Friday

docs/source/cli.rst

@@ -36,6 +36,21 @@ To initialize CLI (and SDK) with team token:
 
 ----------
 
+
+.. _ref_create_server:
+
+Creating a server
+~~~~~~~~~~~~~~~~~~
+
+This will create a directory by the given name in your current or provided directory:
+
+.. code-block:: bash
+
+   superannotatecli create-server --name <directory_name> --path <directory_path>
+
+----------
+
+
 .. _ref_create_project:
 
 Creating a project

docs/source/index.rst

@@ -17,6 +17,7 @@
 
    tutorial.sdk.rst
    superannotate.sdk.rst
+   server.rst
    cli.rst
    LICENSE.rst
 

docs/source/server.rst

@@ -0,0 +1,122 @@
+.. _ref_server:
+
+SAServer Reference
+======================================
+
+.. contents::
+
+The SAServer provides interface to create web API and run in development or production servers.
+
+This will create a directory by the given name in your current or provided directory:
+
+.. code-block:: bash
+
+   superannotatecli create-server --name <directory_name> --path <directory_path>
+
+----------
+
+Usage
+----------------
+
+SuperAnnotate Python SDK allows access to the platform without web browser:
+
+.. code-block:: python
+
+    import random
+    from superannotate import SAClient
+    from superannotate import SAServer
+
+
+    app = SAServer()
+    sa_client = SAClient()
+    QA_EMAILS = [
+        'qa1@superannotate.com', 'qa2@superannotate.com',
+        'qa3@superannotate.com', 'qa4@superannotate.com'
+        ]
+
+
+    @app.route("item_completed", methods=["POST"])
+    def index(request):
+        """
+        Listening webhooks on items completed events form Superannotate automation
+        and is randomly assigned to qa
+        """
+        project_id, folder_id = request.data['project_id'], request.data['folder_id']
+        project = sa_client.get_project_by_id(project_id)
+        folder = sa_client.get_folder_by_id(project_id=project_id, folder_id=folder_id)
+        sa_client.assign_items(
+            f"{project['name']}/{folder['name']}",
+            items=[request.data['name']],
+            user=random.choice(QA_EMAILS)
+        )
+
+
+    if __name__ == '__main__':
+        app.run(host='0.0.0.0', port=5002)
+
+Interface
+----------------
+
+.. automethod:: superannotate.SAServer.route
+.. automethod:: superannotate.SAServer.add_url_rule
+.. automethod:: superannotate.SAServer.run
+
+
+uWSGI
+----------
+
+`uWSGI`_ is a fast, compiled server suite with extensive configuration
+and capabilities beyond a basic server.
+
+*   It can be very performant due to being a compiled program.
+*   It is complex to configure beyond the basic application, and has so
+    many options that it can be difficult for beginners to understand.
+*   It does not support Windows (but does run on WSL).
+*   It requires a compiler to install in some cases.
+
+This page outlines the basics of running uWSGI. Be sure to read its
+documentation to understand what features are available.
+
+.. _uWSGI: https://uwsgi-docs.readthedocs.io/en/latest/
+
+uWSGI has multiple ways to install it. The most straightforward is to
+install the ``pyuwsgi`` package, which provides precompiled wheels for
+common platforms. However, it does not provide SSL support, which can be
+provided with a reverse proxy instead.
+
+Install ``pyuwsgi``.
+
+.. code-block:: text
+
+    $ pip install pyuwsgi
+
+If you have a compiler available, you can install the ``uwsgi`` package
+instead. Or install the ``pyuwsgi`` package from sdist instead of wheel.
+Either method will include SSL support.
+
+.. code-block:: text
+
+    $ pip install uwsgi
+
+    # or
+    $ pip install --no-binary pyuwsgi pyuwsgi
+
+
+Running
+-------
+
+The most basic way to run uWSGI is to tell it to start an HTTP server
+and import your application.
+
+.. code-block:: text
+
+    $ uwsgi --http 127.0.0.1:8000 --master -p 4 -w wsgi:app
+
+    *** Starting uWSGI 2.0.20 (64bit) on [x] ***
+    *** Operational MODE: preforking ***
+    spawned uWSGI master process (pid: x)
+    spawned uWSGI worker 1 (pid: x, cores: 1)
+    spawned uWSGI worker 2 (pid: x, cores: 1)
+    spawned uWSGI worker 3 (pid: x, cores: 1)
+    spawned uWSGI worker 4 (pid: x, cores: 1)
+    spawned uWSGI http 1 (pid: x)

docs/source/superannotate.sdk.rst

@@ -81,6 +81,8 @@ ______
 .. automethod:: superannotate.SAClient.unassign_items
 .. automethod:: superannotate.SAClient.get_item_metadata
 .. automethod:: superannotate.SAClient.set_annotation_statuses
+.. automethod:: superannotate.SAClient.set_approval_statuses
+.. automethod:: superannotate.SAClient.set_approval
 
