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author | Murray Kornelsen <murray.kornelsen@mail.mcgill.ca> | 2022-07-13 21:22:39 -0400 |
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committer | Pablo Marquez Tello <pablo.tello@arm.com> | 2022-09-14 09:15:03 +0000 |
commit | 926f502ca731fa49bcdf949408ce25728616e5f2 (patch) | |
tree | 7e221103a9c0c5c0e4c054abc07cbdf11c7c7b4e /src/core/NEON/wrapper/intrinsics/erf.h | |
parent | 6e09e1404c635d948cf20eb6b4b5747dfb6656f2 (diff) | |
download | ComputeLibrary-926f502ca731fa49bcdf949408ce25728616e5f2.tar.gz |
Adding GELU activation
OpenCL implementation uses built in erf.
NEON implementation requires new vectorized erf.
Uses the following approximation:
erf(x) = 1 - 1 / (1 + a1x + a2x^2 + a3x^3 + a4x^4)^4
a1 = 0.278393, a2 = 0.230389, a3 = 0.000972, a4 = 0.078108
From https://en.wikipedia.org/wiki/Error_function#Numerical_approximations
Signed-off-by: Murray Kornelsen <murray.kornelsen@mail.mcgill.ca>
Change-Id: I2d3964b2c26a4334166b17135f9104bc6324fad2
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7921
Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Reviewed-by: Pablo Marquez Tello <pablo.tello@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Comments-Addressed: Pablo Marquez Tello <pablo.tello@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/NEON/wrapper/intrinsics/erf.h')
-rw-r--r-- | src/core/NEON/wrapper/intrinsics/erf.h | 51 |
1 files changed, 51 insertions, 0 deletions
diff --git a/src/core/NEON/wrapper/intrinsics/erf.h b/src/core/NEON/wrapper/intrinsics/erf.h new file mode 100644 index 0000000000..e2207648e5 --- /dev/null +++ b/src/core/NEON/wrapper/intrinsics/erf.h @@ -0,0 +1,51 @@ +/* + * Copyright (c) 2022 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_ERF_H +#define ARM_COMPUTE_WRAPPER_ERF_H + +#include "src/core/NEON/NEMath.h" +#include <arm_neon.h> + +namespace arm_compute +{ +namespace wrapper +{ +#define VERF_IMPL(vtype, prefix, postfix) \ + inline vtype verf(const vtype &a) \ + { \ + return prefix##_##postfix(a); \ + } + +VERF_IMPL(float32x4_t, verfq, f32) +#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC +VERF_IMPL(float16x8_t, verfq, f16) +#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC + +#undef VERF_IMPL + +} // namespace wrapper +} // namespace arm_compute + +#endif /* ARM_COMPUTE_WRAPPER_ERF_H */ |