tlc.core.builtins.constants.column_names

This module defines a set of constants used as identifiers and keys for managing and tracking common data columns in a dataset.

Module Contents

Data

Data	Description
SAMPLE_WEIGHT	Identifier for the weight of a sample in a dataset
EXAMPLE_ID	Linear index of an example in a dataset
EPOCH	Key representing the training epoch
FOREIGN_TABLE_ID	Identifier for a table that is used as input to another table
IMAGE	Key for an image column
LABEL	Key for a label corresponding to an input data example
HEIGHT	Generic height dimension, applicable to various contexts
WIDTH	Generic width dimension, applicable to various contexts
IMAGE_HEIGHT	Height of an image in pixels
IMAGE_WIDTH	Width of an image in pixels
BOUNDING_BOXES	Key for a column containing bounding boxes
PREDICTED_BOUNDING_BOXES	Key for a column containing predicted bounding boxes
BOUNDING_BOX_LIST	List of bounding boxes
TRUE_POSITIVE	Count of true positive predictions
FALSE_POSITIVE	Count of false positive predictions
FALSE_NEGATIVE	Count of false negative predictions
IOU	Intersection over Union, a measure of object detection accuracy
CONFIDENCE	Confidence score for a prediction
SEGMENTATION	Key for segmentation data or masks
X0	First x-coordinate of a bounding box
Y0	First y-coordinate of a bounding box
X1	Second x-coordinate of a bounding box
Y1	Second y-coordinate of a bounding box
IS_CROWD	Key for the iscrowd flag in COCO annotations
RUN_STATUS	Key for the status of a run
RUN_STATUS_COMPLETED	Status code for a completed run
RUN_STATUS_EMPTY	Status code for an empty run
RUN_STATUS_RUNNING	Status code for a running run
RUN_STATUS_COLLECTING	Status code for a run that is collecting data
RUN_STATUS_POST_PROCESSING	Status code for a run that is post-processing data
RUN_STATUS_PAUSED	Status code for a paused run
RUN_STATUS_CANCELLED	Status code for a cancelled run
SHOULD_DELETE	Key for a column indicating that a row should be deleted
EMBEDDING_COL_NAME	Template for column names in written metric tables
PREDICTED_MASK	Key for a column containing predicted masks
PIXELS	Key for a column containing pixel data
SIZE_X	Key for the size of an object in the x-dimension
SIZE_Y	Key for the size of an object in the y-dimension
SIZE_Z	Key for the size of an object in the z-dimension
VOXELS	Key for a column containing voxel data
GT_IOUS	Key for a column containing a 2D array of IoUs between ground truth and predicted instances
SEGMENTATION_DATA	Key for a column containing a URL to a file containing segmentation data
PIXEL_COUNTS	Key for a column containing a list of pixel counts for each instance
MIN_XS	Key for a column containing a list of minimum x-coordinates for each instance
MIN_YS	Key for a column containing a list of minimum y-coordinates for each instance
MAX_XS	Key for a column containing a list of maximum x-coordinates for each instance
MAX_YS	Key for a column containing a list of maximum y-coordinates for each instance
SEGMENTATIONS	Key for a column containing segmentations
PREDICTED_SEGMENTATIONS	Key for a column containing predicted segmentations
INSTANCE_PROPERTIES	Key for a column containing a dictionary of lists of per instance properties
MASKS	Key for a column containing a 3D array of masks
POLYGONS	Key for a column containing a list of lists of floats representing polygons
ISLAND_COUNTS	Key for a column containing a list of island counts for each instance
CIRCUMFERENCES	Key for a column containing a list of circumferences for each instance
RLES	Key for a column containing a list of RLEs for each instance

API

tlc.core.builtins.constants.column_names.SAMPLE_WEIGHT = weight

Identifier for the weight of a sample in a dataset

tlc.core.builtins.constants.column_names.EXAMPLE_ID = example_id

Linear index of an example in a dataset

tlc.core.builtins.constants.column_names.EPOCH = epoch

Key representing the training epoch

tlc.core.builtins.constants.column_names.FOREIGN_TABLE_ID = input_table_id

Identifier for a table that is used as input to another table

tlc.core.builtins.constants.column_names.IMAGE = image

Key for an image column

tlc.core.builtins.constants.column_names.LABEL = label

Key for a label corresponding to an input data example

tlc.core.builtins.constants.column_names.HEIGHT = height

Generic height dimension, applicable to various contexts

tlc.core.builtins.constants.column_names.WIDTH = width

Generic width dimension, applicable to various contexts

tlc.core.builtins.constants.column_names.IMAGE_HEIGHT: Literal[image_height] = image_height

Height of an image in pixels

tlc.core.builtins.constants.column_names.IMAGE_WIDTH: Literal[image_width] = image_width

Width of an image in pixels

tlc.core.builtins.constants.column_names.BOUNDING_BOXES = bbs

Key for a column containing bounding boxes

tlc.core.builtins.constants.column_names.PREDICTED_BOUNDING_BOXES = bbs_predicted

