OpenGVLab / EfficientQAT
EfficientQAT: Efficient Quantization-Aware Training for Large Language Models
☆266Updated 7 months ago
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.☆177Updated 3 months ago
- ☆131Updated last month
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆387Updated 5 months ago
- PB-LLM: Partially Binarized Large Language Models☆152Updated last year
- [ICML 2024] BiLLM: Pushing the Limit of Post-Training Quantization for LLMs☆216Updated 4 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆308Updated 10 months ago
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆352Updated 9 months ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆296Updated 3 months ago
- The official implementation of the EMNLP 2023 paper LLM-FP4☆199Updated last year
- A general 2-8 bits quantization toolbox with GPTQ/AWQ/HQQ/VPTQ, and export to onnx/onnx-runtime easily.☆170Updated last month
- For releasing code related to compression methods for transformers, accompanying our publications☆427Updated 4 months ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆133Updated 3 months ago
- Q-GaLore: Quantized GaLore with INT4 Projection and Layer-Adaptive Low-Rank Gradients.☆199Updated 10 months ago
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆272Updated 3 months ago
- [ICLR 2025] DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads☆459Updated 3 months ago
- Reorder-based post-training quantization for large language model☆189Updated 2 years ago
- Code for the paper "QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models".☆274Updated last year
- ☆198Updated 5 months ago
- Awesome list for LLM quantization☆215Updated 4 months ago
- ☆242Updated last year
- A repository dedicated to evaluating the performance of quantizied LLaMA3 using various quantization methods..☆183Updated 4 months ago
- ☆129Updated 3 months ago
- Automated Identification of Redundant Layer Blocks for Pruning in Large Language Models☆238Updated last year
- KV cache compression for high-throughput LLM inference☆127Updated 3 months ago
- An efficent implementation of the method proposed in "The Era of 1-bit LLMs"☆154Updated 7 months ago
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆286Updated 2 months ago
- This repository contains the training code of ParetoQ introduced in our work "ParetoQ Scaling Laws in Extremely Low-bit LLM Quantization"☆60Updated last month
- ☆531Updated 6 months ago
- A safetensors extension to efficiently store sparse quantized tensors on disk☆112Updated this week
- A family of compressed models obtained via pruning and knowledge distillation☆336Updated 6 months ago