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Cheng Li's Projects

llm-analysis icon llm-analysis

Latency and Memory Analysis of Transformer Models for Training and Inference

llm-awq icon llm-awq

AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

megatron-lm icon megatron-lm

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

mingpt icon mingpt

A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training

mpipe icon mpipe

Python API for writing multiprocessing pipelines

sagemaker-debugger icon sagemaker-debugger

Amazon SageMaker Debugger provides functionality to save tensors during training of machine learning jobs and analyze those tensors

smoothquant icon smoothquant

SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models

tensorrt icon tensorrt

TensorRT is a C++ library for high performance inference on NVIDIA GPUs and deep learning accelerators.

transformer-deploy icon transformer-deploy

Efficient, scalable and enterprise-grade CPU/GPU inference server for 🤗 Hugging Face transformer models 🚀

transformers icon transformers

🤗Transformers: State-of-the-art Natural Language Processing for Pytorch and TensorFlow 2.0.

tvm icon tvm

Open deep learning compiler stack for cpu, gpu and specialized accelerators

vllm icon vllm

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

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