arcee-ai / PruneMeLinks
Automated Identification of Redundant Layer Blocks for Pruning in Large Language Models
☆238Updated last year
Alternatives and similar repositories for PruneMe
Users that are interested in PruneMe are comparing it to the libraries listed below
Sorting:
- Q-GaLore: Quantized GaLore with INT4 Projection and Layer-Adaptive Low-Rank Gradients.☆198Updated 11 months ago
- Spherical Merge Pytorch/HF format Language Models with minimal feature loss.☆129Updated last year
- This is our own implementation of 'Layer Selective Rank Reduction'☆239Updated last year
- EvolKit is an innovative framework designed to automatically enhance the complexity of instructions used for fine-tuning Large Language M…☆223Updated 7 months ago
- For releasing code related to compression methods for transformers, accompanying our publications☆431Updated 5 months ago
- Parameter-Efficient Sparsity Crafting From Dense to Mixture-of-Experts for Instruction Tuning on General Tasks☆143Updated 9 months ago
- Official PyTorch implementation of QA-LoRA☆137Updated last year
- Low-Rank adapter extraction for fine-tuned transformers models☆173Updated last year
- ☆223Updated last year
- GPTQLoRA: Efficient Finetuning of Quantized LLMs with GPTQ☆103Updated 2 years ago
- Repo for "LoLCATs: On Low-Rank Linearizing of Large Language Models"☆239Updated 4 months ago
- A bagel, with everything.☆321Updated last year
- ☆198Updated 6 months ago
- [ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models☆273Updated last month
- Manage scalable open LLM inference endpoints in Slurm clusters☆260Updated 11 months ago
- Code for the paper "QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models".☆277Updated last year
- Implementation of DoRA☆294Updated last year
- Multipack distributed sampler for fast padding-free training of LLMs☆191Updated 10 months ago
- A family of compressed models obtained via pruning and knowledge distillation☆343Updated 7 months ago
- An efficent implementation of the method proposed in "The Era of 1-bit LLMs"☆154Updated 8 months ago
- Unofficial implementation for the paper "Mixture-of-Depths: Dynamically allocating compute in transformer-based language models"☆163Updated last year
- A pipeline for LLM knowledge distillation☆104Updated 2 months ago
- Load multiple LoRA modules simultaneously and automatically switch the appropriate combination of LoRA modules to generate the best answe…☆154Updated last year
- scalable and robust tree-based speculative decoding algorithm☆348Updated 4 months ago
- Positional Skip-wise Training for Efficient Context Window Extension of LLMs to Extremely Length (ICLR 2024)☆203Updated last year
- A library for easily merging multiple LLM experts, and efficiently train the merged LLM.☆482Updated 9 months ago
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"☆371Updated last year
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆358Updated 10 months ago
- ☆132Updated 10 months ago
- PB-LLM: Partially Binarized Large Language Models☆152Updated last year