From 68213b835b9f15cb449ad2037a8b51c17a3de07b Mon Sep 17 00:00:00 2001
From: Joseph Redmon <pjreddie@gmail.com>
Date: Mon, 14 Mar 2016 22:10:14 +0000
Subject: [PATCH] Makefile
---
src/activation_kernels.cu | 16 ++++++++++++++++
1 files changed, 16 insertions(+), 0 deletions(-)
diff --git a/src/activation_kernels.cu b/src/activation_kernels.cu
index 0ab9fd9..99933c8 100644
--- a/src/activation_kernels.cu
+++ b/src/activation_kernels.cu
@@ -9,7 +9,9 @@
__device__ float linear_activate_kernel(float x){return x;}
__device__ float logistic_activate_kernel(float x){return 1./(1. + exp(-x));}
+__device__ float loggy_activate_kernel(float x){return 2./(1. + exp(-x)) - 1;}
__device__ float relu_activate_kernel(float x){return x*(x>0);}
+__device__ float elu_activate_kernel(float x){return (x >= 0)*x + (x < 0)*(exp(x)-1);}
__device__ float relie_activate_kernel(float x){return x*(x>0);}
__device__ float ramp_activate_kernel(float x){return x*(x>0)+.1*x;}
__device__ float leaky_activate_kernel(float x){return (x>0) ? x : .1*x;}
@@ -23,7 +25,13 @@
__device__ float linear_gradient_kernel(float x){return 1;}
__device__ float logistic_gradient_kernel(float x){return (1-x)*x;}
+__device__ float loggy_gradient_kernel(float x)
+{
+ float y = (x+1.)/2.;
+ return 2*(1-y)*y;
+}
__device__ float relu_gradient_kernel(float x){return (x>0);}
+__device__ float elu_gradient_kernel(float x){return (x >= 0) + (x < 0)*(x + 1);}
__device__ float relie_gradient_kernel(float x){return (x>0) ? 1 : .01;}
__device__ float ramp_gradient_kernel(float x){return (x>0)+.1;}
__device__ float leaky_gradient_kernel(float x){return (x>0) ? 1 : .1;}
@@ -37,8 +45,12 @@
return linear_activate_kernel(x);
case LOGISTIC:
return logistic_activate_kernel(x);
+ case LOGGY:
+ return loggy_activate_kernel(x);
case RELU:
return relu_activate_kernel(x);
+ case ELU:
+ return elu_activate_kernel(x);
case RELIE:
return relie_activate_kernel(x);
case RAMP:
@@ -60,8 +72,12 @@
return linear_gradient_kernel(x);
case LOGISTIC:
return logistic_gradient_kernel(x);
+ case LOGGY:
+ return loggy_gradient_kernel(x);
case RELU:
return relu_gradient_kernel(x);
+ case ELU:
+ return elu_gradient_kernel(x);
case RELIE:
return relie_gradient_kernel(x);
case RAMP:
--
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