arcee-ai / PruneMeLinks
Automated Identification of Redundant Layer Blocks for Pruning in Large Language Models
☆240Updated 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.☆132Updated last year
- EvolKit is an innovative framework designed to automatically enhance the complexity of instructions used for fine-tuning Large Language M…☆229Updated 8 months ago
- This is our own implementation of 'Layer Selective Rank Reduction'☆239Updated last year
- 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
- Load multiple LoRA modules simultaneously and automatically switch the appropriate combination of LoRA modules to generate the best answe…☆156Updated last year
- Multipack distributed sampler for fast padding-free training of LLMs☆194Updated 11 months ago
- For releasing code related to compression methods for transformers, accompanying our publications☆433Updated 5 months ago
- A compact LLM pretrained in 9 days by using high quality data☆317Updated 3 months ago
- The Truth Is In There: Improving Reasoning in Language Models with Layer-Selective Rank Reduction☆388Updated last year
- A library for easily merging multiple LLM experts, and efficiently train the merged LLM.☆484Updated 10 months ago
- Low-Rank adapter extraction for fine-tuned transformers models☆173Updated last year
- ☆199Updated 7 months ago
- Official PyTorch implementation of QA-LoRA☆138Updated last year
- A bagel, with everything.☆322Updated last year
- A pipeline for LLM knowledge distillation☆105Updated 3 months ago
- Micro Llama is a small Llama based model with 300M parameters trained from scratch with $500 budget☆153Updated last year
- ☆223Updated last year
- Repo for "LoLCATs: On Low-Rank Linearizing of Large Language Models"☆243Updated 5 months ago
- Parameter-Efficient Sparsity Crafting From Dense to Mixture-of-Experts for Instruction Tuning on General Tasks☆144Updated 9 months ago
- Manage scalable open LLM inference endpoints in Slurm clusters☆262Updated last year
- ☆134Updated 10 months ago
- ☆127Updated 3 months ago
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"☆373Updated last year
- Code for "LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding", ACL 2024☆314Updated 2 months ago
- BABILong is a benchmark for LLM evaluation using the needle-in-a-haystack approach.☆203Updated 2 months ago
- ☆546Updated 8 months ago
- Positional Skip-wise Training for Efficient Context Window Extension of LLMs to Extremely Length (ICLR 2024)☆204Updated last year
- GPTQLoRA: Efficient Finetuning of Quantized LLMs with GPTQ☆102Updated 2 years ago