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 |   10 ++++++++++
 1 files changed, 10 insertions(+), 0 deletions(-)

diff --git a/src/activation_kernels.cu b/src/activation_kernels.cu
index d5607da..99933c8 100644
--- a/src/activation_kernels.cu
+++ b/src/activation_kernels.cu
@@ -9,6 +9,7 @@
 
 __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);}
@@ -24,6 +25,11 @@
  
 __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;}
@@ -39,6 +45,8 @@
             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:
@@ -64,6 +72,8 @@
             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:

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