->max_P_1d) data->max_P_1d = P_1d;
137     }
138   }
139   // Check output bases for Q_1d, dim as well
140   //   The only input basis might be CEED_BASIS_COLLOCATED
141   for (CeedInt i = 0; i < num_output_fields; i++) {
142     CeedCallBackend(CeedOperatorFieldGetBasis(op_output_fields[i], &basis));
143 
144     if (basis != CEED_BASIS_COLLOCATED) {
145       CeedCallBackend(CeedBasisGetData(basis, &basis_data));
146       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
147 
148       // Collect Q_1d
149       CeedCallBackend(CeedBasisGetDimension(basis, &dim));
150       bool isTensor;
151       CeedCallBackend(CeedBasisIsTensor(basis, &isTensor));
152       CeedCheck(isTensor, ceed, CEED_ERROR_BACKEND, "Backend does not implement operators with non-tensor basis");
153       CeedCallBackend(CeedBasisGetNumQuadraturePoints1D(basis, &Q_1d));
154     }
155   }
156   data->dim  = dim;
157   data->Q_1d = Q_1d;
158 
159   // Only use 3D collocated gradient parallelization strategy when gradient is computed
160   // TODO: put in a function?
161   bool use_collograd_parallelization = false;
162   if (dim == 3) {
163     bool was_grad_found = false;
164     for (CeedInt i = 0; i < num_input_fields; i++) {
165       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
166       if (eval_mode == CEED_EVAL_GRAD) {
167         CeedCallBackend(CeedOperatorFieldGetBasis(op_input_fields[i], &basis));
168         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
169         use_collograd_parallelization = !!basis_data->d_collo_grad_1d && (was_grad_found ? use_collograd_parallelization : true);
170         was_grad_found                = true;
171       }
172     }
173     for (CeedInt i = 0; i < num_output_fields; i++) {
174       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
175       if (eval_mode == CEED_EVAL_GRAD) {
176         CeedCallBackend(CeedOperatorFieldGetBasis(op_output_fields[i], &basis));
177         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
178         use_collograd_parallelization = !!basis_data->d_collo_grad_1d && (was_grad_found ? use_collograd_parallelization : true);
179         was_grad_found                = true;
180       }
181     }
182   }
183 
184   // Define CEED_Q_VLA
185   code << "\n#undef CEED_Q_VLA\n";
186   if (dim != 3 || use_collograd_parallelization) {
187     code << "#define CEED_Q_VLA 1\n\n";
188   } else {
189     code << "#define CEED_Q_VLA " << Q_1d << "\n\n";
190   }
191 
192   code << q_function_source;
193 
194   // Setup
195   code << "\n// -----------------------------------------------------------------------------\n";
196   code << "\nextern \"C\" __launch_bounds__(BLOCK_SIZE)\n";
197   code << "__global__ void " << operator_name
198        << "(CeedInt num_elem, void* ctx, FieldsInt_Hip indices, Fields_Hip fields, Fields_Hip B, Fields_Hip G, CeedScalar* W) {\n";
199   for (CeedInt i = 0; i < num_input_fields; i++) {
200     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
201     if (eval_mode != CEED_EVAL_WEIGHT) {  // Skip CEED_EVAL_WEIGHT
202       code << "  const CeedScalar* d_u_" << i << " = fields.inputs[" << i << "];\n";
203     }
204   }
205 
206   for (CeedInt i = 0; i < num_output_fields; i++) {
207     code << "  CeedScalar* d_v_" << i << " = fields.outputs[" << i << "];\n";
208   }
209 
210   code << "  const CeedInt dim = " << dim << ";\n";
211   code << "  const CeedInt Q_1d = " << Q_1d << ";\n";
212 
213   code << "  HIP_DYNAMIC_SHARED( CeedScalar, slice)\n";
214   // TODO put in a function? InitSharedData_Hip?
