Merge branch 'main' into sphinx-tv-tutorial

Author: vfdev-5

.jenkins/build.sh

@@ -24,10 +24,10 @@ pip install --progress-bar off -r $DIR/../requirements.txt
 
 #Install PyTorch Nightly for test.
 # Nightly - pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html
-# Install 2.1 for testing
-# pip uninstall -y torch torchvision torchaudio torchtext torchdata
-# pip3 install torch torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu121
-# pip3 install torchdata torchtext --index-url https://download.pytorch.org/whl/test/cpu
+# Install 2.2 for testing
+pip uninstall -y torch torchvision torchaudio torchtext torchdata
+pip3 install torch==2.2.0 torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu121
+pip3 install torchdata torchtext --index-url https://download.pytorch.org/whl/test/cpu
 
 # Install two language tokenizers for Translation with TorchText tutorial
 python -m spacy download en_core_web_sm

.jenkins/validate_tutorials_built.py

@@ -29,7 +29,9 @@
     "intermediate_source/_torch_export_nightly_tutorial",  # does not work on release
     "advanced_source/super_resolution_with_onnxruntime",
     "advanced_source/ddp_pipeline",  # requires 4 gpus
+    "advanced_source/usb_semisup_learn", # in the current form takes 140+ minutes to build - can be enabled when the build time is reduced
     "prototype_source/fx_graph_mode_ptq_dynamic",
+    "prototype_source/maskedtensor_sparsity", # Enable when fixed for 2.2
     "prototype_source/vmap_recipe",
     "prototype_source/torchscript_freezing",
     "prototype_source/nestedtensor",

.pyspelling.yml

@@ -19,7 +19,7 @@ matrix:
         - open: '\.\.\s+(figure|literalinclude|math|image|grid)::'
           close: '\n'
         # Exclude roles:
-        - open: ':(?:(class|py:mod|mod|func)):`'
+        - open: ':(?:(class|py:mod|mod|func|meth|obj)):`'
           content: '[^`]*'
           close: '`'
         # Exclude reStructuredText hyperlinks
@@ -70,7 +70,7 @@ matrix:
       - open: ':figure:.*'
         close: '\n'
       # Ignore reStructuredText roles
-      - open: ':(?:(class|file|func|math|ref|octicon)):`'
+      - open: ':(?:(class|file|func|math|ref|octicon|meth|obj)):`'
         content: '[^`]*'
         close: '`'
       - open: ':width:'

_static/img/distributed/fsdp_sharding.png

@@ -17,7 +17,9 @@
 {{ super() }}
 <script>
 
-  
+// Helper function to make it easier to call dataLayer.push() 
+function gtag(){window.dataLayer.push(arguments);}
+
 //add microsoft link
 
 if(window.location.href.indexOf("/beginner/basics/")!= -1)

_static/img/pendulum.gif

@@ -56,7 +56,7 @@
 import matplotlib.pyplot as plt
 
 import torchvision.transforms as transforms
-import torchvision.models as models
+from torchvision.models import vgg19, VGG19_Weights
 
 import copy
 
@@ -262,7 +262,7 @@ def forward(self, input):
 # network to evaluation mode using ``.eval()``.
 # 
 
-cnn = models.vgg19(pretrained=True).features.eval()
+cnn = vgg19(weights=VGG19_Weights.DEFAULT).features.eval()