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

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

KEYPOINTS_2D

Key for a column containing a list of 2D keypoints

KEYPOINTS_2D_PREDICTED

Key for a column containing a list of predicted 2D keypoints

KEYPOINTS_SHAPE

Key for a column containing the shape of a keypoint

VERTICES_2D

Key for a column containing a list of 2D vertices

VERTICES_3D

Key for a column containing a list of 3D vertices

LINES

Key for a column containing a list of lines

INSTANCES

Key for a column containing a list of instances

INSTANCES_ADDITIONAL_DATA

Key for a column containing a list of additional data for each instance

X_MIN

Key for a column containing the minimum x-coordinate for each instance

Y_MIN

Key for a column containing the minimum y-coordinate for each instance

X_MAX

Key for a column containing the maximum x-coordinate for each instance

Y_MAX

Key for a column containing the maximum y-coordinate for each instance

Z_MIN

Key for a column containing the minimum z-coordinate for each instance

Z_MAX

Key for a column containing the maximum z-coordinate for each instance

VERTICES_2D_ADDITIONAL_DATA

Key for a column containing a list of additional data for each 2D vertex, e.g. visibility or role

VERTICES_3D_ADDITIONAL_DATA

Key for a column containing a list of additional data for each 3D vertex, e.g. visibility or role

LINES_ADDITIONAL_DATA

Key for a column containing a list of additional data for each line, e.g. visibility or role

ORIENTED_BBS_2D

Key for a column containing a list of oriented bounding boxes

ORIENTED_BBS_3D

Key for a column containing a list of oriented bounding boxes

BBS_2D

Key for a column containing a list of bounding boxes

BBS_3D

Key for a column containing a list of bounding boxes

PITCH

Key for a column containing the pitch of a bounding box

ROLL

Key for a column containing the roll of a bounding box

YAW

Key for a column containing the yaw of a bounding box

ROTATION

Key for a column containing the rotation of a oriented bounding box

CENTER_X

Key for a column containing the x-coordinate of the center of a bounding box

CENTER_Y

Key for a column containing the y-coordinate of the center of a bounding box

CENTER_Z

Key for a column containing the z-coordinate of the center of a bounding box

SIZE_X

Key for a column containing the x-coordinate of the size of a bounding box

SIZE_Y

Key for a column containing the y-coordinate of the size of a bounding box

SIZE_Z

Key for a column containing the z-coordinate of the size of a bounding box

VISIBILITY

Key for a column containing the visibility of a keypoint

FLIP_IDX

Key for a column containing the flip indices of a keypoint

TRIANGLES

Key for a column containing the triangles of a keypoint

TRIANGLES_ADDITIONAL_DATA

Key for a column containing the additional data of a triangle, e.g. visibility or role

