From ff6361728612802652638f8fc1a419443dab12be Mon Sep 17 00:00:00 2001
From: James Hensman <james.hensman@gmail.com>
Date: Tue, 16 Sep 2014 13:20:38 +0100
Subject: [PATCH] for loop speedup in grdients X

---
 GPy/kern/_src/stationary.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/GPy/kern/_src/stationary.py b/GPy/kern/_src/stationary.py
index 04427c2c..1694cf48 100644
--- a/GPy/kern/_src/stationary.py
+++ b/GPy/kern/_src/stationary.py
@@ -171,7 +171,8 @@ class Stationary(Kern):
 
         #the lower memory way with a loop
         ret = np.empty(X.shape, dtype=np.float64)
-        [np.sum(tmp*(X[:,q][:,None]-X2[:,q][None,:]), axis=1, out=ret[:,q]) for q in xrange(self.input_dim)]
+        for q in xrange(self.input_dim):
+            np.sum(tmp*(X[:,q][:,None]-X2[:,q][None,:]), axis=1, out=ret[:,q])
         ret /= self.lengthscale**2
 
         return ret