FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.
☆1,095Sep 4, 2024Updated last year
Alternatives and similar repositories for marlin
Users that are interested in marlin are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆844Mar 6, 2025Updated last year
- FlashInfer: Kernel Library for LLM Serving☆5,867Updated this week
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆768Aug 6, 2025Updated 10 months ago
- Boosting 4-bit inference kernels with 2:4 Sparsity☆95Sep 4, 2024Updated last year
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration☆3,578Jul 17, 2025Updated 11 months ago
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆155Aug 21, 2025Updated 10 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆342Jul 2, 2024Updated last year
- A throughput-oriented high-performance serving framework for LLMs☆962Mar 29, 2026Updated 3 months ago
- Fast low-bit matmul kernels in Triton☆475May 15, 2026Updated last month
- Tile primitives for speedy kernels☆3,466Jun 15, 2026Updated 2 weeks ago
- Distributed Compiler based on Triton for Parallel Systems☆1,466Updated this week
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆517Nov 26, 2024Updated last year
- A fast communication-overlapping library for tensor/expert parallelism on GPUs.☆1,332Aug 28, 2025Updated 10 months ago
- AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation:☆2,349May 11, 2025Updated last year
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- ☆267Jul 11, 2024Updated last year
- [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models☆1,662Jul 12, 2024Updated last year
- Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".☆2,327Mar 27, 2024Updated 2 years ago
- A Easy-to-understand TensorOp Matmul Tutorial☆442Mar 5, 2026Updated 3 months ago
- LightLLM is a Python-based LLM (Large Language Model) inference and serving framework, notable for its lightweight design, easy scalabili…☆4,141Updated this week
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆411Nov 20, 2025Updated 7 months ago
- Fast Matrix Multiplications for Lookup Table-Quantized LLMs☆389Apr 13, 2025Updated last year
- Transformers-compatible library for applying various compression algorithms to LLMs for optimized deployment with vLLM☆3,439Updated this week
- PyTorch native quantization and sparsity for training and inference☆2,875Updated this week
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- High-speed GEMV kernels, at most 2.7x speedup compared to pytorch baseline.☆129Jul 13, 2024Updated last year
- A standalone GEMM kernel for fp16 activation and quantized weight, extracted from FasterTransformer☆96Jun 21, 2026Updated last week
- [NeurIPS'24 Spotlight, ICLR'25, ICML'25] To speed up Long-context LLMs' inference, approximate and dynamic sparse calculate the attention…☆1,220Apr 8, 2026Updated 2 months ago
- Perplexity GPU Kernels☆585Nov 7, 2025Updated 7 months ago
- [ICML 2024] Break the Sequential Dependency of LLM Inference Using Lookahead Decoding☆1,337Mar 6, 2025Updated last year
- An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).☆282Jul 16, 2025Updated 11 months ago
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆429Aug 13, 2024Updated last year
- QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference☆123Mar 6, 2024Updated 2 years ago
- GPTQ inference Triton kernel☆323May 18, 2023Updated 3 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Serving multiple LoRA finetuned LLM as one☆1,162May 8, 2024Updated 2 years ago
- A library for accelerating Transformer models on NVIDIA GPUs, including using 8-bit and 4-bit floating point (FP8 and FP4) precision on H…☆3,408Updated this week
- ☆599Oct 29, 2024Updated last year
- CUDA Templates and Python DSLs for High-Performance Linear Algebra☆9,939Updated this week
- ☆65Apr 26, 2025Updated last year
- Official implementation of Half-Quadratic Quantization (HQQ)☆945Feb 26, 2026Updated 4 months ago
- Mirage Persistent Kernel: Compiling LLMs into a MegaKernel☆2,336Updated this week