An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).
☆281Jul 16, 2025Updated last year
Alternatives and similar repositories for fp6_llm
Users that are interested in fp6_llm are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆20Sep 28, 2024Updated last year
- Benchmark tests supporting the TiledCUDA library.☆19Nov 19, 2024Updated last year
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆1,143Sep 4, 2024Updated 2 years ago
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆770Aug 6, 2025Updated last year
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆856Mar 6, 2025Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆533Nov 26, 2024Updated last year
- High-speed GEMV kernels, at most 2.7x speedup compared to pytorch baseline.☆130Jul 13, 2024Updated 2 years ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆347Jul 2, 2024Updated 2 years ago
- The official implementation of the EMNLP 2023 paper LLM-FP4☆226Dec 15, 2023Updated 2 years ago
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆140May 16, 2024Updated 2 years ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆431Nov 20, 2025Updated 9 months ago
- Fast Matrix Multiplications for Lookup Table-Quantized LLMs☆394Apr 13, 2025Updated last year
- ☆65Apr 26, 2025Updated last year
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆160Aug 21, 2025Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Quantized Attention on GPU☆45Nov 22, 2024Updated last year
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆433Aug 13, 2024Updated 2 years ago
- An experimental communicating attention kernel based on DeepEP.☆34Jul 29, 2025Updated last year
- A Easy-to-understand TensorOp Matmul Tutorial☆452Mar 5, 2026Updated 6 months ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆177Nov 26, 2025Updated 9 months ago
- ☆201Aug 9, 2026Updated 3 weeks ago
- A Quirky Assortment of CuTe Kernels☆1,137Updated this week
- We invite you to visit and follow our new repository at https://github.com/microsoft/TileFusion. TiledCUDA is a highly efficient kernel …☆192Jan 28, 2025Updated last year
- ☆174Mar 9, 2023Updated 3 years ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- Fast low-bit matmul kernels in Triton☆483Aug 9, 2026Updated 3 weeks ago
- ☆128Mar 18, 2026Updated 5 months ago
- ☆272Jul 11, 2024Updated 2 years ago
- Microsoft Automatic Mixed Precision Library☆635Dec 1, 2025Updated 9 months ago
- A Library for intra-GPU/Inter-SM parallelsim☆12Aug 7, 2026Updated last month
- ☆606Oct 29, 2024Updated last year
- ☆118Jul 28, 2026Updated last month
- A library for accelerating Transformer models on NVIDIA GPUs, including using 8-bit and 4-bit floating point (FP8 and FP4) precision on H…☆3,526Updated this week
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆405Jul 10, 2025Updated last year
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- A throughput-oriented high-performance serving framework for LLMs☆975Mar 29, 2026Updated 5 months ago
- [ICLR 2025] COAT: Compressing Optimizer States and Activation for Memory-Efficient FP8 Training☆266Aug 9, 2025Updated last year
- ☆210May 5, 2025Updated last year
- Kernel Library for Large Headdim Attention (64~1024, BF16/FP8/FP4), 1.5x~15x↑ vs PyTorch SDPA.☆331Updated this week
- Fast Hadamard transform in CUDA, with a PyTorch interface☆349Mar 10, 2026Updated 5 months ago
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆158Dec 4, 2024Updated last year
- [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization☆724Aug 13, 2024Updated 2 years ago