SpInfer: Leveraging Low-Level Sparsity for Efficient Large Language Model Inference on GPUs
☆62Mar 25, 2025Updated 11 months ago
Alternatives and similar repositories for SpInfer
Users that are interested in SpInfer are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Quantized Attention on GPU☆44Nov 22, 2024Updated last year
- ☆32Apr 2, 2025Updated 11 months ago
- ☆166Jul 22, 2024Updated last year
- Benchmark tests supporting the TiledCUDA library.☆18Nov 19, 2024Updated last year
- ☆65Apr 26, 2025Updated 10 months ago
- ☆46Jun 19, 2024Updated last year
- [NeurIPS 2023] ShiftAddViT: Mixture of Multiplication Primitives Towards Efficient Vision Transformer☆30Dec 6, 2023Updated 2 years ago
- ☆20Sep 28, 2024Updated last year
- Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity☆237Sep 24, 2023Updated 2 years ago
- ☆162Feb 15, 2025Updated last year
- DeeperGEMM: crazy optimized version☆75May 5, 2025Updated 10 months ago
- A standalone GEMM kernel for fp16 activation and quantized weight, extracted from FasterTransformer☆95Feb 20, 2026Updated last month
- [HPCA 2026] A GPU-optimized system for efficient long-context LLMs decoding with low-bit KV cache.☆81Dec 18, 2025Updated 3 months ago
- A sparse attention kernel supporting mix sparse patterns☆480Jan 18, 2026Updated 2 months ago
- ☆39Dec 14, 2025Updated 3 months ago
- QuTLASS: CUTLASS-Powered Quantized BLAS for Deep Learning☆171Nov 11, 2025Updated 4 months ago
- An auxiliary project analysis of the characteristics of KV in DiT Attention.☆33Nov 29, 2024Updated last year
- Framework to reduce autotune overhead to zero for well known deployments.☆97Sep 19, 2025Updated 6 months ago
- ☆261Jul 11, 2024Updated last year
- Fast low-bit matmul kernels in Triton☆438Feb 1, 2026Updated last month
- A Vectorized N:M Format for Unleashing the Power of Sparse Tensor Cores☆59Nov 24, 2023Updated 2 years ago
- Persistent dense gemm for Hopper in `CuTeDSL`☆15Aug 9, 2025Updated 7 months ago
- Tutorials of Extending and importing TVM with CMAKE Include dependency.☆15Oct 11, 2024Updated last year
- ☆97Mar 26, 2025Updated 11 months ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆821Mar 6, 2025Updated last year
- [ICML24] Pruner-Zero: Evolving Symbolic Pruning Metric from scratch for LLMs☆98Nov 25, 2024Updated last year
- High Performance FP8 GEMM Kernels for SM89 and later GPUs.☆20Jan 24, 2025Updated last year
- ☆94May 31, 2025Updated 9 months ago
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆1,041Sep 4, 2024Updated last year
- ☆14Dec 5, 2024Updated last year
- ☆32Jul 2, 2025Updated 8 months ago
- An extention of TVMScript to write simple and high performance GPU kernels with tensorcore.☆51Jul 23, 2024Updated last year
- This is a repository of Binary General Matrix Multiply (BGEMM) by customized CUDA kernel. Thank FP6-LLM for the wheels!☆18Aug 30, 2024Updated last year
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆752Aug 6, 2025Updated 7 months ago
- ☆158Dec 26, 2024Updated last year
- High-speed GEMV kernels, at most 2.7x speedup compared to pytorch baseline.☆128Jul 13, 2024Updated last year
- [ICML 2025] XAttention: Block Sparse Attention with Antidiagonal Scoring☆273Jul 6, 2025Updated 8 months ago
- Triton to TVM transpiler.☆23Oct 14, 2024Updated last year
- ⚡️Write HGEMM from scratch using Tensor Cores with WMMA, MMA and CuTe API, Achieve Peak⚡️ Performance.☆149May 10, 2025Updated 10 months ago