thu-ml / 2by4-pretrain-acc-examples
Code for "Accelerating Transformer Pre-training with 2:4 Sparsity"
☆23Updated 4 months ago
Alternatives and similar repositories for 2by4-pretrain-acc-examples:
Users that are interested in 2by4-pretrain-acc-examples are comparing it to the libraries listed below
- Efficient 2:4 sparse training algorithms and implementations☆54Updated 4 months ago
- 16-fold memory access reduction with nearly no loss☆90Updated 3 weeks ago
- SKVQ: Sliding-window Key and Value Cache Quantization for Large Language Models☆19Updated 6 months ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆127Updated 2 months ago
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆157Updated 6 months ago
- ☆40Updated 9 months ago
- [ICLR2025]: OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitt…☆46Updated 2 weeks ago
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆64Updated 9 months ago
- Code Repository of Evaluating Quantized Large Language Models☆121Updated 7 months ago
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆37Updated 10 months ago
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆270Updated 5 months ago
- QAQ: Quality Adaptive Quantization for LLM KV Cache☆49Updated last year
- SQUEEZED ATTENTION: Accelerating Long Prompt LLM Inference☆46Updated 5 months ago
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆63Updated 6 months ago
- A sparse attention kernel supporting mix sparse patterns☆197Updated 2 months ago
- The official PyTorch implementation of the NeurIPS2022 (spotlight) paper, Outlier Suppression: Pushing the Limit of Low-bit Transformer L…☆47Updated 2 years ago
- Code implementation of GPTQv2 (https://arxiv.org/abs/2504.02692)☆29Updated last week
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆99Updated 2 months ago
- [ICLR 2025] COAT: Compressing Optimizer States and Activation for Memory-Efficient FP8 Training☆184Updated last week
- The code repository of "MBQ: Modality-Balanced Quantization for Large Vision-Language Models"☆37Updated last month
- ☆21Updated 4 months ago
- [ICML 2024 Oral] This project is the official implementation of our Accurate LoRA-Finetuning Quantization of LLMs via Information Retenti…☆64Updated last year
- ☆20Updated 5 months ago
- Official PyTorch implementation of "IntactKV: Improving Large Language Model Quantization by Keeping Pivot Tokens Intact"☆43Updated 11 months ago
- AFPQ code implementation☆20Updated last year
- [NeurIPS 2024] The official implementation of ZipCache: Accurate and Efficient KV Cache Quantization with Salient Token Identification☆21Updated 3 weeks ago
- XAttention: Block Sparse Attention with Antidiagonal Scoring☆140Updated 3 weeks ago
- [ICLR'25] ViDiT-Q: Efficient and Accurate Quantization of Diffusion Transformers for Image and Video Generation☆77Updated last month
- ArkVale: Efficient Generative LLM Inference with Recallable Key-Value Eviction (NIPS'24)☆36Updated 4 months ago
- ☆42Updated 2 years ago