Prompt
Ensure all API elements are thoroughly documented following a consistent format. This includes:
-
All function parameters must have descriptive documentation that explains their purpose, expected values, and default behaviors.
-
Follow established documentation formats for consistency across the codebase. Reference existing well-documented functions as templates.
-
Document relationships between APIs by clearly indicating when functions are aliases or standardized versions of other APIs, including appropriate references.
-
Include practical examples in documentation to demonstrate usage patterns.
Example of proper parameter documentation:
parser.add_argument('--batch_size', type=int, default=64,
help='Number of samples per training batch')
parser.add_argument('--learning_rate', type=float, default=0.001,
help='Initial learning rate for training')
Example of documenting API relationships:
atan = arctan
atan.__doc__ = """
Trigonometric inverse tangent, element-wise.
The inverse of tan, so that if ``y = tan(x)`` then ``x = atan(y)``.
Notes
---------
`atan` is a standard API in the Array API Standard
(https://data-apis.org/array-api/latest/API_specification/elementwise_functions.html#atan-x)
and is equivalent to `arctan`.
>>>np.atan is np.arctan
True
Parameters
----------
# parameter documentation follows...
"""