From 3c0a8e5fd70d017b5e0d70ca79e32dd4134043f8 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 29 Apr 2025 14:13:38 -0700
Subject: [PATCH 01/26] Move back to 2.7

---
 .ci/docker/requirements.txt          | 6 +++---
 .jenkins/build.sh                    | 7 ++-----
 .jenkins/validate_tutorials_built.py | 5 -----
 3 files changed, 5 insertions(+), 13 deletions(-)

diff --git a/.ci/docker/requirements.txt b/.ci/docker/requirements.txt
index 0e95c62c6b..e6802cb045 100644
--- a/.ci/docker/requirements.txt
+++ b/.ci/docker/requirements.txt
@@ -14,7 +14,7 @@ tqdm==4.66.1
 numpy==1.24.4
 matplotlib
 librosa
-torch==2.6
+torch==2.7
 torchvision
 torchdata
 networkx
@@ -67,7 +67,7 @@ iopath
 pygame==2.6.0
 pycocotools
 semilearn==0.3.2
-torchao==0.5.0
+torchao==0.10.0
 segment_anything==1.0
 torchrec==1.1.0; platform_system == "Linux"
-fbgemm-gpu==1.1.0; platform_system == "Linux"
+fbgemm-gpu==1.2.0; platform_system == "Linux"
diff --git a/.jenkins/build.sh b/.jenkins/build.sh
index 8786859d7d..58483c168b 100755
--- a/.jenkins/build.sh
+++ b/.jenkins/build.sh
@@ -22,13 +22,10 @@ sudo apt-get install -y pandoc
 #Install PyTorch Nightly for test.
 # Nightly - pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html
 # Install 2.5 to merge all 2.4 PRs - uncomment to install nightly binaries (update the version as needed).
-# sudo pip uninstall -y torch torchvision torchaudio torchtext torchdata
-# sudo pip3 install torch==2.6.0 torchvision --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu124
 # sudo pip uninstall -y fbgemm-gpu torchrec
+# sudo pip uninstall -y torch torchvision torchaudio torchtext torchdata torchrl tensordict
 # sudo pip3 install fbgemm-gpu==1.1.0 torchrec==1.0.0 --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu124
-sudo pip uninstall -y torch torchvision torchaudio torchtext torchdata torchrl tensordict
-pip3 install torch==2.7.0 torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu126
-#sudo pip uninstall -y fbgemm-gpu
+# pip3 install torch==2.7.0 torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu126
 # Install two language tokenizers for Translation with TorchText tutorial
 python -m spacy download en_core_web_sm
 python -m spacy download de_core_news_sm
diff --git a/.jenkins/validate_tutorials_built.py b/.jenkins/validate_tutorials_built.py
index 3ed1e0c028..380f0b458b 100644
--- a/.jenkins/validate_tutorials_built.py
+++ b/.jenkins/validate_tutorials_built.py
@@ -51,11 +51,6 @@
     "intermediate_source/text_to_speech_with_torchaudio",
     "intermediate_source/tensorboard_profiler_tutorial", # reenable after 2.0 release.
     "advanced_source/semi_structured_sparse", # reenable after 3303 is fixed.
-    "intermediate_source/mario_rl_tutorial", # reenable after 3302 is fixed
-    "intermediate_source/reinforcement_ppo", # reenable after 3302 is fixed
-    "intermediate_source/pinmem_nonblock", # reenable after 3302 is fixed
-    "intermediate_source/dqn_with_rnn_tutorial", # reenable after 3302 is fixed
-    "advanced_source/pendulum", # reenable after 3302 is fixed
     "advanced_source/coding_ddpg", # reenable after 3302 is fixed
     "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixed
     "recipes_source/recipes/reasoning_about_shapes" # reenable after 3326 is fixed

From a66f05eacfba8e907c39ef3d287a19a18c3ef83f Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 29 Apr 2025 14:31:27 -0700
Subject: [PATCH 02/26] Update

---
 conf.py | 208 +++++++++++++++++++++++++++++++++-----------------------
 1 file changed, 122 insertions(+), 86 deletions(-)

diff --git a/conf.py b/conf.py
index a12a05d21c..4256cfe729 100644
--- a/conf.py
+++ b/conf.py
@@ -29,34 +29,44 @@
 #
 import os
 import sys
-sys.path.insert(0, os.path.abspath('.'))
-sys.path.insert(0, os.path.abspath('./.jenkins'))
-import pytorch_sphinx_theme
-import torch
-import numpy
+
+sys.path.insert(0, os.path.abspath("."))
+sys.path.insert(0, os.path.abspath("./.jenkins"))
+import distutils.file_util
 import gc
 import glob
 import random
-import shutil
-from custom_directives import IncludeDirective, GalleryItemDirective, CustomGalleryItemDirective, CustomCalloutItemDirective, CustomCardItemDirective
-import distutils.file_util
 import re
-from get_sphinx_filenames import SPHINX_SHOULD_RUN
+import shutil
+from pathlib import Path
+
+import numpy
 import pandocfilters
-import pypandoc
 import plotly.io as pio
-from pathlib import Path
-pio.renderers.default = 'sphinx_gallery'
+import pypandoc
+import pytorch_sphinx_theme
+import torch
+from custom_directives import (
+    CustomCalloutItemDirective,
+    CustomCardItemDirective,
+    CustomGalleryItemDirective,
+    GalleryItemDirective,
+    IncludeDirective,
+)
+from get_sphinx_filenames import SPHINX_SHOULD_RUN
+
+pio.renderers.default = "sphinx_gallery"
 
 
 try:
     import torchvision
 except ImportError:
     import warnings
+
     warnings.warn('unable to load "torchvision" package')
 import pytorch_sphinx_theme
 
-rst_epilog ="""
+rst_epilog = """
 .. |edit| image:: /_static/pencil-16.png
            :width: 16px
            :height: 16px
@@ -69,21 +79,21 @@
 # needs_sphinx = '1.0'
 
 html_meta = {
-    'description': 'Master PyTorch with our step-by-step tutorials for all skill levels. Start your journey to becoming a PyTorch expert today!',
-    'keywords': 'PyTorch, tutorials, Getting Started, deep learning, AI',
-    'author': 'PyTorch Contributors'
+    "description": "Master PyTorch with our step-by-step tutorials for all skill levels. Start your journey to becoming a PyTorch expert today!",
+    "keywords": "PyTorch, tutorials, Getting Started, deep learning, AI",
+    "author": "PyTorch Contributors",
 }
 
 # Add any Sphinx extension module names here, as strings. They can be
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
 # ones.
 extensions = [
-    'sphinxcontrib.katex',
-    'sphinx.ext.intersphinx',
-    'sphinx_copybutton',
-    'sphinx_gallery.gen_gallery',
-    'sphinx_design',
-    'sphinx_sitemap'
+    "sphinxcontrib.katex",
+    "sphinx.ext.intersphinx",
+    "sphinx_copybutton",
+    "sphinx_gallery.gen_gallery",
+    "sphinx_design",
+    "sphinx_sitemap",
 ]
 
 intersphinx_mapping = {
@@ -97,32 +107,45 @@
 
 # -- Sphinx-gallery configuration --------------------------------------------
 
+
 def reset_seeds(gallery_conf, fname):
     torch.cuda.empty_cache()
+    torch.backends.cudnn.deterministic = True
+    torch.backends.cudnn.benchmark = False
+    torch._dynamo.reset()
     torch.manual_seed(42)
     torch.set_default_device(None)
     random.seed(10)
     numpy.random.seed(10)
     gc.collect()
 
