Support for Market-1501 dataset format (#2869)

* Add support for Market-1501 dataset format

* fix data access

* Update Datumaro version

* Add transforms

* Update Changelog

CHANGELOG.md

@@ -25,6 +25,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - [VGGFace2](https://github.com/ox-vgg/vgg_face2) format support (<https://github.com/openvinotoolkit/cvat/pull/2865>)
 - [Backup/Restore guide](cvat/apps/documentation/backup_guide.md) (<https://github.com/openvinotoolkit/cvat/pull/2964>)
 - Label deletion from tasks and projects (<https://github.com/openvinotoolkit/cvat/pull/2881>)
+- [Market-1501](https://www.aitribune.com/dataset/2018051063) format support (<https://github.com/openvinotoolkit/cvat/pull/2869>)
 
 ### Changed
 

README.md

@@ -64,6 +64,7 @@ For more information about supported formats look at the
 | [CamVid](http://mi.eng.cam.ac.uk/research/projects/VideoRec/CamVid/)          | X      | X      |
 | [WIDER Face](http://shuoyang1213.me/WIDERFACE/)                               | X      | X      |
 | [VGGFace2](https://github.com/ox-vgg/vgg_face2)                               | X      | X      |
+| [Market-1501](https://www.aitribune.com/dataset/2018051063)                   | X      | X      |
 
 ## Deep learning serverless functions for automatic labeling
 

cvat/apps/dataset_manager/formats/README.md

@@ -22,6 +22,7 @@
   - [CamVid](#camvid)
   - [WIDER Face](#widerface)
   - [VGGFace2](#vggface2)
+  - [Market-1501](#market1501)
 
 ## How to add a new annotation format support<a id="how-to-add"></a>
 
@@ -937,3 +938,39 @@ label1 <class1>
 Uploaded file: a zip archive of the structure above
 
 - supported annotations: Rectangles, Points (landmarks - groups of 5 points)
+
+### [Market-1501](https://www.aitribune.com/dataset/2018051063)<a id="market1501" />
+
+#### Market-1501 Dumper
+
+Downloaded file: a zip archive of the following structure:
+
+```bash
+taskname.zip/
+├── bounding_box_<any_subset_name>/
+│   └── image_name_1.jpg
+└── query
+    ├── image_name_2.jpg
+    └── image_name_3.jpg
+# if we keep only annotation:
+taskname.zip/
+└── images_<any_subset_name>.txt
+# images_<any_subset_name>.txt
+query/image_name_1.jpg
+bounding_box_<any_subset_name>/image_name_2.jpg
+bounding_box_<any_subset_name>/image_name_3.jpg
+# image_name = 0001_c1s1_000015_00.jpg
+0001 - person id
+c1 - camera id (there are totally 6 cameras)
+s1 - sequence
+000015 - frame number in sequence
+00 - means that this bounding box is the first one among the several
+```
+
+- supported annotations: Label `market-1501` with atrributes (`query`, `person_id`, `camera_id`)
+
+#### Market-1501 Loader
+
+Uploaded file: a zip archive of the structure above
+
+- supported annotations: Label `market-1501` with atrributes (`query`, `person_id`, `camera_id`)

