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.☆56Jul 16, 2025Updated last year
- vLLM plugin for RBLN NPU☆58Updated this week
- [ICML 2024] Official Implementation of SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks☆43Feb 4, 2025Updated 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
- Boosting 4-bit inference kernels with 2:4 Sparsity☆101Sep 4, 2024Updated 2 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.
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆347Jul 2, 2024Updated 2 years ago
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆160Aug 21, 2025Updated last year
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆132Jul 4, 2025Updated last year
- ☆25Oct 31, 2024Updated last year
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆433Aug 13, 2024Updated 2 years ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆177Nov 26, 2025Updated 9 months ago
- [EMNLP 2024] RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization☆40Sep 24, 2024Updated last year
- [ACL Findings 2026] Official Implementation of "FastKV: Decoupling of Context Reduction and KV Cache Compression for Prefill-Decoding Acc…☆33Apr 14, 2026Updated 4 months ago
- Repository for the QUIK project, enabling the use of 4bit kernels for generative inference - EMNLP 2024☆185Apr 16, 2024Updated 2 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆533Nov 26, 2024Updated last year
- ☆92Jan 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…☆856Mar 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 2 months ago
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆770Aug 6, 2025Updated last year
- (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 9 months ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆431Nov 20, 2025Updated 9 months ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ☆30Jul 22, 2024Updated 2 years ago
- A quantization algorithm for LLM☆153Jun 21, 2024Updated 2 years ago
- LLM Serving Performance Evaluation Harness☆85Feb 25, 2025Updated last year
- Several optimization methods of half-precision general matrix vector multiplication (HGEMV) using CUDA core.☆76Sep 8, 2024Updated last year
- ☆42Mar 28, 2024Updated 2 years ago
- LLM Inference with Microscaling Format☆35Nov 12, 2024Updated last year
- ☆54May 19, 2025Updated last year
- DeepXTrace is a lightweight tool for precisely diagnosing slow ranks in DeepEP-based environments.☆102Jan 16, 2026Updated 7 months ago
- ☆187Jun 22, 2025Updated last year
- 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.
- 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)☆958Feb 26, 2026Updated 6 months ago
- Xmixers: A collection of SOTA efficient token/channel mixers☆29Sep 4, 2025Updated last year
- Analyze the inference of Large Language Models (LLMs). Analyze aspects like computation, storage, transmission, and hardware roofline mod…☆681Sep 11, 2024Updated last year
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration☆3,631Jul 17, 2025Updated last year
- DeepGEMM: clean and efficient FP8 GEMM kernels with fine-grained scaling☆40Aug 31, 2026Updated last week
- A NCCL extension library, designed to efficiently offload GPU memory allocated by the NCCL communication library.☆117Dec 17, 2025Updated 8 months ago