krastanov / neural-decoder

Neural Network Decoders for Quantum Error Correcting Codes

Neural Network Decoders for Quantum Error Correcting Codes

See: https://www.nature.com/articles/s41598-017-11266-1

Make your own decoder with:

train_network.py 5 output.model \
  --onthefly 10000000 50000 \
  --Xstab --Zstab \
  --epochs 10 --prob 0.9 \
  --learningrate .000001 --normcenterstab --layers 4 4 4 4 4 4 4

Test a network by adding the --eval flag.

See train_network.py -h for description of each flag.

neural-decoder's Issues

The H and E matrices.

Hello, Krastanov! What is the H and E in your codes.py ? Is H related to the Hamiltonian of the toric code?

Best,
R.Yang

requirement.txt for proper dependency?

Glad to find this repo. I would like to run it locally, but the packages are over-updated nowadays. Does anyone have a requirement.txt or a proper environment in a similar format?