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| author | Georgios Pinitas <georgios.pinitas@arm.com> | 2019-08-22 17:10:04 +0100 |
|---|---|---|
| committer | Georgios Pinitas <georgios.pinitas@arm.com> | 2019-08-23 11:03:19 +0000 |
| commit | fb0fdcdaec57e6f8e1b96f924411921cc0ba6d94 (patch) | |
| tree | 99dc659420ea76dc4fbf6724e1140467249ad105 /src/core/NEON/kernels | |
| parent | c8530210c17b391f27ace95523e9590e8166fcd8 (diff) | |
| download | ComputeLibrary-fb0fdcdaec57e6f8e1b96f924411921cc0ba6d94.tar.gz | |
COMPMID-2460: Add ELU activation on NEON,CL,GLES
Change-Id: I641b12fcfc5dc4a18d2d489c38673b937125dfb9
Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com>
Reviewed-on: https://review.mlplatform.org/c/1796
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/NEON/kernels')
| -rw-r--r-- | src/core/NEON/kernels/NEActivationLayerKernel.cpp | 8 |
1 files changed, 8 insertions, 0 deletions
diff --git a/src/core/NEON/kernels/NEActivationLayerKernel.cpp b/src/core/NEON/kernels/NEActivationLayerKernel.cpp index 3953305996..242382c206 100644 --- a/src/core/NEON/kernels/NEActivationLayerKernel.cpp +++ b/src/core/NEON/kernels/NEActivationLayerKernel.cpp @@ -139,6 +139,7 @@ void NEActivationLayerKernel::configure(ITensor *input, ITensor *output, Activat { ActivationFunction::LU_BOUNDED_RELU, &NEActivationLayerKernel::activation<ActivationFunction::LU_BOUNDED_RELU, float> }, { ActivationFunction::LEAKY_RELU, &NEActivationLayerKernel::activation<ActivationFunction::LEAKY_RELU, float> }, { ActivationFunction::SOFT_RELU, &NEActivationLayerKernel::activation<ActivationFunction::SOFT_RELU, float> }, + { ActivationFunction::ELU, &NEActivationLayerKernel::activation<ActivationFunction::ELU, float> }, { ActivationFunction::SQRT, &NEActivationLayerKernel::activation<ActivationFunction::SQRT, float> }, { ActivationFunction::SQUARE, &NEActivationLayerKernel::activation<ActivationFunction::SQUARE, float> }, { ActivationFunction::TANH, &NEActivationLayerKernel::activation<ActivationFunction::TANH, float> }, @@ -157,6 +158,7 @@ void NEActivationLayerKernel::configure(ITensor *input, ITensor *output, Activat { ActivationFunction::LU_BOUNDED_RELU, &NEActivationLayerKernel::activation<ActivationFunction::LU_BOUNDED_RELU, float16_t> }, { ActivationFunction::LEAKY_RELU, &NEActivationLayerKernel::activation<ActivationFunction::LEAKY_RELU, float16_t> }, { ActivationFunction::SOFT_RELU, &NEActivationLayerKernel::activation<ActivationFunction::SOFT_RELU, float16_t> }, + { ActivationFunction::ELU, &NEActivationLayerKernel::activation<ActivationFunction::ELU, float16_t> }, { ActivationFunction::SQRT, &NEActivationLayerKernel::activation<ActivationFunction::SQRT, float16_t> }, { ActivationFunction::SQUARE, &NEActivationLayerKernel::activation<ActivationFunction::SQUARE, float16_t> }, { ActivationFunction::TANH, &NEActivationLayerKernel::activation<ActivationFunction::TANH, float16_t> }, @@ -271,6 +273,9 @@ NEActivationLayerKernel::activation(const Window &window) case ActivationFunction::SOFT_RELU: tmp = wrapper::vlog(wrapper::vadd(const_1, wrapper::vexpq(vin))); break; + case ActivationFunction::ELU: + 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(vin)); break; @@ -320,6 +325,9 @@ NEActivationLayerKernel::activation(const Window &window) case ActivationFunction::SOFT_RELU: tmp = std::log(static_cast<T>(1) + std::exp(in)); break; + case ActivationFunction::ELU: + tmp = (in >= 0) ? in : a * (std::exp(in) - 1); + break; case ActivationFunction::SQRT: tmp = std::sqrt(in); break; |