WoosukKwon / retraining-free-pruning
[NeurIPS 2022] A Fast Post-Training Pruning Framework for Transformers
☆181Updated 2 years ago
Alternatives and similar repositories for retraining-free-pruning:
Users that are interested in retraining-free-pruning are comparing it to the libraries listed below
- Code for the NeurIPS 2022 paper "Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning".☆110Updated last year
- [ICML'21 Oral] I-BERT: Integer-only BERT Quantization☆239Updated 2 years ago
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆273Updated 6 months ago
- This project is the official implementation of our accepted ICLR 2022 paper BiBERT: Accurate Fully Binarized BERT.☆87Updated last year
- A library for researching neural networks compression and acceleration methods.☆140Updated 6 months ago
- ☆202Updated 3 years ago
- This repository contains integer operators on GPUs for PyTorch.☆191Updated last year
- ☆222Updated 2 years ago
- The official PyTorch implementation of the NeurIPS2022 (spotlight) paper, Outlier Suppression: Pushing the Limit of Low-bit Transformer L…☆48Updated 2 years ago
- Awesome list for LLM pruning.☆204Updated 2 months ago
- Code repo for the paper BiT Robustly Binarized Multi-distilled Transformer☆103Updated last year
- [NeurIPS'23] Speculative Decoding with Big Little Decoder☆88Updated last year
- [ACL 2022] Structured Pruning Learns Compact and Accurate Models https://arxiv.org/abs/2204.00408☆193Updated last year
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆58Updated 8 months ago
- [KDD'22] Learned Token Pruning for Transformers☆96Updated 2 years ago
- ☆35Updated 8 months ago
- An algorithm for static activation quantization of LLMs☆119Updated last month
- Code Repository of Evaluating Quantized Large Language Models☆116Updated 5 months ago
- Awasome Papers and Resources in Deep Neural Network Pruning with Source Code.☆144Updated 6 months ago
- Pytorch implementation of BRECQ, ICLR 2021☆266Updated 3 years ago
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆218Updated 2 weeks ago
- Official implementation of the EMNLP23 paper: Outlier Suppression+: Accurate quantization of large language models by equivalent and opti…☆47Updated last year
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆58Updated 11 months ago
- A curated list of Early Exiting papers, benchmarks, and misc.☆104Updated last year
- The official implementation of the EMNLP 2023 paper LLM-FP4☆185Updated last year
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆276Updated last month
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆143Updated 5 months ago
- [IJCAI 2022] FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer☆325Updated last year
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆100Updated 9 months ago
- Post-Training Quantization for Vision transformers.☆206Updated 2 years ago