diff --git a/recipes_source/recipes/profiler_recipe.py b/recipes_source/recipes/profiler_recipe.py
index 4d43726e71f..e7125ada0fd 100644
--- a/recipes_source/recipes/profiler_recipe.py
+++ b/recipes_source/recipes/profiler_recipe.py
@@ -105,22 +105,24 @@
 
 ######################################################################
 # The output will look like (omitting some columns):
-
-# ---------------------------------  ------------  ------------  ------------  ------------
-#                              Name      Self CPU     CPU total  CPU time avg    # of Calls
-# ---------------------------------  ------------  ------------  ------------  ------------
-#                   model_inference       5.509ms      57.503ms      57.503ms             1
-#                      aten::conv2d     231.000us      31.931ms       1.597ms            20
-#                 aten::convolution     250.000us      31.700ms       1.585ms            20
-#                aten::_convolution     336.000us      31.450ms       1.573ms            20
-#          aten::mkldnn_convolution      30.838ms      31.114ms       1.556ms            20
-#                  aten::batch_norm     211.000us      14.693ms     734.650us            20
-#      aten::_batch_norm_impl_index     319.000us      14.482ms     724.100us            20
-#           aten::native_batch_norm       9.229ms      14.109ms     705.450us            20
-#                        aten::mean     332.000us       2.631ms     125.286us            21
-#                      aten::select       1.668ms       2.292ms       8.988us           255
-# ---------------------------------  ------------  ------------  ------------  ------------
-# Self CPU time total: 57.549m
+#
+# .. code-block:: sh
+#
+#    ---------------------------------  ------------  ------------  ------------  ------------
+#                                 Name      Self CPU     CPU total  CPU time avg    # of Calls
+#    ---------------------------------  ------------  ------------  ------------  ------------
+#                      model_inference       5.509ms      57.503ms      57.503ms             1
+#                         aten::conv2d     231.000us      31.931ms       1.597ms            20
+#                    aten::convolution     250.000us      31.700ms       1.585ms            20
+#                   aten::_convolution     336.000us      31.450ms       1.573ms            20
+#             aten::mkldnn_convolution      30.838ms      31.114ms       1.556ms            20
+#                     aten::batch_norm     211.000us      14.693ms     734.650us            20
+#         aten::_batch_norm_impl_index     319.000us      14.482ms     724.100us            20
+#              aten::native_batch_norm       9.229ms      14.109ms     705.450us            20
+#                           aten::mean     332.000us       2.631ms     125.286us            21
+#                         aten::select       1.668ms       2.292ms       8.988us           255
+#    ---------------------------------  ------------  ------------  ------------  ------------
+#    Self CPU time total: 57.549m
 #
 
 ######################################################################
@@ -220,23 +222,22 @@
 #
 # .. code-block:: sh
 #
-#-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------
-#                                                   Name    Self XPU    Self XPU %     XPU total  XPU time avg    # of Calls
-#  -------------------------------------------------------   ------------  ------------  ------------  ------------  ------------
-#                                        model_inference      0.000us         0.00%       2.567ms       2.567ms             1
-#                                           aten::conv2d      0.000us         0.00%       1.871ms      93.560us            20
-#                                      aten::convolution      0.000us         0.00%       1.871ms      93.560us            20
-#                                     aten::_convolution      0.000us         0.00%       1.871ms      93.560us            20
-#                         aten::convolution_overrideable      1.871ms        72.89%       1.871ms      93.560us            20
-#                                               gen_conv      1.484ms        57.82%       1.484ms      74.216us            20
-#                                       aten::batch_norm      0.000us         0.00%     432.640us      21.632us            20
-#                           aten::_batch_norm_impl_index      0.000us         0.00%     432.640us      21.632us            20
-#                                aten::native_batch_norm      432.640us      16.85%     432.640us      21.632us            20
-#                                           conv_reorder      386.880us      15.07%     386.880us       6.448us            60
-#  -------------------------------------------------------   ------------  ------------  ------------  ------------  ------------
-#  Self CPU time total: 712.486ms
-#  Self XPU time total: 2.567ms
-
+#    -------------------------------------------------------  ------------  ------------  ------------  ------------  ------------
+#                                                     Name    Self XPU    Self XPU %     XPU total  XPU time avg    # of Calls
+#    -------------------------------------------------------   ------------  ------------  ------------  ------------  ------------
+#                                          model_inference      0.000us         0.00%       2.567ms       2.567ms             1
+#                                             aten::conv2d      0.000us         0.00%       1.871ms      93.560us            20
+#                                        aten::convolution      0.000us         0.00%       1.871ms      93.560us            20
+#                                       aten::_convolution      0.000us         0.00%       1.871ms      93.560us            20
+#                           aten::convolution_overrideable      1.871ms        72.89%       1.871ms      93.560us            20
+#                                                 gen_conv      1.484ms        57.82%       1.484ms      74.216us            20
+#                                         aten::batch_norm      0.000us         0.00%     432.640us      21.632us            20
+#                             aten::_batch_norm_impl_index      0.000us         0.00%     432.640us      21.632us            20
+#                                  aten::native_batch_norm      432.640us      16.85%     432.640us      21.632us            20
+#                                             conv_reorder      386.880us      15.07%     386.880us       6.448us            60
+#    -------------------------------------------------------   ------------  ------------  ------------  ------------  ------------
+#    Self CPU time total: 712.486ms
+#    Self XPU time total: 2.567ms
 #
 
 
@@ -262,22 +263,27 @@
 
 print(prof.key_averages().table(sort_by="self_cpu_memory_usage", row_limit=10))
 
+#############################################################################
 # (omitting some columns)
-# ---------------------------------  ------------  ------------  ------------
-#                              Name       CPU Mem  Self CPU Mem    # of Calls
-# ---------------------------------  ------------  ------------  ------------
-#                       aten::empty      94.79 Mb      94.79 Mb           121
-#     aten::max_pool2d_with_indices      11.48 Mb      11.48 Mb             1
-#                       aten::addmm      19.53 Kb      19.53 Kb             1
-#               aten::empty_strided         572 b         572 b            25
-#                     aten::resize_         240 b         240 b             6
-#                         aten::abs         480 b         240 b             4
-#                         aten::add         160 b         160 b            20
-#               aten::masked_select         120 b         112 b             1
-#                          aten::ne         122 b          53 b             6
-#                          aten::eq          60 b          30 b             2
-# ---------------------------------  ------------  ------------  ------------
-# Self CPU time total: 53.064ms
+#
+# .. code-block:: sh
+#
+#    ---------------------------------  ------------  ------------  ------------
+#                                 Name       CPU Mem  Self CPU Mem    # of Calls
+#    ---------------------------------  ------------  ------------  ------------
+#                          aten::empty      94.79 Mb      94.79 Mb           121
+#        aten::max_pool2d_with_indices      11.48 Mb      11.48 Mb             1
+#                          aten::addmm      19.53 Kb      19.53 Kb             1
+#                  aten::empty_strided         572 b         572 b            25
+#                        aten::resize_         240 b         240 b             6
+#                            aten::abs         480 b         240 b             4
+#                            aten::add         160 b         160 b            20
+#                  aten::masked_select         120 b         112 b             1
+#                             aten::ne         122 b          53 b             6
+#                             aten::eq          60 b          30 b             2
+#    ---------------------------------  ------------  ------------  ------------
+#    Self CPU time total: 53.064ms
+#
 
 print(prof.key_averages().table(sort_by="cpu_memory_usage", row_limit=10))