MBL is a research program aims at studying the delocalization transitions with numerical methods, currently with exact diagonalization (ED) and tree tensor strong-disorder RG (tSDRG). And the support of matrix product state (MPS) is under planning.
- Random-field Heisenberg model
- An AWS account
- MLflow tracking server
For the purpose of better data wrangling and MLOps experience, this repo highly relies on aws data wrangler and mlflow tracking. For backend algorithms, one may refer to tnpy.
- using Docker:
docker run --rm -it -v $(PWD)/data:/home/data tanlin2013/mbl - using pip:
pip install git+https://github.com/tanlin2013/mbl@main
Run a sampler (with parallel runs supported by ray).
python scripts/sampler.py
© Tan Tao-Lin, 2021. Licensed under a MIT license.