bijx.CondInverse¶
- class bijx.CondInverse[source]¶
Bases:
Bijection
Conditionally inverted bijection based on runtime boolean flag.
This bijection wraps another bijection and conditionally inverts it based on a boolean parameter. Importantly, the boolean value does not have to be known at compile time. Thus, forward/reverse must not change array shapes.
- Parameters:
bijection (
Bijection
) – The underlying bijection to wrap.invert (
bool
) – If True, swap forward/reverse directions.
Methods
forward
(x, log_density, **kwargs)Apply forward transformation.
invert
()Create an inverted version of this bijection.
reverse
(x, log_density, **kwargs)Apply reverse (inverse) transformation.
- forward(x, log_density, **kwargs)[source]¶
Apply forward transformation.
Transforms input through the bijection and updates log-density according to the change of variables formula.
For convenience
Bijection()
gives the default identity bijection.- Parameters:
x – Input data of any pytree structure.
log_density – Log density values corresponding to the input.
**kwargs – Additional transformation-specific arguments.
- Returns:
Tuple of (transformed_data, updated_log_density) where the log-density incorporates the log absolute determinant of the transformation Jacobian.
- reverse(x, log_density, **kwargs)[source]¶
Apply reverse (inverse) transformation.
Transforms input through the inverse bijection and updates log-density accordingly.
- Parameters:
x – Input data of any pytree structure.
log_density – Log density values corresponding to the input.
**kwargs – Additional transformation-specific arguments.
- Returns:
Tuple of (inverse_transformed_data, updated_log_density) where the log-density change has the opposite sign compared to forward().