From 16dd40417f5d7f5807f5029c30fcd3b77d60a64c Mon Sep 17 00:00:00 2001
From: Nicolas Hug <nicolashug@fb.com>
Date: Thu, 8 Apr 2021 17:27:26 +0100
Subject: [PATCH 01/14] WIP

---
 docs/Makefile              |  2 +-
 docs/requirements.txt      |  4 +++
 docs/source/conf.py        |  8 ++++++
 docs/source/index.rst      |  6 +++++
 docs/source/transforms.rst | 10 ++++++++
 gallery/README.rst         |  4 +++
 gallery/plot_transforms.py | 50 ++++++++++++++++++++++++++++++++++++++
 7 files changed, 83 insertions(+), 1 deletion(-)
 create mode 100644 gallery/README.rst
 create mode 100644 gallery/plot_transforms.py

diff --git a/docs/Makefile b/docs/Makefile
index 1cacf08002f..d8c9de8cab9 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -2,7 +2,7 @@
 #
 
 # You can set these variables from the command line.
-SPHINXOPTS    = -W  # turn warnings into errors
+SPHINXOPTS    = # turn warnings into errors
 SPHINXBUILD   = sphinx-build
 SPHINXPROJ    = torchvision
 SOURCEDIR     = source
diff --git a/docs/requirements.txt b/docs/requirements.txt
index f649853cd03..ef7bc279819 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -1,3 +1,7 @@
 sphinx==1.7.3
+sphinx-gallery
+scikit-image
+matplotlib
+numpy
 sphinxcontrib-googleanalytics
 -e git+git://github.com/pytorch/pytorch_sphinx_theme.git#egg=pytorch_sphinx_theme
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 606bc34f841..8cb3b277052 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -60,8 +60,16 @@ def _googleanalytics_setup_wrapper(app):
     'sphinx.ext.napoleon',
     'sphinx.ext.viewcode',
     'sphinxcontrib.googleanalytics',
+    'sphinx_gallery.gen_gallery',
 ]
 
+sphinx_gallery_conf = {
+     'examples_dirs': '../../gallery/',   # path to your example scripts
+     'gallery_dirs': 'auto_examples',  # path to where to save gallery generated output
+     'backreferences_dir': 'gen_modules/backreferences',
+     'doc_module' : ('torchvision',),
+}
+
 napoleon_use_ivar = True
 napoleon_numpy_docstring = False
 napoleon_google_docstring = True
diff --git a/docs/source/index.rst b/docs/source/index.rst
index d4aefafed1d..61cb573c96f 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -38,6 +38,12 @@ architectures, and common image transformations for computer vision.
    transforms
    utils
 
+.. toctree::
+   :maxdepth: 1
+   :caption: Examples
+
+   auto_examples/index
+
 .. automodule:: torchvision
    :members:
 
diff --git a/docs/source/transforms.rst b/docs/source/transforms.rst
index 6efc2dba5a2..ffec77ea38b 100644
--- a/docs/source/transforms.rst
+++ b/docs/source/transforms.rst
@@ -76,6 +76,11 @@ Transforms on PIL Image and torch.\*Tensor
 .. autoclass:: Pad
     :members:
 
+.. include:: gen_modules/backreferences/torchvision.transforms.Pad.examples
+.. raw:: html
+
+    <div style='clear:both'></div>
+
 .. autoclass:: RandomAffine
     :members:
 
@@ -108,6 +113,11 @@ Transforms on PIL Image and torch.\*Tensor
 .. autoclass:: Resize
     :members:
 
+.. include:: gen_modules/backreferences/torchvision.transforms.Resize.examples
+.. raw:: html
+
+    <div style='clear:both'></div>
+
 .. autoclass:: Scale
     :members:
 
