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authorSang-Hoon Park <sang-hoon.park@arm.com>2020-10-13 23:34:09 +0100
committerSang-Hoon Park <sang-hoon.park@arm.com>2020-10-16 08:43:24 +0000
commite7280585b317f695a932be5981895377e174946d (patch)
tree3d5662a779d2c3bee9e45a2db27a27cd0275c9d5 /src/core/NEON
parentcf343e3798d2a8c2ad2fcac488e4b78e2b5c968d (diff)
downloadComputeLibrary-e7280585b317f695a932be5981895377e174946d.tar.gz
COMPMID-3805: Fix SQRT non-zero output for zero input
- For AArch64, NEActivationLayerKernel uses vsqrt rather than vinvsqrt. - For non-AArch64, it masks values to ensure zero input results in zero output without producing NaN. - Test cases for FP16 and FP32's positive boundary values are added. Change-Id: Ic0104ee5d7045059c2e9bd052616a4a3b43a315d Signed-off-by: Sang-Hoon Park <sang-hoon.park@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4150 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Diffstat (limited to 'src/core/NEON')
-rw-r--r--src/core/NEON/kernels/NEActivationLayerKernel.cpp39
-rw-r--r--src/core/NEON/wrapper/intrinsics/intrinsics.h1
-rw-r--r--src/core/NEON/wrapper/intrinsics/sqrt.h56
3 files changed, 89 insertions, 7 deletions
diff --git a/src/core/NEON/kernels/NEActivationLayerKernel.cpp b/src/core/NEON/kernels/NEActivationLayerKernel.cpp
index 621af51f3c..d80aab7069 100644
--- a/src/core/NEON/kernels/NEActivationLayerKernel.cpp
+++ b/src/core/NEON/kernels/NEActivationLayerKernel.cpp
@@ -108,6 +108,23 @@ std::pair<Status, Window> validate_and_configure_window(const ITensorInfo *input
return std::make_pair(Status{}, win);
}
+
+#ifndef __aarch64__
+inline float32x4_t mask_float_vector(const float32x4_t &in, const uint32x4_t &mask)
+{
+ auto int_in = vreinterpretq_u32_f32(in);
+ return vreinterpretq_f32_u32(wrapper::vand(int_in, mask));
+}
+
+#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+inline float16x8_t mask_float_vector(const float16x8_t &in, const uint16x8_t &mask)
+{
+ auto int_in = vreinterpretq_u16_f16(in);
+ return vreinterpretq_f16_u16(wrapper::vand(int_in, mask));
+}
+#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
+#endif /* __arch64__ */
+
} // namespace
NEActivationLayerKernel::NEActivationLayerKernel()
@@ -252,12 +269,12 @@ NEActivationLayerKernel::activation(const ITensor *src, ITensor *dst, const Wind
Iterator input(src, win_collapsed);
Iterator output(dst, win_collapsed);
- // A small delta added to the input to prevent NAN values caused by zeros in inputs to SQRT
-#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
- const auto delta = wrapper::vdup_n(static_cast<T>(1e-7), ExactTagType {});
-#else /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
- const auto delta = wrapper::vdup_n(static_cast<T>(1e-24), ExactTagType {});
-#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
+ // In case of non-aarch64, a small delta value is added to the input
+ // to prevent NAN values caused by zeros in inputs to SQRT.
+ // In case of aarh64, we call vsqrt directly, so we don't use delta.
+#ifndef __aarch64__
+ const auto delta = wrapper::vdup_n(static_cast<T>((src->info()->data_type() == DataType::F32 ? 1e-24 : 1e-7)), ExactTagType {});
+#endif /* __aarch64 */
const auto const_1 = wrapper::vdup_n(static_cast<T>(1.f), ExactTagType {});
const auto const_0 = wrapper::vdup_n(static_cast<T>(0.f), ExactTagType{});
const auto const_6 = wrapper::vdup_n(static_cast<T>(6.f), ExactTagType{});
@@ -310,7 +327,15 @@ NEActivationLayerKernel::activation(const ITensor *src, ITensor *dst, const Wind
tmp = wrapper::vbsl(wrapper::vcge(vin, const_0), vin, wrapper::vmul(va, wrapper::vsub(wrapper::vexpq(vin), const_1)));
break;
case ActivationFunction::SQRT:
- tmp = wrapper::vinv(wrapper::vinvsqrt(wrapper::vadd(vin, delta)));
+#ifdef __aarch64__
+ tmp = wrapper::vsqrt(vin);
+#else /* aarch64 */
+ {
+ const auto bitmask = wrapper::vceq(vin, wrapper::vdup_n(T(0), ExactTagType{}));
+ tmp = wrapper::vinv(wrapper::vinvsqrt(wrapper::vadd(vin, mask_float_vector(delta, bitmask))));
+ tmp = mask_float_vector(tmp, wrapper::vnot(bitmask));
+ }
+#endif /* aarch64 */
break;
case ActivationFunction::SQUARE:
tmp = wrapper::vmul(vin, vin);
diff --git a/src/core/NEON/wrapper/intrinsics/intrinsics.h b/src/core/NEON/wrapper/intrinsics/intrinsics.h
index 495321a6a1..070f3c7065 100644
--- a/src/core/NEON/wrapper/intrinsics/intrinsics.h
+++ b/src/core/NEON/wrapper/intrinsics/intrinsics.h
@@ -66,6 +66,7 @@
#include "src/core/NEON/wrapper/intrinsics/round.h"
#include "src/core/NEON/wrapper/intrinsics/setlane.h"
#include "src/core/NEON/wrapper/intrinsics/sin.h"
+#include "src/core/NEON/wrapper/intrinsics/sqrt.h"
#include "src/core/NEON/wrapper/intrinsics/store.h"
#include "src/core/NEON/wrapper/intrinsics/sub.h"
#include "src/core/NEON/wrapper/intrinsics/tanh.h"
diff --git a/src/core/NEON/wrapper/intrinsics/sqrt.h b/src/core/NEON/wrapper/intrinsics/sqrt.h
new file mode 100644
index 0000000000..11954cf6c9
--- /dev/null
+++ b/src/core/NEON/wrapper/intrinsics/sqrt.h
@@ -0,0 +1,56 @@
+/*
+ * Copyright (c) 2020 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef ARM_COMPUTE_WRAPPER_SQRT_H
+#define ARM_COMPUTE_WRAPPER_SQRT_H
+
+#ifdef __aarch64__
+
+#include <arm_neon.h>
+
+namespace arm_compute
+{
+namespace wrapper
+{
+#define VSQRT_IMPL(type, prefix, postfix) \
+ inline type vsqrt(const type &a) \
+ { \
+ return prefix##_##postfix(a); \
+ }
+
+VSQRT_IMPL(float32x2_t, vsqrt, f32)
+#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+VSQRT_IMPL(float16x4_t, vsqrt, f16)
+#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+
+VSQRT_IMPL(float32x4_t, vsqrtq, f32)
+#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+VSQRT_IMPL(float16x8_t, vsqrtq, f16)
+#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+
+} // namespace wrapper
+} // namespace arm_compute
+
+#endif // __aarch64__
+
+#endif /* ARM_COMPUTE_WRAPPER_SQRT_H */ \ No newline at end of file