From c521f87c9eb3ee70258f315ad0d72d7cf174e8b7 Mon Sep 17 00:00:00 2001
From: Joseph Redmon <pjreddie@gmail.com>
Date: Mon, 25 May 2015 18:53:10 +0000
Subject: [PATCH] ?
---
src/activation_kernels.cu | 17 +++++++++++++++++
1 files changed, 17 insertions(+), 0 deletions(-)
diff --git a/src/activation_kernels.cu b/src/activation_kernels.cu
index 5ee1524..fb1126e 100644
--- a/src/activation_kernels.cu
+++ b/src/activation_kernels.cu
@@ -6,14 +6,23 @@
__device__ float linear_activate_kernel(float x){return x;}
__device__ float logistic_activate_kernel(float x){return 1./(1. + exp(-x));}
__device__ float relu_activate_kernel(float x){return x*(x>0);}
+__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 tanh_activate_kernel(float x){return (exp(2*x)-1)/(exp(2*x)+1);}
+__device__ float plse_activate_kernel(float x)
+{
+ if(x < -4) return .01 * (x + 4);
+ if(x > 4) return .01 * (x - 4) + 1;
+ return .125*x + .5;
+}
__device__ float linear_gradient_kernel(float x){return 1;}
__device__ float logistic_gradient_kernel(float x){return (1-x)*x;}
__device__ float relu_gradient_kernel(float x){return (x>0);}
+__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 tanh_gradient_kernel(float x){return 1-x*x;}
+__device__ float plse_gradient_kernel(float x){return (x < 0 || x > 1) ? .01 : .125;}
__device__ float activate_kernel(float x, ACTIVATION a)
{
@@ -24,10 +33,14 @@
return logistic_activate_kernel(x);
case RELU:
return relu_activate_kernel(x);
+ case RELIE:
+ return relie_activate_kernel(x);
case RAMP:
return ramp_activate_kernel(x);
case TANH:
return tanh_activate_kernel(x);
+ case PLSE:
+ return plse_activate_kernel(x);
}
return 0;
}
@@ -41,10 +54,14 @@
return logistic_gradient_kernel(x);
case RELU:
return relu_gradient_kernel(x);
+ case RELIE:
+ return relie_gradient_kernel(x);
case RAMP:
return ramp_gradient_kernel(x);
case TANH:
return tanh_gradient_kernel(x);
+ case PLSE:
+ return plse_gradient_kernel(x);
}
return 0;
}
--
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