cvat/apps/dataset_manager/formats/market1501.py

@@ -0,0 +1,77 @@
+# Copyright (C) 2021 Intel Corporation
+#
+# SPDX-License-Identifier: MIT
+
+import zipfile
+from tempfile import TemporaryDirectory
+
+from datumaro.components.dataset import Dataset
+from datumaro.components.extractor import (AnnotationType, Label,
+    LabelCategories, Transform)
+
+from cvat.apps.dataset_manager.bindings import (CvatTaskDataExtractor,
+    import_dm_annotations)
+from cvat.apps.dataset_manager.util import make_zip_archive
+
+from .registry import dm_env, exporter, importer
+
+class AttrToLabelAttr(Transform):
+    def __init__(self, extractor, label):
+        super().__init__(extractor)
+
+        assert isinstance(label, str)
+        self._categories = {}
+        label_cat = self._extractor.categories().get(AnnotationType.label)
+        if not label_cat:
+            label_cat = LabelCategories()
+        self._label = label_cat.add(label)
+        self._categories[AnnotationType.label] = label_cat
+
+    def categories(self):
+        return self._categories
+
+    def transform_item(self, item):
+        annotations = item.annotations
+        if item.attributes:
+            annotations.append(Label(self._label, attributes=item.attributes))
+            item.attributes = {}
+        return item.wrap(annotations=annotations)
+
+class LabelAttrToAttr(Transform):
+    def __init__(self, extractor, label):
+        super().__init__(extractor)
+
+        assert isinstance(label, str)
+        label_cat = self._extractor.categories().get(AnnotationType.label)
+        self._label = label_cat.find(label)[0]
+
+    def transform_item(self, item):
+        annotations = item.annotations
+        attributes = item.attributes
+        if self._label != None:
+            labels = [ann for ann in annotations
+                if ann.type == AnnotationType.label \
+                    and ann.label == self._label]
+            if len(labels) == 1:
+                attributes.update(labels[0].attributes)
+                annotations.remove(labels[0])
+        return item.wrap(annotations=annotations, attributes=attributes)
+
+
+@exporter(name='Market-1501', ext='ZIP', version='1.0')
+def _export(dst_file, task_data, save_images=False):
+    dataset = Dataset.from_extractors(CvatTaskDataExtractor(
+        task_data, include_images=save_images), env=dm_env)
+    with TemporaryDirectory() as temp_dir:
+        dataset.transform(LabelAttrToAttr, 'market-1501')
+        dataset.export(temp_dir, 'market1501', save_images=save_images)
+        make_zip_archive(temp_dir, dst_file)
+
+@importer(name='Market-1501', ext='ZIP', version='1.0')
+def _import(src_file, task_data):
+    with TemporaryDirectory() as tmp_dir:
+        zipfile.ZipFile(src_file).extractall(tmp_dir)
+
+        dataset = Dataset.import_from(tmp_dir, 'market1501', env=dm_env)
+        dataset.transform(AttrToLabelAttr, 'market-1501')
+        import_dm_annotations(dataset, task_data)

cvat/apps/dataset_manager/formats/registry.py

@@ -97,3 +97,4 @@ import cvat.apps.dataset_manager.formats.imagenet
 import cvat.apps.dataset_manager.formats.camvid
 import cvat.apps.dataset_manager.formats.widerface
 import cvat.apps.dataset_manager.formats.vggface2
+import cvat.apps.dataset_manager.formats.market1501

cvat/apps/dataset_manager/tests/test_formats.py

@@ -284,6 +284,7 @@ class TaskExportTest(_DbTestBase):
             'CamVid 1.0',
             'WiderFace 1.0',
             'VGGFace2 1.0',
+            'Market-1501 1.0',
         })
 
     def test_import_formats_query(self):
@@ -304,6 +305,7 @@ class TaskExportTest(_DbTestBase):
             'CamVid 1.0',
             'WiderFace 1.0',
             'VGGFace2 1.0',
+            'Market-1501 1.0',
         })
 
     def test_exports(self):
@@ -346,6 +348,7 @@ class TaskExportTest(_DbTestBase):
             ('CamVid 1.0', 'camvid'),
             ('WiderFace 1.0', 'wider_face'),
             ('VGGFace2 1.0', 'vgg_face2'),
+            ('Market-1501 1.0', 'market1501'),
         ]:
             with self.subTest(format=format_name):
                 if not dm.formats.registry.EXPORT_FORMATS[format_name].ENABLED:

cvat/apps/engine/tests/test_rest_api.py

@@ -2778,7 +2778,7 @@ class JobAnnotationAPITestCase(APITestCase):
     def setUpTestData(cls):
         create_db_users(cls)
 
-    def _create_task(self, owner, assignee):
+    def _create_task(self, owner, assignee, annotation_format=""):
         data = {
             "name": "my task #1",
             "owner_id": owner.id,
@@ -2833,6 +2833,30 @@ class JobAnnotationAPITestCase(APITestCase):
                 },
             ]
         }
+        if annotation_format == "Market-1501 1.0":
+            data["labels"] = [{
+                "name": "market-1501",
+                "attributes": [
+                    {
+                        "name": "query",
+                        "mutable": False,
+                        "input_type": "select",
+                        "values": ["True", "False"]
+                    },
+                    {
+                        "name": "camera_id",
+                        "mutable": False,
+                        "input_type": "number",
+                        "values": ["0", "1", "2", "3", "4", "5"]
+                    },
+                    {
+                        "name": "person_id",
+                        "mutable": False,
+                        "input_type": "number",
+                        "values": ["1", "2", "3"]
+                    },
+                ]
+            }]
 
