sail-sg / SimLayerKV
The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.
☆38Updated last month
Related projects ⓘ
Alternatives and complementary repositories for SimLayerKV
- Ouroboros: Speculative Decoding with Large Model Enhanced Drafting (EMNLP 2024 main)☆76Updated last month
- [ACL 2024] RelayAttention for Efficient Large Language Model Serving with Long System Prompts☆34Updated 8 months ago
- The Official Implementation of Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference☆38Updated this week
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆26Updated 5 months ago
- Implementation of Kangaroo: Lossless Self-Speculative Decoding via Double Early Exiting☆44Updated 4 months ago
- ☆31Updated this week
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆32Updated 3 months ago
- 16-fold memory access reduction with nearly no loss☆59Updated last week
- MagicPIG: LSH Sampling for Efficient LLM Generation☆58Updated 3 weeks ago
- Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding (EMNLP 2023 Long)☆53Updated last month
- Code for Palu: Compressing KV-Cache with Low-Rank Projection☆57Updated this week
- ☆45Updated 6 months ago
- The official implementation of the paper "Demystifying the Compression of Mixture-of-Experts Through a Unified Framework".☆48Updated 3 weeks ago
- Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆78Updated this week
- Odysseus: Playground of LLM Sequence Parallelism☆57Updated 5 months ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆147Updated 4 months ago
- [NeurIPS 2024] Fast Best-of-N Decoding via Speculative Rejection☆28Updated 3 weeks ago
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆37Updated this week
- Long Context Extension and Generalization in LLMs☆39Updated 2 months ago
- Homepage for ProLong (Princeton long-context language models) and paper "How to Train Long-Context Language Models (Effectively)"☆118Updated 3 weeks ago
- [ICLR 2024 Spotlight] Code for the paper "Merge, Then Compress: Demystify Efficient SMoE with Hints from Its Routing Policy"☆64Updated 5 months ago
- ☆46Updated last year
- SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration☆26Updated last month
- ☆188Updated 6 months ago
- Code for "Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes"☆28Updated 7 months ago
- Easy control for Key-Value Constrained Generative LLM Inference(https://arxiv.org/abs/2402.06262)☆58Updated 9 months ago
- ☆37Updated last month
- Official PyTorch implementation of IntactKV: Improving Large Language Model Quantization by Keeping Pivot Tokens Intact☆32Updated 5 months ago
- TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention☆21Updated last month
- Sirius, an efficient correction mechanism, which significantly boosts Contextual Sparsity models on reasoning tasks while maintaining its…☆19Updated 2 months ago