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PDRP 2021 - QuSP

Quantum Simulation Playground

Build Status

Overview

This is a sanbox for the physics directed reading program during Spring '21. The focus of this code is on quantum simulation with matrix product states. A final report is available under report/MPS.pdf.

Check out the examples folder for some neat showcase notebooks!

Features

  • An implementation of matrix product states, supporting
    • constructing one from any initial tensor and specified bond dimension
    • contraction back to a tensor of high (tensor-)rank
    • time evolving block decimation
  • Several example notebooks, including
    • Image compression via MPS
    • TEBD for 1D transverse field Ising model

Sources

  1. Efficient classical simulation of slightly entangled quantum computations
  2. TensorNetwork for Machine Learning
  3. Towards Quantum Machine Learning with Tensor Networks

pdrp2021's People

Contributors

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