QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference
☆123Mar 6, 2024Updated 2 years ago
Alternatives and similar repositories for QUICK
Users that are interested in QUICK are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Ditto is an open-source framework that enables direct conversion of HuggingFace PreTrainedModels into TensorRT-LLM engines.☆57Jul 16, 2025Updated last year
- vLLM plugin for RBLN NPU☆57Updated this week
- [ICML 2024] Official Implementation of SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks☆42Feb 4, 2025Updated last year
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆1,111Sep 4, 2024Updated last year
- Boosting 4-bit inference kernels with 2:4 Sparsity☆96Sep 4, 2024Updated 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.
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆344Jul 2, 2024Updated 2 years ago
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆158Aug 21, 2025Updated 11 months ago
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆130Jul 4, 2025Updated last year
- ☆25Oct 31, 2024Updated last year
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆431Aug 13, 2024Updated last year
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆176Nov 26, 2025Updated 8 months ago
- [EMNLP 2024] RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization☆41Sep 24, 2024Updated last year
- [ACL Findings 2026] Official Implementation of "FastKV: Decoupling of Context Reduction and KV Cache Compression for Prefill-Decoding Acc…☆32Apr 14, 2026Updated 3 months ago
- Repository for the QUIK project, enabling the use of 4bit kernels for generative inference - EMNLP 2024☆185Apr 16, 2024Updated 2 years ago
- 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.
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆524Nov 26, 2024Updated last year
- ☆91Jan 23, 2025Updated last year
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆852Mar 6, 2025Updated last year
- GPU operators for sparse tensor operations☆37Mar 11, 2024Updated 2 years ago
- A standalone GEMM kernel for fp16 activation and quantized weight, extracted from FasterTransformer☆96Jun 21, 2026Updated last month
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆769Aug 6, 2025Updated 11 months ago
- (WIP) Parallel inference for black-forest-labs' FLUX model.☆19Nov 18, 2024Updated last year
- A high-throughput and memory-efficient inference and serving engine for LLMs☆267Dec 4, 2025Updated 7 months ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆423Nov 20, 2025Updated 8 months ago
- 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.
- ☆30Jul 22, 2024Updated 2 years ago
- A quantization algorithm for LLM☆151Jun 21, 2024Updated 2 years ago
- LLM Serving Performance Evaluation Harness☆84Feb 25, 2025Updated last year
- Several optimization methods of half-precision general matrix vector multiplication (HGEMV) using CUDA core.☆75Sep 8, 2024Updated last year
- ☆42Mar 28, 2024Updated 2 years ago
- LLM Inference with Microscaling Format☆35Nov 12, 2024Updated last year
- ☆52May 19, 2025Updated last year
- DeepXTrace is a lightweight tool for precisely diagnosing slow ranks in DeepEP-based environments.☆101Jan 16, 2026Updated 6 months ago
- ☆181Jun 22, 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.
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆72Mar 7, 2024Updated 2 years ago
- Official implementation of Half-Quadratic Quantization (HQQ)☆948Feb 26, 2026Updated 5 months ago
- Xmixers: A collection of SOTA efficient token/channel mixers☆29Sep 4, 2025Updated 10 months ago
- Analyze the inference of Large Language Models (LLMs). Analyze aspects like computation, storage, transmission, and hardware roofline mod…☆665Sep 11, 2024Updated last year
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration☆3,600Jul 17, 2025Updated last year
- DeepGEMM: clean and efficient FP8 GEMM kernels with fine-grained scaling☆32Updated this week
- A NCCL extension library, designed to efficiently offload GPU memory allocated by the NCCL communication library.☆113Dec 17, 2025Updated 7 months ago