andy-yang-1 / DoubleSparse
16-fold memory access reduction with nearly no loss
☆88Updated 2 weeks ago
Alternatives and similar repositories for DoubleSparse:
Users that are interested in DoubleSparse are comparing it to the libraries listed below
- Code for paper: [ICLR2025 Oral] FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference☆82Updated last week
- A sparse attention kernel supporting mix sparse patterns☆186Updated 2 months ago
- ☆53Updated last year
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆158Updated 9 months ago
- ☆122Updated 2 months ago
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆269Updated 4 months ago
- PyTorch bindings for CUTLASS grouped GEMM.☆80Updated 5 months ago
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆98Updated last month
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆112Updated 4 months ago
- ☆39Updated 8 months ago
- The Official Implementation of Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference☆71Updated 2 months ago
- Odysseus: Playground of LLM Sequence Parallelism☆68Updated 9 months ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆125Updated 2 months ago
- ☆68Updated 2 months ago
- Quantized Attention on GPU☆45Updated 4 months ago
- XAttention: Block Sparse Attention with Antidiagonal Scoring☆137Updated 2 weeks ago
- SKVQ: Sliding-window Key and Value Cache Quantization for Large Language Models☆19Updated 6 months ago
- ☆235Updated 11 months ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆51Updated 9 months ago
- ☆68Updated 4 months ago
- QAQ: Quality Adaptive Quantization for LLM KV Cache☆49Updated last year
- ☆48Updated 4 months ago
- Boosting 4-bit inference kernels with 2:4 Sparsity☆72Updated 7 months ago
- SeerAttention: Learning Intrinsic Sparse Attention in Your LLMs☆97Updated last week
- SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models☆28Updated 8 months ago
- A Suite for Parallel Inference of Diffusion Transformers (DiTs) on multi-GPU Clusters☆44Updated 8 months ago
- The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.☆45Updated 5 months ago
- [ICLR 2025] TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention☆33Updated last week
- [NeurIPS 2024] Efficient LLM Scheduling by Learning to Rank☆46Updated 5 months ago
- [ICLR 2025] COAT: Compressing Optimizer States and Activation for Memory-Efficient FP8 Training☆179Updated this week