From dcb000b553d051429a49c8729dc5b1af632e8532 Mon Sep 17 00:00:00 2001
From: Joseph Redmon <pjreddie@gmail.com>
Date: Thu, 12 Mar 2015 05:20:15 +0000
Subject: [PATCH] refactoring and added DARK ZONE
---
src/activations.h | 21 ++++++++++++++++++++-
1 files changed, 20 insertions(+), 1 deletions(-)
diff --git a/src/activations.h b/src/activations.h
index 9474121..0cb81af 100644
--- a/src/activations.h
+++ b/src/activations.h
@@ -1,8 +1,9 @@
+#include "cuda.h"
#ifndef ACTIVATIONS_H
#define ACTIVATIONS_H
typedef enum{
- SIGMOID, RELU, LINEAR, RAMP, TANH
+ LOGISTIC, RELU, LINEAR, RAMP, TANH
}ACTIVATION;
ACTIVATION get_activation(char *s);
@@ -10,6 +11,24 @@
char *get_activation_string(ACTIVATION a);
float activate(float x, ACTIVATION a);
float gradient(float x, ACTIVATION a);
+void gradient_array(const float *x, const int n, const ACTIVATION a, float *delta);
+void activate_array(float *x, const int n, const ACTIVATION a);
+#ifdef GPU
+void activate_array_ongpu(float *x, int n, ACTIVATION a);
+void gradient_array_ongpu(float *x, int n, ACTIVATION a, float *delta);
+#endif
+
+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 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 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 ramp_gradient(float x){return (x>0)+.1;}
+static inline float tanh_gradient(float x){return 1-x*x;}
#endif
--
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