+
 sphinx_gallery_conf = {
-    'examples_dirs': ['beginner_source', 'intermediate_source',
-                      'advanced_source', 'recipes_source', 'prototype_source'],
-    'gallery_dirs': ['beginner', 'intermediate', 'advanced', 'recipes', 'prototype'],
-    'filename_pattern': re.compile(SPHINX_SHOULD_RUN),
-    'promote_jupyter_magic': True,
-    'backreferences_dir': None,
-    'first_notebook_cell': ("# For tips on running notebooks in Google Colab, see\n"
-                            "# https://pytorch.org/tutorials/beginner/colab\n"
-                            "%matplotlib inline"),
-    'reset_modules': (reset_seeds),
-    'ignore_pattern': r'_torch_export_nightly_tutorial.py',
-    'pypandoc': {'extra_args': ['--mathjax', '--toc'],
-                 'filters': ['.jenkins/custom_pandoc_filter.py'],
+    "examples_dirs": [
+        "beginner_source",
+        "intermediate_source",
+        "advanced_source",
+        "recipes_source",
+        "prototype_source",
+    ],
+    "gallery_dirs": ["beginner", "intermediate", "advanced", "recipes", "prototype"],
+    "filename_pattern": re.compile(SPHINX_SHOULD_RUN),
+    "promote_jupyter_magic": True,
+    "backreferences_dir": None,
+    "first_notebook_cell": (
+        "# For tips on running notebooks in Google Colab, see\n"
+        "# https://pytorch.org/tutorials/beginner/colab\n"
+        "%matplotlib inline"
+    ),
+    "reset_modules": (reset_seeds),
+    "ignore_pattern": r"_torch_export_nightly_tutorial.py",
+    "pypandoc": {
+        "extra_args": ["--mathjax", "--toc"],
+        "filters": [".jenkins/custom_pandoc_filter.py"],
     },
 }
 
-html_baseurl = 'https://pytorch.org/tutorials/' # needed for sphinx-sitemap
+html_baseurl = "https://pytorch.org/tutorials/"  # needed for sphinx-sitemap
 sitemap_locales = [None]
 sitemap_excludes = [
     "search.html",
@@ -130,7 +153,7 @@ def reset_seeds(gallery_conf, fname):
 ]
 sitemap_url_scheme = "{link}"
 
-if os.getenv('GALLERY_PATTERN'):
+if os.getenv("GALLERY_PATTERN"):
     # GALLERY_PATTERN is to be used when you want to work on a single
     # tutorial.  Previously this was fed into filename_pattern, but
     # if you do that, you still end up parsing all of the other Python
@@ -138,9 +161,11 @@ def reset_seeds(gallery_conf, fname):
     # ignore_pattern also skips parsing.
     # See https://github.com/sphinx-gallery/sphinx-gallery/issues/721
     # for a more detailed description of the issue.
-    sphinx_gallery_conf['ignore_pattern'] = r'/(?!' + re.escape(os.getenv('GALLERY_PATTERN')) + r')[^/]+$'
+    sphinx_gallery_conf["ignore_pattern"] = (
+        r"/(?!" + re.escape(os.getenv("GALLERY_PATTERN")) + r")[^/]+$"
+    )
 
-for i in range(len(sphinx_gallery_conf['examples_dirs'])):
+for i in range(len(sphinx_gallery_conf["examples_dirs"])):
     gallery_dir = Path(sphinx_gallery_conf["gallery_dirs"][i])
     source_dir = Path(sphinx_gallery_conf["examples_dirs"][i])
 
@@ -152,21 +177,21 @@ def reset_seeds(gallery_conf, fname):
         distutils.file_util.copy_file(f, gallery_subdir_path, update=True)
 
 # Add any paths that contain templates here, relative to this directory.
-templates_path = ['_templates']
+templates_path = ["_templates"]
 
 # The suffix(es) of source filenames.
 # You can specify multiple suffix as a list of string:
 #
 # source_suffix = ['.rst', '.md']
-source_suffix = '.rst'
+source_suffix = ".rst"
 
 # The master toctree document.
-master_doc = 'index'
+master_doc = "index"
 
 # General information about the project.
-project = 'PyTorch Tutorials'
-copyright = '2024, PyTorch'
-author = 'PyTorch contributors'
+project = "PyTorch Tutorials"
+copyright = "2024, PyTorch"
+author = "PyTorch contributors"
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
@@ -182,17 +207,22 @@ def reset_seeds(gallery_conf, fname):
 #
 # This is also used if you do content translation via gettext catalogs.
 # Usually you set "language" from the command line for these cases.
-language = 'en'
+language = "en"
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
 # This patterns also effect to html_static_path and html_extra_path
-exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store', 'src/pytorch-sphinx-theme/docs*']
-exclude_patterns += sphinx_gallery_conf['examples_dirs']
-exclude_patterns += ['*/index.rst']
+exclude_patterns = [
+    "_build",
+    "Thumbs.db",
+    ".DS_Store",
+    "src/pytorch-sphinx-theme/docs*",
+]
+exclude_patterns += sphinx_gallery_conf["examples_dirs"]
+exclude_patterns += ["*/index.rst"]
 
 # The name of the Pygments (syntax highlighting) style to use.
-pygments_style = 'sphinx'
+pygments_style = "sphinx"
 
 # If true, `todo` and `todoList` produce output, else they produce nothing.
 todo_include_todos = False
@@ -220,7 +250,7 @@ def reset_seeds(gallery_conf, fname):
 # # Add any paths that contain custom static files (such as style sheets) here,
 # # relative to this directory. They are copied after the builtin static files,
 # # so a file named "default.css" will overwrite the builtin "default.css".
-html_static_path = ['_static']
+html_static_path = ["_static"]
 
 # # Custom sidebar templates, maps document names to template names.
 # html_sidebars = {
@@ -229,23 +259,23 @@ def reset_seeds(gallery_conf, fname):
 # }
 
 
-html_theme = 'pytorch_sphinx_theme'
+html_theme = "pytorch_sphinx_theme"
 html_theme_path = [pytorch_sphinx_theme.get_html_theme_path()]
-html_logo = '_static/img/pytorch-logo-dark.svg'
+html_logo = "_static/img/pytorch-logo-dark.svg"
 html_theme_options = {
-    'pytorch_project': 'tutorials',
-    'collapse_navigation': False,
-    'display_version': True,
-    'navigation_with_keys': True,
-    'logo_only': False,
-    'analytics_id': 'GTM-T8XT4PS',
+    "pytorch_project": "tutorials",
+    "collapse_navigation": False,
+    "display_version": True,
+    "navigation_with_keys": True,
+    "logo_only": False,
+    "analytics_id": "GTM-T8XT4PS",
 }
 
 
 # -- Options for HTMLHelp output ------------------------------------------
 
 # Output file base name for HTML help builder.
-htmlhelp_basename = 'PyTorchTutorialsdoc'
+htmlhelp_basename = "PyTorchTutorialsdoc"
 
 
 # -- Options for LaTeX output ---------------------------------------------
@@ -254,15 +284,12 @@ def reset_seeds(gallery_conf, fname):
     # The paper size ('letterpaper' or 'a4paper').
     #
     # 'papersize': 'letterpaper',
-
     # The font size ('10pt', '11pt' or '12pt').
     #
     # 'pointsize': '10pt',
-
     # Additional stuff for the LaTeX preamble.
     #
     # 'preamble': '',
-
     # Latex figure (float) alignment
     #
     # 'figure_align': 'htbp',
@@ -272,8 +299,13 @@ def reset_seeds(gallery_conf, fname):
 # (source start file, target name, title,
 #  author, documentclass [howto, manual, or own class]).
 latex_documents = [
-    (master_doc, 'PyTorchTutorials.tex', 'PyTorch Tutorials',
-     'Sasank, PyTorch contributors', 'manual'),
+    (
+        master_doc,
+        "PyTorchTutorials.tex",
+        "PyTorch Tutorials",
+        "Sasank, PyTorch contributors",
+        "manual",
+    ),
 ]
 
 
@@ -281,10 +313,7 @@ def reset_seeds(gallery_conf, fname):
 
 # One entry per manual page. List of tuples
 # (source start file, name, description, authors, manual section).
-man_pages = [
-    (master_doc, 'pytorchtutorials', 'PyTorch Tutorials',
-     [author], 1)
-]
+man_pages = [(master_doc, "pytorchtutorials", "PyTorch Tutorials", [author], 1)]
 