diff --git a/gallery/README.rst b/gallery/README.rst
new file mode 100644
index 00000000000..319052106b5
--- /dev/null
+++ b/gallery/README.rst
@@ -0,0 +1,4 @@
+Example gallery
+===============
+
+Below is a gallery of examples
\ No newline at end of file
diff --git a/gallery/plot_transforms.py b/gallery/plot_transforms.py
new file mode 100644
index 00000000000..05248242045
--- /dev/null
+++ b/gallery/plot_transforms.py
@@ -0,0 +1,50 @@
+"""
+==========================
+Illustration of transforms
+==========================
+
+This file illustrates how torchvision transforms work on some images.
+
+(Note: this is super WIP)
+"""
+
+####################################
+# Pad
+# ---
+#
+# The :class:`~torchvision.transforms.Pad` transform is super cool
+
+# from PIL import Image
+# import matplotlib.pyplot as plt
+# plt.plot([1,2,3,4])
+from PIL import Image, ImageMath
+from skimage.data import astronaut
+import matplotlib.pyplot as plt
+import numpy as np
+from torchvision.transforms import Pad
+
+img = Image.fromarray(astronaut())
+
+plt.figure().suptitle("Before padding")
+plt.imshow(np.asarray(img))
+
+padded_img = Pad(padding=30)(img)
+plt.figure().suptitle("After padding")
+plt.imshow(np.asarray(padded_img))
+
+####################################
+# Resize 
+# ------
+#
+# The :class:`~torchvision.transforms.Resize` transform is even cooler
+
+from torchvision.transforms import Resize
+plt.figure().suptitle("Before resize")
+plt.imshow(np.asarray(img))
+
+padded_img = Resize(size=30)(img)
+plt.figure().suptitle("After resize")
+plt.imshow(np.asarray(padded_img))
+
+
+print(np.exp(3))
\ No newline at end of file

From 42245dfe71c448269af9d56cea773d427170b3f4 Mon Sep 17 00:00:00 2001
From: Nicolas Hug <nicolashug@fb.com>
Date: Wed, 14 Apr 2021 16:12:20 +0100
Subject: [PATCH 02/14] put back error on warnings for sphinx

---
 docs/Makefile                        |  2 +-
 torchvision/ops/deform_conv.py       | 15 ++++++---------
 torchvision/transforms/functional.py | 28 ++++++++++++++--------------
 3 files changed, 21 insertions(+), 24 deletions(-)

diff --git a/docs/Makefile b/docs/Makefile
index 67c067a3862..1cacf08002f 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -2,7 +2,7 @@
 #
 
 # You can set these variables from the command line.
-SPHINXOPTS    = # -W  # turn warnings into errors
+SPHINXOPTS    = -W  # turn warnings into errors
 SPHINXBUILD   = sphinx-build
 SPHINXPROJ    = torchvision
 SOURCEDIR     = source
diff --git a/torchvision/ops/deform_conv.py b/torchvision/ops/deform_conv.py
index 7f8760fa35f..7dceee96f27 100644
--- a/torchvision/ops/deform_conv.py
+++ b/torchvision/ops/deform_conv.py
@@ -29,24 +29,21 @@ def deform_conv2d(
 
     Args:
         input (Tensor[batch_size, in_channels, in_height, in_width]): input tensor
-        offset (Tensor[batch_size, 2 * offset_groups * kernel_height * kernel_width,
-            out_height, out_width]): offsets to be applied for each position in the
-            convolution kernel.
-        weight (Tensor[out_channels, in_channels // groups, kernel_height, kernel_width]):
-            convolution weights, split into groups of size (in_channels // groups)
+        offset (Tensor[batch_size, 2 * offset_groups * kernel_height * kernel_width, out_height, out_width]):
+            offsets to be applied for each position in the convolution kernel.
+        weight (Tensor[out_channels, in_channels // groups, kernel_height, kernel_width]): convolution weights,
+            split into groups of size (in_channels // groups)
         bias (Tensor[out_channels]): optional bias of shape (out_channels,). Default: None
         stride (int or Tuple[int, int]): distance between convolution centers. Default: 1
         padding (int or Tuple[int, int]): height/width of padding of zeroes around
             each image. Default: 0
         dilation (int or Tuple[int, int]): the spacing between kernel elements. Default: 1
-        mask (Tensor[batch_size, offset_groups * kernel_height * kernel_width,
-            out_height, out_width]): masks to be applied for each position in the
-            convolution kernel. Default: None
+        mask (Tensor[batch_size, offset_groups * kernel_height * kernel_width, out_height, out_width]):
+            masks to be applied for each position in the convolution kernel. Default: None
 
