sail-sg / SimLayerKVLinks
The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.
☆46Updated 7 months ago
Alternatives and similar repositories for SimLayerKV
Users that are interested in SimLayerKV are comparing it to the libraries listed below
Sorting:
- The Official Implementation of Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference☆76Updated 4 months ago
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆39Updated 11 months ago
- Code for paper: [ICLR2025 Oral] FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference☆107Updated 2 weeks ago
- ☆42Updated 6 months ago
- Official Implementation of SAM-Decoding: Speculative Decoding via Suffix Automaton☆28Updated 3 months ago
- ☆93Updated 2 weeks ago
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆116Updated 6 months ago
- The official implementation of the paper "Towards Efficient Mixture of Experts: A Holistic Study of Compression Techniques (TMLR)".☆70Updated 2 months ago
- [NeurIPS 2024] Fast Best-of-N Decoding via Speculative Rejection☆45Updated 7 months ago
- SQUEEZED ATTENTION: Accelerating Long Prompt LLM Inference☆46Updated 6 months ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆57Updated 11 months ago
- [ICLR 2025] TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention☆39Updated last month
- ☆15Updated last month
- Source code of paper ''KVSharer: Efficient Inference via Layer-Wise Dissimilar KV Cache Sharing''☆25Updated 7 months ago
- Sirius, an efficient correction mechanism, which significantly boosts Contextual Sparsity models on reasoning tasks while maintaining its…☆21Updated 8 months ago
- 16-fold memory access reduction with nearly no loss☆94Updated 2 months ago
- ☆76Updated last month
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆38Updated 9 months ago
- PoC for "SpecReason: Fast and Accurate Inference-Time Compute via Speculative Reasoning" [arXiv '25]☆37Updated 2 weeks ago
- LongSpec: Long-Context Speculative Decoding with Efficient Drafting and Verification☆53Updated 3 months ago
- ☆28Updated 2 weeks ago
- ☆129Updated 3 months ago
- Ouroboros: Speculative Decoding with Large Model Enhanced Drafting (EMNLP 2024 main)☆106Updated 2 months ago
- Source code for the paper "LongGenBench: Long-context Generation Benchmark"☆20Updated 7 months ago
- [ICLR 2024 Spotlight] Code for the paper "Merge, Then Compress: Demystify Efficient SMoE with Hints from Its Routing Policy"☆84Updated 11 months ago
- Code for the EMNLP24 paper "A simple and effective L2 norm based method for KV Cache compression."☆13Updated 5 months ago
- ☆37Updated 9 months ago
- ☆47Updated 2 months ago
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆67Updated 7 months ago
- QAQ: Quality Adaptive Quantization for LLM KV Cache☆50Updated last year