215   code << "  SharedData_Hip data;\n";
216   code << "  data.t_id_x = threadIdx.x;\n";
217   code << "  data.t_id_y = threadIdx.y;\n";
218   code << "  data.t_id_z = threadIdx.z;\n";
219   code << "  data.t_id  = threadIdx.x + threadIdx.y*blockDim.x + threadIdx.z*blockDim.y*blockDim.x;\n";
220   code << "  data.slice = slice+data.t_id_z*T_1D" << (dim > 1 ? "*T_1D" : "") << ";\n";
221 
222   code << "\n  // -- Input field constants and basis data --\n";
223   // TODO: Put in a function?
224   // Initialize constants, and matrices B and G
225   for (CeedInt i = 0; i < num_input_fields; i++) {
226     code << "  // ---- Input field " << i << " ----\n";
227     // Get elem_size, eval_mode, num_comp
228     CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_input_fields[i], &Erestrict));
229     CeedCallBackend(CeedElemRestrictionGetElementSize(Erestrict, &elem_size));
230     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
231     CeedCallBackend(CeedElemRestrictionGetNumComponents(Erestrict, &num_comp));
232 
233     // Set field constants
234     if (eval_mode != CEED_EVAL_WEIGHT) {
235       CeedCallBackend(CeedOperatorFieldGetBasis(op_input_fields[i], &basis));
236       if (basis != CEED_BASIS_COLLOCATED) {
237         CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
238         code << "  const CeedInt P_in_" << i << " = " << P_1d << ";\n";
239       } else {
240         code << "  const CeedInt P_in_" << i << " = " << Q_1d << ";\n";
241       }
242       code << "  const CeedInt num_comp_in_" << i << " = " << num_comp << ";\n";
243     }
244 
245     // Load basis data
246     code << "  // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
247     switch (eval_mode) {
248       case CEED_EVAL_NONE:
249         break;
250       case CEED_EVAL_INTERP:
251         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
252         data->B.inputs[i] = basis_data->d_interp_1d;
253         code << "  __shared__ CeedScalar s_B_in_" << i << "[" << P_1d * Q_1d << "];\n";
254         code << "  loadMatrix<P_in_" << i << ",Q_1d>(data, B.inputs[" << i << "], s_B_in_" << i << ");\n";
255         break;
256       case CEED_EVAL_GRAD:
257         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
258         data->B.inputs[i] = basis_data->d_interp_1d;
259         code << "  __shared__ CeedScalar s_B_in_" << i << "[" << P_1d * Q_1d << "];\n";
260         code << "  loadMatrix<P_in_" << i << ",Q_1d>(data, B.inputs[" << i << "], s_B_in_" << i << ");\n";
261         if (use_collograd_parallelization) {
262           data->G.inputs[i] = basis_data->d_collo_grad_1d;
263           code << "  __shared__ CeedScalar s_G_in_" << i << "[" << Q_1d * Q_1d << "];\n";
264           code << "  loadMatrix<Q_1d,Q_1d>(data, G.inputs[" << i << "], s_G_in_" << i << ");\n";
265         } else {
266           bool has_collo_grad = !!basis_data->d_collo_grad_1d;
267           data->G.inputs[i]   = has_collo_grad ? basis_data->d_collo_grad_1d : basis_data->d_grad_1d;
268           code << "  __shared__ CeedScalar s_G_in_" << i << "[" << Q_1d * (has_collo_grad ? Q_1d : P_1d) << "];\n";
269           code << "  loadMatrix<" << (has_collo_grad ? "Q_1d" : ("P_in_" + std::to_string(i))) << ",Q_1d>(data, G.inputs[" << i << "], s_G_in_" << i
270                << ");\n";
271         }
272         break;
273       case CEED_EVAL_WEIGHT:
274         break;  // No action
275       case CEED_EVAL_DIV:
276         break;  // TODO: Not implemented
277       case CEED_EVAL_CURL:
278         break;  // TODO: Not implemented
279     }
280   }
281 
282   code << "\n  // -- Output field constants and basis data --\n";
283   for (CeedInt i = 0; i < num_output_fields; i++) {
284     code << "  // ---- Output field " << i << " ----\n";
285     // Get elem_size, eval_mode, num_comp
