/** * \file dnn/src/cuda/elemwise_helper.cpp * MegEngine is Licensed under the Apache License, Version 2.0 (the "License") * * Copyright (c) 2014-2020 Megvii Inc. All rights reserved. * * Unless required by applicable law or agreed to in writing, * software distributed under the License is distributed on an * "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or * implied. */ #include "src/cuda/elemwise_helper.cuh" #include "src/cuda/query_blocksize.cuh" #include "src/cuda/utils.h" #include "src/common/utils.h" #include #include #include #define _cb_check_ndim(n) megdnn::TensorShape::MAX_NDIM == n || static_assert(MEGDNN_FOREACH_TENSOR_NDIM(_cb_check_ndim) false, "bad foreach ndim"); #undef _cb_check_ndim namespace megdnn { namespace cuda { // ParamElemVisitor::init impls namespace elemwise_intl { #pragma GCC diagnostic push #pragma GCC diagnostic ignored "-Warray-bounds" template void ParamVisitorBase::host_init( const TensorND& rv, int /*grid_size*/, int /*block_size*/, int /*packed_size*/) { megdnn_assert(rv.layout.ndim && rv.layout.ndim <= ndim); m_ptr = rv.ptr(); for (size_t i = 0; i < rv.layout.ndim; ++i) { m_stride[i] = rv.layout.stride[i]; if (i + 1 < rv.layout.ndim) m_shape_highdim[i] = rv.layout.shape[i + 1]; } for (int i = rv.layout.ndim - 1; i < ndim - 1; ++i) { m_shape_highdim[i] = 1; } for (int i = rv.layout.ndim; i < ndim; ++i) { m_stride[i] = 0; } } #pragma GCC diagnostic pop template void ParamVisitorBase<3, ctype, BCAST_101>::host_init(const TensorND& rv, int grid_size, int block_size, int packed_size) { uint32_t shape2, shape1; int stride1; if (rv.layout.ndim == 3) { megdnn_assert(!rv.layout.stride[0] && !rv.layout.stride[2]); shape1 = rv.layout[1]; shape2 = rv.layout[2]; stride1 = rv.layout.stride[1]; } else { megdnn_assert(rv.layout.ndim == 2 && !rv.layout.stride[1]); shape1 = rv.layout[0]; shape2 = rv.layout[1]; stride1 = rv.layout.stride[0]; } m_ptr = rv.ptr(); m_stride1 = stride1; m_shape12.host_init(packed_size * grid_size * block_size, shape2, shape1); } template void ParamVisitorBase<2, ctype, BCAST_10>::host_init(const TensorND& rv, int grid_size, int block_size, int packed_size) { megdnn_assert(rv.layout.ndim == NDIM && !rv.layout.stride[0]); m_ptr = rv.ptr(); m_stride1 = rv.layout.stride[1]; m_shape1.host_init(packed_size * grid_size * block_size, rv.layout.shape[1]); } template void ParamVisitorBase<2, ctype, BCAST_01>::host_init(const TensorND& rv, int grid_size, int block_size, int packed_size) { megdnn_assert(rv.layout.ndim == NDIM && !rv.layout.stride[1]); m_ptr = rv.ptr(); m_stride0 = rv.layout.stride[0]; m_shape1.host_init(packed_size * grid_size * block_size, rv.layout.shape[1]); } template void ParamVisitorBase<1, ctype, BCAST_FULL>::host_init(const TensorND& rv, int /*grid_size*/, int /*block_size*/, int /*packed_size*/) { megdnn_assert(rv.layout.ndim == NDIM && !rv.layout.stride[0]); m_ptr = rv.ptr(); } template void ParamVectVisitor<4, ctype, BCAST_1010>::host_init(const TensorND& rv, int grid_size, int block_size) { megdnn_assert(rv.layout.ndim == NDIM && !rv.layout.stride[0] && !rv.layout.stride[2]); m_ptr = rv.ptr(); m_stride1 = rv.layout.stride[1]; m_stride3 = rv.layout.stride[3]; uint32_t shape1 = rv.layout.shape[1]; uint32_t shape2 = rv.layout.shape[2]; uint32_t shape3 = rv.layout.shape[3]; m_shape123.host_init(packed_size * grid_size * block_size, shape2 * shape3, shape1); m_shape3.host_init(packed_size * grid_size * block_size, shape3); } #define INST(ndim, ctype, brd) template class ParamVisitorBase #define INST_FOR_CTYPE \ MEGDNN_FOREACH_TENSOR_NDIM(ndim_cb) \ INST(3, ct, BCAST_101); \ INST(2, ct, BCAST_10); \ INST(2, ct, BCAST_01); \ INST(1, ct, BCAST_FULL); #define ndim_cb(_ndim) INST(_ndim, ct, BCAST_OTHER); #define ct dt_byte INST_FOR_CTYPE #undef ct #define ct dt_int32 INST_FOR_CTYPE #undef ct #define ct dt_float32 INST_FOR_CTYPE #undef ct #define ct dt_float16 INST_FOR_CTYPE #undef ct #define ct dt_bfloat16 INST_FOR_CTYPE #undef ct #define ct dt_int8 INST_FOR_CTYPE #undef ct #define ct dt_uint8 INST_FOR_CTYPE #undef ct #define ct dt_int16 INST_FOR_CTYPE #undef ct #define ct dt_quint8 INST_FOR_CTYPE #undef ct #define ct dt_qint8 INST_FOR_CTYPE #undef ct #define ct dt_qint32 INST_FOR_CTYPE #undef ct #undef INST_FOR_CTYPE #undef INST #define INST(ndim, ctype, brd) template class ParamElemVisitor #define INST_FOR_CTYPE \ MEGDNN_FOREACH_TENSOR_NDIM(ndim_cb) \ INST(3, ct, BCAST_101); \ INST(2, ct, BCAST_10); \ INST(2, ct, BCAST_01); \ INST(1, ct, BCAST_FULL); #define ndim_cb(_ndim) INST(_ndim, ct, BCAST_OTHER); #define ct dt_byte INST_FOR_CTYPE #undef ct #define ct dt_int32 INST_FOR_CTYPE #undef ct #define ct dt_float32 INST_FOR_CTYPE #undef ct #define ct dt_float16 INST_FOR_CTYPE #undef ct #define ct dt_bfloat16 INST_FOR_CTYPE #undef ct #define ct dt_int8 INST_FOR_CTYPE #undef ct #define ct dt_uint8 INST_FOR_CTYPE #undef ct #define ct dt_int16 INST_FOR_CTYPE #undef ct #define ct dt_quint8 INST_FOR_CTYPE #undef ct #define ct dt_qint8 INST_FOR_CTYPE #undef ct #define ct dt_qint32 INST_FOR_CTYPE #undef ct #undef ndim_cb #undef INST_FOR_CTYPE #undef INST #define INST(dt_ibyte) template class ParamVectVisitor<4, dt_ibyte, BCAST_1010> INST(dt_int8); INST(dt_uint8); INST(dt_qint8); INST(dt_quint8); #undef dt_ibyte } // namespace elemwise_intl void elemwise_intl::get_launch_spec(const void* kern, size_t size, int* grid_size, int* block_size) { safe_size_in_kern(size); auto config = query_launch_config_for_kernel(kern); *block_size = config.block_size; int a = size / (config.block_size * 2), b = (size - 1) / (config.block_size * 3) + 1; if (current_device_prop().major <= 3) { // for Kepler, less blocks (more work per thread) is faster *grid_size = b; } else { *grid_size = std::max(a, b); } if (!*grid_size) { *block_size = std::min(std::max(size / 64, 1) * 32, 1024); *grid_size = std::max(size / *block_size, 1); } // because we unroll 3 times in the kernel megdnn_assert(static_cast(*block_size) * *grid_size * 3 >= size); } void elemwise_intl::on_bad_ndim(int ndim) { megdnn_throw(ssprintf("invalid ndim: %d", ndim)); MEGDNN_MARK_USED_VAR(ndim); } } // namespace cuda } // namespace megdnn // vim: ft=cpp syntax=cpp.doxygen foldmethod=marker foldmarker=f{{{,f}}}