How to make ClearML not upload annotations twice when they have the same ID?
Question:
The following uploads two annotations, though I expected there to be only one
from typing import List
from allegroai import Dataset, DatasetVersion, SingleFrame, DataView
from allegroai.dataframe.annotation import BoundingBox2D
allegro_frame = SingleFrame(
source="/irrelevant/source.png"
)
ann_id = "the_id"
label = "the_label"
annotation = BoundingBox2D(id=ann_id)
allegro_frame.add_annotation(id=ann_id, box2d_xywh=(100, 100, 100, 100), labels=(label,))
allegro_frame.add_annotation(id=ann_id, box2d_xywh=(100, 100, 100, 100), labels=(label,))
allegro_frames: List[SingleFrame] = [
allegro_frame
]
dataset_name = r"clml_test_dataset"
version_name = r"clml_test_version"
dataset = Dataset.create(dataset_name=dataset_name)
version = DatasetVersion.create_version(dataset_name=dataset_name, version_name=version_name)
version.add_frames(allegro_frames)
What’s the correct way to make only one annotation be uploaded for the frame?
Answers:
Disclaimer: I’m part of the ClearML team
Annotation ID is essentially a user-data field – not the SDK nor the server validate or enforce uniqueness. To enforce it yourself, you can just use allegro_frame.remove_annotations(id=ann_id) before adding your annotation – this will remove any existing annotation with the given user ID.
The following uploads two annotations, though I expected there to be only one
from typing import List
from allegroai import Dataset, DatasetVersion, SingleFrame, DataView
from allegroai.dataframe.annotation import BoundingBox2D
allegro_frame = SingleFrame(
source="/irrelevant/source.png"
)
ann_id = "the_id"
label = "the_label"
annotation = BoundingBox2D(id=ann_id)
allegro_frame.add_annotation(id=ann_id, box2d_xywh=(100, 100, 100, 100), labels=(label,))
allegro_frame.add_annotation(id=ann_id, box2d_xywh=(100, 100, 100, 100), labels=(label,))
allegro_frames: List[SingleFrame] = [
allegro_frame
]
dataset_name = r"clml_test_dataset"
version_name = r"clml_test_version"
dataset = Dataset.create(dataset_name=dataset_name)
version = DatasetVersion.create_version(dataset_name=dataset_name, version_name=version_name)
version.add_frames(allegro_frames)
What’s the correct way to make only one annotation be uploaded for the frame?
Disclaimer: I’m part of the ClearML team
Annotation ID is essentially a user-data field – not the SDK nor the server validate or enforce uniqueness. To enforce it yourself, you can just use allegro_frame.remove_annotations(id=ann_id) before adding your annotation – this will remove any existing annotation with the given user ID.