286     CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_output_fields[i], &Erestrict));
287     CeedCallBackend(CeedElemRestrictionGetElementSize(Erestrict, &elem_size));
288     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
289     CeedCallBackend(CeedElemRestrictionGetNumComponents(Erestrict, &num_comp));
290 
291     // Set field constants
292     CeedCallBackend(CeedOperatorFieldGetBasis(op_output_fields[i], &basis));
293     if (basis != CEED_BASIS_COLLOCATED) {
294       CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
295       code << "  const CeedInt P_out_" << i << " = " << P_1d << ";\n";
296     } else {
297       code << "  const CeedInt P_out_" << i << " = " << Q_1d << ";\n";
298     }
299     code << "  const CeedInt num_comp_out_" << i << " = " << num_comp << ";\n";
300 
301     // Load basis data
302     code << "  // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
303     switch (eval_mode) {
304       case CEED_EVAL_NONE:
305         break;  // No action
306       case CEED_EVAL_INTERP:
307         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
308         data->B.outputs[i] = basis_data->d_interp_1d;
309         code << "  __shared__ CeedScalar s_B_out_" << i << "[" << P_1d * Q_1d << "];\n";
310         code << "  loadMatrix<P_out_" << i << ",Q_1d>(data, B.outputs[" << i << "], s_B_out_" << i << ");\n";
311         break;
312       case CEED_EVAL_GRAD:
313         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
314         data->B.outputs[i] = basis_data->d_interp_1d;
315         code << "  __shared__ CeedScalar s_B_out_" << i << "[" << P_1d * Q_1d << "];\n";
316         code << "  loadMatrix<P_out_" << i << ",Q_1d>(data, B.outputs[" << i << "], s_B_out_" << i << ");\n";
317         if (use_collograd_parallelization) {
318           data->G.outputs[i] = basis_data->d_collo_grad_1d;
319           code << "  __shared__ CeedScalar s_G_out_" << i << "[" << Q_1d * Q_1d << "];\n";
320           code << "  loadMatrix<Q_1d,Q_1d>(data, G.outputs[" << i << "], s_G_out_" << i << ");\n";
321         } else {
322           bool has_collo_grad = !!basis_data->d_collo_grad_1d;
323           data->G.outputs[i]  = has_collo_grad ? basis_data->d_collo_grad_1d : basis_data->d_grad_1d;
324           code << "  __shared__ CeedScalar s_G_out_" << i << "[" << Q_1d * (has_collo_grad ? Q_1d : P_1d) << "];\n";
325           code << "  loadMatrix<" << (has_collo_grad ? "Q_1d" : ("P_out_" + std::to_string(i))) << ",Q_1d>(data, G.outputs[" << i << "], s_G_out_"
326                << i << ");\n";
327         }
328         break;
329       // LCOV_EXCL_START
330       case CEED_EVAL_WEIGHT: {
331         Ceed ceed;
332         CeedCallBackend(CeedOperatorGetCeed(op, &ceed));
333         return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_WEIGHT cannot be an output evaluation mode");
334         break;  // Should not occur
335       }
336       case CEED_EVAL_DIV:
337         break;  // TODO: Not implemented
338       case CEED_EVAL_CURL:
339         break;  // TODO: Not implemented
340                 // LCOV_EXCL_STOP
341     }
342   }
343   code << "\n  // -- Element loop --\n";
344   code << "  __syncthreads();\n";
345   code << "  for (CeedInt elem = blockIdx.x*blockDim.z + threadIdx.z; elem < num_elem; elem += gridDim.x*blockDim.z) {\n";
346   // Input basis apply if needed
347   // Generate the correct eval mode code for each input
348   code << "    // -- Input field restrictions and basis actions --\n";
349   for (CeedInt i = 0; i < num_input_fields; i++) {
350     code << "    // ---- Input field " << i << " ----\n";
351     // Get elem_size, eval_mode, num_comp
352     CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_input_fields[i], &Erestrict));
