From 76ee68f96d864a27312c9aa09856ddda559a5cd9 Mon Sep 17 00:00:00 2001
From: Joseph Redmon <pjreddie@gmail.com>
Date: Thu, 28 Aug 2014 02:11:46 +0000
Subject: [PATCH] Trying some stuff w/ dropout
---
src/activations.c | 51 +++++++++++++++++++++++++++++++++++++++++++--------
1 files changed, 43 insertions(+), 8 deletions(-)
diff --git a/src/activations.c b/src/activations.c
index 04b27c9..4a4bd3f 100644
--- a/src/activations.c
+++ b/src/activations.c
@@ -41,6 +41,12 @@
float ramp_activate(float x){return x*(x>0)+.1*x;}
float tanh_activate(float x){return (exp(2*x)-1)/(exp(2*x)+1);}
+float linear_gradient(float x){return 1;}
+float sigmoid_gradient(float x){return (1-x)*x;}
+float relu_gradient(float x){return (x>0);}
+float ramp_gradient(float x){return (x>0)+.1;}
+float tanh_gradient(float x){return 1-x*x;}
+
float activate(float x, ACTIVATION a)
{
switch(a){
@@ -66,19 +72,19 @@
}
}
-
-float gradient(float x, ACTIVATION a){
+float gradient(float x, ACTIVATION a)
+{
switch(a){
case LINEAR:
- return 1;
+ return linear_gradient(x);
case SIGMOID:
- return (1.-x)*x;
+ return sigmoid_gradient(x);
case RELU:
- return (x>0);
+ return relu_gradient(x);
case RAMP:
- return (x>0) + .1;
+ return ramp_gradient(x);
case TANH:
- return 1-x*x;
+ return tanh_gradient(x);
}
return 0;
}
@@ -107,7 +113,6 @@
return kernel;
}
-
void activate_array_ongpu(cl_mem x, int n, ACTIVATION a)
{
cl_setup();
@@ -125,4 +130,34 @@
clEnqueueNDRangeKernel(queue, kernel, 1, 0, &gsize, 0, 0, 0, 0);
check_error(cl);
}
+
+cl_kernel get_gradient_kernel()
+{
+ static int init = 0;
+ static cl_kernel kernel;
+ if(!init){
+ kernel = get_kernel("src/activations.cl", "gradient_array", 0);
+ init = 1;
+ }
+ return kernel;
+}
+
+void gradient_array_ongpu(cl_mem x, int n, ACTIVATION a, cl_mem delta)
+{
+ cl_setup();
+ cl_kernel kernel = get_gradient_kernel();
+ cl_command_queue queue = cl.queue;
+
+ cl_uint i = 0;
+ cl.error = clSetKernelArg(kernel, i++, sizeof(x), (void*) &x);
+ cl.error = clSetKernelArg(kernel, i++, sizeof(n), (void*) &n);
+ cl.error = clSetKernelArg(kernel, i++, sizeof(a), (void*) &a);
+ cl.error = clSetKernelArg(kernel, i++, sizeof(delta), (void*) &delta);
+ check_error(cl);
+
+ size_t gsize = n;
+
+ clEnqueueNDRangeKernel(queue, kernel, 1, 0, &gsize, 0, 0, 0, 0);
+ check_error(cl);
+}
#endif
--
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