Key for a column containing predicted bounding boxes

tlc.core.builtins.constants.column_names.BOUNDING_BOX_LIST = bb_list

List of bounding boxes

tlc.core.builtins.constants.column_names.TRUE_POSITIVE = tp

Count of true positive predictions

tlc.core.builtins.constants.column_names.FALSE_POSITIVE = fp

Count of false positive predictions

tlc.core.builtins.constants.column_names.FALSE_NEGATIVE = fn

Count of false negative predictions

tlc.core.builtins.constants.column_names.IOU = iou

Intersection over Union, a measure of object detection accuracy

tlc.core.builtins.constants.column_names.CONFIDENCE = confidence

Confidence score for a prediction

tlc.core.builtins.constants.column_names.SEGMENTATION = segmentation

Key for segmentation data or masks

tlc.core.builtins.constants.column_names.X0 = x0

First x-coordinate of a bounding box

tlc.core.builtins.constants.column_names.Y0 = y0

First y-coordinate of a bounding box

tlc.core.builtins.constants.column_names.X1 = x1

Second x-coordinate of a bounding box

tlc.core.builtins.constants.column_names.Y1 = y1

Second y-coordinate of a bounding box

tlc.core.builtins.constants.column_names.IS_CROWD = is_crowd

Key for the iscrowd flag in COCO annotations

tlc.core.builtins.constants.column_names.RUN_STATUS = status

Key for the status of a run

tlc.core.builtins.constants.column_names.RUN_STATUS_COMPLETED = 1.0

Status code for a completed run

tlc.core.builtins.constants.column_names.RUN_STATUS_EMPTY = 2.0

Status code for an empty run

tlc.core.builtins.constants.column_names.RUN_STATUS_RUNNING = 3.0

Status code for a running run

tlc.core.builtins.constants.column_names.RUN_STATUS_COLLECTING = 4.0

Status code for a run that is collecting data

tlc.core.builtins.constants.column_names.RUN_STATUS_POST_PROCESSING = 5.0

Status code for a run that is post-processing data

tlc.core.builtins.constants.column_names.RUN_STATUS_PAUSED = 6.0

Status code for a paused run

tlc.core.builtins.constants.column_names.RUN_STATUS_CANCELLED = 7.0

Status code for a cancelled run

tlc.core.builtins.constants.column_names.SHOULD_DELETE = SHOULD_DELETE

Key for a column indicating that a row should be deleted

tlc.core.builtins.constants.column_names.EMBEDDING_COL_NAME = embeddings_{}

Template for column names in written metric tables

tlc.core.builtins.constants.column_names.PREDICTED_MASK = predicted_mask

Key for a column containing predicted masks

tlc.core.builtins.constants.column_names.PIXELS = Pixels

Key for a column containing pixel data

tlc.core.builtins.constants.column_names.SIZE_X = SizeX

Key for the size of an object in the x-dimension

tlc.core.builtins.constants.column_names.SIZE_Y = SizeY

Key for the size of an object in the y-dimension

tlc.core.builtins.constants.column_names.SIZE_Z = SizeZ

Key for the size of an object in the z-dimension

tlc.core.builtins.constants.column_names.VOXELS = Voxels

Key for a column containing voxel data

tlc.core.builtins.constants.column_names.GT_IOUS: Literal[gt_ious] = gt_ious

Key for a column containing a 2D array of IoUs between ground truth and predicted instances

tlc.core.builtins.constants.column_names.SEGMENTATION_DATA: Literal[segmentation_data] = segmentation_data

Key for a column containing a URL to a file containing segmentation data

tlc.core.builtins.constants.column_names.PIXEL_COUNTS: Literal[pixel_counts] = pixel_counts

Key for a column containing a list of pixel counts for each instance

tlc.core.builtins.constants.column_names.MIN_XS: Literal[min_xs] = min_xs

Key for a column containing a list of minimum x-coordinates for each instance

tlc.core.builtins.constants.column_names.MIN_YS: Literal[min_ys] = min_ys

Key for a column containing a list of minimum y-coordinates for each instance

tlc.core.builtins.constants.column_names.MAX_XS: Literal[max_xs] = max_xs

Key for a column containing a list of maximum x-coordinates for each instance

tlc.core.builtins.constants.column_names.MAX_YS: Literal[max_ys] = max_ys

Key for a column containing a list of maximum y-coordinates for each instance

tlc.core.builtins.constants.column_names.SEGMENTATIONS = segmentations

Key for a column containing segmentations

tlc.core.builtins.constants.column_names.PREDICTED_SEGMENTATIONS = segmentations_predicted

Key for a column containing predicted segmentations

tlc.core.builtins.constants.column_names.INSTANCE_PROPERTIES: Literal[instance_properties] = instance_properties

Key for a column containing a dictionary of lists of per instance properties

tlc.core.builtins.constants.column_names.MASKS: Literal[masks] = masks

Key for a column containing a 3D array of masks

tlc.core.builtins.constants.column_names.POLYGONS: Literal[polygons] = polygons

Key for a column containing a list of lists of floats representing polygons

tlc.core.builtins.constants.column_names.ISLAND_COUNTS: Literal[island_counts] = island_counts

Key for a column containing a list of island counts for each instance

tlc.core.builtins.constants.column_names.CIRCUMFERENCES: Literal[circumferences] = circumferences

Key for a column containing a list of circumferences for each instance

tlc.core.builtins.constants.column_names.RLES: Literal[rles] = rles

Key for a column containing a list of RLEs for each instance