     Returns:
         Tensor[batch_sz, out_channels, out_h, out_w]: result of convolution
 
-
     Examples::
         >>> input = torch.rand(4, 3, 10, 10)
         >>> kh, kw = 3, 3
diff --git a/torchvision/transforms/functional.py b/torchvision/transforms/functional.py
index b365c7df3f3..db1adc06740 100644
--- a/torchvision/transforms/functional.py
+++ b/torchvision/transforms/functional.py
@@ -744,8 +744,8 @@ def adjust_brightness(img: Tensor, brightness_factor: float) -> Tensor:
 
     Args:
         img (PIL Image or Tensor): Image to be adjusted.
-        If img is torch Tensor, it is expected to be in [..., 1 or 3, H, W] format,
-        where ... means it can have an arbitrary number of leading dimensions.
+            If img is torch Tensor, it is expected to be in [..., 1 or 3, H, W] format,
+            where ... means it can have an arbitrary number of leading dimensions.
         brightness_factor (float):  How much to adjust the brightness. Can be
             any non negative number. 0 gives a black image, 1 gives the
             original image while 2 increases the brightness by a factor of 2.
@@ -764,8 +764,8 @@ def adjust_contrast(img: Tensor, contrast_factor: float) -> Tensor:
 
     Args:
         img (PIL Image or Tensor): Image to be adjusted.
-        If img is torch Tensor, it is expected to be in [..., 3, H, W] format,
-        where ... means it can have an arbitrary number of leading dimensions.
+            If img is torch Tensor, it is expected to be in [..., 3, H, W] format,
+            where ... means it can have an arbitrary number of leading dimensions.
         contrast_factor (float): How much to adjust the contrast. Can be any
             non negative number. 0 gives a solid gray image, 1 gives the
             original image while 2 increases the contrast by a factor of 2.
@@ -784,8 +784,8 @@ def adjust_saturation(img: Tensor, saturation_factor: float) -> Tensor:
 
     Args:
         img (PIL Image or Tensor): Image to be adjusted.
-        If img is torch Tensor, it is expected to be in [..., 3, H, W] format,
-        where ... means it can have an arbitrary number of leading dimensions.
+            If img is torch Tensor, it is expected to be in [..., 3, H, W] format,
+            where ... means it can have an arbitrary number of leading dimensions.
         saturation_factor (float):  How much to adjust the saturation. 0 will
             give a black and white image, 1 will give the original image while
             2 will enhance the saturation by a factor of 2.
@@ -815,9 +815,9 @@ def adjust_hue(img: Tensor, hue_factor: float) -> Tensor:
 
     Args:
         img (PIL Image or Tensor): Image to be adjusted.
-        If img is torch Tensor, it is expected to be in [..., 3, H, W] format,
-        where ... means it can have an arbitrary number of leading dimensions.
-        If img is PIL Image mode "1", "L", "I", "F" and modes with transparency (alpha channel) are not supported.
+            If img is torch Tensor, it is expected to be in [..., 3, H, W] format,
+            where ... means it can have an arbitrary number of leading dimensions.
+            If img is PIL Image mode "1", "L", "I", "F" and modes with transparency (alpha channel) are not supported.
         hue_factor (float):  How much to shift the hue channel. Should be in
             [-0.5, 0.5]. 0.5 and -0.5 give complete reversal of hue channel in
             HSV space in positive and negative direction respectively.
@@ -848,9 +848,9 @@ def adjust_gamma(img: Tensor, gamma: float, gain: float = 1) -> Tensor:
 
     Args:
         img (PIL Image or Tensor): PIL Image to be adjusted.
-        If img is torch Tensor, it is expected to be in [..., 1 or 3, H, W] format,
-        where ... means it can have an arbitrary number of leading dimensions.
-        If img is PIL Image, modes with transparency (alpha channel) are not supported.
+            If img is torch Tensor, it is expected to be in [..., 1 or 3, H, W] format,
+            where ... means it can have an arbitrary number of leading dimensions.
+            If img is PIL Image, modes with transparency (alpha channel) are not supported.
         gamma (float): Non negative real number, same as :math:`\gamma` in the equation.
             gamma larger than 1 make the shadows darker,
             while gamma smaller than 1 make dark regions lighter.
@@ -1286,8 +1286,8 @@ def adjust_sharpness(img: Tensor, sharpness_factor: float) -> Tensor:
 
