Infini-AI-Lab / SiriusLinks
Sirius, an efficient correction mechanism, which significantly boosts Contextual Sparsity models on reasoning tasks while maintaining its efficiency gain.
☆21Updated last year
Alternatives and similar repositories for Sirius
Users that are interested in Sirius are comparing it to the libraries listed below
Sorting:
- ☆157Updated 10 months ago
- [NeurIPS'23] Speculative Decoding with Big Little Decoder☆95Updated last year
- The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.☆52Updated last year
- 16-fold memory access reduction with nearly no loss☆109Updated 9 months ago
- ☆39Updated last year
- [ACL 2025] Squeezed Attention: Accelerating Long Prompt LLM Inference☆55Updated last year
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆47Updated last year
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆175Updated last year
- Boosting 4-bit inference kernels with 2:4 Sparsity☆90Updated last year
- ☆53Updated last year
- [ICLR 2025] TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention☆49Updated 5 months ago
- LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification☆72Updated 5 months ago
- ☆31Updated last year
- An innovative method expediting LLMs via streamlined semi-autoregressive generation and draft verification.☆26Updated 8 months ago
- Official implementation for Yuan & Liu & Zhong et al., KV Cache Compression, But What Must We Give in Return? A Comprehensive Benchmark o…☆88Updated 10 months ago
- Ouroboros: Speculative Decoding with Large Model Enhanced Drafting (EMNLP 2024 main)☆112Updated 9 months ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆63Updated last year
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆83Updated last year
- ☆49Updated 7 months ago
- Kinetics: Rethinking Test-Time Scaling Laws☆85Updated 5 months ago
- Flash Attention in 300-500 lines of CUDA/C++☆36Updated 4 months ago
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆43Updated last year
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆75Updated 6 months ago
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆135Updated last year
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆151Updated 10 months ago
- Official Implementation of SAM-Decoding: Speculative Decoding via Suffix Automaton☆39Updated 10 months ago
- Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding (EMNLP 2023 Long)☆65Updated last year
- ☆49Updated last year
- HALO: Hadamard-Assisted Low-Precision Optimization and Training method for finetuning LLMs. 🚀 The official implementation of https://arx…☆29Updated 10 months ago
- ☆64Updated last year