VERTEX_ROLE

Key for a column containing the role of a vertex

TRIANGLE_ROLE

Key for a column containing the role of a triangle

LINE_ROLE

Key for a column containing the role of a line

FLIP_INDICES

Key for a column containing the flip indices of a list of keypoints

OKS_SIGMAS

Key for a column containing the OKS sigmas of a keypoint

API

SAMPLE_WEIGHT = weight

Identifier for the weight of a sample in a dataset

EXAMPLE_ID = example_id

Linear index of an example in a dataset

EPOCH = epoch

Key representing the training epoch

FOREIGN_TABLE_ID = input_table_id

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

IMAGE = image

Key for an image column

LABEL = label

Key for a label corresponding to an input data example

HEIGHT = height

Generic height dimension, applicable to various contexts

WIDTH = width

Generic width dimension, applicable to various contexts

IMAGE_HEIGHT: Literal[image_height] = image_height

Height of an image in pixels

IMAGE_WIDTH: Literal[image_width] = image_width

Width of an image in pixels

BOUNDING_BOXES = bbs

Key for a column containing bounding boxes

PREDICTED_BOUNDING_BOXES = bbs_predicted

Key for a column containing predicted bounding boxes

BOUNDING_BOX_LIST = bb_list

List of bounding boxes

TRUE_POSITIVE = tp

Count of true positive predictions

FALSE_POSITIVE = fp

Count of false positive predictions

FALSE_NEGATIVE = fn

Count of false negative predictions

IOU = iou

Intersection over Union, a measure of object detection accuracy

CONFIDENCE = confidence

Confidence score for a prediction

SEGMENTATION = segmentation

Key for segmentation data or masks

X0 = x0

First x-coordinate of a bounding box

Y0 = y0

First y-coordinate of a bounding box

X1 = x1

Second x-coordinate of a bounding box

Y1 = y1

Second y-coordinate of a bounding box

IS_CROWD = is_crowd

Key for the iscrowd flag in COCO annotations

RUN_STATUS = status

Key for the status of a run

RUN_STATUS_COMPLETED = 1.0

Status code for a completed run

RUN_STATUS_EMPTY = 2.0

Status code for an empty run

RUN_STATUS_RUNNING = 3.0

Status code for a running run

RUN_STATUS_COLLECTING = 4.0

Status code for a run that is collecting data

RUN_STATUS_POST_PROCESSING = 5.0

Status code for a run that is post-processing data

RUN_STATUS_PAUSED = 6.0

Status code for a paused run

RUN_STATUS_CANCELLED = 7.0

Status code for a cancelled run

SHOULD_DELETE = SHOULD_DELETE

Key for a column indicating that a row should be deleted

EMBEDDING_COL_NAME = embeddings_{}_{}

Template for column names in written metric tables

PREDICTED_MASK = predicted_mask

Key for a column containing predicted masks

PIXELS = Pixels

Key for a column containing pixel data

VOXELS = Voxels

Key for a column containing voxel data

GT_IOUS: Literal[gt_ious] = gt_ious

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

SEGMENTATION_DATA: Literal[segmentation_data] = segmentation_data

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

PIXEL_COUNTS: Literal[pixel_counts] = pixel_counts

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

MIN_XS: Literal[min_xs] = min_xs

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

MIN_YS: Literal[min_ys] = min_ys

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

MAX_XS: Literal[max_xs] = max_xs

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

MAX_YS: Literal[max_ys] = max_ys

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

SEGMENTATIONS = segmentations

Key for a column containing segmentations

PREDICTED_SEGMENTATIONS = segmentations_predicted

Key for a column containing predicted segmentations

INSTANCE_PROPERTIES: Literal[instance_properties] = instance_properties

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

MASKS: Literal[masks] = masks

Key for a column containing a 3D array of masks

POLYGONS: Literal[polygons] = polygons

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

ISLAND_COUNTS: Literal[island_counts] = island_counts

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

CIRCUMFERENCES: Literal[circumferences] = circumferences

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

RLES: Literal[rles] = rles

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

KEYPOINTS_2D: Literal[keypoints_2d] = keypoints_2d

Key for a column containing a list of 2D keypoints

KEYPOINTS_2D_PREDICTED: Literal[keypoints_2d_predicted] = keypoints_2d_predicted

Key for a column containing a list of predicted 2D keypoints

KEYPOINTS_SHAPE: Literal[keypoints_shape] = keypoints_shape

Key for a column containing the shape of a keypoint

VERTICES_2D: Literal[vertices_2d] = vertices_2d

Key for a column containing a list of 2D vertices

VERTICES_3D: Literal[vertices_3d] = vertices_3d

Key for a column containing a list of 3D vertices

LINES: Literal[lines] = lines

Key for a column containing a list of lines

INSTANCES: Literal[instances] = instances

Key for a column containing a list of instances

INSTANCES_ADDITIONAL_DATA: Literal[instances_additional_data] = instances_additional_data

Key for a column containing a list of additional data for each instance

X_MIN: Literal[x_min] = x_min

Key for a column containing the minimum x-coordinate for each instance

Y_MIN: Literal[y_min] = y_min

Key for a column containing the minimum y-coordinate for each instance

X_MAX: Literal[x_max] = x_max

Key for a column containing the maximum x-coordinate for each instance

Y_MAX: Literal[y_max] = y_max

Key for a column containing the maximum y-coordinate for each instance

Z_MIN: Literal[z_min] = z_min

Key for a column containing the minimum z-coordinate for each instance

Z_MAX: Literal[z_max] = z_max

Key for a column containing the maximum z-coordinate for each instance

VERTICES_2D_ADDITIONAL_DATA: Literal[vertices_2d_additional_data] = vertices_2d_additional_data

Key for a column containing a list of additional data for each 2D vertex, e.g. visibility or role

VERTICES_3D_ADDITIONAL_DATA: Literal[vertices_3d_additional_data] = vertices_3d_additional_data

Key for a column containing a list of additional data for each 3D vertex, e.g. visibility or role

LINES_ADDITIONAL_DATA: Literal[lines_additional_data] = lines_additional_data

Key for a column containing a list of additional data for each line, e.g. visibility or role

ORIENTED_BBS_2D: Literal[oriented_bbs_2d] = oriented_bbs_2d

Key for a column containing a list of oriented bounding boxes

ORIENTED_BBS_3D: Literal[oriented_bbs_3d] = oriented_bbs_3d

Key for a column containing a list of oriented bounding boxes

BBS_2D: Literal[bbs_2d] = bbs_2d

Key for a column containing a list of bounding boxes

BBS_3D: Literal[bbs_3d] = bbs_3d

Key for a column containing a list of bounding boxes

PITCH: Literal[pitch] = pitch

Key for a column containing the pitch of a bounding box

ROLL: Literal[roll] = roll

Key for a column containing the roll of a bounding box

YAW: Literal[yaw] = yaw

Key for a column containing the yaw of a bounding box

ROTATION: Literal[rotation] = rotation

Key for a column containing the rotation of a oriented bounding box

CENTER_X: Literal[center_x] = center_x

Key for a column containing the x-coordinate of the center of a bounding box

CENTER_Y: Literal[center_y] = center_y

Key for a column containing the y-coordinate of the center of a bounding box

CENTER_Z: Literal[center_z] = center_z

Key for a column containing the z-coordinate of the center of a bounding box

SIZE_X: Literal[size_x] = size_x

Key for a column containing the x-coordinate of the size of a bounding box

SIZE_Y: Literal[size_y] = size_y

Key for a column containing the y-coordinate of the size of a bounding box

SIZE_Z: Literal[size_z] = size_z

Key for a column containing the z-coordinate of the size of a bounding box

VISIBILITY: Literal[visibility] = visibility

Key for a column containing the visibility of a keypoint

FLIP_IDX: Literal[flip_idx] = flip_idx

Key for a column containing the flip indices of a keypoint

TRIANGLES: Literal[triangles] = triangles

Key for a column containing the triangles of a keypoint

TRIANGLES_ADDITIONAL_DATA: Literal[triangles_additional_data] = triangles_additional_data

Key for a column containing the additional data of a triangle, e.g. visibility or role

VERTEX_ROLE: Literal[vertex_role] = vertex_role

Key for a column containing the role of a vertex

TRIANGLE_ROLE: Literal[triangle_role] = triangle_role

Key for a column containing the role of a triangle

LINE_ROLE: Literal[line_role] = line_role

Key for a column containing the role of a line

FLIP_INDICES: Literal[flip_indices] = flip_indices

Key for a column containing the flip indices of a list of keypoints

OKS_SIGMAS: Literal[oks_sigmas] = oks_sigmas

Key for a column containing the OKS sigmas of a keypoint