IST-DASLab / DarwinLM
Official Pytorch Implementation of Paper "DarwinLM: Evolutionary Structured Pruning of Large Language Models"
☆11Updated 2 months ago
Alternatives and similar repositories for DarwinLM:
Users that are interested in DarwinLM are comparing it to the libraries listed below
- Code for "Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes"☆28Updated last year
- ☆78Updated 3 months ago
- ☆17Updated 4 months ago
- ☆39Updated last month
- Are gradient information useful for pruning of LLMs?☆44Updated last year
- About Code for the paper "NASH: A Simple Unified Framework of Structured Pruning for Accelerating Encoder-Decoder Language Models" (EMNLP…☆16Updated last year
- ☆22Updated last month
- [ICML‘2024] "LoCoCo: Dropping In Convolutions for Long Context Compression", Ruisi Cai, Yuandong Tian, Zhangyang Wang, Beidi Chen☆16Updated 8 months ago
- ☆37Updated 8 months ago
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆36Updated 8 months ago
- [ICML2024 Spotlight] Fine-Tuning Pre-trained Large Language Models Sparsely☆23Updated 10 months ago
- [NeurIPS 2024 Main Track] Code for the paper titled "Instruction Tuning With Loss Over Instructions"☆36Updated 11 months ago
- ☆15Updated 6 months ago
- Pruner-Zero: Evolving Symbolic Pruning Metric from scratch for LLMs☆81Updated 5 months ago
- [ACL 2024] Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models☆88Updated 11 months ago
- [ICLR 2024 Spotlight] Code for the paper "Merge, Then Compress: Demystify Efficient SMoE with Hints from Its Routing Policy"☆82Updated 11 months ago
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆66Updated 6 months ago
- Official implementation of the paper: "A deeper look at depth pruning of LLMs"☆15Updated 9 months ago
- ☆9Updated 8 months ago
- Official Implementation of SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks☆37Updated 3 months ago
- The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.☆45Updated 6 months ago
- [ICML 2024 Oral] This project is the official implementation of our Accurate LoRA-Finetuning Quantization of LLMs via Information Retenti…☆65Updated last year
- Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding (EMNLP 2023 Long)☆59Updated 7 months ago
- Codebase for Instruction Following without Instruction Tuning☆34Updated 7 months ago
- [NAACL 2025] A Closer Look into Mixture-of-Experts in Large Language Models☆51Updated 3 months ago
- [ICML 2024] When Linear Attention Meets Autoregressive Decoding: Towards More Effective and Efficient Linearized Large Language Models☆30Updated 11 months ago
- [ICML 2024] SPP: Sparsity-Preserved Parameter-Efficient Fine-Tuning for Large Language Models☆20Updated 11 months ago
- [ICLR 2023] "Sparse MoE as the New Dropout: Scaling Dense and Self-Slimmable Transformers" by Tianlong Chen*, Zhenyu Zhang*, Ajay Jaiswal…☆51Updated 2 years ago
- Official Implementation of FastKV: KV Cache Compression for Fast Long-Context Processing with Token-Selective Propagation☆19Updated last month
- This repo is based on https://github.com/jiaweizzhao/GaLore☆27Updated 7 months ago