From a723e1c62a27aeb39aaf7fcdeb3beb4e89fba32d Mon Sep 17 00:00:00 2001
From: Alexey <AlexeyAB@users.noreply.github.com>
Date: Wed, 15 Aug 2018 20:52:09 +0000
Subject: [PATCH] Merge pull request #766 from HotChick91/AlexeyAB-mask
---
src/activations.c | 133 +++++++++++++++++++++++++++++++++++++++-----
1 files changed, 118 insertions(+), 15 deletions(-)
diff --git a/src/activations.c b/src/activations.c
index b8bb79d..eab4e23 100644
--- a/src/activations.c
+++ b/src/activations.c
@@ -2,47 +2,150 @@
#include <math.h>
#include <stdio.h>
+#include <stdlib.h>
#include <string.h>
+char *get_activation_string(ACTIVATION a)
+{
+ switch(a){
+ case LOGISTIC:
+ return "logistic";
+ case LOGGY:
+ return "loggy";
+ case RELU:
+ return "relu";
+ case ELU:
+ return "elu";
+ case RELIE:
+ return "relie";
+ case RAMP:
+ return "ramp";
+ case LINEAR:
+ return "linear";
+ case TANH:
+ return "tanh";
+ case PLSE:
+ return "plse";
+ case LEAKY:
+ return "leaky";
+ case STAIR:
+ return "stair";
+ case HARDTAN:
+ return "hardtan";
+ case LHTAN:
+ return "lhtan";
+ default:
+ break;
+ }
+ return "relu";
+}
+
ACTIVATION get_activation(char *s)
{
- if (strcmp(s, "sigmoid")==0) return SIGMOID;
+ if (strcmp(s, "logistic")==0) return LOGISTIC;
+ if (strcmp(s, "loggy")==0) return LOGGY;
if (strcmp(s, "relu")==0) return RELU;
+ if (strcmp(s, "elu")==0) return ELU;
+ if (strcmp(s, "relie")==0) return RELIE;
+ if (strcmp(s, "plse")==0) return PLSE;
+ if (strcmp(s, "hardtan")==0) return HARDTAN;
+ if (strcmp(s, "lhtan")==0) return LHTAN;
if (strcmp(s, "linear")==0) return LINEAR;
if (strcmp(s, "ramp")==0) return RAMP;
+ if (strcmp(s, "leaky")==0) return LEAKY;
if (strcmp(s, "tanh")==0) return TANH;
+ if (strcmp(s, "stair")==0) return STAIR;
fprintf(stderr, "Couldn't find activation function %s, going with ReLU\n", s);
return RELU;
}
-double activate(double x, ACTIVATION a){
+float activate(float x, ACTIVATION a)
+{
switch(a){
case LINEAR:
- return x;
- case SIGMOID:
- return 1./(1.+exp(-x));
+ return linear_activate(x);
+ case LOGISTIC:
+ return logistic_activate(x);
+ case LOGGY:
+ return loggy_activate(x);
case RELU:
- return x*(x>0);
+ return relu_activate(x);
+ case ELU:
+ return elu_activate(x);
+ case RELIE:
+ return relie_activate(x);
case RAMP:
- return x*(x>0) + .1*x;
+ return ramp_activate(x);
+ case LEAKY:
+ return leaky_activate(x);
case TANH:
- return (exp(2*x)-1)/(exp(2*x)+1);
+ return tanh_activate(x);
+ case PLSE:
+ return plse_activate(x);
+ case STAIR:
+ return stair_activate(x);
+ case HARDTAN:
+ return hardtan_activate(x);
+ case LHTAN:
+ return lhtan_activate(x);
}
return 0;
}
-double gradient(double x, ACTIVATION a){
+
+void activate_array(float *x, const int n, const ACTIVATION a)
+{
+ int i;
+ if (a == LINEAR) {}
+ else if (a == LEAKY) {
+ for (i = 0; i < n; ++i) {
+ x[i] = leaky_activate(x[i]);
+ }
+ }
+ else {
+ for (i = 0; i < n; ++i) {
+ x[i] = activate(x[i], a);
+ }
+ }
+}
+
+float gradient(float x, ACTIVATION a)
+{
switch(a){
case LINEAR:
- return 1;
- case SIGMOID:
- return (1.-x)*x;
+ return linear_gradient(x);
+ case LOGISTIC:
+ return logistic_gradient(x);
+ case LOGGY:
+ return loggy_gradient(x);
case RELU:
- return (x>0);
+ return relu_gradient(x);
+ case ELU:
+ return elu_gradient(x);
+ case RELIE:
+ return relie_gradient(x);
case RAMP:
- return (x>0) + .1;
+ return ramp_gradient(x);
+ case LEAKY:
+ return leaky_gradient(x);
case TANH:
- return 1-x*x;
+ return tanh_gradient(x);
+ case PLSE:
+ return plse_gradient(x);
+ case STAIR:
+ return stair_gradient(x);
+ case HARDTAN:
+ return hardtan_gradient(x);
+ case LHTAN:
+ return lhtan_gradient(x);
}
return 0;
}
+void gradient_array(const float *x, const int n, const ACTIVATION a, float *delta)
+{
+ int i;
+ for(i = 0; i < n; ++i){
+ delta[i] *= gradient(x[i], a);
+ }
+}
+
--
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