         with ForceLogin(owner, self.client):
             response = self.client.post('/api/v1/tasks', data=data, format="json")
@@ -3812,147 +3836,148 @@ class TaskAnnotationAPITestCase(JobAnnotationAPITestCase):
             HTTP_201_CREATED = status.HTTP_401_UNAUTHORIZED
 
         def _get_initial_annotation(annotation_format):
-            rectangle_tracks_with_attrs = [{
-                "frame": 0,
-                "label_id": task["labels"][0]["id"],
-                "group": 0,
-                "source": "manual",
-                "attributes": [
-                    {
-                        "spec_id": task["labels"][0]["attributes"][0]["id"],
-                        "value": task["labels"][0]["attributes"][0]["values"][0]
-                    },
-                ],
-                "shapes": [
-                    {
-                        "frame": 0,
-                        "points": [1.0, 2.1, 50.1, 30.22],
-                        "type": "rectangle",
-                        "occluded": False,
-                        "outside": False,
-                        "attributes": [
-                            {
-                                "spec_id": task["labels"][0]["attributes"][1]["id"],
-                                "value": task["labels"][0]["attributes"][1]["default_value"]
-                            }
-                        ]
-                    },
-                    {
-                        "frame": 1,
-                        "points": [2.0, 2.1, 77.2, 36.22],
-                        "type": "rectangle",
-                        "occluded": True,
-                        "outside": False,
-                        "attributes": [
-                            {
-                                "spec_id": task["labels"][0]["attributes"][1]["id"],
-                                "value": task["labels"][0]["attributes"][1]["default_value"]
-                            }
-                        ]
-                    },
-                    {
-                        "frame": 2,
-                        "points": [2.0, 2.1, 77.2, 36.22],
-                        "type": "rectangle",
-                        "occluded": True,
-                        "outside": True,
-                        "attributes": [
-                            {
-                                "spec_id": task["labels"][0]["attributes"][1]["id"],
-                                "value": task["labels"][0]["attributes"][1]["default_value"]
-                            }
-                        ]
-                    },
-                ]
-            }]
-            rectangle_tracks_wo_attrs = [{
-                "frame": 0,
-                "label_id": task["labels"][1]["id"],
-                "group": 0,
-                "source": "manual",
-                "attributes": [],
-                "shapes": [
-                    {
-                        "frame": 0,
-                        "attributes": [],
-                        "points": [1.0, 2.1, 50.2, 36.6],
-                        "type": "rectangle",
-                        "occluded": False,
-                        "outside": False,
-                    },
-                    {
-                        "frame": 1,
-                        "attributes": [],
-                        "points": [1.0, 2.1, 51, 36.6],
-                        "type": "rectangle",
-                        "occluded": False,
-                        "outside": False
-                    },
-                    {
-                        "frame": 2,
-                        "attributes": [],
-                        "points": [1.0, 2.1, 51, 36.6],
-                        "type": "rectangle",
-                        "occluded": False,
-                        "outside": True,
-                    }
-                ]
-            }]
-            polygon_tracks_wo_attrs = [{
-                "frame": 0,
-                "label_id": task["labels"][1]["id"],
-                "group": 0,
-                "source": "manual",
-                "attributes": [],
-                "shapes": [
-                    {
-                        "frame": 0,
-                        "attributes": [],
-                        "points": [1.0, 2.1, 50.2, 36.6, 7.0, 10.0],
-                        "type": "polygon",
-                        "occluded": False,
-                        "outside": False,
-                    },
-                    {
-                        "frame": 1,
-                        "attributes": [],
-                        "points": [1.0, 2.1, 51, 36.6, 8.0, 11.0],
-                        "type": "polygon",
-                        "occluded": False,
-                        "outside": False
-                    },
-                    {
-                        "frame": 2,
-                        "attributes": [],
-                        "points": [1.0, 2.1, 51, 36.6, 14.0, 15.0],
-                        "type": "polygon",
-                        "occluded": False,
-                        "outside": True,
-                    }
-                ]
-            }]
+            if annotation_format != "Market-1501 1.0":
+                rectangle_tracks_with_attrs = [{
+                    "frame": 0,
+                    "label_id": task["labels"][0]["id"],
+                    "group": 0,
+                    "source": "manual",
+                    "attributes": [
+                        {
+                            "spec_id": task["labels"][0]["attributes"][0]["id"],
+                            "value": task["labels"][0]["attributes"][0]["values"][0]
+                        },
+                    ],
+                    "shapes": [
+                        {
+                            "frame": 0,
+                            "points": [1.0, 2.1, 50.1, 30.22],
+                            "type": "rectangle",
+                            "occluded": False,
+                            "outside": False,
+                            "attributes": [
+                                {
+                                    "spec_id": task["labels"][0]["attributes"][1]["id"],
+                                    "value": task["labels"][0]["attributes"][1]["default_value"]
+                                }
+                            ]
+                        },
+                        {
+                            "frame": 1,
+                            "points": [2.0, 2.1, 77.2, 36.22],
+                            "type": "rectangle",
+                            "occluded": True,
+                            "outside": False,
+                            "attributes": [
+                                {
+                                    "spec_id": task["labels"][0]["attributes"][1]["id"],
+                                    "value": task["labels"][0]["attributes"][1]["default_value"]
+                                }
+                            ]
+                        },
+                        {
+                            "frame": 2,
+                            "points": [2.0, 2.1, 77.2, 36.22],
+                            "type": "rectangle",
+                            "occluded": True,
+                            "outside": True,
+                            "attributes": [
+                                {
+                                    "spec_id": task["labels"][0]["attributes"][1]["id"],
+                                    "value": task["labels"][0]["attributes"][1]["default_value"]
+                                }
+                            ]
+                        },
+                    ]
+                }]
+                rectangle_tracks_wo_attrs = [{
+                    "frame": 0,
+                    "label_id": task["labels"][1]["id"],
+                    "group": 0,
+                    "source": "manual",
+                    "attributes": [],
+                    "shapes": [
+                        {
+                            "frame": 0,
+                            "attributes": [],
+                            "points": [1.0, 2.1, 50.2, 36.6],
+                            "type": "rectangle",
+                            "occluded": False,
+                            "outside": False,
+                        },
+                        {
+                            "frame": 1,
+                            "attributes": [],
+                            "points": [1.0, 2.1, 51, 36.6],
+                            "type": "rectangle",
+                            "occluded": False,
+                            "outside": False
+                        },
+                        {
+                            "frame": 2,
+                            "attributes": [],
+                            "points": [1.0, 2.1, 51, 36.6],
+                            "type": "rectangle",
+                            "occluded": False,
+                            "outside": True,
+                        }
+                    ]
+                }]
+                polygon_tracks_wo_attrs = [{
+                    "frame": 0,
+                    "label_id": task["labels"][1]["id"],
+                    "group": 0,
+                    "source": "manual",
+                    "attributes": [],
+                    "shapes": [
+                        {
+                            "frame": 0,
+                            "attributes": [],
+                            "points": [1.0, 2.1, 50.2, 36.6, 7.0, 10.0],
+                            "type": "polygon",
+                            "occluded": False,
+                            "outside": False,
+                        },
+                        {
+                            "frame": 1,
+                            "attributes": [],
+                            "points": [1.0, 2.1, 51, 36.6, 8.0, 11.0],
+                            "type": "polygon",
+                            "occluded": False,
+                            "outside": False
+                        },
+                        {
+                            "frame": 2,
+                            "attributes": [],
+                            "points": [1.0, 2.1, 51, 36.6, 14.0, 15.0],
+                            "type": "polygon",
+                            "occluded": False,
+                            "outside": True,
+                        }
+                    ]
+                }]
 
