[ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization
☆713Aug 13, 2024Updated last year
Alternatives and similar repositories for SqueezeLLM
Users that are interested in SqueezeLLM are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆416Aug 13, 2024Updated last year
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration☆3,469Jul 17, 2025Updated 8 months ago
- Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".☆2,266Mar 27, 2024Updated 2 years ago
- [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models☆1,625Jul 12, 2024Updated last year
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"☆397Feb 24, 2024Updated 2 years ago
- NordVPN Special Discount Offer • AdSave on top-rated NordVPN 1 or 2-year plans with secure browsing, privacy protection, and support for for all major platforms.
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆892Nov 26, 2025Updated 4 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆336Jul 2, 2024Updated last year
- ☆553Feb 8, 2026Updated last month
- Reorder-based post-training quantization for large language model☆199May 17, 2023Updated 2 years ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆363Nov 20, 2025Updated 4 months ago
- ☆21Feb 5, 2024Updated 2 years ago
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆323Mar 4, 2025Updated last year
- A simple and effective LLM pruning approach.☆858Aug 9, 2024Updated last year
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆821Mar 6, 2025Updated last year
- 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.
- PB-LLM: Partially Binarized Large Language Models☆156Nov 20, 2023Updated 2 years ago
- 4 bits quantization of LLaMA using GPTQ☆3,073Jul 13, 2024Updated last year
- An easy-to-use LLMs quantization package with user-friendly apis, based on GPTQ algorithm.☆5,035Apr 11, 2025Updated 11 months ago
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆1,041Sep 4, 2024Updated last year
- Code for the ICML 2023 paper "SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot".☆877Aug 20, 2024Updated last year
- AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation:☆2,318May 11, 2025Updated 10 months ago
- Official implementation of Half-Quadratic Quantization (HQQ)☆919Feb 26, 2026Updated last month
- ☆157Jun 22, 2023Updated 2 years ago
- ☆581Oct 29, 2024Updated 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.
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆492Nov 26, 2024Updated last year
- [ICML 2024] BiLLM: Pushing the Limit of Post-Training Quantization for LLMs☆229Jan 11, 2025Updated last year
- Code for the paper "QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models".☆281Nov 3, 2023Updated 2 years ago
- Repository for the QUIK project, enabling the use of 4bit kernels for generative inference - EMNLP 2024☆185Apr 16, 2024Updated last year
- GPTQ inference Triton kernel☆321May 18, 2023Updated 2 years ago
- Medusa: Simple Framework for Accelerating LLM Generation with Multiple Decoding Heads☆2,722Jun 25, 2024Updated last year
- Official implementation of the EMNLP23 paper: Outlier Suppression+: Accurate quantization of large language models by equivalent and opti…☆51Oct 21, 2023Updated 2 years ago
- A more memory-efficient rewrite of the HF transformers implementation of Llama for use with quantized weights.☆2,912Sep 30, 2023Updated 2 years ago
- The official implementation of the EMNLP 2023 paper LLM-FP4☆222Dec 15, 2023Updated 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.
- Accessible large language models via k-bit quantization for PyTorch.☆8,078Updated this week
- ☆235Jun 11, 2024Updated last year
- A general 2-8 bits quantization toolbox with GPTQ/AWQ/HQQ/VPTQ, and export to onnx/onnx-runtime easily.☆187Updated this week
- Awesome LLM compression research papers and tools.☆1,794Feb 23, 2026Updated last month
- Official PyTorch implementation of QA-LoRA☆145Mar 13, 2024Updated 2 years ago
- QLoRA: Efficient Finetuning of Quantized LLMs☆10,858Jun 10, 2024Updated last year
- [NeurIPS'23] H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.☆507Aug 1, 2024Updated last year