[ICML 2024] Official Implementation of SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks
☆41Feb 4, 2025Updated last year
Alternatives and similar repositories for SLEB
Users that are interested in SLEB are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Official implementation for LaCo (EMNLP 2024 Findings)☆21Oct 3, 2024Updated last year
- ☆30Jul 22, 2024Updated last year
- A block pruning framework for LLMs.☆28May 17, 2025Updated 11 months ago
- QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference☆121Mar 6, 2024Updated 2 years ago
- [ACL Findings 2026] Official Implementation of "FastKV: Decoupling of Context Reduction and KV Cache Compression for Prefill-Decoding Acc…☆31Apr 14, 2026Updated 2 weeks ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Unofficial implementations of block/layer-wise pruning methods for LLMs.☆78Apr 29, 2024Updated 2 years ago
- Compressed LLMs for Efficient Text Generation [ICLR'24 Workshop]☆91Sep 13, 2024Updated last year
- [ICML'24 Oral] APT: Adaptive Pruning and Tuning Pretrained Language Models for Efficient Training and Inference☆47Jun 4, 2024Updated last year
- Prune transformer layers☆74May 30, 2024Updated last year
- Ditto is an open-source framework that enables direct conversion of HuggingFace PreTrainedModels into TensorRT-LLM engines.☆56Jul 16, 2025Updated 9 months ago
- [AAAI 2024] Fluctuation-based Adaptive Structured Pruning for Large Language Models☆75Jan 6, 2024Updated 2 years ago
- ☆23Nov 26, 2024Updated last year
- PyTorch implementation of Language model compression with weighted low-rank factorization☆13Jun 28, 2023Updated 2 years ago
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆81Jul 7, 2025Updated 9 months ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ☆35May 24, 2024Updated last year
- ☆28Feb 21, 2025Updated last year
- Official implementation of the ICLR paper "Streamlining Redundant Layers to Compress Large Language Models"☆42May 1, 2025Updated last year
- Github Repo for OATS: Outlier-Aware Pruning through Sparse and Low Rank Decomposition☆21Apr 16, 2025Updated last year
- ☆21Oct 2, 2024Updated last year
- [NeurIPS 2024] AlphaPruning: Using Heavy-Tailed Self Regularization Theory for Improved Layer-wise Pruning of Large Language Models☆34Jun 9, 2025Updated 10 months ago
- Automated Identification of Redundant Layer Blocks for Pruning in Large Language Models☆268Apr 23, 2024Updated 2 years ago
- KV cache compression via sparse coding☆17Oct 26, 2025Updated 6 months ago
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆69Mar 7, 2024Updated 2 years ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆68Mar 27, 2025Updated last year
- ☆52Nov 5, 2024Updated last year
- ☆63Jul 21, 2024Updated last year
- ☆64Oct 17, 2023Updated 2 years ago
- [ICLR 2025] Official Pytorch Implementation of "Mix-LN: Unleashing the Power of Deeper Layers by Combining Pre-LN and Post-LN" by Pengxia…☆29Jul 24, 2025Updated 9 months ago
- Towards Meta-Pruning via Optimal Transport, ICLR 2024 (Spotlight)☆18Dec 5, 2024Updated last year
- This repository contains code for the MicroAdam paper.☆21Dec 14, 2024Updated last year
- Official PyTorch implementation of "LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging" (ICML 2024)☆31Apr 13, 2026Updated 2 weeks ago
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆125Jul 4, 2025Updated 9 months ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- ☆11Sep 20, 2024Updated last year
- Code Implementation for "NASH: A Simple Unified Framework of Structured Pruning for Accelerating Encoder-Decoder Language Models" (EMNLP …☆17Oct 17, 2023Updated 2 years ago
- Awesome list for LLM pruning.☆289Oct 11, 2025Updated 6 months ago
- [ICLR 2025] Official implementation of paper "Dynamic Low-Rank Sparse Adaptation for Large Language Models".☆24Mar 16, 2025Updated last year
- AFPQ code implementation☆23Nov 6, 2023Updated 2 years ago
- [NeurIPS 2024] Search for Efficient LLMs☆16Jan 16, 2025Updated last year
- The official code for "Advancing Multimodal Large Language Models with Quantization-Aware Scale Learning for Efficient Adaptation" | [MM2…☆14Dec 7, 2024Updated last year