From 89b3343bfac82fc3cacf97cf4e8f11edacb571a4 Mon Sep 17 00:00:00 2001
From: ibartol <50273483+ignaciobartol@users.noreply.github.com>
Date: Thu, 1 Aug 2024 14:04:42 -0400
Subject: [PATCH] Updated linalg functions in tensors_deeper_tutorial.py
 (#2959)

Co-authored-by: Svetlana Karslioglu <svekars@meta.com>
---
 beginner_source/introyt/tensors_deeper_tutorial.py | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/beginner_source/introyt/tensors_deeper_tutorial.py b/beginner_source/introyt/tensors_deeper_tutorial.py
index b5f9dc0bc9..d7293dfe29 100644
--- a/beginner_source/introyt/tensors_deeper_tutorial.py
+++ b/beginner_source/introyt/tensors_deeper_tutorial.py
@@ -448,17 +448,19 @@
 m2 = torch.tensor([[3., 0.], [0., 3.]]) # three times identity matrix
 
 print('\nVectors & Matrices:')
-print(torch.cross(v2, v1)) # negative of z unit vector (v1 x v2 == -v2 x v1)
+print(torch.linalg.cross(v2, v1)) # negative of z unit vector (v1 x v2 == -v2 x v1)
 print(m1)
-m3 = torch.matmul(m1, m2)
+m3 = torch.linalg.matmul(m1, m2)
 print(m3)                  # 3 times m1
-print(torch.svd(m3))       # singular value decomposition
+print(torch.linalg.svd(m3))       # singular value decomposition
 
 
 ##################################################################################
 # This is a small sample of operations. For more details and the full inventory of
 # math functions, have a look at the
 # `documentation <https://pytorch.org/docs/stable/torch.html#math-operations>`__.
+# For more details and the full inventory of linear algebra operations, have a
+# look at this `documentation <https://pytorch.org/docs/stable/linalg.html>`__.
 # 
 # Altering Tensors in Place
 # ~~~~~~~~~~~~~~~~~~~~~~~~~