From 5303624feee49c6ca15891d0f5041e3a1cf9cb76 Mon Sep 17 00:00:00 2001
From: Aditya Oke <okeaditya315@gmail.com>
Date: Tue, 9 Mar 2021 22:51:39 +0530
Subject: [PATCH 1/4] add missing docs

---
 docs/source/datasets.rst | 25 +++++++++++++++++++++++++
 1 file changed, 25 insertions(+)

diff --git a/docs/source/datasets.rst b/docs/source/datasets.rst
index 6341e00fca0..8ccdc1d7a93 100644
--- a/docs/source/datasets.rst
+++ b/docs/source/datasets.rst
@@ -24,6 +24,18 @@ All the datasets have almost similar API. They all have two common arguments:
 
 .. currentmodule:: torchvision.datasets
 
+
+Caltech
+~~~~~~~
+
+.. autoclass:: Caltech101
+  :members: __getitem__
+  :special-members:
+
+.. autoclass:: Caltech256
+  :members: __getitem__
+  :special-members:
+
 CelebA
 ~~~~~~
 
@@ -192,6 +204,13 @@ SBU
   :members: __getitem__
   :special-members:
 
+SEMEION
+~~~~~~
+
+.. autoclass:: SEMEION
+  :members: __getitem__
+  :special-members:
+
 STL10
 ~~~~~
 
@@ -231,3 +250,9 @@ VOC
   :members: __getitem__
   :special-members:
 
+WIDERFace
+~~~~~~~~~
+
+.. autoclass:: WIDERFace
+  :members: __getitem__
+  :special-members:

From cb2184523dec40fd82120f7f4c1cdfb68cd341d4 Mon Sep 17 00:00:00 2001
From: Aditya Oke <okeaditya315@gmail.com>
Date: Tue, 9 Mar 2021 23:26:15 +0530
Subject: [PATCH 2/4] tries fixing docs

---
 docs/source/datasets.rst          | 2 +-
 torchvision/datasets/semeion.py   | 5 ++++-
 torchvision/datasets/widerface.py | 1 +
 3 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/docs/source/datasets.rst b/docs/source/datasets.rst
index 8ccdc1d7a93..ceb517ced8f 100644
--- a/docs/source/datasets.rst
+++ b/docs/source/datasets.rst
@@ -205,7 +205,7 @@ SBU
   :special-members:
 
 SEMEION
-~~~~~~
+~~~~~~~
 
 .. autoclass:: SEMEION
   :members: __getitem__
diff --git a/torchvision/datasets/semeion.py b/torchvision/datasets/semeion.py
index dad530ffa15..20ce4e5f5d5 100644
--- a/torchvision/datasets/semeion.py
+++ b/torchvision/datasets/semeion.py
@@ -8,7 +8,8 @@
 
 
 class SEMEION(VisionDataset):
-    """`SEMEION <http://archive.ics.uci.edu/ml/datasets/semeion+handwritten+digit>`_ Dataset.
+    r"""`SEMEION <http://archive.ics.uci.edu/ml/datasets/semeion+handwritten+digit>`_ Dataset.
+
     Args:
         root (string): Root directory of dataset where directory
             ``semeion.py`` exists.
@@ -19,6 +20,7 @@ class SEMEION(VisionDataset):
         download (bool, optional): If true, downloads the dataset from the internet and
             puts it in root directory. If dataset is already downloaded, it is not
             downloaded again.
+
     """
     url = "http://archive.ics.uci.edu/ml/machine-learning-databases/semeion/semeion.data"
     filename = "semeion.data"
@@ -53,6 +55,7 @@ def __getitem__(self, index: int) -> Tuple[Any, Any]:
         """
         Args:
             index (int): Index
+
         Returns:
             tuple: (image, target) where target is index of the target class.
         """
diff --git a/torchvision/datasets/widerface.py b/torchvision/datasets/widerface.py
index 5e826183f57..72c0eed472b 100644
--- a/torchvision/datasets/widerface.py
+++ b/torchvision/datasets/widerface.py
@@ -29,6 +29,7 @@ class WIDERFace(VisionDataset):
         download (bool, optional): If true, downloads the dataset from the internet and
             puts it in root directory. If dataset is already downloaded, it is not
             downloaded again.
+
     """
 
     BASE_FOLDER = "widerface"

From c55e5d0a71651126532e677fcdb24afd8eb38170 Mon Sep 17 00:00:00 2001
From: Aditya Oke <okeaditya315@gmail.com>
Date: Wed, 10 Mar 2021 21:58:37 +0530
Subject: [PATCH 3/4] fixes docs

---
 torchvision/datasets/widerface.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/torchvision/datasets/widerface.py b/torchvision/datasets/widerface.py
index 72c0eed472b..366bddd52aa 100644
--- a/torchvision/datasets/widerface.py
+++ b/torchvision/datasets/widerface.py
@@ -14,6 +14,8 @@ class WIDERFace(VisionDataset):
     Args:
         root (string): Root directory where images and annotations are downloaded to.
             Expects the following folder structure if download=False:
+            .. code::
+
                 <root>
                     └── widerface
                         ├── wider_face_split ('wider_face_split.zip' if compressed)

From 87b8165cb74cb93e029132023205ca09b3b2883c Mon Sep 17 00:00:00 2001
From: Aditya Oke <okeaditya315@gmail.com>
Date: Thu, 11 Mar 2021 19:27:17 +0530
Subject: [PATCH 4/4] fixes ..code

---
 torchvision/datasets/kinetics.py  | 1 +
 torchvision/datasets/widerface.py | 1 +
 2 files changed, 2 insertions(+)

diff --git a/torchvision/datasets/kinetics.py b/torchvision/datasets/kinetics.py
index e977fc42ba7..f459b526ca4 100644
--- a/torchvision/datasets/kinetics.py
+++ b/torchvision/datasets/kinetics.py
@@ -24,6 +24,7 @@ class Kinetics400(VisionDataset):
 
     Args:
         root (string): Root directory of the Kinetics-400 Dataset. Should be structured as follows:
+
             .. code::
 
                 root/
diff --git a/torchvision/datasets/widerface.py b/torchvision/datasets/widerface.py
index 366bddd52aa..55ad6d1e76a 100644
--- a/torchvision/datasets/widerface.py
+++ b/torchvision/datasets/widerface.py
@@ -14,6 +14,7 @@ class WIDERFace(VisionDataset):
     Args:
         root (string): Root directory where images and annotations are downloaded to.
             Expects the following folder structure if download=False:
+
             .. code::
 
                 <root>