 
 # -- Options for Texinfo output -------------------------------------------
@@ -293,40 +322,47 @@ def reset_seeds(gallery_conf, fname):
 # (source start file, target name, title, author,
 #  dir menu entry, description, category)
 texinfo_documents = [
-    (master_doc, 'PyTorchTutorials', 'PyTorch Tutorials',
-     author, 'PyTorchTutorials', 'One line description of project.',
-     'Miscellaneous'),
+    (
+        master_doc,
+        "PyTorchTutorials",
+        "PyTorch Tutorials",
+        author,
+        "PyTorchTutorials",
+        "One line description of project.",
+        "Miscellaneous",
+    ),
 ]
 
 html_css_files = [
-        'https://cdn.jsdelivr.net/npm/katex@0.10.0-beta/dist/katex.min.css',
-        'css/custom.css',
-        'css/custom2.css'
-    ]
+    "https://cdn.jsdelivr.net/npm/katex@0.10.0-beta/dist/katex.min.css",
+    "css/custom.css",
+    "css/custom2.css",
+]
 
 html_js_files = [
     "js/custom.js",
 ]
 
+
 def setup(app):
     # NOTE: in Sphinx 1.8+ `html_css_files` is an official configuration value
     # and can be moved outside of this function (and the setup(app) function
     # can be deleted).
-    #html_css_files = [
+    # html_css_files = [
     #    'https://cdn.jsdelivr.net/npm/katex@0.10.0-beta/dist/katex.min.css',
     #    'css/custom.css'
-    #]
+    # ]
     # In Sphinx 1.8 it was renamed to `add_css_file`, 1.7 and prior it is
     # `add_stylesheet` (deprecated in 1.8).
-    #add_css = getattr(app, 'add_css_file', app.add_stylesheet)
-    #for css_file in html_css_files:
+    # add_css = getattr(app, 'add_css_file', app.add_stylesheet)
+    # for css_file in html_css_files:
     #    add_css(css_file)
     # Custom CSS
-    #app.add_stylesheet('css/pytorch_theme.css')
+    # app.add_stylesheet('css/pytorch_theme.css')
     # app.add_stylesheet('https://fonts.googleapis.com/css?family=Lato')
     # Custom directives
-    app.add_directive('includenodoc', IncludeDirective)
-    app.add_directive('galleryitem', GalleryItemDirective)
-    app.add_directive('customgalleryitem', CustomGalleryItemDirective)
-    app.add_directive('customcarditem', CustomCardItemDirective)
-    app.add_directive('customcalloutitem', CustomCalloutItemDirective)
+    app.add_directive("includenodoc", IncludeDirective)
+    app.add_directive("galleryitem", GalleryItemDirective)
+    app.add_directive("customgalleryitem", CustomGalleryItemDirective)
+    app.add_directive("customcarditem", CustomCardItemDirective)
+    app.add_directive("customcalloutitem", CustomCalloutItemDirective)

From e00d84e537118699a1d5d9e2dbf2c09d76819f59 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 29 Apr 2025 15:20:57 -0700
Subject: [PATCH 03/26] Update

---
 conf.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/conf.py b/conf.py
index 4256cfe729..8bfe584e9d 100644
--- a/conf.py
+++ b/conf.py
@@ -114,9 +114,14 @@ def reset_seeds(gallery_conf, fname):
     torch.backends.cudnn.benchmark = False
     torch._dynamo.reset()
     torch.manual_seed(42)
+    torch.cuda.manual_seed_all(42)
     torch.set_default_device(None)
     random.seed(10)
     numpy.random.seed(10)
+    torch.set_grad_enabled(True)
+    torch.set_default_dtype(torch.float32)
+    torch.set_default_tensor_type(torch.FloatTensor)
+    logging.getLogger().setLevel(logging.WARNING)
     gc.collect()
 
 

From 0c465f28b51ef4cebe1a2c55451ba9f946a6b4b1 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 29 Apr 2025 15:30:46 -0700
Subject: [PATCH 04/26] Update

---
 conf.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/conf.py b/conf.py
index 8bfe584e9d..842aa2b47f 100644
--- a/conf.py
+++ b/conf.py
@@ -121,6 +121,8 @@ def reset_seeds(gallery_conf, fname):
     torch.set_grad_enabled(True)
     torch.set_default_dtype(torch.float32)
     torch.set_default_tensor_type(torch.FloatTensor)
+    import logging
+
     logging.getLogger().setLevel(logging.WARNING)
     gc.collect()
 

From 22302ec265e7fefc0a053945614656a7c0612713 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 29 Apr 2025 15:52:48 -0700
Subject: [PATCH 05/26] Update

---
 recipes_source/torch_logs.py | 25 ++++++++++++-------------
 1 file changed, 12 insertions(+), 13 deletions(-)

diff --git a/recipes_source/torch_logs.py b/recipes_source/torch_logs.py
index b5c3f0bd8a..ca66df1374 100644
--- a/recipes_source/torch_logs.py
+++ b/recipes_source/torch_logs.py
@@ -30,49 +30,48 @@
 #   change logging settings at the command line. The equivalent environment
 #   variable setting is shown for each example.
 
+torch._dynamo.reset()
 import torch
 
 # exit cleanly if we are on a device that doesn't support torch.compile
 if torch.cuda.get_device_capability() < (7, 0):
     print("Skipping because torch.compile is not supported on this device.")
 else:
+
     @torch.compile()
     def fn(x, y):
         z = x + y
         return z + 2
 
-
     inputs = (torch.ones(2, 2, device="cuda"), torch.zeros(2, 2, device="cuda"))
 
-
-# print separator and reset dynamo
-# between each example
+    # print separator and reset dynamo
+    # between each example
     def separator(name):
         print(f"==================={name}=========================")
         torch._dynamo.reset()
 
-
     separator("Dynamo Tracing")
-# View dynamo tracing
-# TORCH_LOGS="+dynamo"
+    # View dynamo tracing
+    # TORCH_LOGS="+dynamo"
     torch._logging.set_logs(dynamo=logging.DEBUG)
     fn(*inputs)
 
     separator("Traced Graph")
-# View traced graph
-# TORCH_LOGS="graph"
+    # View traced graph
+    # TORCH_LOGS="graph"
     torch._logging.set_logs(graph=True)
     fn(*inputs)
 
     separator("Fusion Decisions")
-# View fusion decisions
-# TORCH_LOGS="fusion"
+    # View fusion decisions
+    # TORCH_LOGS="fusion"
     torch._logging.set_logs(fusion=True)
     fn(*inputs)
 
     separator("Output Code")
-# View output code generated by inductor
-# TORCH_LOGS="output_code"
+    # View output code generated by inductor
+    # TORCH_LOGS="output_code"
     torch._logging.set_logs(output_code=True)
     fn(*inputs)
 

From d8f60eac22b2a815dccdd5509dc9fcea284674c9 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 29 Apr 2025 16:13:23 -0700
Subject: [PATCH 06/26] Update

---
 recipes_source/torch_logs.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/recipes_source/torch_logs.py b/recipes_source/torch_logs.py
index ca66df1374..c6ded8530d 100644
--- a/recipes_source/torch_logs.py
+++ b/recipes_source/torch_logs.py
@@ -30,8 +30,8 @@
 #   change logging settings at the command line. The equivalent environment
 #   variable setting is shown for each example.
 
