[ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs
☆137Oct 13, 2026Updated 3 weeks ago
Alternatives and similar repositories for any-precision-llm
Users that are interested in any-precision-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:
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆350Jul 2, 2024Updated 2 years ago
- [OSDI 2025] DecDEC: A Systems Approach to Advancing Low‑Bit LLM Quantization☆27Oct 13, 2026Updated 3 weeks ago
- Codebase for the Progressive Mixed-Precision Decoding paper.☆23Jul 15, 2025Updated last year
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆438Nov 20, 2025Updated 11 months ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆178Nov 26, 2025Updated 11 months ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆85Mar 7, 2024Updated 2 years ago
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆228Nov 25, 2025Updated 11 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆541Nov 26, 2024Updated last year
- LLM Inference with Microscaling Format☆35Nov 12, 2024Updated last year
- ☆42Mar 28, 2024Updated 2 years ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆867Mar 6, 2025Updated last year
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆436Aug 13, 2024Updated 2 years ago
- [ICLR 2025] TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention☆57Aug 6, 2025Updated last year
- Fast Hadamard transform in CUDA, with a PyTorch interface☆357Mar 10, 2026Updated 7 months ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Code for MatGPTQ: Efficient and Accurate Inference over Nested Quantized Models☆34Oct 6, 2026Updated last month
- LoCaLUT_AE☆13Dec 8, 2025Updated 10 months ago
- The official implementation of the EMNLP 2023 paper LLM-FP4☆227Dec 15, 2023Updated 2 years ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆186Jul 12, 2024Updated 2 years ago
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆168Feb 20, 2025Updated last year
- UniQL official repository (ICLR 2026)☆19Jan 27, 2026Updated 9 months ago
- [COLM 2024] TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding☆280Aug 31, 2024Updated 2 years ago
- QuTLASS: CUTLASS-Powered Quantized BLAS for Deep Learning☆204Sep 2, 2026Updated 2 months ago
- ☆198Jun 22, 2025Updated last year
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- An acceleration library that supports arbitrary bit-width combinatorial quantization operations☆249Sep 30, 2024Updated 2 years ago
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆968Nov 26, 2025Updated 11 months ago
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆162Aug 21, 2025Updated last year
- QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference☆123Mar 6, 2024Updated 2 years ago
- [ICML 2025] SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models☆67Aug 9, 2024Updated 2 years ago
- Network Contention-Aware Cluster Scheduling with Reinforcement Learning (IEEE ICPADS'23)☆19Jul 8, 2025Updated last year
- AFPQ code implementation☆23Nov 6, 2023Updated 3 years ago
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆772Aug 6, 2025Updated last year
- [ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models☆354Apr 10, 2026Updated 6 months ago
- 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.
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆162Dec 4, 2024Updated last year
- Awesome list for LLM quantization☆454Oct 27, 2026Updated last week
- Official repository of paper [FALQON: Accelerating LoRA Fine-tuning with Low-Bit Floating-Point Arithmetic, NeurIPS 2025]☆22Dec 2, 2025Updated 11 months ago
- Accelerating Large-Scale Reasoning Model Inference with Sparse Self-Speculative Decoding☆122Dec 2, 2025Updated 11 months ago
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆189Apr 24, 2026Updated 6 months ago
- Fast low-bit matmul kernels in Triton☆491Oct 1, 2026Updated last month
- Ginex: SSD-enabled Billion-scale Graph Neural Network Training on a Single Machine via Provably Optimal In-memory Caching☆43Jul 10, 2024Updated 2 years ago