Input	Type	Description
number_of_floats	INT	Total number of float values to generate
number_of_sections	INT	Number of sections to divide into
section_number	INT	Current section being processed
interpolation_type	["slinear", "quadratic", "cubic"]	Type of interpolation

Output	Type	Description
floats	FLOAT	List of interpolated float values

Notes: Creates smooth transitions between values using scipy's interpolation.

One Minus Float List

Creates an inverted list of float values (1 - x).

Input	Type	Description
list_of_floats	FLOAT	Input float list

Output	Type	Description
floats	FLOAT	Inverted float values

Notes: Simple inversion operation, useful for creating complementary values.

Remap Float List

Remaps a list of float values from one range to another.

Input	Type	Description
list_of_floats	FLOAT	Input float list
min_input	FLOAT	Minimum input value (default: 0.0)
max_input	FLOAT	Maximum input value (default: 1.0)
min_output	FLOAT	Minimum output value (default: 0.0)
max_output	FLOAT	Maximum output value (default: 1.0)

Output	Type	Description
remapped_floats	FLOAT	Remapped float values

Notes: Useful for scaling values between different ranges while preserving relationships.

Inverse Map Float List

Creates a mirror mapping of float values around their midpoint.

Input	Type	Description
list_of_floats	FLOAT	Input float list

Output	Type	Description
floats	FLOAT	Inverse mapped values

Notes: Automatically determines min/max from input list.

🛠️ Utilities

Int To List Of Bools

Converts an integer into a list of boolean values.

Input	Type	Description
number_of_images	INT	Number to convert

Output	Type	Description
booleans	BOOLEAN	List of boolean values

Notes: Creates a list where first N values are True, rest are False.

List of Ints

Generates a sequential or shuffled list of integers.

Input	Type	Description
min	INT	Starting integer (default: 0)
max	INT	Ending integer (default: 9)
shuffle	BOOLEAN	Whether to randomize order

Output	Type	Description
ints	INT	List of integers

Notes: Output is always a list, even for single values.

Select Index From List

Extracts a single item from a list at the specified index.

Input	Type	Description
list_of_any	any	Input list of any type
index	INT	Index to select (default: 0)

Output	Type	Description
any	any	Selected item

Notes: Uses custom AnyType to accept any input type. Handles tensor unpacking automatically.

Shuffle Image Batch

Randomly reorders images in a batch.

Input	Type	Description
images	IMAGE	Batch of images
seed	INT	Random seed for shuffling

Output	Type	Description
images	IMAGE	Shuffled image batch

Notes: Maintains batch dimensions while randomizing order.

💾 I/O Operations

Save Image To HF Dataset

Uploads images to a HuggingFace dataset.

Input	Type	Description
image	IMAGE	Image to upload
repository_id	STRING	HuggingFace dataset repository
hf_auth_token	STRING	HuggingFace authentication token
filename_prefix	STRING	Prefix for saved files

Notes: Requires HuggingFace authentication token and repository access.

Save EXR Arbitrary

Saves multi-channel data as an OpenEXR file.

Input	Type	Description
channels	any	List of tensor channels
filename_prefix	STRING	Output filename prefix

Notes: Supports arbitrary number of channels. Each channel must have same dimensions.

Save Video To HF Dataset

Uploads video files to a HuggingFace dataset.

Input	Type	Description
filenames	VHS_FILENAMES	List of video files
repository_id	STRING	HuggingFace dataset repository
hf_auth_token	STRING	HuggingFace authentication token
filename_prefix	STRING	Prefix for saved files

Notes: Handles batch upload of multiple video files.