Unofficial implementations of block/layer-wise pruning methods for LLMs.
☆78Apr 29, 2024Updated 2 years ago
Alternatives and similar repositories for ShortGPT
Users that are interested in ShortGPT are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [ICML 2024] Official Implementation of SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks☆43Feb 4, 2025Updated last year
- Automated Identification of Redundant Layer Blocks for Pruning in Large Language Models☆267Apr 23, 2024Updated 2 years ago
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆70Mar 27, 2025Updated last year
- ☆23Nov 26, 2024Updated last year
- AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference☆21Jan 24, 2025Updated last year
- 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.
- Compressed LLMs for Efficient Text Generation [ICLR'24 Workshop]☆90Sep 13, 2024Updated last year
- [AAAI 2024] Fluctuation-based Adaptive Structured Pruning for Large Language Models☆76Jan 6, 2024Updated 2 years ago
- [ACL'24] WebCiteS: Attributed Query-Focused Summarization on Chinese Web Search Results with Citations☆13Sep 11, 2024Updated last year
- A simple and effective LLM pruning approach.☆869Aug 9, 2024Updated 2 years ago
- Code for "ECoFLaP: Efficient Coarse-to-Fine Layer-Wise Pruning for Vision-Language Models" (ICLR 2024)☆21Feb 16, 2024Updated 2 years ago
- Awesome list for LLM pruning.☆299Oct 11, 2025Updated 9 months ago
- [ICLR 2025] Official implementation of paper "Dynamic Low-Rank Sparse Adaptation for Large Language Models".☆25Mar 16, 2025Updated last year
- [NeurIPS 2023] LLM-Pruner: On the Structural Pruning of Large Language Models. Support Llama-3/3.1, Llama-2, LLaMA, BLOOM, Vicuna, Baich…☆1,133Oct 7, 2024Updated last year
- [ACL Findings 2026] Official Implementation of "FastKV: Decoupling of Context Reduction and KV Cache Compression for Prefill-Decoding Acc…☆32Apr 14, 2026Updated 3 months ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆82Jul 7, 2025Updated last year
- Code for the ICML 2023 paper "SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot".☆892Aug 20, 2024Updated last year
- ☆15Sep 24, 2023Updated 2 years ago
- A Model Agnostic function to directly remove specified layers from the LLM☆10May 23, 2024Updated 2 years ago
- A block pruning framework for LLMs.☆28May 17, 2025Updated last year
- QLoRA: Efficient Finetuning of Quantized LLMs☆11Jul 22, 2023Updated 3 years ago
- ThinK: Thinner Key Cache by Query-Driven Pruning☆30Jun 2, 2026Updated 2 months ago
- Prune transformer layers☆74May 30, 2024Updated 2 years ago
- Implementation of "Decoding-time Realignment of Language Models", ICML 2024.☆21Jun 17, 2024Updated 2 years 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.
- Modeling code for a BitNet b1.58 Llama-style model.☆25Apr 30, 2024Updated 2 years ago
- My fork os allen AI's OLMo for educational purposes.☆28Dec 5, 2024Updated last year
- [ICML 2024 Oral] This project is the official implementation of our Accurate LoRA-Finetuning Quantization of LLMs via Information Retenti…☆65Apr 15, 2024Updated 2 years ago
- Structural Pruning for LLaMA☆54May 20, 2023Updated 3 years ago
- Towards Meta-Pruning via Optimal Transport, ICLR 2024 (Spotlight)☆18Dec 5, 2024Updated last year
- ☆33Nov 11, 2024Updated last year
- Official implementation of the EMNLP23 paper: Outlier Suppression+: Accurate quantization of large language models by equivalent and opti…☆52Oct 21, 2023Updated 2 years ago
- ☆170Feb 15, 2025Updated last year
- Official implementation of the paper: "A deeper look at depth pruning of LLMs"☆15Jul 24, 2024Updated 2 years 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.
- A sparse-first inference engine (sparsevllm). It also contains DeltaKV compressor training + evaluation tooling (deltakv).☆66Updated this week
- Official implementation for LaCo (EMNLP 2024 Findings)☆22Oct 3, 2024Updated last year
- Implementation code for ACL2024:Advancing Parameter Efficiency in Fine-tuning via Representation Editing☆15Apr 20, 2024Updated 2 years ago
- Official implementation of the ICLR 2024 paper AffineQuant☆30Mar 30, 2024Updated 2 years ago
- An implementation of the DISP-LLM method from the NeurIPS 2024 paper: Dimension-Independent Structural Pruning for Large Language Models.☆25Aug 6, 2025Updated last year
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆187Apr 24, 2026Updated 3 months ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆176Nov 26, 2025Updated 8 months ago