| // Copyright 2015 The Gemmlowp Authors. 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. |
| |
| // multi_thread_gemv.h: Entry point to the multithreaded version of the |
| // generated (meta) gemv library. |
| |
| #ifndef GEMMLOWP_META_MULTI_THREAD_GEMV_H_ |
| #define GEMMLOWP_META_MULTI_THREAD_GEMV_H_ |
| |
| #ifdef GEMMLOWP_NEON |
| |
| #include "legacy_multi_thread_common.h" |
| #include "legacy_operations_common.h" |
| #include "legacy_single_thread_gemm.h" |
| |
| namespace gemmlowp { |
| namespace meta { |
| namespace internal { |
| |
| class GemvQuantized8BitOperation : public Quantized8BitOperation { |
| public: |
| GemvQuantized8BitOperation(std::int32_t lhs_offset, std::int32_t rhs_offset, |
| std::int32_t sum_offset, std::int32_t multiplier, |
| std::int32_t shift) |
| : Quantized8BitOperation(lhs_offset, rhs_offset, sum_offset, multiplier, |
| shift) {} |
| |
| void ExecuteMatrixMatrix(std::uint8_t* scratch, const std::uint8_t* lhs, |
| const std::uint8_t* rhs, std::int32_t m, |
| std::int32_t n, std::int32_t k, std::uint8_t* result, |
| std::int32_t result_stride) const { |
| gemv_q8(scratch, lhs, rhs, n, k, lhs_offset, rhs_offset, sum_offset, |
| multiplier, shift, result); |
| } |
| |
| static std::int32_t ScratchPerThread(std::int32_t m, std::int32_t n, |
| std::int32_t k) { |
| return 128 * 1024; |
| } |
| }; |
| |
| class GemvFloatOperation : public FloatOperation { |
| public: |
| GemvFloatOperation(std::int32_t lhs_offset, std::int32_t rhs_offset, |
| float result_offset) |
| : FloatOperation(lhs_offset, rhs_offset, result_offset) {} |
| |
| void ExecuteMatrixMatrix(std::uint8_t* scratch, const std::uint8_t* lhs, |
| const std::uint8_t* rhs, std::int32_t m, |
| std::int32_t n, std::int32_t k, float* result, |
| std::int32_t result_stride) const { |
| gemv_f(scratch, lhs, rhs, n, k, lhs_offset, rhs_offset, result_offset, |
| result); |
| } |
| |
| static std::int32_t ScratchPerThread(std::int32_t m, std::int32_t n, |
| std::int32_t k) { |
| return 128 * 1024; |
| } |
| }; |
| |
| class GemvInt32Operation : public Int32Operation { |
| public: |
| GemvInt32Operation(std::int32_t lhs_offset, std::int32_t rhs_offset) |
| : Int32Operation(lhs_offset, rhs_offset) {} |
| |
| void ExecuteMatrixMatrix(std::uint8_t* scratch, const std::uint8_t* lhs, |
| const std::uint8_t* rhs, std::int32_t m, |
| std::int32_t n, std::int32_t k, std::int32_t* result, |
| std::int32_t result_stride) const { |
| gemv_i32(scratch, lhs, rhs, n, k, lhs_offset, rhs_offset, result); |
| } |
| |
| static std::int32_t ScratchPerThread(std::int32_t m, std::int32_t n, |
| std::int32_t k) { |
| return 128 * 1024; |
| } |
| }; |
| |
| } // namespace internal |
| |
| std::int32_t gemv_q8_scratch(std::int32_t m, std::int32_t n, std::int32_t k, |
| std::int32_t max_threads) { |
| return internal::ResolveMaxThreads(max_threads) * |
| internal::GemvQuantized8BitOperation::ScratchPerThread(m, n, k); |
| } |
| |
| void multi_thread_gemv_q8(gemmlowp::WorkersPool* pool, std::int32_t max_threads, |
| std::uint8_t* scratch, const std::uint8_t* lhs, |
| const std::uint8_t* rhs, std::int32_t n, |
| std::int32_t k, std::int32_t lhs_offset, |
| std::int32_t rhs_offset, std::int32_t sum_offset, |
| std::int32_t multiplier, std::int32_t shift, |
| std::uint8_t* result) { |
| max_threads = internal::ResolveMaxThreads(max_threads); |
| internal::GemvQuantized8BitOperation operation(lhs_offset, rhs_offset, |
| sum_offset, multiplier, shift); |
| if (max_threads == 1) { |
| operation.ExecuteMatrixMatrix(scratch, lhs, rhs, 1, n, k, result, n); |
| } else { |
| internal::MultiThreadedMatrixMatrix(pool, max_threads, scratch, lhs, rhs, 1, |
| n, k, result, n, operation); |
| } |
| } |
| |
| std::int32_t gemv_f_scratch(std::int32_t m, std::int32_t n, std::int32_t k, |
| std::int32_t max_threads) { |
| return internal::ResolveMaxThreads(max_threads) * |
| internal::GemvFloatOperation::ScratchPerThread(m, n, k); |
| } |
| |
| void multi_thread_gemv_f(gemmlowp::WorkersPool* pool, std::int32_t max_threads, |
| std::uint8_t* scratch, const std::uint8_t* lhs, |
| const std::uint8_t* rhs, std::int32_t n, |
| std::int32_t k, std::int32_t lhs_offset, |
| std::int32_t rhs_offset, float result_offset, |
| float* result) { |
| max_threads = internal::ResolveMaxThreads(max_threads); |
| internal::GemvFloatOperation operation(lhs_offset, rhs_offset, result_offset); |
| if (max_threads == 1) { |
| operation.ExecuteMatrixMatrix(scratch, lhs, rhs, 1, n, k, result, n); |
| } else { |
| internal::MultiThreadedMatrixMatrix(pool, max_threads, scratch, lhs, rhs, 1, |
| n, k, result, n, operation); |
| } |
| } |
| |
| std::int32_t gemv_i32_scratch(std::int32_t m, std::int32_t n, std::int32_t k, |
| std::int32_t max_threads) { |
| return internal::ResolveMaxThreads(max_threads) * |
| internal::GemvInt32Operation::ScratchPerThread(m, n, k); |
| } |
| |
| void multi_thread_gemv_i32(gemmlowp::WorkersPool* pool, |
| std::int32_t max_threads, std::uint8_t* scratch, |
| const std::uint8_t* lhs, const std::uint8_t* rhs, |
| std::int32_t n, std::int32_t k, |
| std::int32_t lhs_offset, std::int32_t rhs_offset, |
| std::int32_t* result) { |
| max_threads = internal::ResolveMaxThreads(max_threads); |
| internal::GemvInt32Operation operation(lhs_offset, rhs_offset); |
| if (max_threads == 1) { |
| operation.ExecuteMatrixMatrix(scratch, lhs, rhs, 1, n, k, result, n); |
| } else { |
| internal::MultiThreadedMatrixMatrix(pool, max_threads, scratch, lhs, rhs, 1, |
| n, k, result, n, operation); |
| } |
| } |
| |
| } // namespace meta |
| } // namespace gemmlowp |
| |
| #else |
| #warning "Meta gemm fast-path requires GEMMLOWP_NEON_(32|64)!" |
| #endif |
| |
| #endif // GEMMLOWP_META_MULTI_THREAD_GEMV_H_ |