-            rectangle_shapes_with_attrs = [{
-                "frame": 0,
-                "label_id": task["labels"][0]["id"],
-                "group": 0,
-                "source": "manual",
-                "attributes": [
-                    {
-                        "spec_id": task["labels"][0]["attributes"][0]["id"],
-                        "value": task["labels"][0]["attributes"][0]["values"][0]
-                    },
-                    {
-                        "spec_id": task["labels"][0]["attributes"][1]["id"],
-                        "value": task["labels"][0]["attributes"][1]["default_value"]
-                    }
-                ],
-                "points": [1.0, 2.1, 10.6, 53.22],
-                "type": "rectangle",
-                "occluded": False,
-            }]
+                rectangle_shapes_with_attrs = [{
+                    "frame": 0,
+                    "label_id": task["labels"][0]["id"],
+                    "group": 0,
+                    "source": "manual",
+                    "attributes": [
+                        {
+                            "spec_id": task["labels"][0]["attributes"][0]["id"],
+                            "value": task["labels"][0]["attributes"][0]["values"][0]
+                        },
+                        {
+                            "spec_id": task["labels"][0]["attributes"][1]["id"],
+                            "value": task["labels"][0]["attributes"][1]["default_value"]
+                        }
+                    ],
+                    "points": [1.0, 2.1, 10.6, 53.22],
+                    "type": "rectangle",
+                    "occluded": False,
+                }]
 