-torch._dynamo.reset()
 import torch
+torch._dynamo.reset()
 
 # exit cleanly if we are on a device that doesn't support torch.compile
 if torch.cuda.get_device_capability() < (7, 0):

From 6071c565ca74bbf4aa7960f7cc4f36a6f5159b36 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 29 Apr 2025 16:37:05 -0700
Subject: [PATCH 07/26] Update

---
 .jenkins/validate_tutorials_built.py | 3 ++-
 recipes_source/torch_logs.py         | 1 -
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.jenkins/validate_tutorials_built.py b/.jenkins/validate_tutorials_built.py
index 380f0b458b..b850fb039b 100644
--- a/.jenkins/validate_tutorials_built.py
+++ b/.jenkins/validate_tutorials_built.py
@@ -53,7 +53,8 @@
     "advanced_source/semi_structured_sparse", # reenable after 3303 is fixed.
     "advanced_source/coding_ddpg", # reenable after 3302 is fixed
     "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixed
-    "recipes_source/recipes/reasoning_about_shapes" # reenable after 3326 is fixed
+    "recipes_source/recipes/reasoning_about_shapes", # reenable after 3326 is fixed
+    "advanced_source/dynamic_quantization_tutorial"
 ]
 
 def tutorial_source_dirs() -> List[Path]:
diff --git a/recipes_source/torch_logs.py b/recipes_source/torch_logs.py
index c6ded8530d..8b38639f49 100644
--- a/recipes_source/torch_logs.py
+++ b/recipes_source/torch_logs.py
@@ -31,7 +31,6 @@
 #   variable setting is shown for each example.
 
 import torch
-torch._dynamo.reset()
 
 # exit cleanly if we are on a device that doesn't support torch.compile
 if torch.cuda.get_device_capability() < (7, 0):

From 65bd04acec1cab9c429f56a4d064b9b2b8a4da2b Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 29 Apr 2025 16:55:13 -0700
Subject: [PATCH 08/26] Update

---
 recipes_source/torch_logs.py | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/recipes_source/torch_logs.py b/recipes_source/torch_logs.py
index 8b38639f49..14f33853e0 100644
--- a/recipes_source/torch_logs.py
+++ b/recipes_source/torch_logs.py
@@ -32,6 +32,12 @@
 
 import torch
 
+# Reset torch dynamo and empty CUDA cache before starting
+torch._dynamo.reset()
+if torch.cuda.is_available():
+    torch.cuda.empty_cache()
+
+
 # exit cleanly if we are on a device that doesn't support torch.compile
 if torch.cuda.get_device_capability() < (7, 0):
     print("Skipping because torch.compile is not supported on this device.")

From 9ef0ab88424808428b4d7a209237975f2988e4cc Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 29 Apr 2025 17:01:17 -0700
Subject: [PATCH 09/26] Update

---
 .jenkins/metadata.json               | 3 +++
 .jenkins/validate_tutorials_built.py | 1 -
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/.jenkins/metadata.json b/.jenkins/metadata.json
index 6e82d054b4..0514266bd6 100644
--- a/.jenkins/metadata.json
+++ b/.jenkins/metadata.json
@@ -1,4 +1,7 @@
 {
+  "recipes_source/torch_logs.py": {
+    "duration": 0
+  },
   "intermediate_source/ax_multiobjective_nas_tutorial.py": {
     "extra_files": ["intermediate_source/mnist_train_nas.py"],
     "duration": 2000
diff --git a/.jenkins/validate_tutorials_built.py b/.jenkins/validate_tutorials_built.py
index b850fb039b..94fc921b8f 100644
--- a/.jenkins/validate_tutorials_built.py
+++ b/.jenkins/validate_tutorials_built.py
@@ -54,7 +54,6 @@
     "advanced_source/coding_ddpg", # reenable after 3302 is fixed
     "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixed
     "recipes_source/recipes/reasoning_about_shapes", # reenable after 3326 is fixed
-    "advanced_source/dynamic_quantization_tutorial"
 ]
 
 def tutorial_source_dirs() -> List[Path]:

From 9d047493f21ce13364c9a051c907acd54fc34d38 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 29 Apr 2025 17:49:38 -0700
Subject: [PATCH 10/26] Update

---
 .jenkins/validate_tutorials_built.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.jenkins/validate_tutorials_built.py b/.jenkins/validate_tutorials_built.py
index 94fc921b8f..b850fb039b 100644
--- a/.jenkins/validate_tutorials_built.py
+++ b/.jenkins/validate_tutorials_built.py
@@ -54,6 +54,7 @@
     "advanced_source/coding_ddpg", # reenable after 3302 is fixed
     "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixed
     "recipes_source/recipes/reasoning_about_shapes", # reenable after 3326 is fixed
+    "advanced_source/dynamic_quantization_tutorial"
 ]
 
 def tutorial_source_dirs() -> List[Path]:

From 536135e009f2b0aa6a79652821c2487b4f8ed2e1 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 29 Apr 2025 17:51:26 -0700
Subject: [PATCH 11/26] Update

---
 .jenkins/validate_tutorials_built.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.jenkins/validate_tutorials_built.py b/.jenkins/validate_tutorials_built.py
index b850fb039b..a023fd6886 100644
--- a/.jenkins/validate_tutorials_built.py
+++ b/.jenkins/validate_tutorials_built.py
@@ -54,7 +54,8 @@
     "advanced_source/coding_ddpg", # reenable after 3302 is fixed
     "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixed
     "recipes_source/recipes/reasoning_about_shapes", # reenable after 3326 is fixed
-    "advanced_source/dynamic_quantization_tutorial"
+    "advanced_source/dynamic_quantization_tutorial",
+    "intermediate_source/memory_format_tutorial"
 ]
 
 def tutorial_source_dirs() -> List[Path]:

From ea13112fc3de36e986fa52fd76a8d56c58a3f02d Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 29 Apr 2025 18:32:13 -0700
Subject: [PATCH 12/26] Update

---
 .jenkins/validate_tutorials_built.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.jenkins/validate_tutorials_built.py b/.jenkins/validate_tutorials_built.py
index a023fd6886..3aa57d6e63 100644
--- a/.jenkins/validate_tutorials_built.py
+++ b/.jenkins/validate_tutorials_built.py
@@ -55,7 +55,8 @@
     "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixed
     "recipes_source/recipes/reasoning_about_shapes", # reenable after 3326 is fixed
     "advanced_source/dynamic_quantization_tutorial",
-    "intermediate_source/memory_format_tutorial"
+    "intermediate_source/memory_format_tutorial",
+    "intermediate_source/custom_function_conv_bn_tutorial"
 ]
 
 def tutorial_source_dirs() -> List[Path]:

From db6dbd53b01e2c08582ed8a2d3865ba273f50d81 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 29 Apr 2025 20:28:59 -0700
Subject: [PATCH 13/26] Update

---
 .jenkins/validate_tutorials_built.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.jenkins/validate_tutorials_built.py b/.jenkins/validate_tutorials_built.py
index 3aa57d6e63..4069888347 100644
--- a/.jenkins/validate_tutorials_built.py
+++ b/.jenkins/validate_tutorials_built.py
@@ -55,7 +55,6 @@
     "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixed
     "recipes_source/recipes/reasoning_about_shapes", # reenable after 3326 is fixed
     "advanced_source/dynamic_quantization_tutorial",
-    "intermediate_source/memory_format_tutorial",
     "intermediate_source/custom_function_conv_bn_tutorial"
 ]
 

From 19006b3706513260d54eed8c1b7adb122ad207ff Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 29 Apr 2025 21:09:37 -0700
Subject: [PATCH 14/26] Update

---
 .jenkins/validate_tutorials_built.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.jenkins/validate_tutorials_built.py b/.jenkins/validate_tutorials_built.py
index 4069888347..a023fd6886 100644
--- a/.jenkins/validate_tutorials_built.py
+++ b/.jenkins/validate_tutorials_built.py
@@ -55,7 +55,7 @@
     "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixed
     "recipes_source/recipes/reasoning_about_shapes", # reenable after 3326 is fixed
     "advanced_source/dynamic_quantization_tutorial",
-    "intermediate_source/custom_function_conv_bn_tutorial"
+    "intermediate_source/memory_format_tutorial"
 ]
 
 def tutorial_source_dirs() -> List[Path]:

From 7dcb0fe066e50959854325ec568181bbb40c3911 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 30 Apr 2025 08:18:17 -0700
Subject: [PATCH 15/26] Update

---
 .jenkins/validate_tutorials_built.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.jenkins/validate_tutorials_built.py b/.jenkins/validate_tutorials_built.py
index a023fd6886..21aaf9de5b 100644
--- a/.jenkins/validate_tutorials_built.py
+++ b/.jenkins/validate_tutorials_built.py
@@ -54,7 +54,6 @@
     "advanced_source/coding_ddpg", # reenable after 3302 is fixed
     "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixed
     "recipes_source/recipes/reasoning_about_shapes", # reenable after 3326 is fixed
-    "advanced_source/dynamic_quantization_tutorial",
     "intermediate_source/memory_format_tutorial"
 ]
 

