InfiniTensor/include/cuda/cuda_split_concat.h

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#pragma once
#include <cstdio>
const int BATCH_SIZE = 32; // parallel tensor number.
const int DIM_MAX_SIZE = 8;
// Concat operator acts like element tensors composing to one big tensor,and
// split operator acts like one big tensor being composed by element
// tensors.
Modify kernel registration & support fp16 (#205) * - Remove dataType from the kernel registration. * - support fp16 for conv * - cpu kernel: adapt the new registration mechanism * modified all register kernel * add where fp16 * add layernorm fp16 * add split_concat fp16 * - element_wise support fp16 * feat: support transpose fp16 * feat: support sliceOp fp16 * - unary support fp16 * - feat: support reduceOp fp16 * feat: support matmulOp/expandOp fp16 * feat: support powOp int8 * add cuda cast & support half-precision for gather * style: fix style * feat:support int8 for gather * style:fix style * modified test_cuda_conv_transposed * fix: fix dist code to support fp16 * fix(graph.cc): fix topo_sort * fix: fix recv and send kernel registration * feat: add field tensors for stub * refactor(frontend): 先排序后构图 Signed-off-by: YdrMaster <ydrml@hotmail.com> * fix: 为中间结果提供tensor到node的mapping * fix (slice): add guard for area out of range * fix: fix matmul fp16 * fix: fix re-dataMalloc for weight tensor and use of naive allocator * feat: add dataType filter for cuda kernel * feat: bang kernel adapt the new registration mechanism * fix: fix some error on mlu * feat: intelcpu kernel adapt the new registration mechanism * feat: modify kernel registration on kunlun * fix intelcpu compiler bug * feat: bang reshape support all dataType * fix: fix bang reduce * fix(all_reduce.cc): fix as reviewer suggessted * fix: fix style and restore unary test codes --------- Signed-off-by: YdrMaster <ydrml@hotmail.com> Co-authored-by: xgqdut2016 <kenan_gewei@163.com> Co-authored-by: xgqdut2016 <140036308+xgqdut2016@users.noreply.github.com> Co-authored-by: zhangyunze <z13785159769@163.com> Co-authored-by: OdinaryWord <sx-hz@163.com> Co-authored-by: YdrMaster <ydrml@hotmail.com> Co-authored-by: panzezhong <panzezhong@qiyuanlab.com>
2024-01-15 11:02:13 +08:00
template <typename T> struct ElementTensorMetadata {
T *data[BATCH_SIZE];
int dimBgNo[BATCH_SIZE]; // the dimention begin no of the element tensor in
// the composed tensor.
int dimSize[BATCH_SIZE]; // the dimention size of the element tensor.
int nElements[BATCH_SIZE]; // the number of elements of the element tensor.
void print() const {
for (int i = 0; i < BATCH_SIZE; i++)
printf("%d:(data=%p,dimBgNo=%d,dimSize=%d,nElements=%d)\n", i,
data[i], dimBgNo[i], dimSize[i], nElements[i]);
}
};
Modify kernel registration & support fp16 (#205) * - Remove dataType from the kernel registration. * - support fp16 for conv * - cpu kernel: adapt the new registration mechanism * modified all register kernel * add where fp16 * add layernorm fp16 * add split_concat fp16 * - element_wise support fp16 * feat: support transpose fp16 * feat: support sliceOp fp16 * - unary support fp16 * - feat: support reduceOp fp16 * feat: support matmulOp/expandOp fp16 * feat: support powOp int8 * add cuda cast & support half-precision for gather * style: fix style * feat:support int8 for gather * style:fix style * modified test_cuda_conv_transposed * fix: fix dist code to support fp16 * fix(graph.cc): fix topo_sort * fix: fix recv and send kernel registration * feat: add field tensors for stub * refactor(frontend): 先排序后构图 Signed-off-by: YdrMaster <ydrml@hotmail.com> * fix: 为中间结果提供tensor到node的mapping * fix (slice): add guard for area out of range * fix: fix matmul fp16 * fix: fix re-dataMalloc for weight tensor and use of naive allocator * feat: add dataType filter for cuda kernel * feat: bang kernel adapt the new registration mechanism * fix: fix some error on mlu * feat: intelcpu kernel adapt the new registration mechanism * feat: modify kernel registration on kunlun * fix intelcpu compiler bug * feat: bang reshape support all dataType * fix: fix bang reduce * fix(all_reduce.cc): fix as reviewer suggessted * fix: fix style and restore unary test codes --------- Signed-off-by: YdrMaster <ydrml@hotmail.com> Co-authored-by: xgqdut2016 <kenan_gewei@163.com> Co-authored-by: xgqdut2016 <140036308+xgqdut2016@users.noreply.github.com> Co-authored-by: zhangyunze <z13785159769@163.com> Co-authored-by: OdinaryWord <sx-hz@163.com> Co-authored-by: YdrMaster <ydrml@hotmail.com> Co-authored-by: panzezhong <panzezhong@qiyuanlab.com>
