pub struct QGAN { /* private fields */ }Expand description
Quantum Generative Adversarial Network
Implementations§
Source§impl QGAN
impl QGAN
Sourcepub fn new(config: QGANConfig) -> QuantRS2Result<Self>
pub fn new(config: QGANConfig) -> QuantRS2Result<Self>
Create a new Quantum GAN
Sourcepub fn train(
&mut self,
real_data: &Array2<f64>,
) -> QuantRS2Result<QGANIterationMetrics>
pub fn train( &mut self, real_data: &Array2<f64>, ) -> QuantRS2Result<QGANIterationMetrics>
Train the QGAN on real data
Sourcepub fn generate_data(
&mut self,
num_samples: usize,
) -> QuantRS2Result<Array2<f64>>
pub fn generate_data( &mut self, num_samples: usize, ) -> QuantRS2Result<Array2<f64>>
Generate fake data using the current generator
Sourcepub fn discriminate(&self, data: &Array2<f64>) -> QuantRS2Result<Array1<f64>>
pub fn discriminate(&self, data: &Array2<f64>) -> QuantRS2Result<Array1<f64>>
Evaluate the discriminator on data
Sourcepub fn get_training_stats(&self) -> &QGANTrainingStats
pub fn get_training_stats(&self) -> &QGANTrainingStats
Get training statistics
Sourcepub fn has_converged(&self, tolerance: f64, window: usize) -> bool
pub fn has_converged(&self, tolerance: f64, window: usize) -> bool
Check if training has converged
Auto Trait Implementations§
impl Freeze for QGAN
impl RefUnwindSafe for QGAN
impl Send for QGAN
impl Sync for QGAN
impl Unpin for QGAN
impl UnwindSafe for QGAN
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
fn into_either(self, into_left: bool) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left is true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left(&self) returns true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§impl<T> Pointable for T
impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.