     Args:
         img (PIL Image or Tensor): Image to be adjusted.
-        If img is torch Tensor, it is expected to be in [..., 1 or 3, H, W] format,
-        where ... means it can have an arbitrary number of leading dimensions.
+            If img is torch Tensor, it is expected to be in [..., 1 or 3, H, W] format,
+            where ... means it can have an arbitrary number of leading dimensions.
         sharpness_factor (float):  How much to adjust the sharpness. Can be
             any non negative number. 0 gives a blurred image, 1 gives the
             original image while 2 increases the sharpness by a factor of 2.

From a06a34c5ebe932369ed5e46dc21f209fccc2ed05 Mon Sep 17 00:00:00 2001
From: Nicolas Hug <nicolashug@fb.com>
Date: Wed, 14 Apr 2021 16:15:30 +0100
Subject: [PATCH 03/14] temporarily remove backlings

---
 docs/source/transforms.rst | 10 ----------
 1 file changed, 10 deletions(-)

diff --git a/docs/source/transforms.rst b/docs/source/transforms.rst
index 1e726432f23..21e2c152626 100644
--- a/docs/source/transforms.rst
+++ b/docs/source/transforms.rst
@@ -95,11 +95,6 @@ Transforms on PIL Image and torch.\*Tensor
 .. autoclass:: Pad
     :members:
 
-.. include:: gen_modules/backreferences/torchvision.transforms.Pad.examples
-.. raw:: html
-
-    <div style='clear:both'></div>
-
 .. autoclass:: RandomAffine
     :members:
 
@@ -132,11 +127,6 @@ Transforms on PIL Image and torch.\*Tensor
 .. autoclass:: Resize
     :members:
 
-.. include:: gen_modules/backreferences/torchvision.transforms.Resize.examples
-.. raw:: html
-
-    <div style='clear:both'></div>
-
 .. autoclass:: Scale
     :members:
 

From 3fd623a47e1a11f6f3b354db7334e90827607d78 Mon Sep 17 00:00:00 2001
From: Nicolas Hug <nicolashug@fb.com>
Date: Wed, 14 Apr 2021 16:30:59 +0100
Subject: [PATCH 04/14] updated gitignore

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

diff --git a/.gitignore b/.gitignore
index e6e4e0f3728..915fe5b0f78 100644
--- a/.gitignore
+++ b/.gitignore
@@ -10,6 +10,8 @@ torchvision/version.py
 */**/*~
 *~
 docs/build
+docs/source/auto_examples/
+docs/source/gen_modules/
 .coverage
 htmlcov
 .*.swp

From 08f22a4cce4f95c3f68cc187da9200c2a898007a Mon Sep 17 00:00:00 2001
From: Nicolas Hug <nicolashug@fb.com>
Date: Thu, 15 Apr 2021 17:46:14 +0100
Subject: [PATCH 05/14] not not pround of that one

---
 docs/source/conf.py | 27 +++++++++++++++++++++++++++
 1 file changed, 27 insertions(+)

diff --git a/docs/source/conf.py b/docs/source/conf.py
index 1138f25769b..7b67b2dc33d 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -256,3 +256,30 @@ def handle_item(fieldarg, content):
 
 
 TypedField.make_field = patched_make_field
+
+
+def inject_minigalleries(app, what, name, obj, options, lines):
+    """Inject minigallery into docstrings.
+
+    This callback is called after the .. auto directives (like ..autoclass) have been processed,
+    and modifies the lines parameter inplace to add the .. minigallery that will show which examples
+    are using which object.
+
+    It's a bit hacky, but not *that* hacky when you consider that the recommended way is to do pretty much the same,
+    but instead with templates using autosummary (which we don't want to use):
+    (https://sphinx-gallery.github.io/stable/configuration.html#auto-documenting-your-api-with-links-to-examples)
+
+    For docs on autodoc-process-docstring, see the autodoc docs:
+    https://www.sphinx-doc.org/en/master/usage/extensions/autodoc.html
+    """
+
+    if what == "class":
+        lines.append(f".. minigallery:: {name}")
+        lines.append(f"    :add-heading: Examples using ``{name.split('.')[-1]}``:")
+        # avoid heading entirely to avoid warning. As a bonud it actually renders better
+        lines.append("    :heading-level: 9")
+        lines.append("\n")
+
+
+def setup(app):
+    app.connect('autodoc-process-docstring', inject_minigalleries);

