Aaronhuang-778 / BiLLMLinks
[ICML 2024] BiLLM: Pushing the Limit of Post-Training Quantization for LLMs
☆219Updated 5 months ago
Alternatives and similar repositories for BiLLM
Users that are interested in BiLLM are comparing it to the libraries listed below
Sorting:
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆398Updated 7 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆310Updated 11 months ago
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆359Updated 10 months ago
- [ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models☆273Updated last month
- PB-LLM: Partially Binarized Large Language Models☆152Updated last year
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆304Updated 5 months ago
- The homepage of OneBit model quantization framework.☆181Updated 4 months ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆137Updated last month
- ☆137Updated last week
- Reorder-based post-training quantization for large language model☆191Updated 2 years ago
- The official implementation of the EMNLP 2023 paper LLM-FP4☆207Updated last year
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆115Updated last year
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆293Updated 4 months ago
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"☆370Updated last year
- 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
- ShiftAddLLM: Accelerating Pretrained LLMs via Post-Training Multiplication-Less Reparameterization☆109Updated 8 months ago
- ☆130Updated 4 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
- ☆330Updated last year
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆163Updated 11 months ago
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆138Updated last month
- An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).☆252Updated 8 months ago
- For releasing code related to compression methods for transformers, accompanying our publications☆434Updated 5 months ago
- A repository dedicated to evaluating the performance of quantizied LLaMA3 using various quantization methods..☆188Updated 5 months ago
- Fast Hadamard transform in CUDA, with a PyTorch interface☆201Updated last year
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆300Updated 3 months ago
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆297Updated 7 months ago
- [ICLR 2025] COAT: Compressing Optimizer States and Activation for Memory-Efficient FP8 Training☆210Updated last week
- ☆152Updated 2 years ago
- This repository contains integer operators on GPUs for PyTorch.☆205Updated last year