pilancilab / matrix-compressorLinks
Implementation of LPLR algorithm for matrix compression
☆31Updated last year
Alternatives and similar repositories for matrix-compressor
Users that are interested in matrix-compressor are comparing it to the libraries listed below
Sorting:
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆80Updated 11 months ago
- The official implementation of the paper "Towards Efficient Mixture of Experts: A Holistic Study of Compression Techniques (TMLR)".☆76Updated 6 months ago
- ☆60Updated last year
- SQUEEZED ATTENTION: Accelerating Long Prompt LLM Inference☆54Updated 10 months ago
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆46Updated last year
- ☆38Updated last year
- Official implementation for Yuan & Liu & Zhong et al., KV Cache Compression, But What Must We Give in Return? A Comprehensive Benchmark o…☆85Updated 7 months ago
- EE-LLM is a framework for large-scale training and inference of early-exit (EE) large language models (LLMs).☆68Updated last year
- [ICLR 2024] Jaiswal, A., Gan, Z., Du, X., Zhang, B., Wang, Z., & Yang, Y. Compressing llms: The truth is rarely pure and never simple.☆24Updated 5 months ago
- ☆33Updated 2 months ago
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆66Updated 6 months ago
- The evaluation framework for training-free sparse attention in LLMs☆100Updated 3 months ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆168Updated last year
- ☆143Updated 7 months ago
- Flash-Muon: An Efficient Implementation of Muon Optimizer☆189Updated 3 months ago
- ☆129Updated 4 months ago
- [NAACL 24 Oral] LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language Models☆36Updated 9 months ago
- ☆29Updated 10 months ago
- Fast and memory-efficient exact attention☆70Updated 7 months ago
- ☆83Updated last year
- Kinetics: Rethinking Test-Time Scaling Laws☆80Updated 2 months ago
- ☆13Updated 8 months ago
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆142Updated 7 months ago
- ☆33Updated last year
- The simplest implementation of recent Sparse Attention patterns for efficient LLM inference.☆89Updated 2 months ago
- Code for studying the super weight in LLM☆119Updated 10 months ago
- Compressible Dynamics in Deep Overparameterized Low-Rank Learning & Adaptation (ICML'24 Oral)☆13Updated last year
- SLTrain: a sparse plus low-rank approach for parameter and memory efficient pretraining (NeurIPS 2024)☆34Updated 11 months ago
- [ICLR 2025] TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention☆47Updated 2 months ago
- ☆43Updated 4 months ago