From 35c8e2deb67d430b6f3ff82ad018219e61df5b49 Mon Sep 17 00:00:00 2001
From: Nicolas Hug <nicolashug@fb.com>
Date: Fri, 16 Apr 2021 11:13:14 +0100
Subject: [PATCH 06/14] Avoid generating gallery on objects that aren't used in
 any example

---
 docs/source/conf.py | 18 +++++++++++++++++-
 1 file changed, 17 insertions(+), 1 deletion(-)

diff --git a/docs/source/conf.py b/docs/source/conf.py
index 7b67b2dc33d..1658864213d 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -20,6 +20,10 @@
 # import os
 # import sys
 # sys.path.insert(0, os.path.abspath('.'))
+
+from pathlib import Path
+import os
+
 import torch
 import torchvision
 import pytorch_sphinx_theme
@@ -259,7 +263,10 @@ def handle_item(fieldarg, content):
 
 
 def inject_minigalleries(app, what, name, obj, options, lines):
-    """Inject minigallery into docstrings.
+    """Inject a minigallery into a docstring.
+
+    This avoids having to manually write the .. minigallery directive for every item we want a minigallery for,
+    as it would be easy to miss some.
 
     This callback is called after the .. auto directives (like ..autoclass) have been processed,
     and modifies the lines parameter inplace to add the .. minigallery that will show which examples
@@ -273,6 +280,15 @@ def inject_minigalleries(app, what, name, obj, options, lines):
     https://www.sphinx-doc.org/en/master/usage/extensions/autodoc.html
     """
 
+    conf_file_path = Path(__file__).parent.absolute()
+    backrefs_path = conf_file_path / sphinx_gallery_conf['backreferences_dir'] / (name + '.examples')
+    if not (os.path.isfile(backrefs_path) and os.path.getsize(backrefs_path) > 0):
+        # We avoid showing the (empty) minigallery if there's nothing to show, i.e. if the object
+        # isn't used in any example.
+        # FIXME: this check can be removed once https://github.com/sphinx-gallery/sphinx-gallery/pull/813
+        # is merged and the new sphinx-gallery version (> 0.8.x) is released.
+        return
+
     if what == "class":
         lines.append(f".. minigallery:: {name}")
         lines.append(f"    :add-heading: Examples using ``{name.split('.')[-1]}``:")

From f1408f1dc16bf566b34d0294ac3942551bf297f0 Mon Sep 17 00:00:00 2001
From: Nicolas Hug <nicolashug@fb.com>
Date: Fri, 16 Apr 2021 11:18:58 +0100
Subject: [PATCH 07/14] Add backlinks to functions too

---
 docs/source/conf.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/conf.py b/docs/source/conf.py
index 1658864213d..c29d321f98f 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -289,7 +289,7 @@ def inject_minigalleries(app, what, name, obj, options, lines):
         # is merged and the new sphinx-gallery version (> 0.8.x) is released.
         return
 
-    if what == "class":
+    if what in ("class", "function"):
         lines.append(f".. minigallery:: {name}")
         lines.append(f"    :add-heading: Examples using ``{name.split('.')[-1]}``:")
         # avoid heading entirely to avoid warning. As a bonud it actually renders better

From 74d16f060b704de7f0d71d16192bacfa3e3a68b9 Mon Sep 17 00:00:00 2001
From: Nicolas Hug <nicolashug@fb.com>
Date: Fri, 16 Apr 2021 11:40:47 +0100
Subject: [PATCH 08/14] updates to Mkaefile

---
 docs/Makefile | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/docs/Makefile b/docs/Makefile
index 1cacf08002f..41cb4e1e45e 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -19,6 +19,15 @@ docset: html
 	cp $(SPHINXPROJ).docset/icon.png $(SPHINXPROJ).docset/icon@2x.png
 	convert $(SPHINXPROJ).docset/icon@2x.png -resize 16x16 $(SPHINXPROJ).docset/icon.png
 
