FrameGroups

The ClearML Enterprise provides FrameGroups as an easy-to-use type of frame supporting multiple sources. Add a list of SingleFrames to a FrameGroup, and then register FrameGroups in a Dataset version. View and edit FrameGroups and the SingleFrames they contain in the ClearML Enterprise WebApp (UI).

A SingleFrame is composed of metadata for raw data that is harvested at a specific point in time for a specific spatial area, as well as additional metadata such as annotations and masks. Therefore, a FrameGroup combines more than one set of raw data and its additional metadata for the same point in time.

For example, use FrameGroups for the following:

Multiple cameras on an autonomous car - A FrameGroup composed of SingleFrames for each camera.
Multiple sensors on a machine detecting defects - A FrameGroup composed of SingleFrames for each sensor.

Usage

Creating a FrameGroup

A FrameGroup is like a dictionary of SingleFrames. Instantiate a FrameGroup and a SingleFrame. Then add the SingleFrame object into the FrameGroup, with the key being the name of the SingleFrame, and the value being the SingleFrame object.

from allegroai import FrameGroup, SingleFrame

# Create a FrameGroup object
frame_group = FrameGroup()

# Create a SingleFrame
frame = SingleFrame(
    source='https://allegro-datasets.s3.amazonaws.com/tutorials/000012.jpg', 
    width=512, height=512, 
    preview_uri='https://allegro-datasets.s3.amazonaws.com/tutorials/000012.jpg'
)
    
# Add the first SingleFrame to the FrameGroup.
frame_group['FrameOne'] = frame

Adding FrameGroups to a Dataset Version

To add FrameGroups to a Dataset Version:

Create a FrameGroup object
Add SingleFrames to the FrameGroup, where the key of each SingleFrame in the FrameGroup is the SingleFrame's name
Append the FrameGroup object to a list of frames
Add that list to a DatasetVersion using the DatasetVersion.add_frames method. Use the upload_retries parameter to set the number of times the upload of a frame should be retried in case of failure, before marking the frame as failed and continuing to upload the next frames. In the case that a single frame in the FrameGroup fails to upload, the entire group will not be registered. The method returns a list of frames that were not successfully registered or uploaded.

# Create a FrameGroup object
frame_group = FrameGroup()

# Create SingleFrame
single_frame = SingleFrame(
    source='https://allegro-datasets.s3.amazonaws.com/tutorials/000012.jpg'
)

# Add the first SingleFrame to the FrameGroup.
frame_group['FrameOne'] = single_frame

# The DatasetVersion.add_frames requires a list of frames.
frames = []

frames.append(frame_group)
# Add the FrameGroup to the version
myVersion.add_frames(frames)

Accessing a FrameGroup

To access a FrameGroup, use the DatasetVersion.get_single_frame method, just like when accessing a SingleFrame.

# Get the FrameGroup
frame_group = DatasetVersion.get_single_frame(
    frame_id='f3ed0e09bf23fc947f426a0d254c652c', 
    dataset_name='MyDataset', 
    version_name='FrameGroup'
)

Updating FrameGroups

Updating FrameGroups is similar to updating SingleFrames, except that each SingleFrame needs to be referenced using its name as the key in the FrameGroup.

frames = []                

# Get the FrameGroup
frame_group = DatasetVersion.get_single_frame(
    frame_id='f3ed0e09bf23fc947f426a0d254c652c', 
    dataset_name='MyDataset', 
    version_name='FrameGroup'
)
        
# Add metadata by referencing the name of the SingleFrame in the FrameGroup
frame_group['FrameOne'].metadata['new_key'] = 'new_value'
    
# Update change to the FrameGroup 
frames.append(frame_group)
myVersion.update_frames(frames)                

Deleting Frames

To delete a FrameGroup, use the DatasetVersion.delete_frames method, just like when deleting a SingleFrame, except that a FrameGroup is being referenced.

frames = []                

# Get the FrameGroup
frame_group = DatasetVersion.get_single_frame(
    frame_id='f3ed0e09bf23fc947f426a0d254c652c', 
    dataset_name='MyDataset', 
    version_name='FrameGroup'
)

# Delete the FrameGroup
frames.append(frame_group)
myVersion.delete_frames(frames)

Usage​

Creating a FrameGroup​

Adding FrameGroups to a Dataset Version​

Accessing a FrameGroup​

Updating FrameGroups​