zyxxmu / cam
Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference
☆27Updated 5 months ago
Related projects ⓘ
Alternatives and complementary repositories for cam
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆32Updated 3 months ago
- The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.☆39Updated last month
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆49Updated last month
- ☆45Updated 6 months ago
- [ACL 2024] RelayAttention for Efficient Large Language Model Serving with Long System Prompts☆34Updated 8 months ago
- QAQ: Quality Adaptive Quantization for LLM KV Cache☆42Updated 7 months ago
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆40Updated last week
- ☆47Updated last year
- Quantized Side Tuning: Fast and Memory-Efficient Tuning of Quantized Large Language Models☆36Updated 2 weeks ago
- ☆19Updated 2 weeks ago
- [ICML 2024 Oral] This project is the official implementation of our Accurate LoRA-Finetuning Quantization of LLMs via Information Retenti…☆59Updated 7 months ago
- [EMNLP 2024] RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization☆21Updated last month
- [ICLR 2024] Jaiswal, A., Gan, Z., Du, X., Zhang, B., Wang, Z., & Yang, Y. Compressing llms: The truth is rarely pure and never simple.☆17Updated 8 months ago
- Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding (EMNLP 2023 Long)☆53Updated last month
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆149Updated 4 months ago
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆83Updated 3 months ago
- Code for Palu: Compressing KV-Cache with Low-Rank Projection☆57Updated last week
- TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention☆21Updated last month
- ☆42Updated 7 months ago
- An unofficial implementation of "Mixture-of-Depths: Dynamically allocating compute in transformer-based language models"☆33Updated 5 months ago
- SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models☆24Updated 3 months ago
- AFPQ code implementation☆18Updated last year
- Pruner-Zero: Evolving Symbolic Pruning Metric from scratch for LLMs☆74Updated 5 months ago
- The Official Implementation of Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference☆39Updated this week
- 16-fold memory access reduction with nearly no loss☆58Updated last week
- Official Pytorch Implementation of Our Paper Accepted at ICLR 2024-- Dynamic Sparse No Training: Training-Free Fine-tuning for Sparse LLM…☆37Updated 7 months ago
- ☆20Updated last week
- 📰 Must-read papers on KV Cache Compression (constantly updating 🤗).☆143Updated this week
- Beyond KV Caching: Shared Attention for Efficient LLMs☆13Updated 4 months ago
- An algorithm for static activation quantization of LLMs☆79Updated 2 weeks ago