mirror of
https://github.com/tesseract-ocr/tesseract.git
synced 2024-11-23 18:49:08 +08:00
Add float dotproduct implementation for NEON
Signed-off-by: Stefan Weil <stefan.weil@bib.uni-mannheim.de>
This commit is contained in:
parent
bb4a1219d7
commit
a73e7b97a4
@ -187,8 +187,13 @@ endif
|
||||
|
||||
if HAVE_NEON
|
||||
libtesseract_neon_la_CXXFLAGS = $(NEON_CXXFLAGS)
|
||||
libtesseract_neon_la_CXXFLAGS += -O3
|
||||
if OPENMP_SIMD
|
||||
libtesseract_neon_la_CXXFLAGS += -fopenmp-simd -DOPENMP_SIMD
|
||||
endif
|
||||
libtesseract_neon_la_CXXFLAGS += -I$(top_srcdir)/src/ccutil
|
||||
libtesseract_neon_la_SOURCES = src/arch/intsimdmatrixneon.cpp
|
||||
libtesseract_neon_la_SOURCES += src/arch/dotproductneon.cpp
|
||||
libtesseract_la_LIBADD += libtesseract_neon.la
|
||||
noinst_LTLIBRARIES += libtesseract_neon.la
|
||||
endif
|
||||
|
@ -33,6 +33,9 @@ TFloat DotProductFMA(const TFloat *u, const TFloat *v, int n);
|
||||
// Uses Intel SSE intrinsics to access the SIMD instruction set.
|
||||
TFloat DotProductSSE(const TFloat *u, const TFloat *v, int n);
|
||||
|
||||
// Use NEON intrinsics.
|
||||
TFloat DotProductNEON(const TFloat *u, const TFloat *v, int n);
|
||||
|
||||
} // namespace tesseract.
|
||||
|
||||
#endif // TESSERACT_ARCH_DOTPRODUCT_H_
|
||||
|
67
src/arch/dotproductneon.cpp
Normal file
67
src/arch/dotproductneon.cpp
Normal file
@ -0,0 +1,67 @@
|
||||
///////////////////////////////////////////////////////////////////////
|
||||
// File: dotproductneon.cpp
|
||||
// Description: Dot product function for ARM NEON.
|
||||
// Author: Stefan Weil
|
||||
//
|
||||
// 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.
|
||||
///////////////////////////////////////////////////////////////////////
|
||||
|
||||
#include <arm_neon.h>
|
||||
#include "dotproduct.h"
|
||||
|
||||
namespace tesseract {
|
||||
|
||||
// Documentation:
|
||||
// https://developer.arm.com/architectures/instruction-sets/intrinsics/
|
||||
|
||||
#if defined(FAST_FLOAT) && defined(__ARM_ARCH_ISA_A64)
|
||||
|
||||
float DotProductNEON(const float *u, const float *v, int n) {
|
||||
float32x4_t result0123 = vdupq_n_f32(0.0f);
|
||||
float32x4_t result4567 = vdupq_n_f32(0.0f);
|
||||
while (n > 7) {
|
||||
// Calculate 8 dot products per iteration.
|
||||
float32x4_t u0 = vld1q_f32(u);
|
||||
float32x4_t v0 = vld1q_f32(v);
|
||||
float32x4_t u4 = vld1q_f32(u + 4);
|
||||
float32x4_t v4 = vld1q_f32(v + 4);
|
||||
result0123 = vfmaq_f32(result0123, u0, v0);
|
||||
result4567 = vfmaq_f32(result4567, u4, v4);
|
||||
u += 8;
|
||||
v += 8;
|
||||
n -= 8;
|
||||
}
|
||||
float total = vaddvq_f32(result0123);
|
||||
total += vaddvq_f32(result4567);
|
||||
while (n > 0) {
|
||||
total += *u++ * *v++;
|
||||
n--;
|
||||
}
|
||||
return total;
|
||||
}
|
||||
|
||||
#else
|
||||
|
||||
// Computes and returns the dot product of the two n-vectors u and v.
|
||||
TFloat DotProductNEON(const TFloat *u, const TFloat *v, int n) {
|
||||
TFloat total = 0;
|
||||
#if defined(OPENMP_SIMD) || defined(_OPENMP)
|
||||
#pragma omp simd reduction(+:total)
|
||||
#endif
|
||||
for (int k = 0; k < n; k++) {
|
||||
total += u[k] * v[k];
|
||||
}
|
||||
return total;
|
||||
}
|
||||
|
||||
#endif
|
||||
|
||||
} // namespace tesseract
|
@ -237,7 +237,7 @@ SIMDDetect::SIMDDetect() {
|
||||
#if defined(HAVE_NEON) || defined(__aarch64__)
|
||||
} else if (neon_available_) {
|
||||
// NEON detected.
|
||||
SetDotProduct(DotProductNative, &IntSimdMatrix::intSimdMatrixNEON);
|
||||
SetDotProduct(DotProductNEON, &IntSimdMatrix::intSimdMatrixNEON);
|
||||
#endif
|
||||
}
|
||||
|
||||
@ -294,7 +294,7 @@ void SIMDDetect::Update() {
|
||||
#if defined(HAVE_NEON) || defined(__aarch64__)
|
||||
} else if (dotproduct == "neon" && neon_available_) {
|
||||
// NEON selected by config variable.
|
||||
SetDotProduct(DotProductNative, &IntSimdMatrix::intSimdMatrixNEON);
|
||||
SetDotProduct(DotProductNEON, &IntSimdMatrix::intSimdMatrixNEON);
|
||||
dotproduct_method = "neon";
|
||||
#endif
|
||||
} else if (dotproduct == "std::inner_product") {
|
||||
|
Loading…
Reference in New Issue
Block a user