 ----------
 

pytest.ini

@@ -2,5 +2,5 @@
 minversion = 3.7
 log_cli=true
 python_files = test_*.py
-;pytest_plugins = ['pytest_profiling']
+pytest_plugins = ['pytest_profiling']
 ;addopts = -n auto --dist=loadscope

requirements.txt

@@ -2,23 +2,24 @@ pydicom>=2.0.0
 boto3>=1.14.53
 requests==2.26.0
 requests-toolbelt>=0.9.1
+aiohttp>=3.8.1
 tqdm==4.64.0
 pillow>=7.2.0
 matplotlib>=3.3.1
 xmltodict==0.12.0
 opencv-python>=4.4.0.42
 wheel==0.35.1
 packaging>=20.4
-plotly==4.1.0
+plotly>=4.1.0
 ffmpeg-python>=0.2.0
 fire==0.4.0
 mixpanel==4.8.3
 pydantic>=1.10.2
-setuptools~=57.4.0
-aiohttp==3.8.1
+setuptools>=57.4.0
 email-validator>=1.0.3
 nest-asyncio==1.5.4
 jsonschema==3.2.0
 pandas>=1.1.4
 aiofiles==0.8.0
-
+Werkzeug==2.2.2
+Jinja2==3.0.3

src/superannotate/__init__.py

@@ -1,9 +1,8 @@
 import os
 import sys
+import typing
 
-
-__version__ = "4.4.8"
-
+__version__ = "4.4.9dev5"
 
 sys.path.append(os.path.split(os.path.realpath(__file__))[0])
 
@@ -19,6 +18,8 @@
 from superannotate.lib.app.input_converters import export_annotation  # noqa
 from superannotate.lib.app.input_converters import import_annotation  # noqa
 from superannotate.lib.app.interface.sdk_interface import SAClient  # noqa
+from superannotate.lib.app.server import SAServer  # noqa
+from superannotate.lib.app.server.utils import setup_app  # noqa
 from superannotate.lib.core import PACKAGE_VERSION_INFO_MESSAGE  # noqa
 from superannotate.lib.core import PACKAGE_VERSION_MAJOR_UPGRADE  # noqa
 from superannotate.lib.core import PACKAGE_VERSION_UPGRADE  # noqa
@@ -27,9 +28,18 @@
 
 SESSIONS = {}
 
+
+def create_app(apps: typing.List[str] = None) -> SAServer:
+    setup_app(apps)
+    server = SAServer()
+    return server
+
+
 __all__ = [
     "__version__",
     "SAClient",
+    "SAServer",
+    "create_app",
     # Utils
     "enums",
     "AppException",
@@ -52,7 +62,7 @@ def log_version_info():
     local_version = parse(__version__)
     if local_version.is_prerelease:
         logger.info(PACKAGE_VERSION_INFO_MESSAGE.format(__version__))
-    req = requests.get("https://pypi.python.org/pypi/superannotate/json")
+    req = requests.get("https://pypi.org/pypi/superannotate/json")
     if req.ok:
         releases = req.json().get("releases", [])
         pip_version = parse("0")

src/superannotate/lib/app/input_converters/sa_conversion.py

@@ -1,3 +1,4 @@
+import itertools
 import json
 import shutil
 
@@ -20,65 +21,63 @@ def copy_file(src_path, dst_path):
 
 def from_pixel_to_vector(json_paths, output_dir):
     img_names = []
+
     for json_path in json_paths:
         file_name = str(json_path.name).replace("___pixel.json", "___objects.json")
 
         mask_name = str(json_path).replace("___pixel.json", "___save.png")
         img = cv2.imread(mask_name)
         H, W, _ = img.shape
-
         sa_json = json.load(open(json_path))
         instances = sa_json["instances"]
-        idx = 0
+        new_instances = []
+        global_idx = itertools.count()
         sa_instances = []
+
         for instance in instances:
             if "parts" not in instance.keys():
                 if "type" in instance.keys() and instance["type"] == "meta":
                     sa_instances.append(instance)
                 continue
-
             parts = instance["parts"]
+            if len(parts) > 1:
+                group_id = next(global_idx)
+            else:
+                group_id = 0
+            from collections import defaultdict
 
