/* * Copyright (c) 2023 Arm Limited. * * SPDX-License-Identifier: MIT * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to * deal in the Software without restriction, including without limitation the * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or * sell copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in all * copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. */ #ifndef ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_UTILS_WRITERHELPER_H #define ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_UTILS_WRITERHELPER_H #include "arm_compute/core/utils/misc/Utility.h" #include "ckw/TensorTileSampler.h" #include "src/dynamic_fusion/sketch/gpu/ckw_driver/GpuCkwComponentArgument.h" #include "src/dynamic_fusion/sketch/gpu/ckw_driver/GpuCkwKernelWriter.h" #include "src/dynamic_fusion/sketch/gpu/ckw_driver/GpuCkwScopedKernelWriter.h" #include #include using namespace ckw; namespace arm_compute { namespace experimental { namespace dynamic_fusion { using SamplerCreator = std::function; /** Load src and dst tiles of dimension [m0, n0] only when not loaded and prepare the sampler */ inline void load_src_dst_tiles_and_prepare_sampler(GpuCkwScopedKernelWriter &writer, GpuCkwComponentArgument *src, GpuCkwComponentArgument *dst, int32_t m0, int32_t n0, SamplerCreator create_sampler) { if (!src->has_tile()) { const auto sampler = create_sampler(writer, m0, n0); writer->op_load_once(src, sampler); } else { const auto &sampler = src->tile_sampler(); writer->op_load_once(src, sampler); } auto &src_tile = src->tile(); const auto &sampler = src->tile_sampler(); // Prepare the output tile. if (!dst->has_tile()) { auto &tile = writer->declare_tile("dst_tile", src_tile.tile_info()); dst->init_virtual_tensor(tile, sampler); } } /** Get boundary aware coordinate along one axis. Load and store of size step_v at the coordinate will not be out of bound * * @param[in,out] writer Writer * @param[out] coord Resultant coordinate * @param[in] gid Global work item id * @param[in] step_v Step size / vector size * @param[in] leftover_step_v Leftover step size at the boundary * @param[in] prefix Prefix to all the tiles declared within this function * @param[in] const_0 Constant tile of value 0 */ inline void get_coord(GpuCkwScopedKernelWriter writer, TileOperand &coord, const TileOperand &gid, int32_t step_v, int32_t leftover_step_v, const std::string &prefix, const TileOperand &const_0) { auto &step = writer->declare_tile(prefix + "step", step_v); auto &leftover_step = writer->declare_tile(prefix + "leftover_step", leftover_step_v); // step - leftover_step auto &step_minus_leftover = writer->declare_tile(prefix + "step_minus_leftover", ckw::DataType::Int32); writer->op_binary_expression(step_minus_leftover, step, ckw::BinaryOp::Sub, leftover_step); // (step - leftover_step) % step auto &coord_correction = writer->declare_tile(prefix + "coord_correction", ckw::DataType::Int32); writer->op_binary_expression(coord_correction, step_minus_leftover, ckw::BinaryOp::Mod, step); // (gid * step) auto &raw_coord = writer->declare_tile(prefix + "raw_coord", ckw::DataType::Int32); writer->op_binary_expression(raw_coord, gid, ckw::BinaryOp::Mul, step); // (gid * step) - (step - leftover_step) % step auto &corrected_coord = writer->declare_tile(prefix + "corrected_coord", ckw::DataType::Int32); writer->op_binary_expression(corrected_coord, raw_coord, ckw::BinaryOp::Sub, coord_correction); // max((gid * step) - (step - leftover_step) % step, 0) writer->op_binary_elementwise_function(coord, ckw::BinaryFunction::Max, corrected_coord, const_0); } /** Declare coordinate tiles "{prefix}_dim0_coord" and "{prefix}_dim1_coord", and create a boundary-aware sampler from tile of size [n0, m0], against the overall dimensions [dim0, dim1] * The load and store of tile [n0, m0] will never be out of bound of [dim0, dim1] */ /** Declare coordinate tiles "{prefix}_dim0_coord" and "{prefix}_dim1_coord", and create a boundary-aware sampler from tile of size [n0, m0], against the overall dimensions [dim0, dim1] * The load and store of tile [n0, m0] will never be out of bound of [dim0, dim1] * * @param[in,out] writer Writer * @param[in] gid_0 Global work item id 0 * @param[in] gid_1 Global work item id 1 * @param[in] dim0_v Dimension 0 * @param[in] dim1_v Dimension 1 * @param[in] n0_v Tile size dimension 0 * @param[in] m0_v Tile size dimension 1 * @param[in] prefix Prefix to all the tiles declared within this function * @param[in] const_0 Constant tile of value 0 * * @return TensorTileSampler */ inline TensorTileSampler create_boundary_aware_2d_sampler(GpuCkwScopedKernelWriter writer, TileOperand &gid_0, TileOperand &gid_1, int32_t dim0_v, int32_t dim1_v, int32_t n0_v, int32_t m0_v, const std::string prefix, TileOperand &const_0) { // Clamp tile size [n0, m0] against dimension [dim0, dim1] // This is needed to: // * Guard against tile sizes are bigger than the tensor dimensions // * Handle broadcasting tiles (e.g. src tensor is of size 1 in one of the dimensions) n0_v = utility::clamp(n0_v, 1, dim0_v); m0_v = utility::clamp(m0_v, 1, dim1_v); const int32_t partial_n0_v = dim0_v % n0_v; const int32_t partial_m0_v = dim1_v % m0_v; // Declare #prefix_dim0_coord and #prefix_dim1_coord auto &dim0_coord = writer->declare_tile(prefix + "dim0_coord", ckw::DataType::Int32); get_coord(writer, dim0_coord, gid_0, n0_v, partial_n0_v, prefix + "dim0_", const_0); auto &dim1_coord = writer->declare_tile(prefix + "dim1_coord", ckw::DataType::Int32); get_coord(writer, dim1_coord, gid_1, m0_v, partial_m0_v, prefix + "dim1_", const_0); // Set sampler // Only set fields related to boundary aware loading/storing. Other info (e.g. format) is not responsibility of this function TensorTileSampler sampler; sampler.x(dim0_coord); sampler.y(dim1_coord); sampler.width(n0_v); sampler.height(m0_v); sampler.address_mode_x(TensorSamplerAddressModeX::None); sampler.address_mode_y(TensorSamplerAddressModeY::None); sampler.address_mode_z(TensorSamplerAddressModeZ::None); return sampler; } } // namespace dynamic_fusion } // namespace experimental } // namespace arm_compute #endif // ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_UTILS_WRITERHELPER_H