From ec3d050a76ee8c41f35c4531d3fa07a2d9c28ed3 Mon Sep 17 00:00:00 2001
From: Joseph Redmon <pjreddie@gmail.com>
Date: Thu, 02 Jun 2016 22:25:24 +0000
Subject: [PATCH] hope i didn't break anything

---
 src/blas.c |   27 ++++++++++++++++++++++-----
 1 files changed, 22 insertions(+), 5 deletions(-)

diff --git a/src/blas.c b/src/blas.c
index d7948bb..35a4c40 100644
--- a/src/blas.c
+++ b/src/blas.c
@@ -46,7 +46,7 @@
 
 void variance_cpu(float *x, float *mean, int batch, int filters, int spatial, float *variance)
 {
-    float scale = 1./(batch * spatial);
+    float scale = 1./(batch * spatial - 1);
     int i,j,k;
     for(i = 0; i < filters; ++i){
         variance[i] = 0;
@@ -67,7 +67,7 @@
         for(f = 0; f < filters; ++f){
             for(i = 0; i < spatial; ++i){
                 int index = b*filters*spatial + f*spatial + i;
-                x[index] = (x[index] - mean[f])/(sqrt(variance[f]) + .00001f);
+                x[index] = (x[index] - mean[f])/(sqrt(variance[f]) + .000001f);
             }
         }
     }
@@ -115,13 +115,30 @@
     for(i = 0; i < N; ++i) Y[i*INCY] = X[i*INCX];
 }
 
-void smooth_l1_cpu(int n, float *pred, float *truth, float *delta)
+void smooth_l1_cpu(int n, float *pred, float *truth, float *delta, float *error)
 {
     int i;
     for(i = 0; i < n; ++i){
         float diff = truth[i] - pred[i];
-        if(fabs(diff) > 1) delta[i] = diff;
-        else delta[i] = (diff > 0) ? 1 : -1;
+        float abs_val = fabs(diff);
+        if(abs_val < 1) {
+            error[i] = diff * diff;
+            delta[i] = diff;
+        }
+        else {
+            error[i] = 2*abs_val - 1;
+            delta[i] = (diff < 0) ? -1 : 1;
+        }
+    }
+}
+
+void l2_cpu(int n, float *pred, float *truth, float *delta, float *error)
+{
+    int i;
+    for(i = 0; i < n; ++i){
+        float diff = truth[i] - pred[i];
+        error[i] = diff * diff;
+        delta[i] = diff;
     }
 }
 

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