-            polygons = []
             for part in parts:
                 color = list(hex_to_rgb(part["color"]))
                 mask = np.zeros((H, W), dtype=np.uint8)
                 mask[np.all((img == color[::-1]), axis=2)] = 255
-                contours, _ = cv2.findContours(
-                    mask, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE
-                )
-                part_polygons = []
-                for contour in contours:
-                    segment = contour.flatten().tolist()
-                    if len(segment) > 6:
-                        part_polygons.append(segment)
-                polygons.append(part_polygons)
-
-            for part_polygons in polygons:
-                if len(part_polygons) > 1:
-                    idx += 1
-                    group_id = idx
-                else:
-                    group_id = 0
 
-                for polygon in part_polygons:
+                #  child contour index hierarchy[0][[i][3]
+                contours, hierarchy = cv2.findContours(
+                    mask, cv2.RETR_CCOMP, cv2.CHAIN_APPROX_SIMPLE
+                )
+                parent_child_map = defaultdict(list)
+                for idx, _hierarchy in enumerate(hierarchy[0]):
+
+                    if len(contours[idx].flatten().tolist()) <= 6:
+                        continue
+                    if _hierarchy[3] < 0:
+                        parent_child_map[idx] = []
+                    else:
+                        parent_child_map[_hierarchy[3]].append(idx)
+
+                for outer, inners in parent_child_map.items():
+                    outer_points = contours[outer].flatten().tolist()
+                    exclude_points = [contours[i].flatten().tolist() for i in inners]
                     temp = instance.copy()
                     del temp["parts"]
                     temp["pointLabels"] = {}
                     temp["groupId"] = group_id
                     temp["type"] = "polygon"
-                    temp["points"] = polygon
-                    sa_instances.append(temp.copy())
-                    temp["type"] = "bbox"
-                    temp["points"] = {
-                        "x1": min(polygon[::2]),
-                        "x2": max(polygon[::2]),
-                        "y1": min(polygon[1::2]),
-                        "y2": max(polygon[1::2]),
-                    }
-                    sa_instances.append(temp.copy())
+                    temp["points"] = outer_points
+                    temp["exclude"] = exclude_points
+                    new_instances.append(temp)
 
-        sa_json["instances"] = sa_instances
+        sa_json["instances"] = new_instances
         write_to_json(output_dir / file_name, sa_json)
         img_names.append(file_name.replace("___objects.json", ""))
     return img_names

src/superannotate/lib/app/interface/cli_interface.py

@@ -1,9 +1,12 @@
 import os
+import shutil
 import sys
 import tempfile
+from pathlib import Path
 from typing import Any
 from typing import Optional
 
+import lib as sa_lib
 import lib.core as constances
 from lib import __file__ as lib_path
 from lib.app.input_converters.conversion import import_annotation
@@ -255,3 +258,20 @@ def upload_videos(
             image_quality_in_editor=None,
         )
         sys.exit(0)
+
+    def create_server(self, name: str, path: str = None):
+        """
+        This will create a directory by the given name in your current or provided directory.
+        """
+        path = Path(os.path.expanduser(path if path else ".")) / name
+        if path.exists():
+            raise Exception(f"Directory already exists {str(path.absolute())}")
+        path.mkdir(parents=True)
+        default_files_path = Path(sa_lib.__file__).parent / "app" / "server"
+        shutil.copy(default_files_path / "__app.py", path / "app.py")
+        shutil.copy(default_files_path / "__wsgi.py", path / "wsgi.py")
+        shutil.copy(default_files_path / "Dockerfile", path / "Dockerfile")
+        shutil.copy(default_files_path / "requirements.txt", path / "requirements.txt")
+        shutil.copy(default_files_path / "README.rst", path / "README.rst")
+        shutil.copy(default_files_path / "run.sh", path / "run.sh")
+        shutil.copytree(default_files_path / "deployment", path / "deployment")