-            rectangle_shapes_with_wider_attrs = [{
+                rectangle_shapes_with_wider_attrs = [{
                     "frame": 0,
                     "label_id": task["labels"][2]["id"],
                     "group": 0,
@@ -3976,59 +4001,59 @@ class TaskAnnotationAPITestCase(JobAnnotationAPITestCase):
                     "occluded": False,
                 }]
 
-            rectangle_shapes_wo_attrs = [{
-                "frame": 1,
-                "label_id": task["labels"][1]["id"],
-                "group": 0,
-                "source": "manual",
-                "attributes": [],
-                "points": [2.0, 2.1, 40, 50.7],
-                "type": "rectangle",
-                "occluded": False,
-            }]
+                rectangle_shapes_wo_attrs = [{
+                    "frame": 1,
+                    "label_id": task["labels"][1]["id"],
+                    "group": 0,
+                    "source": "manual",
+                    "attributes": [],
+                    "points": [2.0, 2.1, 40, 50.7],
+                    "type": "rectangle",
+                    "occluded": False,
+                }]
 
-            polygon_shapes_wo_attrs = [{
-                "frame": 1,
-                "label_id": task["labels"][1]["id"],
-                "group": 0,
-                "source": "manual",
-                "attributes": [],
-                "points": [2.0, 2.1, 100, 30.22, 40, 77, 1, 3],
-                "type": "polygon",
-                "occluded": False,
-            }]
+                polygon_shapes_wo_attrs = [{
+                    "frame": 1,
+                    "label_id": task["labels"][1]["id"],
+                    "group": 0,
+                    "source": "manual",
+                    "attributes": [],
+                    "points": [2.0, 2.1, 100, 30.22, 40, 77, 1, 3],
+                    "type": "polygon",
+                    "occluded": False,
+                }]
 
-            polygon_shapes_with_attrs = [{
-                "frame": 2,
-                "label_id": task["labels"][0]["id"],
-                "group": 1,
-                "source": "manual",
-                "attributes": [
-                    {
-                        "spec_id": task["labels"][0]["attributes"][0]["id"],
-                        "value": task["labels"][0]["attributes"][0]["values"][1]
-                    },
-                    {
-                        "spec_id": task["labels"][0]["attributes"][1]["id"],
-                        "value": task["labels"][0]["attributes"][1]["default_value"]
-                    }
-                ],
-                "points": [20.0, 0.1, 10, 3.22, 4, 7, 10, 30, 1, 2, 4.44, 5.55],
-                "type": "polygon",
-                "occluded": True,
-            },
-            {
-                "frame": 2,
-                "label_id": task["labels"][1]["id"],
-                "group": 1,
-                "source": "manual",
-                "attributes": [],
-                "points": [4, 7, 10, 30, 4, 5.55],
-                "type": "polygon",
-                "occluded": False,
-            }]
+                polygon_shapes_with_attrs = [{
+                    "frame": 2,
+                    "label_id": task["labels"][0]["id"],
+                    "group": 1,
+                    "source": "manual",
+                    "attributes": [
+                        {
+                            "spec_id": task["labels"][0]["attributes"][0]["id"],
+                            "value": task["labels"][0]["attributes"][0]["values"][1]
+                        },
+                        {
+                            "spec_id": task["labels"][0]["attributes"][1]["id"],
+                            "value": task["labels"][0]["attributes"][1]["default_value"]
+                        }
+                    ],
+                    "points": [20.0, 0.1, 10, 3.22, 4, 7, 10, 30, 1, 2, 4.44, 5.55],
+                    "type": "polygon",
+                    "occluded": True,
+                },
+                {
+                    "frame": 2,
+                    "label_id": task["labels"][1]["id"],
+                    "group": 1,
+                    "source": "manual",
+                    "attributes": [],
+                    "points": [4, 7, 10, 30, 4, 5.55],
+                    "type": "polygon",
+                    "occluded": False,
+                }]
 
