├── .dockerignore ├── .gitignore ├── Dockerfile ├── LICENSE ├── README.md ├── any_precision ├── __init__.py ├── analyzer │ ├── __init__.py │ ├── analyzer.py │ ├── architectures │ │ ├── llama.yaml │ │ ├── mistral.yaml │ │ ├── opt.yaml │ │ └── phi.yaml │ └── utils.py ├── evaluate │ ├── __init__.py │ ├── eval.py │ └── helpers │ │ ├── __init__.py │ │ ├── dataloader.py │ │ └── utils.py ├── modules │ ├── AnyPrecisionForCausalLM.py │ ├── AnyPrecisionLinear.py │ ├── __init__.py │ └── kernels │ │ ├── dequant.cuh │ │ ├── main.cu │ │ ├── matmul.cuh │ │ └── setup.py └── quantization │ ├── __init__.py │ ├── config.py │ ├── datautils.py │ ├── dense_and_sparse.py │ ├── gradients.py │ ├── main.py │ ├── pack.py │ ├── quantize.py │ └── utils.py ├── demo.py ├── evaluate.sh ├── fake_pack.py ├── figures ├── incremental_upscaling.png └── software_engine.png ├── quantize.py ├── requirements.txt ├── run_eval.py └── setup.py /.dockerignore: 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