locuslab / wanda
A simple and effective LLM pruning approach.
☆705Updated 5 months ago
Alternatives and similar repositories for wanda:
Users that are interested in wanda are comparing it to the libraries listed below
- [ICLR 2024] Sheared LLaMA: Accelerating Language Model Pre-training via Structured Pruning☆578Updated 10 months ago
- Code for the ICML 2023 paper "SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot".☆759Updated 4 months ago
- [NeurIPS 2023] LLM-Pruner: On the Structural Pruning of Large Language Models. Support Llama-3/3.1, Llama-2, LLaMA, BLOOM, Vicuna, Baich…☆928Updated 3 months ago
- Official PyTorch implementation of QA-LoRA☆122Updated 10 months ago
- For releasing code related to compression methods for transformers, accompanying our publications☆399Updated 3 months ago
- Official Implementation of EAGLE-1 (ICML'24) and EAGLE-2 (EMNLP'24)☆912Updated 2 weeks ago
- [ICML 2024] Break the Sequential Dependency of LLM Inference Using Lookahead Decoding☆1,179Updated 3 months ago
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆754Updated 3 months ago
- The Truth Is In There: Improving Reasoning in Language Models with Layer-Selective Rank Reduction☆377Updated 6 months ago
- ☆537Updated last month
- [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization☆667Updated 5 months ago
- [NeurIPS 2023] MeZO: Fine-Tuning Language Models with Just Forward Passes. https://arxiv.org/abs/2305.17333☆1,075Updated last year
- Memory optimization and training recipes to extrapolate language models' context length to 1 million tokens, with minimal hardware.☆687Updated 3 months ago
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆265Updated 4 months ago
- [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models☆1,316Updated 6 months ago
- Large Context Attention☆670Updated 5 months ago
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"☆358Updated 10 months ago
- A family of compressed models obtained via pruning and knowledge distillation☆309Updated 2 months ago
- ☆212Updated 7 months ago
- Official code for ReLoRA from the paper Stack More Layers Differently: High-Rank Training Through Low-Rank Updates☆439Updated 8 months ago
- Codebase for Merging Language Models (ICML 2024)☆792Updated 8 months ago
- [COLM 2024] LoraHub: Efficient Cross-Task Generalization via Dynamic LoRA Composition☆609Updated 5 months ago
- Fast inference from large lauguage models via speculative decoding☆630Updated 4 months ago
- [ICML'24 Spotlight] LLM Maybe LongLM: Self-Extend LLM Context Window Without Tuning☆634Updated 7 months ago
- 📰 Must-read papers and blogs on Speculative Decoding ⚡️☆558Updated this week
- ☆515Updated 2 months ago
- Explorations into some recent techniques surrounding speculative decoding☆229Updated 3 weeks ago
- Serving multiple LoRA finetuned LLM as one☆1,012Updated 8 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆315Updated last month