// Copyright 2015 Google Inc. All Rights Reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. // single_thread_gemm.h: Single-threaded GEMM implementation. // This is a good place to start reading code, as it shows the overall // structure of a GEMM and is much simpler than multi_thread_gemm.h. #ifndef GEMMLOWP_INTERNAL_SINGLE_THREAD_GEMM_H_ #define GEMMLOWP_INTERNAL_SINGLE_THREAD_GEMM_H_ #include <cassert> #include "../public/map.h" #include "allocator.h" #include "compute.h" #include "kernel.h" #include "pack.h" #include "unpack.h" namespace gemmlowp { class SingleThreadGemmContext { public: Allocator* allocator() { return &allocator_; } protected: Allocator allocator_; }; typedef VectorMap<const int32_t, VectorShape::Col> OffsetColMap; typedef VectorMap<const int32_t, VectorShape::Row> OffsetRowMap; typedef VectorDup<const int32_t, VectorShape::Col> OffsetColDup; typedef VectorDup<const int32_t, VectorShape::Row> OffsetRowDup; template <typename KernelFormat, typename InputScalar, typename OutputScalar, typename BitDepthParams, MapOrder LhsOrder, MapOrder RhsOrder, MapOrder ResultOrder, typename LhsOffset, typename RhsOffset, typename OutputPipelineType> void SingleThreadGemm(SingleThreadGemmContext* context, const KernelBase& kernel, const MatrixMap<const InputScalar, LhsOrder>& lhs, const MatrixMap<const InputScalar, RhsOrder>& rhs, MatrixMap<OutputScalar, ResultOrder>* result, const LhsOffset& lhs_offset, const RhsOffset& rhs_offset, const OutputPipelineType& output_pipeline) { ScopedProfilingLabel label("gemmlowp::SingleThreadGemm"); assert(lhs.cols() == rhs.rows()); int rows = result->rows(); int cols = result->cols(); int depth = lhs.cols(); assert(rows > 0); assert(cols > 0); assert(depth > 0); Allocator* allocator = context->allocator(); BlockParams block_params; block_params.Init<KernelFormat>(rows, cols, depth, 1); PackedSideBlock<typename KernelFormat::Lhs> packed_lhs( Side::Lhs, allocator, block_params); PackedSideBlock<typename KernelFormat::Rhs> packed_rhs( Side::Rhs, allocator, block_params); PackedResult packed_result(allocator, block_params); allocator->Commit(); const bool pack_rhs_once = block_params.l2_cols == cols; if (pack_rhs_once) { PackRhs<BitDepthParams>(&packed_rhs, rhs); } for (int r = 0; r < rows; r += block_params.l2_rows) { int rs = std::min(block_params.l2_rows, rows - r); PackLhs<BitDepthParams>(&packed_lhs, lhs.block(r, 0, rs, depth)); for (int c = 0; c < cols; c += block_params.l2_cols) { int cs = std::min(block_params.l2_cols, cols - c); if (!pack_rhs_once) { PackRhs<BitDepthParams>(&packed_rhs, rhs.block(0, c, depth, cs)); } Compute(kernel, block_params, &packed_result, packed_lhs, packed_rhs); auto result_block = result->block(r, c, rs, cs); UnpackResult<BitDepthParams>(&result_block, packed_result, depth, packed_lhs.sums_of_each_slice(), packed_rhs.sums_of_each_slice(), lhs_offset, rhs_offset, output_pipeline); } } allocator->Decommit(); } } // namespace gemmlowp #endif // GEMMLOWP_INTERNAL_SINGLE_THREAD_GEMM_H_