function.remote.objective_remote

function.remote.objective_remote(
    X,
    url=DEFAULT_SERVER_URL,
    timeout=DEFAULT_TIMEOUT,
    **kwargs,
)

Evaluates an objective function remotely via an HTTP POST request.

Parameters

Name	Type	Description	Default
X	np.ndarray	Input data of shape (n_samples, n_features).	required
url	str	The URL of the remote computation server. Defaults to “http://139.6.66.164:8000/compute/”.	DEFAULT_SERVER_URL
timeout	float | tuple[float, float]	Request timeout in seconds as a single value or a (connect, read) tuple. Defaults to (10, 120); the bounded connect time prevents the call from hanging when the server is unreachable.	DEFAULT_TIMEOUT
**kwargs	Any	Additional arguments to include in the request payload (optional).	{}

Returns

Name	Type	Description
	np.ndarray	np.ndarray: The computed objective values of shape (n_samples,).

Raises

Name	Type	Description
	requests.exceptions.RequestException	If the remote request fails.

Examples

>>> import numpy as np
>>> from spotoptim.function.remote import objective_remote
>>> X = np.array([[1, 2], [3, 4]])
>>> y = objective_remote(X)
>>> print(y)