+html-noplot:  # Avoids running the gallery examples, which may take time
+	$(SPHINXBUILD) -D plot_gallery=0 -b html $(ASPHINXOPTS) "$(SOURCEDIR)" "$(BUILDDIR)"/html
+	@echo
+	@echo "Build finished. The HTML pages are in $(BUILDDIR)/html."
+
+clean:
+	rm -rf $(BUILDDIR)/*
+	rm -rf auto_examples/
+
 .PHONY: help Makefile docset
 
 # Catch-all target: route all unknown targets to Sphinx using the new

From b8ceeec26fa2fee968b8a9fec4b372f554d67205 Mon Sep 17 00:00:00 2001
From: Nicolas Hug <nicolashug@fb.com>
Date: Fri, 16 Apr 2021 14:03:23 +0100
Subject: [PATCH 09/14] Better example

---
 docs/Makefile                |   2 +-
 gallery/assets/astronaut.jpg | Bin 0 -> 40344 bytes
 gallery/plot_transforms.py   |  79 +++++++++++++++++++++--------------
 3 files changed, 48 insertions(+), 33 deletions(-)
 create mode 100644 gallery/assets/astronaut.jpg

diff --git a/docs/Makefile b/docs/Makefile
index 41cb4e1e45e..58daa471f5c 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -20,7 +20,7 @@ docset: html
 	convert $(SPHINXPROJ).docset/icon@2x.png -resize 16x16 $(SPHINXPROJ).docset/icon.png
 
 html-noplot:  # Avoids running the gallery examples, which may take time
-	$(SPHINXBUILD) -D plot_gallery=0 -b html $(ASPHINXOPTS) "$(SOURCEDIR)" "$(BUILDDIR)"/html
+	$(SPHINXBUILD) -D plot_gallery=0 -b html $(ASPHINXOPTS)  "$(BUILDDIR)"/html
 	@echo
 	@echo "Build finished. The HTML pages are in $(BUILDDIR)/html."
 
diff --git a/gallery/assets/astronaut.jpg b/gallery/assets/astronaut.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9716f6562697103a3a5086ae98493eb8e5fbb46b
GIT binary patch
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diff --git a/gallery/plot_transforms.py b/gallery/plot_transforms.py
index 05248242045..bf393072159 100644
--- a/gallery/plot_transforms.py
+++ b/gallery/plot_transforms.py
@@ -3,48 +3,63 @@
 Illustration of transforms
 ==========================
 
-This file illustrates how torchvision transforms work on some images.
-
-(Note: this is super WIP)
+This example illustrates the various transforms available in :mod:`torchvision.transforms`.
 """
 
-####################################
-# Pad
-# ---
-#
-# The :class:`~torchvision.transforms.Pad` transform is super cool
-
-# from PIL import Image
-# import matplotlib.pyplot as plt
-# plt.plot([1,2,3,4])
-from PIL import Image, ImageMath
-from skimage.data import astronaut
+from PIL import Image
+from pathlib import Path
 import matplotlib.pyplot as plt
 import numpy as np
-from torchvision.transforms import Pad
 
-img = Image.fromarray(astronaut())
+import torchvision.transforms as tf
+
+
+orig_img = Image.open(Path('assets') / 'astronaut.jpg')
+
+
+def plot(img, title="", with_orig=True, **kwargs):
+    def _plot(img, title, **kwargs):
+        plt.figure().suptitle("Original image", fontsize=25)
+        plt.imshow(np.asarray(img), **kwargs)
+        plt.axis('off')
+
+    if with_orig:
+        _plot(orig_img, "Original image")
+    _plot(img, title, **kwargs)
 
-plt.figure().suptitle("Before padding")
-plt.imshow(np.asarray(img))
 
-padded_img = Pad(padding=30)(img)
-plt.figure().suptitle("After padding")
-plt.imshow(np.asarray(padded_img))
+
+####################################
+# Pad
+# ---
+# The :class:`~torchvision.transforms.Pad` transform
+# (see also :func:`~torchvision.transforms.functional.pad`)
+# fills image borders with some pixel values.
+padded_img = tf.Pad(padding=30)(orig_img)
+plot(padded_img, "Padded image")
 
