UNITES-Lab / MC-SMoE
[ICLR 2024 Spotlight] Code for the paper "Merge, Then Compress: Demystify Efficient SMoE with Hints from Its Routing Policy"
☆78Updated 10 months ago
Alternatives and similar repositories for MC-SMoE:
Users that are interested in MC-SMoE are comparing it to the libraries listed below
- The official implementation of the paper "Towards Efficient Mixture of Experts: A Holistic Study of Compression Techniques (TMLR)".☆66Updated 3 weeks ago
- ☆39Updated 4 months ago
- [ACL 2024] Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models☆86Updated 10 months ago
- ☆75Updated 3 weeks ago
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆61Updated 5 months ago
- TokenSkip: Controllable Chain-of-Thought Compression in LLMs☆120Updated last month
- Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding (EMNLP 2023 Long)☆57Updated 6 months ago
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆36Updated 8 months ago
- ☆50Updated 11 months ago
- [ICLR 2025] SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration☆45Updated last month
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆37Updated 9 months ago
- ☆39Updated 3 weeks ago
- ☆129Updated 8 months ago
- Official Implementation of SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks☆36Updated 2 months ago
- ☆76Updated 3 months ago
- ☆36Updated 7 months ago
- CoT-Valve: Length-Compressible Chain-of-Thought Tuning☆62Updated 2 months ago
- The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.☆45Updated 5 months ago
- ☆122Updated 2 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
- The source code of "Merging Experts into One: Improving Computational Efficiency of Mixture of Experts (EMNLP 2023)":☆36Updated last year
- Unofficial implementation for the paper "Mixture-of-Depths: Dynamically allocating compute in transformer-based language models"☆156Updated 9 months ago
- ☆50Updated last year
- Code for "Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes"☆27Updated last year
- An unofficial implementation of "Mixture-of-Depths: Dynamically allocating compute in transformer-based language models"☆34Updated 10 months ago
- ☆8Updated 7 months ago
- ☆74Updated 3 weeks ago
- Code associated with the paper **Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding**☆179Updated 2 months ago
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆53Updated 2 weeks ago
- Implementation of NAACL 2024 Outstanding Paper "LM-Infinite: Simple On-the-Fly Length Generalization for Large Language Models"☆140Updated last month