2024-01-15 11:02:13 +08:00
template <typename T> struct ComposedTensorMetadata {
int dimSize[DIM_MAX_SIZE];
int stride[DIM_MAX_SIZE];
Modify kernel registration & support fp16 (#205) * - Remove dataType from the kernel registration. * - support fp16 for conv * - cpu kernel: adapt the new registration mechanism * modified all register kernel * add where fp16 * add layernorm fp16 * add split_concat fp16 * - element_wise support fp16 * feat: support transpose fp16 * feat: support sliceOp fp16 * - unary support fp16 * - feat: support reduceOp fp16 * feat: support matmulOp/expandOp fp16 * feat: support powOp int8 * add cuda cast & support half-precision for gather * style: fix style * feat:support int8 for gather * style:fix style * modified test_cuda_conv_transposed * fix: fix dist code to support fp16 * fix(graph.cc): fix topo_sort * fix: fix recv and send kernel registration * feat: add field tensors for stub * refactor(frontend): 先排序后构图 Signed-off-by: YdrMaster <ydrml@hotmail.com> * fix: 为中间结果提供tensor到node的mapping * fix (slice): add guard for area out of range * fix: fix matmul fp16 * fix: fix re-dataMalloc for weight tensor and use of naive allocator * feat: add dataType filter for cuda kernel * feat: bang kernel adapt the new registration mechanism * fix: fix some error on mlu * feat: intelcpu kernel adapt the new registration mechanism * feat: modify kernel registration on kunlun * fix intelcpu compiler bug * feat: bang reshape support all dataType * fix: fix bang reduce * fix(all_reduce.cc): fix as reviewer suggessted * fix: fix style and restore unary test codes --------- Signed-off-by: YdrMaster <ydrml@hotmail.com> Co-authored-by: xgqdut2016 <kenan_gewei@163.com> Co-authored-by: xgqdut2016 <140036308+xgqdut2016@users.noreply.github.com> Co-authored-by: zhangyunze <z13785159769@163.com> Co-authored-by: OdinaryWord <sx-hz@163.com> Co-authored-by: YdrMaster <ydrml@hotmail.com> Co-authored-by: panzezhong <panzezhong@qiyuanlab.com>
2024-01-15 11:02:13 +08:00
T *data;
};
namespace infini {
Modify kernel registration & support fp16 (#205) * - Remove dataType from the kernel registration. * - support fp16 for conv * - cpu kernel: adapt the new registration mechanism * modified all register kernel * add where fp16 * add layernorm fp16 * add split_concat fp16 * - element_wise support fp16 * feat: support transpose fp16 * feat: support sliceOp fp16 * - unary support fp16 * - feat: support reduceOp fp16 * feat: support matmulOp/expandOp fp16 * feat: support powOp int8 * add cuda cast & support half-precision for gather * style: fix style * feat:support int8 for gather * style:fix style * modified test_cuda_conv_transposed * fix: fix dist code to support fp16 * fix(graph.cc): fix topo_sort * fix: fix recv and send kernel registration * feat: add field tensors for stub * refactor(frontend): 先排序后构图 Signed-off-by: YdrMaster <ydrml@hotmail.com> * fix: 为中间结果提供tensor到node的mapping * fix (slice): add guard for area out of range * fix: fix matmul fp16 * fix: fix re-dataMalloc for weight tensor and use of naive allocator * feat: add dataType filter for cuda kernel * feat: bang kernel adapt the new registration mechanism * fix: fix some error on mlu * feat: intelcpu kernel adapt the new registration mechanism * feat: modify kernel registration on kunlun * fix intelcpu compiler bug * feat: bang reshape support all dataType * fix: fix bang reduce * fix(all_reduce.cc): fix as reviewer suggessted * fix: fix style and restore unary test codes --------- Signed-off-by: YdrMaster <ydrml@hotmail.com> Co-authored-by: xgqdut2016 <kenan_gewei@163.com> Co-authored-by: xgqdut2016 <140036308+xgqdut2016@users.noreply.github.com> Co-authored-by: zhangyunze <z13785159769@163.com> Co-authored-by: OdinaryWord <sx-hz@163.com> Co-authored-by: YdrMaster <ydrml@hotmail.com> Co-authored-by: panzezhong <panzezhong@qiyuanlab.com>
2024-01-15 11:02:13 +08:00
void split_concat_kernel(const ElementTensorMetadata<float> &eleMeta,
const ComposedTensorMetadata<float> &compMeta, int dim,
int batchSize, int nDims, bool isSplit);
void split_concat_kernel(const ElementTensorMetadata<half> &eleMeta,
const ComposedTensorMetadata<half> &compMeta, int dim,
int batchSize, int nDims, bool isSplit);
} // namespace infini