 ####################################
 # Resize 
 # ------
-#
-# The :class:`~torchvision.transforms.Resize` transform is even cooler
-
-from torchvision.transforms import Resize
-plt.figure().suptitle("Before resize")
-plt.imshow(np.asarray(img))
-
-padded_img = Resize(size=30)(img)
-plt.figure().suptitle("After resize")
-plt.imshow(np.asarray(padded_img))
+# The :class:`~torchvision.transforms.Resize` transform
+# (see also :func:`~torchvision.transforms.functional.resize`)
+# resizes an image.
+resized_img = tf.Resize(size=30)(orig_img)
+plot(resized_img, "Resized image")
 
+####################################
+# ColorJitter
+# -----------
+# The :class:`~torchvision.transforms.ColorJitter` transform
+# randomly changes the brightness, saturation, and other properties of an image.
+jitted_img = tf.ColorJitter(brightness=.5, hue=.3)(orig_img)
+plot(jitted_img, "Jitted image")
 
-print(np.exp(3))
\ No newline at end of file
+####################################
+# Grayscale
+# ---------
+# The :class:`~torchvision.transforms.Grayscale` transform
+# (see also :func:`~torchvision.transforms.functional.to_grayscale`)
+# converts an image to grayscale
+gray_img = tf.Grayscale()(orig_img)
+plot(gray_img, "Grayscale image", cmap='gray')

From dd1ebb51dee7ddd382b77558fb76e996aed02694 Mon Sep 17 00:00:00 2001
From: Nicolas Hug <nicolashug@fb.com>
Date: Fri, 16 Apr 2021 14:20:18 +0100
Subject: [PATCH 10/14] flake8

---
 docs/source/conf.py        | 10 +++++-----
 gallery/plot_transforms.py |  3 +--
 2 files changed, 6 insertions(+), 7 deletions(-)

diff --git a/docs/source/conf.py b/docs/source/conf.py
index c29d321f98f..60994eae8b9 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -52,10 +52,10 @@
 ]
 
 sphinx_gallery_conf = {
-     'examples_dirs': '../../gallery/',   # path to your example scripts
-     'gallery_dirs': 'auto_examples',  # path to where to save gallery generated output
-     'backreferences_dir': 'gen_modules/backreferences',
-     'doc_module' : ('torchvision',),
+    'examples_dirs': '../../gallery/',   # path to your example scripts
+    'gallery_dirs': 'auto_examples',  # path to where to save gallery generated output
+    'backreferences_dir': 'gen_modules/backreferences',
+    'doc_module': ('torchvision',),
 }
 
 napoleon_use_ivar = True
@@ -298,4 +298,4 @@ def inject_minigalleries(app, what, name, obj, options, lines):
 
 
 def setup(app):
-    app.connect('autodoc-process-docstring', inject_minigalleries);
+    app.connect('autodoc-process-docstring', inject_minigalleries)
diff --git a/gallery/plot_transforms.py b/gallery/plot_transforms.py
index bf393072159..efb5878798d 100644
--- a/gallery/plot_transforms.py
+++ b/gallery/plot_transforms.py
@@ -28,7 +28,6 @@ def _plot(img, title, **kwargs):
     _plot(img, title, **kwargs)
 
 
-
 ####################################
 # Pad
 # ---
@@ -39,7 +38,7 @@ def _plot(img, title, **kwargs):
 plot(padded_img, "Padded image")
 
 ####################################
-# Resize 
+# Resize
 # ------
 # The :class:`~torchvision.transforms.Resize` transform
 # (see also :func:`~torchvision.transforms.functional.resize`)

From 967c5346ad7c892645119b392c963516f27f51cc Mon Sep 17 00:00:00 2001
From: Nicolas Hug <nicolashug@fb.com>
Date: Fri, 16 Apr 2021 14:21:12 +0100
Subject: [PATCH 11/14] update requirements.txt

---
 docs/requirements.txt | 1 -
 1 file changed, 1 deletion(-)

diff --git a/docs/requirements.txt b/docs/requirements.txt
index 1d43475cabd..e87cc0ec10c 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -1,6 +1,5 @@
 sphinx
 sphinx-gallery
-scikit-image
 matplotlib
 numpy
 -e git+git://github.com/pytorch/pytorch_sphinx_theme.git#egg=pytorch_sphinx_theme

