From b4b9eb3a1f3ca3e12b3fd8a61e7760b48c0bbd2d Mon Sep 17 00:00:00 2001
From: Vaghinak Basentsyan <vaghinak@superannotate.com>
Date: Mon, 12 Dec 2022 13:12:19 +0400
Subject: [PATCH] Docs update

---
 README.rst            | 50 ++++++++++++++++++++++++-----------------
 docs/source/index.rst | 52 ++++++++++++++++++++++++++++++++++++-------
 2 files changed, 73 insertions(+), 29 deletions(-)

diff --git a/README.rst b/README.rst
index d95540dba..4d7c71847 100644
--- a/README.rst
+++ b/README.rst
@@ -27,35 +27,41 @@ Authentication
 
 .. code-block:: python
 
-    >>> from superannotate import SAClient
-        # by environment variable SA_TOKEN
-    >>> sa_client = SAClient()
-        # by token
-    >>> sa_client = SAClient(token='<team token>')
-        # by config file
-        # default path is ~/.superannotate/config.json
-    >>> sa_client = SAClient(config_path='~/.superannotate/dev_config.json')
+    from superannotate import SAClient
+    # by environment variable SA_TOKEN
+    sa_client = SAClient()
+    # by token
+    sa_client = SAClient(token='<team token>')
+    # by config file
+    # default path is ~/.superannotate/config.json
+    sa_client = SAClient(config_path='~/.superannotate/dev_config.json')
 
 Using superannotate
 -------------------
 
 .. code-block:: python
 
-    >>> from superannotate import SAClient
-    >>> sa_client =SAClient()
-    >>> project = 'Dogs'
-    >>> sa_client.create_project(
+    from superannotate import SAClient
+
+
+    sa_client =SAClient()
+
+    project = 'Dogs'
+
+    sa_client.create_project(
             project_name=project,
             project_description='Test project generated via SDK',
             project_type='Vector'
         )
-        >>> sa_client.create_annotation_class(
-            project=project,
-            name='dog',
-            color='#F9E0FA',
-            class_type='tag'
-        )
-    >>> sa_client.attach_items(
+
+    sa_client.create_annotation_class(
+        project=project,
+        name='dog',
+        color='#F9E0FA',
+        class_type='tag'
+    )
+
+    sa_client.attach_items(
             project=project,
             attachments=[
                 {
@@ -64,7 +70,8 @@ Using superannotate
                 }
             ]
         )
-    >>> sa_client.upload_annotations(
+
+    sa_client.upload_annotations(
             project=project,
             annotations=[
                 {
@@ -75,7 +82,8 @@ Using superannotate
                 }
             ]
         )
-    >>> sa_client.get_annotations(project=project, items=['dog.jpeg'])
+
+    sa_client.get_annotations(project=project, items=['dog.jpeg'])
 
 Installation
 ------------
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 6b52ceeea..05f9272d9 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -29,13 +29,49 @@ SuperAnnotate Python SDK allows access to the platform without web browser:
 
 .. code-block:: python
 
-   from superannotate import SAClient
-
-   sa = SAClient()
-
-   sa.create_project("Example Project 1", "example", "Vector")
-
-   sa.upload_images_from_folder_to_project("Example Project 1", "<path_to_my_images_folder>")
+    from superannotate import SAClient
+
+
+    sa_client =SAClient()
+
+    project = 'Dogs'
+
+    sa_client.create_project(
+            project_name=project,
+            project_description='Test project generated via SDK',
+            project_type='Vector'
+        )
+
+    sa_client.create_annotation_class(
+        project=project,
+        name='dog',
+        color='#F9E0FA',
+        class_type='tag'
+    )
+
+    sa_client.attach_items(
+            project=project,
+            attachments=[
+                {
+                    'url': 'https://drive.google.com/uc?export=download&id=1ipOrZNSTlPUkI_hnrW9aUD5yULqqq5Vl',
+                    'name': 'dog.jpeg'
+                }
+            ]
+        )
+
+    sa_client.upload_annotations(
+            project=project,
+            annotations=[
+                {
+                    'metadata': {'name': 'dog.jpeg'},
+                    'instances': [
+                        {'type': 'tag', 'className': 'dog'}
+                    ]
+                }
+            ]
+        )
+
+    sa_client.get_annotations(project=project, items=['dog.jpeg'])
 
 ----------
 
@@ -50,7 +86,7 @@ SDK is available on PyPI:
    pip install superannotate
 
 
-The package officially supports Python 3.6+ and was tested under Linux and
+The package officially supports Python 3.7+ and was tested under Linux and
 Windows (`Anaconda <https://www.anaconda.com/products/individual#windows>`_) platforms.
 
 For more detailed installation steps and package usage please have a look at