353     CeedCallBackend(CeedElemRestrictionGetElementSize(Erestrict, &elem_size));
354     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
355     CeedCallBackend(CeedElemRestrictionGetNumComponents(Erestrict, &num_comp));
356 
357     // Restriction
358     if (eval_mode != CEED_EVAL_WEIGHT && !((eval_mode == CEED_EVAL_NONE) && use_collograd_parallelization)) {
359       code << "    CeedScalar r_u_" << i << "[num_comp_in_" << i << "*P_in_" << i << "];\n";
360 
361       bool is_strided;
362       CeedCallBackend(CeedElemRestrictionIsStrided(Erestrict, &is_strided));
363       if (!is_strided) {
364         CeedCallBackend(CeedElemRestrictionGetLVectorSize(Erestrict, &lsize));
365         code << "    const CeedInt lsize_in_" << i << " = " << lsize << ";\n";
366         CeedInt comp_stride;
367         CeedCallBackend(CeedElemRestrictionGetCompStride(Erestrict, &comp_stride));
368         code << "    // CompStride: " << comp_stride << "\n";
369         CeedCallBackend(CeedElemRestrictionGetData(Erestrict, &restr_data));
370         data->indices.inputs[i] = restr_data->d_ind;
371         code << "    readDofsOffset" << dim << "d<num_comp_in_" << i << ", " << comp_stride << ", P_in_" << i << ">(data, lsize_in_" << i
372              << ", elem, indices.inputs[" << i << "], d_u_" << i << ", r_u_" << i << ");\n";
373       } else {
374         bool has_backend_strides;
375         CeedCallBackend(CeedElemRestrictionHasBackendStrides(Erestrict, &has_backend_strides));
376         CeedInt num_elem;
377         CeedCallBackend(CeedElemRestrictionGetNumElements(Erestrict, &num_elem));
378         CeedInt strides[3] = {1, elem_size * num_elem, elem_size};
379         if (!has_backend_strides) {
380           CeedCallBackend(CeedElemRestrictionGetStrides(Erestrict, &strides));
381         }
382         code << "    // Strides: {" << strides[0] << ", " << strides[1] << ", " << strides[2] << "}\n";
383         code << "    readDofsStrided" << dim << "d<num_comp_in_" << i << ",P_in_" << i << "," << strides[0] << "," << strides[1] << "," << strides[2]
384              << ">(data, elem, d_u_" << i << ", r_u_" << i << ");\n";
385       }
386     }
387 
388     // TODO: put in a function?
389     // Basis action
390     code << "    // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
391     switch (eval_mode) {
392       case CEED_EVAL_NONE:
393         if (!use_collograd_parallelization) {
394           code << "    CeedScalar* r_t_" << i << " = r_u_" << i << ";\n";
395         }
396         break;
397       case CEED_EVAL_INTERP:
398         code << "    CeedScalar r_t_" << i << "[num_comp_in_" << i << "*Q_1d];\n";
399         code << "    Interp" << (dim > 1 ? "Tensor" : "") << dim << "d<num_comp_in_" << i << ",P_in_" << i << ",Q_1d>(data, r_u_" << i << ", s_B_in_"
400              << i << ", r_t_" << i << ");\n";
401         break;
402       case CEED_EVAL_GRAD:
403         if (use_collograd_parallelization) {
404           code << "    CeedScalar r_t_" << i << "[num_comp_in_" << i << "*Q_1d];\n";
405           code << "    Interp" << (dim > 1 ? "Tensor" : "") << dim << "d<num_comp_in_" << i << ",P_in_" << i << ",Q_1d>(data, r_u_" << i
406                << ", s_B_in_" << i << ", r_t_" << i << ");\n";
407         } else {
408           CeedInt P_1d;
409           CeedCallBackend(CeedOperatorFieldGetBasis(op_input_fields[i], &basis));
410           CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
411           code << "    CeedScalar r_t_" << i << "[num_comp_in_" << i << "*dim*Q_1d];\n";
412           code << "    Grad" << (dim > 1 ? "Tensor" : "") << (dim == 3 && Q_1d >= P_1d ? "Collocated" : "") << dim << "d<num_comp_in_" << i
413                << ",P_in_" << i << ",Q_1d>(data, r_u_" << i << ", s_B_in_" << i << ", s_G_in_" << i << ", r_t_" << i << ");\n";
414         }
