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Casper's Projects

autoawq icon autoawq

AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation:

autogptq icon autogptq

An easy-to-use LLMs quantization package with user-friendly apis, based on GPTQ algorithm.

colossalai icon colossalai

Making large AI models cheaper, faster and more accessible

dgq icon dgq

Official Code For Dual Grained Quantization: Efficient Fine-Grained Quantization for LLM

llm-awq icon llm-awq

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

model-stacking icon model-stacking

Model stacking example on toy dataset using XGBoost, LightGBM and more, combined with mlxtend model stacking.

nested-cross-validation icon nested-cross-validation

Nested cross-validation for unbiased predictions. Can be used with Scikit-Learn, XGBoost, Keras and LightGBM, or any other estimator that implements the scikit-learn interface.

self-rag icon self-rag

This includes the original implementation of SELF-RAG: Learning to Retrieve, Generate and Critique through self-reflection by Akari Asai, Zeqiu Wu, Yizhong Wang, Avirup Sil, and Hannaneh Hajishirzi.

smoothquant icon smoothquant

[ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models

text-generation-webui icon text-generation-webui

A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, EXL2, llama.cpp (GGUF), Llama models.

torch-int icon torch-int

This repository contains integer operators on GPUs for PyTorch.

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