Expand description
MPO (Matrix Product Operator) contraction algorithms
This module provides algorithms for contracting two Matrix Product Operators (MPOs), which are tensor trains with 4D site tensors of shape (left_bond, site_dim_1, site_dim_2, right_bond).
§Main Types
MPO: Basic Matrix Product Operator representationSiteMPO: Center-canonical form with orthogonality centerVidalMPO: Vidal canonical form with explicit singular valuesInverseMPO: Inverse form for efficient local updates
§Contraction Algorithms
contract_naive: Naive contraction (exact but memory-intensive)contract_zipup: Zip-up contraction with on-the-fly compressioncontract_fit: Variational fitting algorithm
§Example
use tensor4all_simplett::mpo::{MPO, contract_naive, ContractionOptions};
let mpo_a = MPO::constant(&[(2, 2), (2, 2)], 1.0_f64);
let mpo_b = MPO::constant(&[(2, 2), (2, 2)], 2.0_f64);
let result = contract_naive(&mpo_a, &mpo_b, Some(ContractionOptions::default())).unwrap();
assert_eq!(result.len(), 2);
assert_eq!(result.site_dims(), vec![(2, 2), (2, 2)]);Re-exports§
pub use contract_fit::contract_fit;pub use contract_fit::FitOptions;pub use contract_naive::contract_naive;pub use contract_zipup::contract_zipup;pub use contraction::Contraction;pub use contraction::ContractionOptions;pub use dispatch::contract;pub use dispatch::ContractionAlgorithm;pub use error::MPOError;pub use error::Result;pub use factorize::factorize;pub use factorize::FactorizeMethod;pub use factorize::FactorizeOptions;pub use factorize::FactorizeResult;pub use inverse_mpo::InverseMPO;pub use mpo::MPO;pub use site_mpo::SiteMPO;pub use types::tensor4_from_data;pub use types::tensor4_zeros;pub use types::Tensor4;pub use types::Tensor4Ops;pub use vidal_mpo::VidalMPO;
Modules§
- contract_
fit - Variational fitting algorithm for MPO contraction
- contract_
naive - Naive MPO contraction algorithm
- contract_
zipup - Zip-up MPO contraction algorithm
- contraction
- Contraction struct with caching for efficient MPO evaluation
- dispatch
- Algorithm dispatch for MPO contraction
- environment
- Environment computation for MPO contractions
- error
- Error types for MPO contraction operations
- factorize
- Factorization methods for MPO tensors
- inverse_
mpo - InverseMPO - Inverse form of MPO
- mpo
- MPO (Matrix Product Operator) implementation
- site_
mpo - SiteMPO - Center-canonical form of MPO
- tt_
contraction - Contraction operations for tensor trains (TT-TT)
- types
- Core types for MPO (Matrix Product Operator) operations
- vidal_
mpo - VidalMPO - Vidal canonical form of MPO
Type Aliases§
- Matrix2
- Type alias for 2D matrix.