415         break;
416       case CEED_EVAL_WEIGHT:
417         code << "    CeedScalar r_t_" << i << "[Q_1d];\n";
418         CeedCallBackend(CeedOperatorFieldGetBasis(op_input_fields[i], &basis));
419         CeedCallBackend(CeedBasisGetData(basis, &basis_data));
420         data->W = basis_data->d_q_weight_1d;
421         code << "    Weight" << (dim > 1 ? "Tensor" : "") << dim << "d<Q_1d>(data, W, r_t_" << i << ");\n";
422         break;  // No action
423       case CEED_EVAL_DIV:
424         break;  // TODO: Not implemented
425       case CEED_EVAL_CURL:
426         break;  // TODO: Not implemented
427     }
428   }
429 
430   // TODO: put in a function + separate collograd logic
431   // Q function
432   code << "\n    // -- Output field setup --\n";
433   for (CeedInt i = 0; i < num_output_fields; i++) {
434     code << "\n    // ---- Output field " << i << " ----\n";
435     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
436     if (eval_mode == CEED_EVAL_GRAD) {
437       if (use_collograd_parallelization) {
438         // Accumulator for gradient slices
439         code << "    CeedScalar r_tt_" << i << "[num_comp_out_" << i << "*Q_1d];\n";
440         code << "    for (CeedInt i = 0; i < num_comp_out_" << i << "; i++) {\n";
441         code << "      for (CeedInt j = 0; j < Q_1d; ++j) {\n";
442         code << "        r_tt_" << i << "[j + i*Q_1d] = 0.0;\n";
443         code << "      }\n";
444         code << "    }\n";
445       } else {
446         code << "    CeedScalar r_tt_" << i << "[num_comp_out_" << i << "*dim*Q_1d];\n";
447       }
448     }
449     if (eval_mode == CEED_EVAL_NONE || eval_mode == CEED_EVAL_INTERP) {
450       code << "    CeedScalar r_tt_" << i << "[num_comp_out_" << i << "*Q_1d];\n";
451     }
452   }
453   // We treat quadrature points per slice in 3d to save registers
454   if (use_collograd_parallelization) {
455     code << "\n    // Note: Using planes of 3D elements\n";
456     code << "#pragma unroll\n";
457     code << "    for (CeedInt q = 0; q < Q_1d; q++) {\n";
458     code << "      // -- Input fields --\n";
459     for (CeedInt i = 0; i < num_input_fields; i++) {
460       code << "      // ---- Input field " << i << " ----\n";
461       // Get elem_size, eval_mode, num_comp
462       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_input_fields[i], &eval_mode));
463       // Basis action
464       code << "      // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
465       switch (eval_mode) {
466         case CEED_EVAL_NONE:
467           code << "      CeedScalar r_q_" << i << "[num_comp_in_" << i << "];\n";
468 
469           bool is_strided;
470           CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_input_fields[i], &Erestrict));
471           CeedCallBackend(CeedElemRestrictionIsStrided(Erestrict, &is_strided));
472           if (!is_strided) {
473             CeedCallBackend(CeedElemRestrictionGetLVectorSize(Erestrict, &lsize));
474             code << "      const CeedInt lsize_in_" << i << " = " << lsize << ";\n";
475             CeedInt comp_stride;
476             CeedCallBackend(CeedElemRestrictionGetCompStride(Erestrict, &comp_stride));
477             code << "      // CompStride: " << comp_stride << "\n";
478             CeedCallBackend(CeedElemRestrictionGetData(Erestrict, &restr_data));
479             data->indices.inputs[i] = restr_data->d_ind;
480             code << "      readSliceQuadsOffset"
481                  << "3d<num_comp_in_" << i << ", " << comp_stride << ", Q_1d>(data, lsize_in_" << i << ", elem, q, indices.inputs[" << i << "], d_u_"
482                  << i << ", r_q_" << i << ");\n";
483           } else {
484             CeedCallBackend(CeedElemRestrictionGetElementSize(Erestrict, &elem_size));
485             bool has_backend_strides;