-            points_wo_attrs = [{
+                points_wo_attrs = [{
                     "frame": 1,
                     "label_id": task["labels"][1]["id"],
                     "group": 0,
@@ -4039,36 +4064,36 @@ class TaskAnnotationAPITestCase(JobAnnotationAPITestCase):
                     "occluded": False,
                 }]
 
-            tags_wo_attrs = [{
-                "frame": 2,
-                "label_id": task["labels"][1]["id"],
-                "group": 0,
-                "source": "manual",
-                "attributes": [],
-            }]
-            tags_with_attrs = [{
-                "frame": 1,
-                "label_id": task["labels"][0]["id"],
-                "group": 3,
-                "source": "manual",
-                "attributes": [
-                    {
-                        "spec_id": task["labels"][0]["attributes"][0]["id"],
-                        "value": task["labels"][0]["attributes"][0]["values"][1]
-                    },
-                    {
-                        "spec_id": task["labels"][0]["attributes"][1]["id"],
-                        "value": task["labels"][0]["attributes"][1]["default_value"]
-                    }
-                ],
-            }]
+                tags_wo_attrs = [{
+                    "frame": 2,
+                    "label_id": task["labels"][1]["id"],
+                    "group": 0,
+                    "source": "manual",
+                    "attributes": [],
+                }]
+                tags_with_attrs = [{
+                    "frame": 1,
+                    "label_id": task["labels"][0]["id"],
+                    "group": 3,
+                    "source": "manual",
+                    "attributes": [
+                        {
+                            "spec_id": task["labels"][0]["attributes"][0]["id"],
+                            "value": task["labels"][0]["attributes"][0]["values"][1]
+                        },
+                        {
+                            "spec_id": task["labels"][0]["attributes"][1]["id"],
+                            "value": task["labels"][0]["attributes"][1]["default_value"]
+                        }
+                    ],
+                }]
 
             annotations = {
-                    "version": 0,
-                    "tags": [],
-                    "shapes": [],
-                    "tracks": [],
-                }
+                "version": 0,
+                "tags": [],
+                "shapes": [],
+                "tracks": [],
+            }
             if annotation_format == "CVAT for video 1.1":
                 annotations["tracks"] = rectangle_tracks_with_attrs \
                                       + rectangle_tracks_wo_attrs \
@@ -4133,6 +4158,29 @@ class TaskAnnotationAPITestCase(JobAnnotationAPITestCase):
                 annotations["shapes"] = points_wo_attrs \
                                       + rectangle_shapes_wo_attrs
 
+            elif annotation_format == "Market-1501 1.0":
+                tags_with_attrs = [{
+                    "frame": 1,
+                    "label_id": task["labels"][0]["id"],
+                    "group": 0,
+                    "source": "manual",
+                    "attributes": [
+                        {
+                            "spec_id": task["labels"][0]["attributes"][0]["id"],
+                            "value": task["labels"][0]["attributes"][0]["values"][1]
+                        },
+                        {
+                            "spec_id": task["labels"][0]["attributes"][1]["id"],
+                            "value": task["labels"][0]["attributes"][1]["values"][2]
+                        },
+                        {
+                            "spec_id": task["labels"][0]["attributes"][2]["id"],
+                            "value": task["labels"][0]["attributes"][2]["values"][0]
+                        }
+                    ],
+                }]
+                annotations["tags"] = tags_with_attrs
+
             else:
                 raise Exception("Unknown format {}".format(annotation_format))
 
@@ -4169,7 +4217,7 @@ class TaskAnnotationAPITestCase(JobAnnotationAPITestCase):
             with self.subTest(export_format=export_format,
                     import_format=import_format):
                 # 1. create task
-                task, jobs = self._create_task(owner, assignee)
+                task, jobs = self._create_task(owner, assignee, import_format)
 
                 # 2. add annotation
                 data = _get_initial_annotation(export_format)