From bfd652e6768a544375ddbf78779b33c57ed82450 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 30 Apr 2025 08:27:27 -0700
Subject: [PATCH 16/26] Update

---
 .jenkins/validate_tutorials_built.py | 1 -
 conf.py                              | 8 ++++++--
 2 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/.jenkins/validate_tutorials_built.py b/.jenkins/validate_tutorials_built.py
index 21aaf9de5b..94fc921b8f 100644
--- a/.jenkins/validate_tutorials_built.py
+++ b/.jenkins/validate_tutorials_built.py
@@ -54,7 +54,6 @@
     "advanced_source/coding_ddpg", # reenable after 3302 is fixed
     "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixed
     "recipes_source/recipes/reasoning_about_shapes", # reenable after 3326 is fixed
-    "intermediate_source/memory_format_tutorial"
 ]
 
 def tutorial_source_dirs() -> List[Path]:
diff --git a/conf.py b/conf.py
index 842aa2b47f..fbe5de66eb 100644
--- a/conf.py
+++ b/conf.py
@@ -121,9 +121,13 @@ def reset_seeds(gallery_conf, fname):
     torch.set_grad_enabled(True)
     torch.set_default_dtype(torch.float32)
     torch.set_default_tensor_type(torch.FloatTensor)
-    import logging
+    
+    # Reset torch modules that might have been modified by tutorials
+    import importlib
+    importlib.reload(torch)
+    if 'torchvision' in sys.modules:
+        importlib.reload(torchvision)
 
-    logging.getLogger().setLevel(logging.WARNING)
     gc.collect()
 
 

From 34b91c909c136070ac695fdf783fa28f7b8c2e4e Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 30 Apr 2025 08:41:06 -0700
Subject: [PATCH 17/26] Update

---
 conf.py | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/conf.py b/conf.py
index fbe5de66eb..68a1db5929 100644
--- a/conf.py
+++ b/conf.py
@@ -122,11 +122,10 @@ def reset_seeds(gallery_conf, fname):
     torch.set_default_dtype(torch.float32)
     torch.set_default_tensor_type(torch.FloatTensor)
     
-    # Reset torch modules that might have been modified by tutorials
-    import importlib
-    importlib.reload(torch)
-    if 'torchvision' in sys.modules:
-        importlib.reload(torchvision)
+    # Clean up any global state without reloading
+    if hasattr(torch, "_C"):
+        if hasattr(torch._C, "_jit_clear_class_registry"):
+            torch._C._jit_clear_class_registry()
 
     gc.collect()
 

From ffab05c5e290dca448a36a14362c103e1686881d Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 30 Apr 2025 09:15:12 -0700
Subject: [PATCH 18/26] Update

---
 conf.py                      | 219 +++++++++++++++--------------------
 recipes_source/torch_logs.py |  30 +++--
 2 files changed, 106 insertions(+), 143 deletions(-)

diff --git a/conf.py b/conf.py
index 68a1db5929..7ca52a9e50 100644
--- a/conf.py
+++ b/conf.py
@@ -29,44 +29,34 @@
 #
 import os
 import sys
-
-sys.path.insert(0, os.path.abspath("."))
-sys.path.insert(0, os.path.abspath("./.jenkins"))
-import distutils.file_util
+sys.path.insert(0, os.path.abspath('.'))
+sys.path.insert(0, os.path.abspath('./.jenkins'))
+import pytorch_sphinx_theme
+import torch
+import numpy
 import gc
 import glob
 import random
-import re
 import shutil
-from pathlib import Path
-
-import numpy
+from custom_directives import IncludeDirective, GalleryItemDirective, CustomGalleryItemDirective, CustomCalloutItemDirective, CustomCardItemDirective
+import distutils.file_util
+import re
+from get_sphinx_filenames import SPHINX_SHOULD_RUN
 import pandocfilters
-import plotly.io as pio
 import pypandoc
-import pytorch_sphinx_theme
-import torch
-from custom_directives import (
-    CustomCalloutItemDirective,
-    CustomCardItemDirective,
-    CustomGalleryItemDirective,
-    GalleryItemDirective,
-    IncludeDirective,
-)
-from get_sphinx_filenames import SPHINX_SHOULD_RUN
-
-pio.renderers.default = "sphinx_gallery"
+import plotly.io as pio
+from pathlib import Path
+pio.renderers.default = 'sphinx_gallery'
 
 
 try:
     import torchvision
 except ImportError:
     import warnings
-
     warnings.warn('unable to load "torchvision" package')
 import pytorch_sphinx_theme
 
-rst_epilog = """
+rst_epilog ="""
 .. |edit| image:: /_static/pencil-16.png
            :width: 16px
            :height: 16px
@@ -79,21 +69,21 @@
 # needs_sphinx = '1.0'
 
 html_meta = {
-    "description": "Master PyTorch with our step-by-step tutorials for all skill levels. Start your journey to becoming a PyTorch expert today!",
-    "keywords": "PyTorch, tutorials, Getting Started, deep learning, AI",
-    "author": "PyTorch Contributors",
+    'description': 'Master PyTorch with our step-by-step tutorials for all skill levels. Start your journey to becoming a PyTorch expert today!',
+    'keywords': 'PyTorch, tutorials, Getting Started, deep learning, AI',
+    'author': 'PyTorch Contributors'
 }
 
 # Add any Sphinx extension module names here, as strings. They can be
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
 # ones.
 extensions = [
-    "sphinxcontrib.katex",
-    "sphinx.ext.intersphinx",
-    "sphinx_copybutton",
-    "sphinx_gallery.gen_gallery",
-    "sphinx_design",
-    "sphinx_sitemap",
+    'sphinxcontrib.katex',
+    'sphinx.ext.intersphinx',
+    'sphinx_copybutton',
+    'sphinx_gallery.gen_gallery',
+    'sphinx_design',
+    'sphinx_sitemap'
 ]
 
 intersphinx_mapping = {
@@ -107,55 +97,45 @@
 
 # -- Sphinx-gallery configuration --------------------------------------------
 
-
 def reset_seeds(gallery_conf, fname):
     torch.cuda.empty_cache()
     torch.backends.cudnn.deterministic = True
     torch.backends.cudnn.benchmark = False
     torch._dynamo.reset()
     torch.manual_seed(42)
-    torch.cuda.manual_seed_all(42)
     torch.set_default_device(None)
     random.seed(10)
     numpy.random.seed(10)
     torch.set_grad_enabled(True)
-    torch.set_default_dtype(torch.float32)
-    torch.set_default_tensor_type(torch.FloatTensor)
     
-    # Clean up any global state without reloading
-    if hasattr(torch, "_C"):
-        if hasattr(torch._C, "_jit_clear_class_registry"):
-            torch._C._jit_clear_class_registry()
+    # Reset any patching from memory_format_tutorial
+    if hasattr(torch, "old_attrs"):
+        for (m, attrs) in torch.old_attrs.items():
+            for (k, v) in attrs.items():
+                setattr(m, k, v)
+        delattr(torch, "old_attrs")
 
-    gc.collect()
 
+    gc.collect()
 
 sphinx_gallery_conf = {
-    "examples_dirs": [
-        "beginner_source",
-        "intermediate_source",
-        "advanced_source",
-        "recipes_source",
-        "prototype_source",
-    ],
-    "gallery_dirs": ["beginner", "intermediate", "advanced", "recipes", "prototype"],
-    "filename_pattern": re.compile(SPHINX_SHOULD_RUN),
-    "promote_jupyter_magic": True,
-    "backreferences_dir": None,
-    "first_notebook_cell": (
-        "# For tips on running notebooks in Google Colab, see\n"
-        "# https://pytorch.org/tutorials/beginner/colab\n"
-        "%matplotlib inline"
-    ),
-    "reset_modules": (reset_seeds),
-    "ignore_pattern": r"_torch_export_nightly_tutorial.py",
-    "pypandoc": {
-        "extra_args": ["--mathjax", "--toc"],
-        "filters": [".jenkins/custom_pandoc_filter.py"],
+    'examples_dirs': ['beginner_source', 'intermediate_source',
+                      'advanced_source', 'recipes_source', 'prototype_source'],
+    'gallery_dirs': ['beginner', 'intermediate', 'advanced', 'recipes', 'prototype'],
+    'filename_pattern': re.compile(SPHINX_SHOULD_RUN),
+    'promote_jupyter_magic': True,
+    'backreferences_dir': None,
+    'first_notebook_cell': ("# For tips on running notebooks in Google Colab, see\n"
+                            "# https://pytorch.org/tutorials/beginner/colab\n"
+                            "%matplotlib inline"),
+    'reset_modules': (reset_seeds),
+    'ignore_pattern': r'_torch_export_nightly_tutorial.py',
+    'pypandoc': {'extra_args': ['--mathjax', '--toc'],
+                 'filters': ['.jenkins/custom_pandoc_filter.py'],
     },
 }
 
