OpenGVLab / EfficientQATLinks
[ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models
☆277Updated last month
Alternatives and similar repositories for EfficientQAT
Users that are interested in EfficientQAT are comparing it to the libraries listed below
Sorting:
- ☆140Updated 3 weeks ago
- The homepage of OneBit model quantization framework.☆184Updated 5 months ago
- [ICML 2024] BiLLM: Pushing the Limit of Post-Training Quantization for LLMs☆222Updated 6 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆405Updated 7 months ago
- PB-LLM: Partially Binarized Large Language Models☆152Updated last year
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆360Updated 11 months ago
- A general 2-8 bits quantization toolbox with GPTQ/AWQ/HQQ/VPTQ, and export to onnx/onnx-runtime easily.☆174Updated 3 months ago
- The official implementation of the EMNLP 2023 paper LLM-FP4☆210Updated last year
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆142Updated last month
- KV cache compression for high-throughput LLM inference☆132Updated 5 months ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆311Updated 6 months ago
- [ICLR 2025] DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads☆475Updated 5 months ago
- Code for the paper "QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models".☆277Updated last year
- Reorder-based post-training quantization for large language model☆192Updated 2 years ago
- For releasing code related to compression methods for transformers, accompanying our publications☆435Updated 6 months ago
- VPTQ, A Flexible and Extreme low-bit quantization algorithm☆647Updated 2 months ago
- ☆547Updated 8 months ago
- Advanced Quantization Algorithm for LLMs and VLMs, with support for CPU, Intel GPU, CUDA and HPU. Seamlessly integrated with Torchao, Tra…☆528Updated this week
- Q-GaLore: Quantized GaLore with INT4 Projection and Layer-Adaptive Low-Rank Gradients.☆198Updated last year
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆314Updated last year
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆135Updated 3 months ago
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆302Updated 5 months ago
- A family of compressed models obtained via pruning and knowledge distillation☆344Updated 8 months ago
- This repository contains the training code of ParetoQ introduced in our work "ParetoQ Scaling Laws in Extremely Low-bit LLM Quantization"☆87Updated last month
- Efficient LLM Inference over Long Sequences☆383Updated 3 weeks ago
- A repository dedicated to evaluating the performance of quantizied LLaMA3 using various quantization methods..☆191Updated 6 months ago
- ☆199Updated 7 months ago
- Towards Economical Inference: Enabling DeepSeek's Multi-Head Latent Attention in Any Transformer-based LLMs☆179Updated 3 weeks ago
- A safetensors extension to efficiently store sparse quantized tensors on disk☆137Updated this week
- Awesome list for LLM quantization☆252Updated last month