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Awesome LLM pruning papers all-in-one repository with integrating all useful resources and insights.

28 4 Updated Aug 19, 2024

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

Python 25,744 3,752 Updated Sep 2, 2024

A fusion of a linear layer and a cross entropy loss, written for pytorch in triton.

Python 36 5 Updated Aug 2, 2024

Tools for merging pretrained large language models.

Python 4,421 389 Updated Aug 31, 2024

Must-read Papers on Knowledge Editing for Large Language Models.

811 52 Updated Sep 1, 2024

A simple and effective LLM pruning approach.

Python 603 75 Updated Aug 9, 2024

Official repository of Evolutionary Optimization of Model Merging Recipes

Python 1,183 81 Updated Mar 30, 2024

Representation Engineering: A Top-Down Approach to AI Transparency

Jupyter Notebook 683 77 Updated Aug 14, 2024
Jupyter Notebook 29 4 Updated Jun 17, 2024

LLM101n: Let's build a Storyteller

27,812 1,516 Updated Aug 1, 2024

A curated list of LLM Interpretability related material - Tutorial, Library, Survey, Paper, Blog, etc..

102 4 Updated Aug 17, 2024
Jupyter Notebook 169 34 Updated May 8, 2024

Daily updated LLM papers. 每日更新 LLM 相关的论文,欢迎订阅 👏 喜欢的话动动你的小手 🌟 一个

887 33 Updated Jul 31, 2024
Python 162 4 Updated May 1, 2024

📋 A list of open LLMs available for commercial use.

10,854 687 Updated Jul 5, 2024

Mamba SSM architecture

Python 12,357 1,040 Updated Aug 15, 2024

Awesome-LLM: a curated list of Large Language Model

17,087 1,383 Updated Aug 19, 2024

LLM training in simple, raw C/CUDA

Cuda 23,043 2,566 Updated Aug 26, 2024

A curated list of Early Exiting papers, benchmarks, and misc.

90 10 Updated Oct 26, 2023
Python 3 1 Updated May 2, 2024

This repository contains a collection of papers and resources on Reasoning in Large Language Models.

519 32 Updated Nov 13, 2023

[NeurIPS-2020] Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID.

Python 314 66 Updated Jan 22, 2021

[TMLR 2024] Efficient Large Language Models: A Survey

934 79 Updated Aug 31, 2024

Awesome LLM compression research papers and tools.

1,016 63 Updated Aug 31, 2024

Learning to Compress Prompts with Gist Tokens - https://arxiv.org/abs/2304.08467

Python 258 23 Updated Aug 5, 2023

Pytorch implementation of various Knowledge Distillation (KD) methods.

Python 1,576 263 Updated Nov 25, 2021

The data for the CRASS-benchmark

Jupyter Notebook 13 2 Updated Oct 24, 2022

A paper & resource list of large language models, including course, paper, demo, figures

182 8 Updated Aug 8, 2023

Guide: Finetune GPT2-XL (1.5 Billion Parameters) and finetune GPT-NEO (2.7 B) on a single GPU with Huggingface Transformers using DeepSpeed

Python 427 73 Updated Jun 14, 2023
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