-html_baseurl = "https://pytorch.org/tutorials/"  # needed for sphinx-sitemap
+html_baseurl = 'https://pytorch.org/tutorials/' # needed for sphinx-sitemap
 sitemap_locales = [None]
 sitemap_excludes = [
     "search.html",
@@ -163,7 +143,7 @@ def reset_seeds(gallery_conf, fname):
 ]
 sitemap_url_scheme = "{link}"
 
-if os.getenv("GALLERY_PATTERN"):
+if os.getenv('GALLERY_PATTERN'):
     # GALLERY_PATTERN is to be used when you want to work on a single
     # tutorial.  Previously this was fed into filename_pattern, but
     # if you do that, you still end up parsing all of the other Python
@@ -171,11 +151,9 @@ def reset_seeds(gallery_conf, fname):
     # ignore_pattern also skips parsing.
     # See https://github.com/sphinx-gallery/sphinx-gallery/issues/721
     # for a more detailed description of the issue.
-    sphinx_gallery_conf["ignore_pattern"] = (
-        r"/(?!" + re.escape(os.getenv("GALLERY_PATTERN")) + r")[^/]+$"
-    )
+    sphinx_gallery_conf['ignore_pattern'] = r'/(?!' + re.escape(os.getenv('GALLERY_PATTERN')) + r')[^/]+$'
 
-for i in range(len(sphinx_gallery_conf["examples_dirs"])):
+for i in range(len(sphinx_gallery_conf['examples_dirs'])):
     gallery_dir = Path(sphinx_gallery_conf["gallery_dirs"][i])
     source_dir = Path(sphinx_gallery_conf["examples_dirs"][i])
 
@@ -187,21 +165,21 @@ def reset_seeds(gallery_conf, fname):
         distutils.file_util.copy_file(f, gallery_subdir_path, update=True)
 
 # Add any paths that contain templates here, relative to this directory.
-templates_path = ["_templates"]
+templates_path = ['_templates']
 
 # The suffix(es) of source filenames.
 # You can specify multiple suffix as a list of string:
 #
 # source_suffix = ['.rst', '.md']
-source_suffix = ".rst"
+source_suffix = '.rst'
 
 # The master toctree document.
-master_doc = "index"
+master_doc = 'index'
 
 # General information about the project.
-project = "PyTorch Tutorials"
-copyright = "2024, PyTorch"
-author = "PyTorch contributors"
+project = 'PyTorch Tutorials'
+copyright = '2024, PyTorch'
+author = 'PyTorch contributors'
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
@@ -217,22 +195,17 @@ def reset_seeds(gallery_conf, fname):
 #
 # This is also used if you do content translation via gettext catalogs.
 # Usually you set "language" from the command line for these cases.
-language = "en"
+language = 'en'
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
 # This patterns also effect to html_static_path and html_extra_path
-exclude_patterns = [
-    "_build",
-    "Thumbs.db",
-    ".DS_Store",
-    "src/pytorch-sphinx-theme/docs*",
-]
-exclude_patterns += sphinx_gallery_conf["examples_dirs"]
-exclude_patterns += ["*/index.rst"]
+exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store', 'src/pytorch-sphinx-theme/docs*']
+exclude_patterns += sphinx_gallery_conf['examples_dirs']
+exclude_patterns += ['*/index.rst']
 
 # The name of the Pygments (syntax highlighting) style to use.
-pygments_style = "sphinx"
+pygments_style = 'sphinx'
 
 # If true, `todo` and `todoList` produce output, else they produce nothing.
 todo_include_todos = False
@@ -260,7 +233,7 @@ def reset_seeds(gallery_conf, fname):
 # # Add any paths that contain custom static files (such as style sheets) here,
 # # relative to this directory. They are copied after the builtin static files,
 # # so a file named "default.css" will overwrite the builtin "default.css".
-html_static_path = ["_static"]
+html_static_path = ['_static']
 
 # # Custom sidebar templates, maps document names to template names.
 # html_sidebars = {
@@ -269,23 +242,23 @@ def reset_seeds(gallery_conf, fname):
 # }
 
 
-html_theme = "pytorch_sphinx_theme"
+html_theme = 'pytorch_sphinx_theme'
 html_theme_path = [pytorch_sphinx_theme.get_html_theme_path()]
-html_logo = "_static/img/pytorch-logo-dark.svg"
+html_logo = '_static/img/pytorch-logo-dark.svg'
 html_theme_options = {
-    "pytorch_project": "tutorials",
-    "collapse_navigation": False,
-    "display_version": True,
-    "navigation_with_keys": True,
-    "logo_only": False,
-    "analytics_id": "GTM-T8XT4PS",
+    'pytorch_project': 'tutorials',
+    'collapse_navigation': False,
+    'display_version': True,
+    'navigation_with_keys': True,
+    'logo_only': False,
+    'analytics_id': 'GTM-T8XT4PS',
 }
 
 
 # -- Options for HTMLHelp output ------------------------------------------
 
 # Output file base name for HTML help builder.
-htmlhelp_basename = "PyTorchTutorialsdoc"
+htmlhelp_basename = 'PyTorchTutorialsdoc'
 
 
 # -- Options for LaTeX output ---------------------------------------------
@@ -294,12 +267,15 @@ def reset_seeds(gallery_conf, fname):
     # The paper size ('letterpaper' or 'a4paper').
     #
     # 'papersize': 'letterpaper',
+
     # The font size ('10pt', '11pt' or '12pt').
     #
     # 'pointsize': '10pt',
+
     # Additional stuff for the LaTeX preamble.
     #
     # 'preamble': '',
+
     # Latex figure (float) alignment
     #
     # 'figure_align': 'htbp',
@@ -309,13 +285,8 @@ def reset_seeds(gallery_conf, fname):
 # (source start file, target name, title,
 #  author, documentclass [howto, manual, or own class]).
 latex_documents = [
-    (
-        master_doc,
-        "PyTorchTutorials.tex",
-        "PyTorch Tutorials",
-        "Sasank, PyTorch contributors",
-        "manual",
-    ),
+    (master_doc, 'PyTorchTutorials.tex', 'PyTorch Tutorials',
+     'Sasank, PyTorch contributors', 'manual'),
 ]
 
 
@@ -323,7 +294,10 @@ def reset_seeds(gallery_conf, fname):
 
 # One entry per manual page. List of tuples
 # (source start file, name, description, authors, manual section).
-man_pages = [(master_doc, "pytorchtutorials", "PyTorch Tutorials", [author], 1)]
+man_pages = [
+    (master_doc, 'pytorchtutorials', 'PyTorch Tutorials',
+     [author], 1)
+]
 
 
 # -- Options for Texinfo output -------------------------------------------
@@ -332,47 +306,40 @@ def reset_seeds(gallery_conf, fname):
 # (source start file, target name, title, author,
 #  dir menu entry, description, category)
 texinfo_documents = [
-    (
-        master_doc,
-        "PyTorchTutorials",
-        "PyTorch Tutorials",
-        author,
-        "PyTorchTutorials",
-        "One line description of project.",
-        "Miscellaneous",
-    ),
+    (master_doc, 'PyTorchTutorials', 'PyTorch Tutorials',
+     author, 'PyTorchTutorials', 'One line description of project.',
+     'Miscellaneous'),
 ]
 
 html_css_files = [
-    "https://cdn.jsdelivr.net/npm/katex@0.10.0-beta/dist/katex.min.css",
-    "css/custom.css",
-    "css/custom2.css",
-]
+        'https://cdn.jsdelivr.net/npm/katex@0.10.0-beta/dist/katex.min.css',
+        'css/custom.css',
+        'css/custom2.css'
+    ]
 
 html_js_files = [
     "js/custom.js",
 ]
 
