Infini-AI-Lab / Sirius
Sirius, an efficient correction mechanism, which significantly boosts Contextual Sparsity models on reasoning tasks while maintaining its efficiency gain.
☆21Updated 6 months ago
Alternatives and similar repositories for Sirius:
Users that are interested in Sirius are comparing it to the libraries listed below
- ☆47Updated 3 months ago
- ☆24Updated 4 months ago
- ☆49Updated 10 months ago
- ☆36Updated 6 months ago
- 16-fold memory access reduction with nearly no loss☆81Updated this week
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆51Updated 8 months ago
- The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.☆43Updated 5 months ago
- ☆19Updated 2 weeks ago
- SQUEEZED ATTENTION: Accelerating Long Prompt LLM Inference☆45Updated 4 months ago
- Code for paper: [ICLR2025 Oral] FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference☆62Updated this week
- [ICLR 2025] TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention☆30Updated 3 weeks ago
- ☆116Updated last month
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆34Updated 7 months ago
- Ouroboros: Speculative Decoding with Large Model Enhanced Drafting (EMNLP 2024 main)☆87Updated this week
- Boosting 4-bit inference kernels with 2:4 Sparsity☆71Updated 6 months ago
- ☆18Updated last week
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆157Updated 8 months ago
- [NeurIPS'23] Speculative Decoding with Big Little Decoder☆89Updated last year
- Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding (EMNLP 2023 Long)☆57Updated 5 months ago
- ☆38Updated 4 months ago
- Code for ACL2022 publication Transkimmer: Transformer Learns to Layer-wise Skim☆21Updated 2 years ago
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆59Updated 8 months ago
- [ICLR 2025] PEARL: parallel speculative decoding with adaptive draft length☆59Updated last week
- An innovative method expediting LLMs via streamlined semi-autoregressive generation and draft verification.☆24Updated last year
- ☆52Updated 11 months ago
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆35Updated 9 months ago
- ☆70Updated last week
- A sparse attention kernel supporting mix sparse patterns☆168Updated last month
- Official implementation for Yuan & Liu & Zhong et al., KV Cache Compression, But What Must We Give in Return? A Comprehensive Benchmark o…☆67Updated 3 weeks ago
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆59Updated 5 months ago