PDRP 2021 - QuSP

Quantum Simulation Playground

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