IST-DASLab / RoSA
Official implementation of the ICML 2024 paper RoSA (Robust Adaptation)
☆38Updated last year
Alternatives and similar repositories for RoSA:
Users that are interested in RoSA are comparing it to the libraries listed below
- Repository for Sparse Finetuning of LLMs via modified version of the MosaicML llmfoundry☆40Updated last year
- An unofficial implementation of "Mixture-of-Depths: Dynamically allocating compute in transformer-based language models"☆35Updated 8 months ago
- Pruner-Zero: Evolving Symbolic Pruning Metric from scratch for LLMs☆77Updated 2 months ago
- [ICLR 2023] "Sparse MoE as the New Dropout: Scaling Dense and Self-Slimmable Transformers" by Tianlong Chen*, Zhenyu Zhang*, Ajay Jaiswal…☆48Updated last year
- This repo is based on https://github.com/jiaweizzhao/GaLore☆24Updated 5 months ago
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆56Updated 3 months ago
- [ICML 2024 Oral] This project is the official implementation of our Accurate LoRA-Finetuning Quantization of LLMs via Information Retenti…☆60Updated 10 months ago
- Official implementation of the paper: "A deeper look at depth pruning of LLMs"☆13Updated 6 months ago
- Codebase for Instruction Following without Instruction Tuning☆33Updated 4 months ago
- The source code of our work "Prepacking: A Simple Method for Fast Prefilling and Increased Throughput in Large Language Models"☆59Updated 4 months ago
- [ICML 2024] When Linear Attention Meets Autoregressive Decoding: Towards More Effective and Efficient Linearized Large Language Models☆28Updated 8 months ago
- ☆71Updated 6 months ago
- The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.☆42Updated 4 months ago
- From GaLore to WeLore: How Low-Rank Weights Non-uniformly Emerge from Low-Rank Gradients. Ajay Jaiswal, Lu Yin, Zhenyu Zhang, Shiwei Liu,…☆42Updated 7 months ago
- Repository for CPU Kernel Generation for LLM Inference☆25Updated last year
- ☆111Updated this week
- Official Implementation of SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks☆33Updated 2 weeks ago
- Official repository for the paper "SwitchHead: Accelerating Transformers with Mixture-of-Experts Attention"☆96Updated 4 months ago
- SQUEEZED ATTENTION: Accelerating Long Prompt LLM Inference☆40Updated 3 months ago
- Long Context Extension and Generalization in LLMs☆48Updated 4 months ago
- Code for "Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes"☆27Updated 10 months ago
- ☆49Updated last year
- ☆75Updated last month
- Official repository of "LiNeS: Post-training Layer Scaling Prevents Forgetting and Enhances Model Merging"☆24Updated 3 months ago
- Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding (EMNLP 2023 Long)☆56Updated 4 months ago
- Using FlexAttention to compute attention with different masking patterns☆40Updated 4 months ago
- [NeurIPS 2024 Spotlight] Code and data for the paper "Finding Transformer Circuits with Edge Pruning".☆46Updated 2 months ago
- Implementation of the paper: "Leave No Context Behind: Efficient Infinite Context Transformers with Infini-attention" from Google in pyTO…☆53Updated last week
- Here we will test various linear attention designs.☆58Updated 9 months ago