diff --git a/clearml_agent/helper/package/pytorch.py b/clearml_agent/helper/package/pytorch.py
index 5b2ef15..1340985 100644
--- a/clearml_agent/helper/package/pytorch.py
+++ b/clearml_agent/helper/package/pytorch.py
@@ -2,6 +2,7 @@ from __future__ import unicode_literals
 
 import re
 import sys
+import platform
 from furl import furl
 import urllib.parse
 from operator import itemgetter
@@ -245,10 +246,15 @@ class PytorchRequirement(SimpleSubstitution):
             return "macos"
         raise RuntimeError("unrecognized OS")
 
+    @staticmethod
+    def get_arch():
+        return str(platform.machine()).lower()
+
     def _get_link_from_torch_page(self, req, torch_url):
         links_parser = LinksHTMLParser()
         links_parser.feed(requests.get(torch_url, timeout=10).text)
         platform_wheel = "win" if self.get_platform() == "windows" else self.get_platform()
+        arch_wheel = self.get_arch()
         py_ver = self.python_major_minor_str.replace('.', '')
         url = None
         last_v = None
@@ -269,8 +275,11 @@ class PytorchRequirement(SimpleSubstitution):
                 continue
             if len(parts) < 3 or not parts[2].endswith(py_ver):
                 continue
-            if len(parts) < 5 or platform_wheel not in parts[4]:
+            if len(parts) < 5 or platform_wheel not in parts[4].lower():
                 continue
+            if len(parts) < 5 or arch_wheel not in parts[4].lower():
+                continue
+
             # yes this is for linux python 2.7 support, this is the only python 2.7 we support...
             if py_ver and py_ver[0] == '2' and len(parts) > 3 and not parts[3].endswith('u'):
                 continue