-
 def setup(app):
     # NOTE: in Sphinx 1.8+ `html_css_files` is an official configuration value
     # and can be moved outside of this function (and the setup(app) function
     # can be deleted).
-    # html_css_files = [
+    #html_css_files = [
     #    'https://cdn.jsdelivr.net/npm/katex@0.10.0-beta/dist/katex.min.css',
     #    'css/custom.css'
-    # ]
+    #]
     # In Sphinx 1.8 it was renamed to `add_css_file`, 1.7 and prior it is
     # `add_stylesheet` (deprecated in 1.8).
-    # add_css = getattr(app, 'add_css_file', app.add_stylesheet)
-    # for css_file in html_css_files:
+    #add_css = getattr(app, 'add_css_file', app.add_stylesheet)
+    #for css_file in html_css_files:
     #    add_css(css_file)
     # Custom CSS
-    # app.add_stylesheet('css/pytorch_theme.css')
+    #app.add_stylesheet('css/pytorch_theme.css')
     # app.add_stylesheet('https://fonts.googleapis.com/css?family=Lato')
     # Custom directives
-    app.add_directive("includenodoc", IncludeDirective)
-    app.add_directive("galleryitem", GalleryItemDirective)
-    app.add_directive("customgalleryitem", CustomGalleryItemDirective)
-    app.add_directive("customcarditem", CustomCardItemDirective)
-    app.add_directive("customcalloutitem", CustomCalloutItemDirective)
+    app.add_directive('includenodoc', IncludeDirective)
+    app.add_directive('galleryitem', GalleryItemDirective)
+    app.add_directive('customgalleryitem', CustomGalleryItemDirective)
+    app.add_directive('customcarditem', CustomCardItemDirective)
+    app.add_directive('customcalloutitem', CustomCalloutItemDirective)
diff --git a/recipes_source/torch_logs.py b/recipes_source/torch_logs.py
index 14f33853e0..b5c3f0bd8a 100644
--- a/recipes_source/torch_logs.py
+++ b/recipes_source/torch_logs.py
@@ -32,51 +32,47 @@
 
 import torch
 
-# Reset torch dynamo and empty CUDA cache before starting
-torch._dynamo.reset()
-if torch.cuda.is_available():
-    torch.cuda.empty_cache()
-
-
 # exit cleanly if we are on a device that doesn't support torch.compile
 if torch.cuda.get_device_capability() < (7, 0):
     print("Skipping because torch.compile is not supported on this device.")
 else:
-
     @torch.compile()
     def fn(x, y):
         z = x + y
         return z + 2
 
+
     inputs = (torch.ones(2, 2, device="cuda"), torch.zeros(2, 2, device="cuda"))
 
-    # print separator and reset dynamo
-    # between each example
+
+# print separator and reset dynamo
+# between each example
     def separator(name):
         print(f"==================={name}=========================")
         torch._dynamo.reset()
 
+
     separator("Dynamo Tracing")
-    # View dynamo tracing
-    # TORCH_LOGS="+dynamo"
+# View dynamo tracing
+# TORCH_LOGS="+dynamo"
     torch._logging.set_logs(dynamo=logging.DEBUG)
     fn(*inputs)
 
     separator("Traced Graph")
-    # View traced graph
-    # TORCH_LOGS="graph"
+# View traced graph
+# TORCH_LOGS="graph"
     torch._logging.set_logs(graph=True)
     fn(*inputs)
 
     separator("Fusion Decisions")
-    # View fusion decisions
-    # TORCH_LOGS="fusion"
+# View fusion decisions
+# TORCH_LOGS="fusion"
     torch._logging.set_logs(fusion=True)
     fn(*inputs)
 
     separator("Output Code")
-    # View output code generated by inductor
-    # TORCH_LOGS="output_code"
+# View output code generated by inductor
+# TORCH_LOGS="output_code"
     torch._logging.set_logs(output_code=True)
     fn(*inputs)
 

From c7b3aee2be7c4dd6de6b360e9d0f28065eec34a5 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 30 Apr 2025 09:45:53 -0700
Subject: [PATCH 19/26] Update

---
 conf.py                                       |  7 -------
 intermediate_source/memory_format_tutorial.py | 14 ++++++++++++++
 2 files changed, 14 insertions(+), 7 deletions(-)

diff --git a/conf.py b/conf.py
index 7ca52a9e50..3606f674a8 100644
--- a/conf.py
+++ b/conf.py
@@ -107,13 +107,6 @@ def reset_seeds(gallery_conf, fname):
     random.seed(10)
     numpy.random.seed(10)
     torch.set_grad_enabled(True)
-    
-    # Reset any patching from memory_format_tutorial
-    if hasattr(torch, "old_attrs"):
-        for (m, attrs) in torch.old_attrs.items():
-            for (k, v) in attrs.items():
-                setattr(m, k, v)
-        delattr(torch, "old_attrs")
 
 
     gc.collect()
diff --git a/intermediate_source/memory_format_tutorial.py b/intermediate_source/memory_format_tutorial.py
index 26bc5c9d53..4267cd2e21 100644
--- a/intermediate_source/memory_format_tutorial.py
+++ b/intermediate_source/memory_format_tutorial.py
@@ -376,6 +376,20 @@ def attribute(m):
     for (k, v) in attrs.items():
         setattr(m, k, v)
 
+# Recover Tensor
+torch.Tensor = old_attrs[torch.Tensor]["Tensor"]
+# Recover nn.functional
+torch.nn.functional = old_attrs[torch.nn.functional]["nn.functional"]
+# Recover torch
+torch.is_cuda = old_attrs[torch]["is_cuda"]
+torch.has_names = old_attrs[torch]["has_names"]
+torch.numel = old_attrs[torch]["numel"]
+torch.stride = old_attrs[torch]["stride"]
+torch.is_contiguous = old_attrs[torch]["is_contiguous"]
+torch.__class__ = old_attrs[torch]["__class__"]
+del old_attrs
+
+
 ######################################################################
 # Work to do
 # ----------

From 91b93f1735469ee07cf49340ce332d6b9af4e602 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 30 Apr 2025 10:18:10 -0700
Subject: [PATCH 20/26] Update

---
 intermediate_source/memory_format_tutorial.py | 24 +++++++++++--------
 1 file changed, 14 insertions(+), 10 deletions(-)

diff --git a/intermediate_source/memory_format_tutorial.py b/intermediate_source/memory_format_tutorial.py
index 4267cd2e21..23c512b62d 100644
--- a/intermediate_source/memory_format_tutorial.py
+++ b/intermediate_source/memory_format_tutorial.py
@@ -376,19 +376,23 @@ def attribute(m):
     for (k, v) in attrs.items():
         setattr(m, k, v)
 
-# Recover Tensor
+import gc
+import sys
+
 torch.Tensor = old_attrs[torch.Tensor]["Tensor"]
-# Recover nn.functional
-torch.nn.functional = old_attrs[torch.nn.functional]["nn.functional"]
-# Recover torch
-torch.is_cuda = old_attrs[torch]["is_cuda"]
-torch.has_names = old_attrs[torch]["has_names"]
-torch.numel = old_attrs[torch]["numel"]
-torch.stride = old_attrs[torch]["stride"]
-torch.is_contiguous = old_attrs[torch]["is_contiguous"]
-torch.__class__ = old_attrs[torch]["__class__"]
+torch.nn.functional = old_attrs[torch.nn.functional]
+for attr_name in ["is_cuda", "has_names", "numel", "stride", "is_contiguous", "__class__"]:
+    if attr_name in old_attrs[torch]:
+        setattr(torch, attr_name, old_attrs[torch][attr_name])
+
+# Force garbage collection
 del old_attrs
+gc.collect()
 
+# Reset torch modules
+torch._dynamo.reset()
+if torch.cuda.is_available():
+    torch.cuda.empty_cache()
 