486             CeedCallBackend(CeedElemRestrictionHasBackendStrides(Erestrict, &has_backend_strides));
487             CeedInt num_elem;
488             CeedCallBackend(CeedElemRestrictionGetNumElements(Erestrict, &num_elem));
489             CeedInt strides[3] = {1, elem_size * num_elem, elem_size};
490             if (!has_backend_strides) {
491               CeedCallBackend(CeedElemRestrictionGetStrides(Erestrict, &strides));
492             }
493             code << "      // Strides: {" << strides[0] << ", " << strides[1] << ", " << strides[2] << "}\n";
494             code << "      readSliceQuadsStrided"
495                  << "3d<num_comp_in_" << i
496                  << ",Q_1d"
497                     ","
498                  << strides[0] << "," << strides[1] << "," << strides[2] << ">(data, elem, q, d_u_" << i << ", r_q_" << i << ");\n";
499           }
500           break;
501         case CEED_EVAL_INTERP:
502           code << "      CeedScalar r_q_" << i << "[num_comp_in_" << i << "];\n";
503           code << "      for (CeedInt j = 0; j < num_comp_in_" << i << " ; ++j) {\n";
504           code << "        r_q_" << i << "[j] = r_t_" << i << "[q + j*Q_1d];\n";
505           code << "      }\n";
506           break;
507         case CEED_EVAL_GRAD:
508           code << "      CeedScalar r_q_" << i << "[num_comp_in_" << i << "*dim];\n";
509           code << "      gradCollo3d<num_comp_in_" << i << ",Q_1d>(data, q, r_t_" << i << ", s_G_in_" << i << ", r_q_" << i << ");\n";
510           break;
511         case CEED_EVAL_WEIGHT:
512           code << "      CeedScalar r_q_" << i << "[1];\n";
513           code << "      r_q_" << i << "[0] = r_t_" << i << "[q];\n";
514           break;  // No action
515         case CEED_EVAL_DIV:
516           break;  // TODO: Not implemented
517         case CEED_EVAL_CURL:
518           break;  // TODO: Not implemented
519       }
520     }
521     code << "\n      // -- Output fields --\n";
522     for (CeedInt i = 0; i < num_output_fields; i++) {
523       code << "      // ---- Output field " << i << " ----\n";
524       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
525       // Basis action
526       switch (eval_mode) {
527         case CEED_EVAL_NONE:
528           code << "      CeedScalar r_qq_" << i << "[num_comp_out_" << i << "];\n";
529           break;  // No action
530         case CEED_EVAL_INTERP:
531           code << "      CeedScalar r_qq_" << i << "[num_comp_out_" << i << "];\n";
532           break;
533         case CEED_EVAL_GRAD:
534           code << "      CeedScalar r_qq_" << i << "[num_comp_out_" << i << "*dim];\n";
535           break;
536         case CEED_EVAL_WEIGHT:
537           break;  // Should not occur
538         case CEED_EVAL_DIV:
539           break;  // TODO: Not implemented
540         case CEED_EVAL_CURL:
541           break;  // TODO: Not implemented
542       }
543     }
544   } else {
545     code << "\n      // Note: Using full elements\n";
546     code << "      // -- Input fields --\n";
547     for (CeedInt i = 0; i < num_input_fields; i++) {
548       code << "      // ---- Input field " << i << " ----\n";
549       code << "      CeedScalar* r_q_" << i << " = r_t_" << i << ";\n";
550     }
551     code << "      // -- Output fields --\n";
552     for (CeedInt i = 0; i < num_output_fields; i++) {
553       code << "      // ---- Output field " << i << " ----\n";
554       code << "      CeedScalar* r_qq_" << i << " = r_tt_" << i << ";\n";
555     }
556   }
557   code << "\n      // -- QFunction Inputs and outputs --\n";
558   code << "      CeedScalar* in[" << num_input_fields << "];\n";
559   for (CeedInt i = 0; i < num_input_fields; i++) {
560     code << "      // ---- Input field " << i << " ----\n";
