// 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.
#ifndef GEMMLOWP_META_LEGACY_SINGLE_THREAD_GEMM_H_
#define GEMMLOWP_META_LEGACY_SINGLE_THREAD_GEMM_H_
#include "../internal/common.h"
#ifdef GEMMLOWP_NEON
#include "quantized_mul_kernels.h"
#include "single_thread_gemm.h"
#include "streams.h"
namespace gemmlowp {
namespace meta {
void gemm_q8_strided(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 lhs_offset,
std::int32_t rhs_offset, std::int32_t result_offset,
std::int32_t multiplicative_offset, std::int32_t shift,
std::uint8_t* result, std::int32_t result_stride) {
#ifdef DEBUG
#ifdef DEBUG_METAGEMM_LEGACY_VERBOSE
std::cout << "Legacy::GemmQ8." << std::endl;
#endif
#endif
typedef GemmParams<std::uint8_t, std::uint8_t, RowMajorWithSum,
RowMajorWithSum, QuantizedStaticPreprocessed, RowMajor>
Params;
Params params;
params.m = m;
params.n = n;
params.k = k;
params.lhs = lhs;
params.rhs = rhs;
params.result = result;
params.scratch = scratch;
params.left_stream.count = k;
params.left_stream.stride = k;
params.left_stream.multiplicative_sum_offset = rhs_offset;
params.left_stream.additive_sum_offset =
result_offset + k * lhs_offset * rhs_offset;
params.right_stream.count = k;
params.right_stream.stride = k;
params.right_stream.multiplicative_sum_offset = lhs_offset;
params.right_stream.additive_sum_offset = 0;
params.fused_kernel.kernel.multiplicative_offset = multiplicative_offset;
params.fused_kernel.kernel.rounding_offset = (1 << (shift - 1));
params.fused_kernel.kernel.shift = -shift;
params.fused_kernel.kernel.count = k;
params.fused_kernel.output_stream.stride = result_stride;
Gemm<GemmExecutorPackRHS, Params, 2, 4, 8>(params);
}
void gemv_q8(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_offset, std::int32_t multiplicative_offset,
std::int32_t shift, std::uint8_t* result) {
#ifdef DEBUG
#ifdef DEBUG_METAGEMM_LEGACY_VERBOSE
std::cout << "Legacy::GemvQ8." << std::endl;
#endif
#endif
typedef GemmParams<std::uint8_t, std::uint8_t, RowMajorWithSum,
RowMajorWithSum, QuantizedStaticPreprocessed, RowMajor>
Params;
Params params;
params.m = 1;
params.n = n;
params.k = k;
params.lhs = lhs;
params.rhs = rhs;
params.result = result;
params.scratch = scratch;
params.left_stream.count = k;
params.left_stream.stride = k;
params.left_stream.multiplicative_sum_offset = rhs_offset;
params.left_stream.additive_sum_offset =
result_offset + k * lhs_offset * rhs_offset;
params.right_stream.count = k;
params.right_stream.stride = k;
params.right_stream.multiplicative_sum_offset = lhs_offset;
params.right_stream.additive_sum_offset = 0;
params.fused_kernel.kernel.multiplicative_offset = multiplicative_offset;
params.fused_kernel.kernel.rounding_offset = (1 << (shift - 1));
params.fused_kernel.kernel.shift = -shift;
params.fused_kernel.kernel.count = k;
params.fused_kernel.output_stream.stride = n;
if (k < 1536) {
Gemm<GemmExecutorPackLHS, Params, 1, 8, 8>(params);
} else {
Gemm<GemmExecutorPackLHS, Params, 2, 4, 8>(params);
}
}
void gemm_i32_strided(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 lhs_offset,
std::int32_t rhs_offset, std::int32_t* result,
std::int32_t result_stride) {
#ifdef DEBUG
#ifdef DEBUG_METAGEMM_LEGACY_VERBOSE
std::cout << "Legacy::GemmI32." << std::endl;
#endif
#endif
typedef GemmParams<std::uint8_t, std::int32_t, RowMajorWithSum,
RowMajorWithSum, QuantizedStaticPreprocessedAsInt32,
RowMajor>
Params;
Params params;
params.m = m;
params.n = n;
params.k = k;
params.lhs = lhs;
params.rhs = rhs;
params.result = result;
params.scratch = scratch;
params.left_stream.count = k;
params.left_stream.stride = k;
params.left_stream.multiplicative_sum_offset = rhs_offset;
params.left_stream.additive_sum_offset = k * lhs_offset * rhs_offset;
