IST-DASLab / Sparse-Marlin
Boosting 4-bit inference kernels with 2:4 Sparsity
☆73Updated 8 months ago
Alternatives and similar repositories for Sparse-Marlin:
Users that are interested in Sparse-Marlin are comparing it to the libraries listed below
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆115Updated 5 months ago
- ☆104Updated 8 months ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆161Updated 9 months ago
- ☆126Updated 2 months ago
- PyTorch bindings for CUTLASS grouped GEMM.☆88Updated last week
- 16-fold memory access reduction with nearly no loss☆91Updated last month
- Repository for Sparse Finetuning of LLMs via modified version of the MosaicML llmfoundry☆40Updated last year
- Ouroboros: Speculative Decoding with Large Model Enhanced Drafting (EMNLP 2024 main)☆103Updated last month
- Odysseus: Playground of LLM Sequence Parallelism☆69Updated 10 months ago
- Code for paper: [ICLR2025 Oral] FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference☆100Updated 3 weeks ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆307Updated 10 months ago
- ☆68Updated 3 months ago
- ☆78Updated 6 months ago
- High-speed GEMV kernels, at most 2.7x speedup compared to pytorch baseline.☆106Updated 9 months ago
- An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).☆248Updated 6 months ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆54Updated 10 months ago
- Vocabulary Parallelism☆19Updated last month
- A safetensors extension to efficiently store sparse quantized tensors on disk☆104Updated this week
- QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference☆117Updated last year
- ☆84Updated last month
- ☆20Updated 3 weeks ago
- Official repository for DistFlashAttn: Distributed Memory-efficient Attention for Long-context LLMs Training☆209Updated 8 months ago
- ☆238Updated last year
- [ICLR 2025] TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention☆35Updated 2 weeks ago
- [ICLR 2025] PEARL: Parallel Speculative Decoding with Adaptive Draft Length☆80Updated 3 weeks ago
- ☆74Updated 2 weeks ago
- DeeperGEMM: crazy optimized version☆68Updated this week
- Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity☆205Updated last year
- Fast low-bit matmul kernels in Triton☆295Updated this week
- extensible collectives library in triton☆85Updated last month