SOLAR-DUS-implement/README.md

license, tags

license	tags
apache-2.0	merge mergekit lazymergekit Cartinoe5930/Llama2_init_Mistral Cartinoe5930/Llama2_init_Mistral

SOLAR-DUS-implement

SOLAR-DUS-implement is a merge of the following model using LazyMergekit:

• Cartinoe5930/Llama2_init_Mistral

For more detailed information, please refer to GitHub Repository.

GitHub Repository: https://github.com/gauss5930/iDUS

🧩 Configuration

slices:
  - sources:
    - model: Cartinoe5930/Llama2_init_Mistral
      layer_range: [0, 24]
  - sources:
    - model: Cartinoe5930/Llama2_init_Mistral
      layer_range: [8, 32]
merge_method: passthrough
dtype: float16

🏆 HuggingFace Open LLM Leaderboard

Model	ARC	HellaSwag	MMLU	TruthfulQA	Winogrande	GSM8K	Average
SOLAR-10.7B-DUS-Implementation	59.56	81.18	63.68	40.72	76.48	26.99	58.1

💻 Usage

!pip install -qU transformers accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "Cartinoe5930/SOLAR-DUS-implement"
messages = [{"role": "user", "content": "What is a large language model?"}]

tokenizer = AutoTokenizer.from_pretrained(model)
prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
pipeline = transformers.pipeline(
    "text-generation",
    model=model,
    torch_dtype=torch.float16,
    device_map="auto",
)

outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
print(outputs[0]["generated_text"])