params.right_stream.count = k;
params.right_stream.stride = k;
params.right_stream.multiplicative_sum_offset = lhs_offset;
params.right_stream.additive_sum_offset = 0;
params.fused_kernel.kernel.count = k;
params.fused_kernel.output_stream.stride = result_stride * 4;
Gemm<GemmExecutorPackRHS, Params, 2, 4, 8>(params);
}
void gemv_i32(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) {
#ifdef DEBUG
#ifdef DEBUG_METAGEMM_LEGACY_VERBOSE
std::cout << "Legacy::GemvI32." << std::endl;
#endif
#endif
typedef GemmParams<std::uint8_t, std::int32_t, RowMajorWithSum,
RowMajorWithSum, QuantizedStaticPreprocessedAsInt32,
RowMajor>
Params;
Params params;
params.m = 1;
params.n = n;
params.k = k;
params.lhs = lhs;
params.rhs = rhs;
params.result = result;
params.scratch = scratch;
params.left_stream.count = k;
params.left_stream.stride = k;
params.left_stream.multiplicative_sum_offset = rhs_offset;
params.left_stream.additive_sum_offset = k * lhs_offset * rhs_offset;
params.right_stream.count = k;
params.right_stream.stride = k;
params.right_stream.multiplicative_sum_offset = lhs_offset;
params.right_stream.additive_sum_offset = 0;
params.fused_kernel.kernel.count = k;
params.fused_kernel.output_stream.stride = 0;
if (k < 1664) {
Gemm<GemmExecutorPackLHS, Params, 1, 8, 8>(params);
} else {
Gemm<GemmExecutorPackLHS, Params, 1, 6, 8>(params);
}
}
void gemm_f_strided(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 lhs_offset,
std::int32_t rhs_offset, float result_offset, float* result,
std::int32_t result_stride) {
#ifdef DEBUG
#ifdef DEBUG_METAGEMM_LEGACY_VERBOSE
std::cout << "Legacy::GemmF." << std::endl;
#endif
#endif
typedef GemmParams<std::uint8_t, float, RowMajorWithSum, RowMajorWithSum,
QuantizedStaticPreprocessedAsFloat, RowMajor>
Params;
Params params;
params.m = m;
params.n = n;
params.k = k;
params.lhs = lhs;
params.rhs = rhs;
params.result = result;
params.scratch = scratch;
params.left_stream.count = k;
params.left_stream.stride = k;
params.left_stream.multiplicative_sum_offset = rhs_offset;
params.left_stream.additive_sum_offset = k * lhs_offset * rhs_offset;
params.right_stream.count = k;
params.right_stream.stride = k;
params.right_stream.multiplicative_sum_offset = lhs_offset;
params.right_stream.additive_sum_offset = 0;
params.fused_kernel.kernel.count = k;
params.fused_kernel.kernel.scale = result_offset;
params.fused_kernel.output_stream.stride = result_stride * 4;
Gemm<GemmExecutorPackRHS, Params, 2, 4, 8>(params);
}
void gemv_f(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) {
#ifdef DEBUG
#ifdef DEBUG_METAGEMM_LEGACY_VERBOSE
std::cout << "Legacy::GemvF." << std::endl;
#endif
#endif
typedef GemmParams<std::uint8_t, float, RowMajorWithSum, RowMajorWithSum,
QuantizedStaticPreprocessedAsFloat, RowMajor>
Params;
Params params;
params.m = 1;
params.n = n;
params.k = k;
params.lhs = lhs;
params.rhs = rhs;
params.result = result;
params.scratch = scratch;
params.left_stream.count = k;
params.left_stream.stride = k;
params.left_stream.multiplicative_sum_offset = rhs_offset;
params.left_stream.additive_sum_offset = k * lhs_offset * rhs_offset;
params.right_stream.count = k;
params.right_stream.stride = k;
params.right_stream.multiplicative_sum_offset = lhs_offset;
params.right_stream.additive_sum_offset = 0;
params.fused_kernel.kernel.count = k;
params.fused_kernel.kernel.scale = result_offset;
params.fused_kernel.output_stream.stride = 0;
if (k < 1664) {
Gemm<GemmExecutorPackLHS, Params, 1, 8, 8>(params);
} else {
Gemm<GemmExecutorPackLHS, Params, 1, 6, 8>(params);
}
}
} // namespace meta
} // namespace gemmlowp
#else
#warning "Meta gemm fast-path requires GEMMLOWP_NEON_(32|64)!"
#endif
#endif // GEMMLOWP_META_LEGACY_SINGLE_THREAD_GEMM_H_