561     code << "      in[" << i << "] = r_q_" << i << ";\n";
562   }
563   code << "      CeedScalar* out[" << num_output_fields << "];\n";
564   for (CeedInt i = 0; i < num_output_fields; i++) {
565     code << "      // ---- Output field " << i << " ----\n";
566     code << "      out[" << i << "] = r_qq_" << i << ";\n";
567   }
568   code << "\n      // -- Apply QFunction --\n";
569   code << "      " << q_function_name << "(ctx, ";
570   if (dim != 3 || use_collograd_parallelization) {
571     code << "1";
572   } else {
573     code << "Q_1d";
574   }
575   code << ", in, out);\n";
576   if (use_collograd_parallelization) {
577     code << "      // -- Output fields --\n";
578     for (CeedInt i = 0; i < num_output_fields; i++) {
579       code << "      // ---- Output field " << i << " ----\n";
580       CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
581       // Basis action
582       code << "      // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
583       switch (eval_mode) {
584         case CEED_EVAL_NONE:
585           code << "      for (CeedInt j = 0; j < num_comp_out_" << i << " ; ++j) {\n";
586           code << "        r_tt_" << i << "[q + j*Q_1d] = r_qq_" << i << "[j];\n";
587           code << "      }\n";
588           break;  // No action
589         case CEED_EVAL_INTERP:
590           code << "      for (CeedInt j = 0; j < num_comp_out_" << i << " ; ++j) {\n";
591           code << "        r_tt_" << i << "[q + j*Q_1d] = r_qq_" << i << "[j];\n";
592           code << "      }\n";
593           break;
594         case CEED_EVAL_GRAD:
595           code << "      gradColloTranspose3d<num_comp_out_" << i << ",Q_1d>(data, q, r_qq_" << i << ", s_G_out_" << i << ", r_tt_" << i << ");\n";
596           break;
597         case CEED_EVAL_WEIGHT:
598           break;  // Should not occur
599         case CEED_EVAL_DIV:
600           break;  // TODO: Not implemented
601         case CEED_EVAL_CURL:
602           break;  // TODO: Not implemented
603       }
604     }
605     code << "    }\n";
606   }
607 
608   // Output basis apply if needed
609   // Generate the correct eval mode code for each output
610   code << "\n    // -- Output field basis action and restrictions --\n";
611   for (CeedInt i = 0; i < num_output_fields; i++) {
612     code << "    // ---- Output field " << i << " ----\n";
613     // Get elem_size, eval_mode, num_comp
614     CeedCallBackend(CeedOperatorFieldGetElemRestriction(op_output_fields[i], &Erestrict));
615     CeedCallBackend(CeedElemRestrictionGetElementSize(Erestrict, &elem_size));
616     CeedCallBackend(CeedQFunctionFieldGetEvalMode(qf_output_fields[i], &eval_mode));
617     CeedCallBackend(CeedElemRestrictionGetNumComponents(Erestrict, &num_comp));
618     // TODO put in a function
619     // Basis action
620     code << "    // EvalMode: " << CeedEvalModes[eval_mode] << "\n";
621     switch (eval_mode) {
622       case CEED_EVAL_NONE:
623         code << "    CeedScalar* r_v_" << i << " = r_tt_" << i << ";\n";
624         break;  // No action
625       case CEED_EVAL_INTERP:
626         code << "    CeedScalar r_v_" << i << "[num_comp_out_" << i << "*P_out_" << i << "];\n";
627         code << "    InterpTranspose" << (dim > 1 ? "Tensor" : "") << dim << "d<num_comp_out_" << i << ",P_out_" << i << ",Q_1d>(data, r_tt_" << i
628              << ", s_B_out_" << i << ", r_v_" << i << ");\n";
629         break;
630       case CEED_EVAL_GRAD:
631         code << "    CeedScalar r_v_" << i << "[num_comp_out_" << i << "*P_out_" << i << "];\n";
632         if (use_collograd_parallelization) {
633           code << "    InterpTranspose" << (dim > 1 ? "Tensor" : "") << dim << "d<num_comp_out_" << i << ",P_out_" << i << ",Q_1d>(data, r_tt_" << i
634                << ", s_B_out_" << i << ", r_v_" << i << ");\n";
