netket.models.tensor_networks.MPDOOpen#
- class netket.models.tensor_networks.MPDOOpen[source]#
Bases:
Module
A Matrix Product Density Operator (MPDO) with open boundary conditions for a quantum mixed state of discrete degrees of freedom. The purification is used.
The MPDO is defined as (see F. Verstraete, J. J. GarcÃa-Ripoll, J. I. Cirac, Phys. Rev. Lett. 93, 207204 (2004)).
\[\rho(s_1,\dots, s_N, s_1',\dots, s_N') = \sum_{\alpha_1, \dots, \alpha_{N-1}} \mathrm{Tr} \left[ M^{\alpha_1}_{s_1,s_1'} \dots M^{\alpha_{N-1}}_{s_N, s_N'} \right],\]for arbitrary local quantum numbers \(s_i\) and \(s_i'\), where \(M^{\alpha_i}_{s_i,s_i'}\) are \(D^2 \times D^2\) matrices for \(i=2, \dots, N-1\), and vectors for \(i=1, N\), that can be decomposed as
\[M^{\alpha_i}_{s_i,s_i'} = \sum_{a=1}^{\chi} A^{\alpha_i, a}_{s_i} \otimes (A^{\alpha_i, a}_{s_i'})^*,\]with \(A^{\alpha_i, a}_{s_i}\) being \(D \times D\) matrices for the bulk of the chain (\(i=2, \dots, N-1\)) and \(D\)-dimensional vectors for the edges (\(i=1, N\)). The bond dimension is denoted by \(D\) and the Kraus dimension by \(\chi\), which corresponds to the variable kraus_dim in the code.
The open boundary conditions imply that there are no connections between the first and the last tensors in the trace.
The implementation is based on this paper.
- Attributes
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hilbert:
HomogeneousHilbert
# Hilbert space on which the state is defined.
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hilbert: