COMPMID-1800: (Nightly) Mismatches in SC9863 board for NEON FP16
Fixes for:
- ReduceMean, reduction on the X axis for FP16 with 8 elements was
performed only up to a certain point. The fix now takes into account the
number of elements of the vector and does as many reductions as
necessary.
- YOLOLayer, activation for FP16 has to be performed on 32 bits until
the FP16 approximations is fixed.
Change-Id: I75373f4edd37de476e6fe1a56de3ef386b65c619
diff --git a/src/core/NEON/kernels/NEActivationLayerKernel.cpp b/src/core/NEON/kernels/NEActivationLayerKernel.cpp
index 2163f7b..5ce79f1 100644
--- a/src/core/NEON/kernels/NEActivationLayerKernel.cpp
+++ b/src/core/NEON/kernels/NEActivationLayerKernel.cpp
@@ -184,7 +184,7 @@
Iterator output(_output, window);
static const float16x8_t CONST_0 = vdupq_n_f16(0.f);
- static const float16x4_t CONST_1_H = vdup_n_f16(1.f);
+ static const float16x8_t CONST_1_H = vdupq_n_f16(1.f);
static const float32x4_t CONST_1_F32 = vdupq_n_f32(1.f);
@@ -240,24 +240,11 @@
break;
case ActivationFunction::LOGISTIC:
{
- // TODO (COMPMID-1535) : Revisit FP16 approximations
- const float16x4x2_t in0 =
- {
- vinv_f16(vadd_f16(CONST_1_H, vcvt_f16_f32(vexpq_f32(vcvt_f32_f16(vneg_f16(vget_low_f16(in.val[0]))))))),
- vinv_f16(vadd_f16(CONST_1_H, vcvt_f16_f32(vexpq_f32(vcvt_f32_f16(vneg_f16(vget_high_f16(in.val[0]))))))),
- };
-
- const float16x4x2_t in1 =
- {
- vinv_f16(vadd_f16(CONST_1_H, vcvt_f16_f32(vexpq_f32(vcvt_f32_f16(vneg_f16(vget_low_f16(in.val[1]))))))),
- vinv_f16(vadd_f16(CONST_1_H, vcvt_f16_f32(vexpq_f32(vcvt_f32_f16(vneg_f16(vget_high_f16(in.val[1]))))))),
- };
-
tmp =
{
{
- vcombine_f16(in0.val[0], in0.val[1]),
- vcombine_f16(in1.val[0], in1.val[1]),
+ vinvq_f16(vaddq_f16(CONST_1_H, vexpq_f16(vnegq_f16(in.val[0])))),
+ vinvq_f16(vaddq_f16(CONST_1_H, vexpq_f16(vnegq_f16(in.val[1]))))
}
};
}