From 0df9d25c46e39fa5f532c023261784fdcdd5d25d Mon Sep 17 00:00:00 2001
From: Joseph Redmon <pjreddie@gmail.com>
Date: Thu, 11 Jun 2015 22:51:17 +0000
Subject: [PATCH] new cfg files for classification

---
 src/activations.h |    7 +++++--
 1 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/src/activations.h b/src/activations.h
index f28ac0d..0aa61c2 100644
--- a/src/activations.h
+++ b/src/activations.h
@@ -1,9 +1,10 @@
-#include "cuda.h"
 #ifndef ACTIVATIONS_H
 #define ACTIVATIONS_H
+#include "cuda.h"
+#include "math.h"
 
 typedef enum{
-    LOGISTIC, RELU, LINEAR, RAMP, TANH, PLSE
+    LOGISTIC, RELU, RELIE, LINEAR, RAMP, TANH, PLSE
 }ACTIVATION;
 
 ACTIVATION get_activation(char *s);
@@ -21,6 +22,7 @@
 static inline float linear_activate(float x){return x;}
 static inline float logistic_activate(float x){return 1./(1. + exp(-x));}
 static inline float relu_activate(float x){return x*(x>0);}
+static inline float relie_activate(float x){return x*(x>0);}
 static inline float ramp_activate(float x){return x*(x>0)+.1*x;}
 static inline float tanh_activate(float x){return (exp(2*x)-1)/(exp(2*x)+1);}
 static inline float plse_activate(float x)
@@ -33,6 +35,7 @@
 static inline float linear_gradient(float x){return 1;}
 static inline float logistic_gradient(float x){return (1-x)*x;}
 static inline float relu_gradient(float x){return (x>0);}
+static inline float relie_gradient(float x){return (x>0) ? 1 : .01;}
 static inline float ramp_gradient(float x){return (x>0)+.1;}
 static inline float tanh_gradient(float x){return 1-x*x;}
 static inline float plse_gradient(float x){return (x < 0 || x > 1) ? .01 : .125;}

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