IST-DASLab / OBC
Code for the NeurIPS 2022 paper "Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning".
☆109Updated last year
Alternatives and similar repositories for OBC:
Users that are interested in OBC are comparing it to the libraries listed below
- This repository contains integer operators on GPUs for PyTorch.☆189Updated last year
- Official implementation of the EMNLP23 paper: Outlier Suppression+: Accurate quantization of large language models by equivalent and opti…☆45Updated last year
- Code Repository of Evaluating Quantized Large Language Models☆112Updated 4 months ago
- The official PyTorch implementation of the NeurIPS2022 (spotlight) paper, Outlier Suppression: Pushing the Limit of Low-bit Transformer L…☆47Updated 2 years ago
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆56Updated 10 months ago
- Awesome LLM pruning papers all-in-one repository with integrating all useful resources and insights.☆58Updated last month
- The official PyTorch implementation of the ICLR2022 paper, QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quan…☆114Updated last year
- Official PyTorch implementation of FlatQuant: Flatness Matters for LLM Quantization☆90Updated 2 months ago
- An algorithm for static activation quantization of LLMs☆107Updated this week
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆55Updated 6 months ago
- [NeurIPS 2022] A Fast Post-Training Pruning Framework for Transformers☆177Updated last year
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆97Updated 8 months ago
- ☆139Updated last year
- [AAAI 2024] Fluctuation-based Adaptive Structured Pruning for Large Language Models☆40Updated last year
- ☆41Updated 2 months ago
- ☆197Updated 3 years ago
- ☆220Updated 2 years ago
- The official implementation of the ICML 2023 paper OFQ-ViT☆30Updated last year
- ☆131Updated last year
- Awesome list for LLM pruning.☆192Updated last month
- ☆73Updated 2 years ago
- ☆41Updated 2 years ago
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆265Updated 4 months ago
- ☆27Updated 9 months ago
- [ICML 2023] This project is the official implementation of our accepted ICML 2023 paper BiBench: Benchmarking and Analyzing Network Binar…☆53Updated 10 months ago
- This project is the official implementation of our accepted ICLR 2022 paper BiBERT: Accurate Fully Binarized BERT.☆85Updated last year
- The official implementation of the EMNLP 2023 paper LLM-FP4☆174Updated last year
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆90Updated 3 weeks ago
- ☆16Updated 11 months ago
- SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models☆27Updated 5 months ago