[ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models
☆327Nov 26, 2025Updated 3 months ago
Alternatives and similar repositories for EfficientQAT
Users that are interested in EfficientQAT are comparing it to the libraries listed below
Sorting:
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆172Nov 26, 2025Updated 3 months ago
- VPTQ, A Flexible and Extreme low-bit quantization algorithm☆674Apr 25, 2025Updated 10 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆483Nov 26, 2024Updated last year
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆134May 16, 2024Updated last year
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆889Nov 26, 2025Updated 3 months ago
- Code implementation of GPTAQ (https://arxiv.org/abs/2504.02692)☆81Jul 28, 2025Updated 6 months ago
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆321Mar 4, 2025Updated 11 months ago
- A general 2-8 bits quantization toolbox with GPTQ/AWQ/HQQ/VPTQ, and export to onnx/onnx-runtime easily.☆184Apr 2, 2025Updated 10 months ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆816Mar 6, 2025Updated 11 months ago
- ☆580Oct 29, 2024Updated last year
- ☆52Nov 5, 2024Updated last year
- ☆165Jun 22, 2025Updated 8 months ago
- Low-bit LLM inference on CPU/NPU with lookup table☆924Jun 5, 2025Updated 8 months ago
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆373Feb 14, 2025Updated last year
- [TMLR] Official PyTorch implementation of paper "Efficient Quantization-aware Training with Adaptive Coreset Selection"☆37Aug 20, 2024Updated last year
- Q-GaLore: Quantized GaLore with INT4 Projection and Layer-Adaptive Low-Rank Gradients.☆203Jul 17, 2024Updated last year
- Modified Beam Search with periodical restart☆12Sep 12, 2024Updated last year
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆180Oct 3, 2024Updated last year
- The official implementation of the EMNLP 2023 paper LLM-FP4☆220Dec 15, 2023Updated 2 years ago
- ACL 2023☆39Jun 6, 2023Updated 2 years ago
- The homepage of OneBit model quantization framework.☆200Feb 5, 2025Updated last year
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆751Aug 6, 2025Updated 6 months ago
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆69Mar 7, 2024Updated last year
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆358Nov 20, 2025Updated 3 months ago
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆211Nov 25, 2025Updated 3 months ago
- Official implementation of Half-Quadratic Quantization (HQQ)☆913Dec 18, 2025Updated 2 months ago
- Fast Matrix Multiplications for Lookup Table-Quantized LLMs☆388Apr 13, 2025Updated 10 months ago
- 🎯An accuracy-first, highly efficient quantization toolkit for LLMs, designed to minimize quality degradation across Weight-Only Quantiza…☆845Feb 14, 2026Updated 2 weeks ago
- [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models☆1,612Jul 12, 2024Updated last year
- ☆235Jun 11, 2024Updated last year
- PB-LLM: Partially Binarized Large Language Models☆156Nov 20, 2023Updated 2 years ago
- [ICML 2025] SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models☆53Aug 9, 2024Updated last year
- [ICML 2024] BiLLM: Pushing the Limit of Post-Training Quantization for LLMs☆228Jan 11, 2025Updated last year
- Fast Hadamard transform in CUDA, with a PyTorch interface☆285Oct 19, 2025Updated 4 months ago
- Residual vector quantization for KV cache compression in large language model☆11Oct 22, 2024Updated last year
- Model Compression Toolbox for Large Language Models and Diffusion Models☆759Aug 14, 2025Updated 6 months ago
- Reorder-based post-training quantization for large language model☆199May 17, 2023Updated 2 years ago
- LLM Inference with Microscaling Format☆34Nov 12, 2024Updated last year
- ☆25Oct 31, 2024Updated last year