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Xu Kai's Projects

colossalai icon colossalai

Making large AI models cheaper, faster and more accessible

cuda_hgemm icon cuda_hgemm

Several optimization methods of half-precision general matrix multiplication (HGEMM) using tensor core with WMMA API and MMA PTX instruction.

gptq icon gptq

Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".

kgen icon kgen

Fortran Kernel Generator

lwpf2 icon lwpf2

Sunway CPE performance tools

megatron-deepspeed icon megatron-deepspeed

Ongoing research training transformer language models at scale, including: BERT & GPT-2

notes-1 icon notes-1

记录平时遇到的一些问题以及基础知识

public_assets icon public_assets

Storing publicly available assets such as images, animations and texts

punasfilter icon punasfilter

Source code for the parallel ungapped-alignment-featured seed verification (PUNAS) algorithm for next generation sequence alignment.

ray icon ray

Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a toolkit of libraries (Ray AIR) for accelerating ML workloads.

spectr icon spectr

SPECTR is designed to improve the throughput of DNA error correction for Illumina reads. Our design is based on the memory-efficient BLESS algorithm but is optimized towards AVX-512-based CPUs, Xeon Phi many-cores (both KNC and KNL), and heterogeneous compute clusters

swmapper icon swmapper

SWMapper is a read mapper on Sunway architecture

tensornvme icon tensornvme

A Python library transfers PyTorch tensors between CPU and NVMe

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