From 42acfd02364095f29e85a62d039f91bbe66a1100 Mon Sep 17 00:00:00 2001
From: jajupmochi <jajupmochi@gmail.com>
Date: Thu, 2 Dec 2021 16:52:41 +0100
Subject: [PATCH] [Fix] Fix laplacian_kernel and cosine_kernel between pairs of
 numpy vectors.

---
 gklearn/utils/kernels.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/gklearn/utils/kernels.py b/gklearn/utils/kernels.py
index c35cc2f..182668b 100644
--- a/gklearn/utils/kernels.py
+++ b/gklearn/utils/kernels.py
@@ -127,7 +127,7 @@ def linearkernel(x, y):
 
 
 def cosine_kernel(x, y):
-	return np.dot(x, y) / (np.abs(x) * np.abs(y))
+	return np.dot(x, y) / (np.linalg.norm(x) * np.linalg.norm(y))
 
 
 def sigmoid_kernel(x, y, gamma=None, coef0=1):
@@ -146,7 +146,7 @@ def laplacian_kernel(x, y, gamma=None):
 	if gamma is None:
 		gamma = 1.0 / len(x)
 
-	k = -gamma * np.abs(np.subtract(x, y))
+	k = -gamma * np.linalg.norm(np.subtract(x, y))
 	k = np.exp(k)
 	return k