ParCIS / FlashSparseLinks
FlashSparse significantly reduces the computation redundancy for unstructured sparsity (for SpMM and SDDMM) on Tensor Cores through a Swap-and-Transpose mapping strategy. FlashSparse is accepted by PPoPP 2025.
☆29Updated last month
Alternatives and similar repositories for FlashSparse
Users that are interested in FlashSparse are comparing it to the libraries listed below
Sorting:
- Magicube is a high-performance library for quantized sparse matrix operations (SpMM and SDDMM) of deep learning on Tensor Cores.☆89Updated 2 years ago
- ☆35Updated last year
- ☆32Updated 3 years ago
- ☆109Updated 4 years ago
- A Row Decomposition-based Approach for Sparse Matrix Multiplication on GPUs☆22Updated last year
- Artifact for USENIX ATC'23: TC-GNN: Bridging Sparse GNN Computation and Dense Tensor Cores on GPUs.☆49Updated last year
- ☆51Updated 6 years ago
- TileFlow is a performance analysis tool based on Timeloop for fusion dataflows☆61Updated last year
- ☆150Updated last year
- MAGIS: Memory Optimization via Coordinated Graph Transformation and Scheduling for DNN (ASPLOS'24)☆53Updated last year
- ☆16Updated 2 years ago
- A Vectorized N:M Format for Unleashing the Power of Sparse Tensor Cores☆52Updated last year
- ☆50Updated last year
- Source code of the SC '23 paper: "DASP: Specific Dense Matrix Multiply-Accumulate Units Accelerated General Sparse Matrix-Vector Multipli…☆26Updated last year
- ☆106Updated last year
- ☆31Updated last year
- Source code of the PPoPP '22 paper: "TileSpGEMM: A Tiled Algorithm for Parallel Sparse General Matrix-Matrix Multiplication on GPUs" by Y…☆40Updated last year
- SpInfer: Leveraging Low-Level Sparsity for Efficient Large Language Model Inference on GPUs☆52Updated 5 months ago
- A GPU-optimized system for efficient long-context LLMs decoding with low-bit KV cache.☆56Updated 3 weeks ago
- Artifact for PPoPP22 QGTC: Accelerating Quantized GNN via GPU Tensor Core.☆30Updated 3 years ago
- Automatic Mapping Generation, Verification, and Exploration for ISA-based Spatial Accelerators☆115Updated 2 years ago
- ☆12Updated 3 years ago
- Artifact for OSDI'23: MGG: Accelerating Graph Neural Networks with Fine-grained intra-kernel Communication-Computation Pipelining on Mult…☆40Updated last year
- ☆13Updated 5 months ago
- ☆18Updated last year
- ☆27Updated 4 months ago
- ☆80Updated 2 years ago
- ☆179Updated last year
- Code for paper "Design Principles for Sparse Matrix Multiplication on the GPU" accepted to Euro-Par 2018☆72Updated 4 years ago
- Triton to TVM transpiler.☆22Updated 10 months ago