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VidalTensorTrain

Struct VidalTensorTrain 

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pub struct VidalTensorTrain<T: TTScalar> { /* private fields */ }
Expand description

Vidal Tensor Train representation

Stores the tensor train in Vidal canonical form where:

  • Site tensors are stored separately from singular values
  • Singular values are stored as diagonal matrices between sites

This form is useful for algorithms that need to apply local operations and maintain canonical form efficiently.

§Examples

use tensor4all_simplett::{TensorTrain, AbstractTensorTrain, VidalTensorTrain};

// Build a simple tensor train and convert to Vidal form.
let tt = TensorTrain::<f64>::constant(&[2, 3], 1.0);
let vidal = VidalTensorTrain::from_tensor_train(&tt).unwrap();

assert_eq!(vidal.len(), 2);

// Converting back preserves tensor train values.
let tt2 = vidal.to_tensor_train();
let val = tt2.evaluate(&[0, 1]).unwrap();
assert!((val - 1.0).abs() < 1e-12);

// The sum is also preserved: 1.0 * 2 * 3 = 6.0
assert!((tt2.sum() - 6.0).abs() < 1e-10);

Implementations§

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impl<T: TTScalar + Scalar + Default> VidalTensorTrain<T>

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pub fn from_tensor_train(tt: &TensorTrain<T>) -> Result<Self>
where T: ComplexFloat + BackendLinalgScalar + Copy + 'static, <T as TensorScalar>::Real: TensorScalar + ToPrimitive,

Create a VidalTensorTrain from a regular TensorTrain

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pub fn from_tensor_train_with_partition( tt: &TensorTrain<T>, partition: Range<usize>, ) -> Result<Self>
where T: ComplexFloat + BackendLinalgScalar + Copy + 'static, <T as TensorScalar>::Real: TensorScalar + ToPrimitive,

Create a VidalTensorTrain with a specific partition

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pub fn new( tensors: Vec<Tensor3<T>>, singular_values: Vec<DiagMatrix>, ) -> Result<Self>

Create a VidalTensorTrain with given tensors and singular values

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pub fn singular_values(&self, i: usize) -> &DiagMatrix

Get the singular values between sites i and i+1

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pub fn all_singular_values(&self) -> &[DiagMatrix]

Get all singular value matrices

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pub fn partition(&self) -> &Range<usize>

Get the partition range

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pub fn site_tensors_mut(&mut self) -> &mut [Tensor3<T>]

Get mutable access to site tensors

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pub fn singular_values_mut(&mut self, i: usize) -> &mut DiagMatrix

Get mutable access to singular values

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pub fn to_tensor_train(&self) -> TensorTrain<T>

Convert to a regular TensorTrain

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impl<T: TTScalar + Scalar + Default> AbstractTensorTrain<T> for VidalTensorTrain<T>

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fn len(&self) -> usize

Number of sites (core tensors) in the tensor train.
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fn site_tensor(&self, i: usize) -> &Tensor3<T>

Borrow the rank-3 core tensor at site i.
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fn site_tensors(&self) -> &[Tensor3<T>]

Borrow all core tensors as a slice.
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fn is_empty(&self) -> bool

Returns true if the tensor train has zero sites.
Bond dimensions at every link (length = len() - 1).
Bond dimension at the link between site i and site i+1.
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fn site_dims(&self) -> Vec<usize>

Physical (site) dimensions for every site.
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fn site_dim(&self, i: usize) -> usize

Physical (site) dimension at site i.
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fn rank(&self) -> usize

Maximum bond dimension across all links.
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fn evaluate(&self, indices: &[LocalIndex]) -> Result<T>

Evaluate the tensor train at a given index set Read more
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fn sum(&self) -> T

Sum over all indices of the tensor train Read more
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fn norm2(&self) -> f64

Squared Frobenius norm: sum_i |T[i]|^2. Read more
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fn norm(&self) -> f64

Frobenius norm: sqrt(sum_i |T[i]|^2). Read more
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fn log_norm(&self) -> f64

Logarithm of the Frobenius norm: ln(norm()). Read more
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impl<T: Clone + TTScalar> Clone for VidalTensorTrain<T>

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fn clone(&self) -> VidalTensorTrain<T>

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl<T: Debug + TTScalar> Debug for VidalTensorTrain<T>

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl<T> Freeze for VidalTensorTrain<T>

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impl<T> RefUnwindSafe for VidalTensorTrain<T>
where T: RefUnwindSafe,

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impl<T> Send for VidalTensorTrain<T>

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impl<T> Sync for VidalTensorTrain<T>

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impl<T> Unpin for VidalTensorTrain<T>
where T: Unpin,

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impl<T> UnsafeUnpin for VidalTensorTrain<T>

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impl<T> UnwindSafe for VidalTensorTrain<T>
where T: UnwindSafe,

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<U> As for U

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fn as_<T>(self) -> T
where T: CastFrom<U>,

Casts self to type T. The semantics of numeric casting with the as operator are followed, so <T as As>::as_::<U> can be used in the same way as T as U for numeric conversions. Read more
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impl<T> Borrow<T> for T
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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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fn by_ref(&self) -> &T

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impl<T> ByRef<T> for T

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
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