Nota-NetsPresso / shortened-llmLinks
Compressed LLMs for Efficient Text Generation [ICLR'24 Workshop]
☆88Updated last year
Alternatives and similar repositories for shortened-llm
Users that are interested in shortened-llm are comparing it to the libraries listed below
Sorting:
- [ICML 2024] Official Implementation of SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks☆37Updated 9 months ago
- Unofficial implementations of block/layer-wise pruning methods for LLMs.☆72Updated last year
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆80Updated last year
- ☆234Updated last year
- Awesome LLM pruning papers all-in-one repository with integrating all useful resources and insights.☆131Updated 3 months ago
- ☆22Updated 11 months ago
- Official implementation for LaCo (EMNLP 2024 Findings)☆20Updated last year
- Official PyTorch implementation of DistiLLM: Towards Streamlined Distillation for Large Language Models (ICML 2024)☆238Updated 8 months ago
- [ICML 2024 Oral] This project is the official implementation of our Accurate LoRA-Finetuning Quantization of LLMs via Information Retenti…☆67Updated last year
- [AAAI 2024] Fluctuation-based Adaptive Structured Pruning for Large Language Models☆63Updated last year
- ☆147Updated 8 months ago
- Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding (EMNLP 2023 Long)☆64Updated last year
- Official Pytorch Implementation of Paper "DarwinLM: Evolutionary Structured Pruning of Large Language Models"☆19Updated 8 months ago
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆67Updated 7 months ago
- [ACL 2024] Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models☆109Updated last year
- Unofficial implementation for the paper "Mixture-of-Depths: Dynamically allocating compute in transformer-based language models"☆175Updated last year
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆74Updated 4 months ago
- Official implementation of "DoRA: Weight-Decomposed Low-Rank Adaptation"☆124Updated last year
- ☆60Updated 10 months ago
- [ICLR‘24 Spotlight] Code for the paper "Merge, Then Compress: Demystify Efficient SMoE with Hints from Its Routing Policy"☆97Updated 4 months ago
- Code for "Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes"☆28Updated last year
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆145Updated 8 months ago
- Low-bit optimizers for PyTorch☆132Updated 2 years ago
- Explorations into some recent techniques surrounding speculative decoding☆290Updated 10 months ago
- ☆61Updated 2 years ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆61Updated last year
- ☆127Updated last year
- ☆43Updated last year
- Official PyTorch implementation of DistiLLM-2: A Contrastive Approach Boosts the Distillation of LLMs (ICML 2025 Oral)☆46Updated 4 months ago
- ☆52Updated last year