Code Base

Notebooks

• Tropical tensor networks for solving combinatoric optimization problems

• Speed up Tropical matrix multiplication

• Yao's block system

• CAJUN talk on generic tensor networks (July 14, 2022)

• Solving TFI model with only 2 qubits - the 幺 simulation

• Quantum Circuit ABC

• Porting Yao with QuantumInformation

Gists

• Computing two dimensional Fibonacci number with generic tensor networks + GPU in Julia

• Compute matrix multiplication C = A * B using the strassen algorith

• Slicing + multi-GPU for contracting OMEinsum tensor contraction

• BLAS for tropical numbers

• CUDAnative based einsum! on GPU - the prototype

• Automatic Differentiation over Tensor Renormalization Group

• Get the groundstate for a Hamiltonian (not VQE!) using Yao.jl

Live Coding

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Muscle memory (1). Basic types and control flow

Muscle memory (2). Array operations

Muscle memory (3). Data types

Muscle memory (4). Functions and multiple dispatch

Muscle memory (5). Performance tips

Muscle memory (6). Meta-programming

Tutorial on quantum simulator Yao (@v0.8.3)

The instantiation of a Julia function (in Chinese)

Blogs

1. (2023-07-30) Debugging note: HKUST-GZ HPC
2. (2022-12-30) Solving random walk on graphs with tails
3. (2020-01-18) Jacobians and Hessians for Reversible Primitives
4. (2019-06-18) 涂色问题与张量网络
5. (2019-04-02) Linear Algebra Autodiff (complex valued
6. (2018-07-09) RealNVP for Physicists
7. (2018-07-09) Restricted Boltzmann Machine (RBM) for Physicsts
8. (2018-04-16) Get the gradient of a quantum circuit
9. (2018-02-01) Back Propagation for Complex Valued Neural Networks
10. (2017-10-01) Symmetries of Neural Networks as a Quantum Wave Function Ansatz

Slides

• Google Slides: Differential Programming for Physicists