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Season's Projects

alpa icon alpa

Training and serving large-scale neural networks with auto parallelization.

apex icon apex

A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch

colossalai icon colossalai

Making large AI models cheaper, faster and more accessible

cutlass icon cutlass

CUDA Templates for Linear Algebra Subroutines

deepspeed icon deepspeed

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

gloo icon gloo

Collective communications library with various primitives for multi-machine training.

jax icon jax

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

llm.c icon llm.c

LLM training in simple, raw C/CUDA

llvm-project icon llvm-project

The LLVM Project is a collection of modular and reusable compiler and toolchain technologies.

megatron-lm icon megatron-lm

Ongoing research training transformer models at scale

nanogpt icon nanogpt

The simplest, fastest repository for training/finetuning medium-sized GPTs.

nccl icon nccl

Optimized primitives for collective multi-GPU communication

nemo icon nemo

NeMo: a toolkit for conversational AI

patchelf icon patchelf

A small utility to modify the dynamic linker and RPATH of ELF executables

rwkv-lm icon rwkv-lm

RWKV is an RNN with transformer-level LLM performance. It can be directly trained like a GPT (parallelizable). So it's combining the best of RNN and transformer - great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding.

triton icon triton

Development repository for the Triton language and compiler

vllm icon vllm

A high-throughput and memory-efficient inference and serving engine for LLMs

xla icon xla

A machine learning compiler for GPUs, CPUs, and ML accelerators

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