From 339cb9b0747a5b2df336855cae13304f340c4df2 Mon Sep 17 00:00:00 2001
From: Nicolas Hug <nicolashug@fb.com>
Date: Fri, 16 Apr 2021 14:31:59 +0100
Subject: [PATCH 12/14] title fix

---
 gallery/plot_transforms.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/gallery/plot_transforms.py b/gallery/plot_transforms.py
index efb5878798d..9c8e60f6ca8 100644
--- a/gallery/plot_transforms.py
+++ b/gallery/plot_transforms.py
@@ -19,7 +19,7 @@
 
 def plot(img, title="", with_orig=True, **kwargs):
     def _plot(img, title, **kwargs):
-        plt.figure().suptitle("Original image", fontsize=25)
+        plt.figure().suptitle(title, fontsize=25)
         plt.imshow(np.asarray(img), **kwargs)
         plt.axis('off')
 

From 0963f146cd68dcd21cdc72d7be53786420a353f5 Mon Sep 17 00:00:00 2001
From: Nicolas Hug <nicolashug@fb.com>
Date: Fri, 16 Apr 2021 14:49:35 +0100
Subject: [PATCH 13/14] tf -> T

---
 gallery/plot_transforms.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/gallery/plot_transforms.py b/gallery/plot_transforms.py
index 9c8e60f6ca8..44f4f872fd3 100644
--- a/gallery/plot_transforms.py
+++ b/gallery/plot_transforms.py
@@ -11,7 +11,7 @@
 import matplotlib.pyplot as plt
 import numpy as np
 
-import torchvision.transforms as tf
+import torchvision.transforms as T
 
 
 orig_img = Image.open(Path('assets') / 'astronaut.jpg')
@@ -34,7 +34,7 @@ def _plot(img, title, **kwargs):
 # The :class:`~torchvision.transforms.Pad` transform
 # (see also :func:`~torchvision.transforms.functional.pad`)
 # fills image borders with some pixel values.
-padded_img = tf.Pad(padding=30)(orig_img)
+padded_img = T.Pad(padding=30)(orig_img)
 plot(padded_img, "Padded image")
 
 ####################################
@@ -43,7 +43,7 @@ def _plot(img, title, **kwargs):
 # The :class:`~torchvision.transforms.Resize` transform
 # (see also :func:`~torchvision.transforms.functional.resize`)
 # resizes an image.
-resized_img = tf.Resize(size=30)(orig_img)
+resized_img = T.Resize(size=30)(orig_img)
 plot(resized_img, "Resized image")
 
 ####################################
@@ -51,7 +51,7 @@ def _plot(img, title, **kwargs):
 # -----------
 # The :class:`~torchvision.transforms.ColorJitter` transform
 # randomly changes the brightness, saturation, and other properties of an image.
-jitted_img = tf.ColorJitter(brightness=.5, hue=.3)(orig_img)
+jitted_img = T.ColorJitter(brightness=.5, hue=.3)(orig_img)
 plot(jitted_img, "Jitted image")
 
 ####################################
@@ -60,5 +60,5 @@ def _plot(img, title, **kwargs):
 # The :class:`~torchvision.transforms.Grayscale` transform
 # (see also :func:`~torchvision.transforms.functional.to_grayscale`)
 # converts an image to grayscale
-gray_img = tf.Grayscale()(orig_img)
+gray_img = T.Grayscale()(orig_img)
 plot(gray_img, "Grayscale image", cmap='gray')

From 053224eb05043fc190a3f4fdd08afa3e469c7410 Mon Sep 17 00:00:00 2001
From: Nicolas Hug <nicolashug@fb.com>
Date: Mon, 19 Apr 2021 11:09:23 +0100
Subject: [PATCH 14/14] set sphinx version to 2.4.4

---
 docs/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/requirements.txt b/docs/requirements.txt
index e87cc0ec10c..6fda04707ea 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -1,4 +1,4 @@
-sphinx
+sphinx==2.4.4
 sphinx-gallery
 matplotlib
 numpy