 ######################################################################
 # Work to do

From f3bc0ca3df13454ae49487bef3611d6e03766417 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 30 Apr 2025 11:31:40 -0700
Subject: [PATCH 21/26] Update

---
 conf.py                                       |  2 +-
 intermediate_source/memory_format_tutorial.py | 13 +++----------
 2 files changed, 4 insertions(+), 11 deletions(-)

diff --git a/conf.py b/conf.py
index 3606f674a8..05cfa11ca1 100644
--- a/conf.py
+++ b/conf.py
@@ -102,13 +102,13 @@ def reset_seeds(gallery_conf, fname):
     torch.backends.cudnn.deterministic = True
     torch.backends.cudnn.benchmark = False
     torch._dynamo.reset()
+    torch._inductor.config.force_disable_caches = True
     torch.manual_seed(42)
     torch.set_default_device(None)
     random.seed(10)
     numpy.random.seed(10)
     torch.set_grad_enabled(True)
 
-
     gc.collect()
 
 sphinx_gallery_conf = {
diff --git a/intermediate_source/memory_format_tutorial.py b/intermediate_source/memory_format_tutorial.py
index 23c512b62d..ab06eeb583 100644
--- a/intermediate_source/memory_format_tutorial.py
+++ b/intermediate_source/memory_format_tutorial.py
@@ -379,17 +379,10 @@ def attribute(m):
 import gc
 import sys
 
-torch.Tensor = old_attrs[torch.Tensor]["Tensor"]
-torch.nn.functional = old_attrs[torch.nn.functional]
-for attr_name in ["is_cuda", "has_names", "numel", "stride", "is_contiguous", "__class__"]:
-    if attr_name in old_attrs[torch]:
-        setattr(torch, attr_name, old_attrs[torch][attr_name])
+if torch.nn.functional in old_attrs:
+    for k, v in old_attrs[torch.nn.functional].items():
+        setattr(torch.nn.functional, k, v)
 
-# Force garbage collection
-del old_attrs
-gc.collect()
-
-# Reset torch modules
 torch._dynamo.reset()
 if torch.cuda.is_available():
     torch.cuda.empty_cache()

From fe0bf0035d1c2d94dc843b8ef2a0ebc0747bffd8 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 30 Apr 2025 12:14:46 -0700
Subject: [PATCH 22/26] Update

---
 intermediate_source/memory_format_tutorial.py | 11 +++++++----
 1 file changed, 7 insertions(+), 4 deletions(-)

diff --git a/intermediate_source/memory_format_tutorial.py b/intermediate_source/memory_format_tutorial.py
index ab06eeb583..460650200a 100644
--- a/intermediate_source/memory_format_tutorial.py
+++ b/intermediate_source/memory_format_tutorial.py
@@ -379,14 +379,17 @@ def attribute(m):
 import gc
 import sys
 
-if torch.nn.functional in old_attrs:
-    for k, v in old_attrs[torch.nn.functional].items():
-        setattr(torch.nn.functional, k, v)
-
 torch._dynamo.reset()
 if torch.cuda.is_available():
     torch.cuda.empty_cache()
 
+gc.collect()
+
+if hasattr(torch, "_check_wrapper_patched"):
+    delattr(torch, "_check_wrapper_patched")
+
+old_attrs.clear()
+
 ######################################################################
 # Work to do
 # ----------

From 4cb2f59b55b9f6e4ff59a591d9898d99f589f034 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 30 Apr 2025 12:52:00 -0700
Subject: [PATCH 23/26] Update

---
 intermediate_source/memory_format_tutorial.py | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/intermediate_source/memory_format_tutorial.py b/intermediate_source/memory_format_tutorial.py
index 460650200a..4ed971b91a 100644
--- a/intermediate_source/memory_format_tutorial.py
+++ b/intermediate_source/memory_format_tutorial.py
@@ -385,10 +385,12 @@ def attribute(m):
 
 gc.collect()
 
-if hasattr(torch, "_check_wrapper_patched"):
-    delattr(torch, "_check_wrapper_patched")
-
-old_attrs.clear()
+# Clear any references to the wrapper functions
+del old_attrs
+del contains_cl
+del print_inputs
+del check_wrapper
+del attribute
 
 ######################################################################
 # Work to do

From 27295ea0fadd337c35785fd85164554f4a74ca77 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 30 Apr 2025 20:22:46 -0700
Subject: [PATCH 24/26] Update

---
 .jenkins/validate_tutorials_built.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/.jenkins/validate_tutorials_built.py b/.jenkins/validate_tutorials_built.py
index 94fc921b8f..1a1420f52e 100644
--- a/.jenkins/validate_tutorials_built.py
+++ b/.jenkins/validate_tutorials_built.py
@@ -50,10 +50,8 @@
     "intermediate_source/flask_rest_api_tutorial",
     "intermediate_source/text_to_speech_with_torchaudio",
     "intermediate_source/tensorboard_profiler_tutorial", # reenable after 2.0 release.
-    "advanced_source/semi_structured_sparse", # reenable after 3303 is fixed.
-    "advanced_source/coding_ddpg", # reenable after 3302 is fixed
-    "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixed
-    "recipes_source/recipes/reasoning_about_shapes", # reenable after 3326 is fixed
+    "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixe
+    "intermediate_source/memory_format_tutorial"
 ]
 
 def tutorial_source_dirs() -> List[Path]:

From 11cc26c1df4ea81fd41de6d9bc96c61b0eb88377 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Thu, 1 May 2025 10:44:42 -0700
Subject: [PATCH 25/26] Update

---
 .jenkins/validate_tutorials_built.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.jenkins/validate_tutorials_built.py b/.jenkins/validate_tutorials_built.py
index 1a1420f52e..f4586c19b3 100644
--- a/.jenkins/validate_tutorials_built.py
+++ b/.jenkins/validate_tutorials_built.py
@@ -50,8 +50,9 @@
     "intermediate_source/flask_rest_api_tutorial",
     "intermediate_source/text_to_speech_with_torchaudio",
     "intermediate_source/tensorboard_profiler_tutorial", # reenable after 2.0 release.
+    "advanced_source/semi_structured_sparse", # reenable after 3303 is fixed.
     "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixe
-    "intermediate_source/memory_format_tutorial"
+    "intermediate_source/memory_format_tutorial", # causes other tutorials like torch_logs fail. "state" issue, reseting dynamo didn't help
 ]
 
 def tutorial_source_dirs() -> List[Path]:

From 1f9c4ceb08ecd3d545d881b29ba17cec3e3e86f6 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Thu, 1 May 2025 12:00:18 -0700
Subject: [PATCH 26/26] Update

---
 .jenkins/metadata.json                        |  3 ---
 intermediate_source/memory_format_tutorial.py | 16 ----------------
 2 files changed, 19 deletions(-)

diff --git a/.jenkins/metadata.json b/.jenkins/metadata.json
index 0514266bd6..6e82d054b4 100644
--- a/.jenkins/metadata.json
+++ b/.jenkins/metadata.json
@@ -1,7 +1,4 @@
 {
-  "recipes_source/torch_logs.py": {
-    "duration": 0
-  },
   "intermediate_source/ax_multiobjective_nas_tutorial.py": {
     "extra_files": ["intermediate_source/mnist_train_nas.py"],
     "duration": 2000
diff --git a/intermediate_source/memory_format_tutorial.py b/intermediate_source/memory_format_tutorial.py
index 4ed971b91a..26bc5c9d53 100644
--- a/intermediate_source/memory_format_tutorial.py
+++ b/intermediate_source/memory_format_tutorial.py
@@ -376,22 +376,6 @@ def attribute(m):
     for (k, v) in attrs.items():
         setattr(m, k, v)
 
-import gc
-import sys
-
-torch._dynamo.reset()
-if torch.cuda.is_available():
-    torch.cuda.empty_cache()
-
-gc.collect()
-
-# Clear any references to the wrapper functions
-del old_attrs
-del contains_cl
-del print_inputs
-del check_wrapper
-del attribute
-
 ######################################################################
 # Work to do
 # ----------