OpenGVLab / EfficientQATLinks
[ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models
☆273Updated last month
Alternatives and similar repositories for EfficientQAT
Users that are interested in EfficientQAT are comparing it to the libraries listed below
Sorting:
- The homepage of OneBit model quantization framework.☆181Updated 4 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆398Updated 7 months ago
- [ICML 2024] BiLLM: Pushing the Limit of Post-Training Quantization for LLMs☆219Updated 5 months ago
- PB-LLM: Partially Binarized Large Language Models☆152Updated last year
- The official implementation of the EMNLP 2023 paper LLM-FP4☆207Updated last year
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆137Updated last month
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆359Updated 10 months ago
- ☆137Updated this week
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆288Updated 4 months ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆304Updated 5 months ago
- Q-GaLore: Quantized GaLore with INT4 Projection and Layer-Adaptive Low-Rank Gradients.☆198Updated 11 months ago
- For releasing code related to compression methods for transformers, accompanying our publications☆431Updated 5 months ago
- This repository contains the training code of ParetoQ introduced in our work "ParetoQ Scaling Laws in Extremely Low-bit LLM Quantization"☆80Updated 3 weeks ago
- [ICLR 2025] DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads☆466Updated 4 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆310Updated 11 months ago
- Automated Identification of Redundant Layer Blocks for Pruning in Large Language Models☆238Updated last year
- A safetensors extension to efficiently store sparse quantized tensors on disk☆129Updated this week
- A general 2-8 bits quantization toolbox with GPTQ/AWQ/HQQ/VPTQ, and export to onnx/onnx-runtime easily.☆172Updated 2 months ago
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆138Updated last month
- ☆541Updated 7 months ago
- Code for the paper "QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models".☆277Updated last year
- Advanced Quantization Algorithm for LLMs and VLMs, with support for CPU, Intel GPU, CUDA and HPU. Seamlessly integrated with Torchao, Tra…☆525Updated this week
- A family of compressed models obtained via pruning and knowledge distillation☆343Updated 7 months ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆708Updated 3 months ago
- ☆130Updated 4 months ago
- A repository dedicated to evaluating the performance of quantizied LLaMA3 using various quantization methods..☆188Updated 5 months ago
- Official PyTorch implementation of QA-LoRA☆137Updated last year
- VPTQ, A Flexible and Extreme low-bit quantization algorithm☆646Updated 2 months ago
- [ICLR 2025] COAT: Compressing Optimizer States and Activation for Memory-Efficient FP8 Training☆210Updated last week
- Reorder-based post-training quantization for large language model☆191Updated 2 years ago