Exceptions

All GPClarity exceptions inherit from GPClarityError. Catch it to handle any library error in a single except block, or catch a more specific subclass when you want targeted recovery.

from gpclarity.exceptions import GPClarityError, InfluenceError

try:
    result = influence.compute_loo_variance_increase(X_train)
except InfluenceError as e:
    print(f"LOO computation failed: {e}")
except GPClarityError as e:
    print(f"Unexpected GPClarity error: {e}")

Custom exceptions for GPClarity.

exception gpclarity.exceptions.GPClarityError[source]

Bases: Exception

Base exception for all GPClarity errors.

exception gpclarity.exceptions.InfluenceError[source]

Bases: GPClarityError

Raised when influence computation fails.

exception gpclarity.exceptions.KernelError[source]

Bases: GPClarityError

Raised when kernel operations fail.

exception gpclarity.exceptions.ModelError[source]

Bases: GPClarityError

Raised when model validation fails.

exception gpclarity.exceptions.TrackingError[source]

Bases: GPClarityError

Raised when parameter tracking fails.

exception gpclarity.exceptions.OptimizationError[source]

Bases: GPClarityError

Raised when optimization fails.

exception gpclarity.exceptions.ComplexityError[source]

Bases: GPClarityError

Raised when complexity computation or analysis fails.

exception gpclarity.exceptions.UncertaintyError[source]

Bases: GPClarityError

Raised when uncertainty quantification or analysis fails.

exception gpclarity.exceptions.LinAlgError[source]

Bases: GPClarityError

Raised when linear algebra operations fail.

exception gpclarity.exceptions.ValidationError[source]

Bases: GPClarityError

Raised when input validation fails.

Exception Hierarchy

GPClarityError
├── KernelError
├── ModelError
├── ComplexityError
├── UncertaintyError
├── TrackingError
├── OptimizationError
├── InfluenceError
├── LinAlgError
└── ValidationError

All exceptions inherit from GPClarityError, which itself inherits from Python’s built-in Exception. Catch GPClarityError to handle any library error in a single except block.

`GPClarityError`	Base exception for all GPClarity errors.
`KernelError`	Raised when kernel operations fail.
`ModelError`	Raised when model validation fails.
`ComplexityError`	Raised when complexity computation or analysis fails.
`UncertaintyError`	Raised when uncertainty quantification or analysis fails.
`TrackingError`	Raised when parameter tracking fails.
`OptimizationError`	Raised when optimization fails.
`InfluenceError`	Raised when influence computation fails.
`LinAlgError`	Raised when linear algebra operations fail.
`ValidationError`	Raised when input validation fails.