635         } else {
636           CeedInt P_1d;
637           CeedCallBackend(CeedOperatorFieldGetBasis(op_output_fields[i], &basis));
638           CeedCallBackend(CeedBasisGetNumNodes1D(basis, &P_1d));
639           code << "    GradTranspose" << (dim > 1 ? "Tensor" : "") << (dim == 3 && Q_1d >= P_1d ? "Collocated" : "") << dim << "d<num_comp_out_" << i
640                << ",P_out_" << i << ",Q_1d>(data, r_tt_" << i << ", s_B_out_" << i << ", s_G_out_" << i << ", r_v_" << i << ");\n";
641         }
642         break;
643       // LCOV_EXCL_START
644       case CEED_EVAL_WEIGHT: {
645         Ceed ceed;
646         CeedCallBackend(CeedOperatorGetCeed(op, &ceed));
647         return CeedError(ceed, CEED_ERROR_BACKEND, "CEED_EVAL_WEIGHT cannot be an output evaluation mode");
648         break;  // Should not occur
649       }
650       case CEED_EVAL_DIV:
651         break;  // TODO: Not implemented
652       case CEED_EVAL_CURL:
653         break;  // TODO: Not implemented
654                 // LCOV_EXCL_STOP
655     }
656     // TODO put in a function
657     // Restriction
658     bool is_strided;
659     CeedCallBackend(CeedElemRestrictionIsStrided(Erestrict, &is_strided));
660     if (!is_strided) {
661       CeedCallBackend(CeedElemRestrictionGetLVectorSize(Erestrict, &lsize));
662       code << "    const CeedInt lsize_out_" << i << " = " << lsize << ";\n";
663       CeedInt comp_stride;
664       CeedCallBackend(CeedElemRestrictionGetCompStride(Erestrict, &comp_stride));
665       code << "    // CompStride: " << comp_stride << "\n";
666       CeedCallBackend(CeedElemRestrictionGetData(Erestrict, &restr_data));
667       data->indices.outputs[i] = restr_data->d_ind;
668       code << "    writeDofsOffset" << dim << "d<num_comp_out_" << i << ", " << comp_stride << ", P_out_" << i << ">(data, lsize_out_" << i
669            << ", elem, indices.outputs[" << i << "], r_v_" << i << ", d_v_" << i << ");\n";
670     } else {
671       bool has_backend_strides;
672       CeedCallBackend(CeedElemRestrictionHasBackendStrides(Erestrict, &has_backend_strides));
673       CeedInt num_elem;
674       CeedCallBackend(CeedElemRestrictionGetNumElements(Erestrict, &num_elem));
675       CeedInt strides[3] = {1, elem_size * num_elem, elem_size};
676       if (!has_backend_strides) {
677         CeedCallBackend(CeedElemRestrictionGetStrides(Erestrict, &strides));
678       }
679       code << "    // Strides: {" << strides[0] << ", " << strides[1] << ", " << strides[2] << "}\n";
680       code << "    writeDofsStrided" << dim << "d<num_comp_out_" << i << ",P_out_" << i << "," << strides[0] << "," << strides[1] << "," << strides[2]
681            << ">(data, elem, r_v_" << i << ", d_v_" << i << ");\n";
682     }
683   }
684 
685   code << "  }\n";
686   code << "}\n";
687   code << "// -----------------------------------------------------------------------------\n\n";
688 
689   // View kernel for debugging
690   CeedDebug256(ceed, CEED_DEBUG_COLOR_SUCCESS, "Generated Operator Kernels:\n");
691   CeedDebug(ceed, code.str().c_str());
692 
693   CeedInt block_sizes[3] = {0, 0, 0};
694   CeedInt num_elem;
695   CeedCallBackend(CeedOperatorGetNumElements(op, &num_elem));
696   CeedCallBackend(BlockGridCalculate_Hip_gen(dim, num_elem, data->max_P_1d, Q_1d, block_sizes));
697   CeedCallBackend(CeedCompile_Hip(ceed, code.str().c_str(), &data->module, 2, "T_1D", block_sizes[0], "BLOCK_SIZE",
698                                   block_sizes[0] * block_sizes[1] * block_sizes[2]));
699   CeedCallBackend(CeedGetKernel_Hip(ceed, data->module, operator_name.c_str(), &data->op));
700 
701   CeedCallBackend(CeedOperatorSetSetupDone(op));
702   return CEED_ERROR_SUCCESS;
703 }
704 
705 //------------------------------------------------------------------------------
706