hdong920 / LESS
☆42Updated 5 months ago
Related projects ⓘ
Alternatives and complementary repositories for LESS
- Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding (EMNLP 2023 Long)☆52Updated last month
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆25Updated 4 months ago
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆32Updated 2 months ago
- ☆46Updated last year
- 16-fold memory access reduction with nearly no loss☆57Updated 2 months ago
- Official PyTorch implementation of IntactKV: Improving Large Language Model Quantization by Keeping Pivot Tokens Intact☆32Updated 5 months ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆146Updated 3 months ago
- Quantized Side Tuning: Fast and Memory-Efficient Tuning of Quantized Large Language Models☆35Updated this week
- [ICML 2024 Oral] This project is the official implementation of our Accurate LoRA-Finetuning Quantization of LLMs via Information Retenti…☆58Updated 6 months ago
- Code for "Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes"☆28Updated 7 months ago
- QAQ: Quality Adaptive Quantization for LLM KV Cache☆42Updated 7 months ago
- [NeurIPS'23] Speculative Decoding with Big Little Decoder☆85Updated 9 months ago
- Code associated with the paper **Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding**☆135Updated 5 months ago
- Multi-Candidate Speculative Decoding☆28Updated 6 months ago
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆51Updated 4 months ago
- ☆31Updated 2 months ago
- Sirius, an efficient correction mechanism, which significantly boosts Contextual Sparsity models on reasoning tasks while maintaining its…☆17Updated last month
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆49Updated 2 weeks ago
- [AAAI 2024] Fluctuation-based Adaptive Structured Pruning for Large Language Models☆37Updated 10 months ago
- 📰 Must-read papers on KV Cache Compression (constantly updating 🤗).☆120Updated this week
- The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.☆35Updated 3 weeks ago
- Code for ACL2022 publication Transkimmer: Transformer Learns to Layer-wise Skim☆21Updated 2 years ago
- Awesome-LLM-KV-Cache: A curated list of 📙Awesome LLM KV Cache Papers with Codes.☆93Updated this week
- Code for Palu: Compressing KV-Cache with Low-Rank Projection☆54Updated this week
- An algorithm for static activation quantization of LLMs☆67Updated last month
- Implementation of Kangaroo: Lossless Self-Speculative Decoding via Double Early Exiting☆41Updated 4 months ago
- [KDD'22] Learned Token Pruning for Transformers☆93Updated last year
- ☆183Updated 6 months ago
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆34Updated 2 weeks ago
- ☆31Updated 2 months ago