Brunhilde-2x7b-MOE-DPO-v.01.5

Brunhilde-2x7b-MOE-DPO-v.01.5 is a Mixure of Experts (MoE).

• NurtureAI/neural-chat-7b-v3-16k
• mncai/mistral-7b-dpo-v6

Usage

!pip install -qU transformers bitsandbytes accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "arlineka/Brunhilde-2x7b-MOE-DPO-v.01.5"

tokenizer = AutoTokenizer.from_pretrained(model)
pipeline = transformers.pipeline(
    "text-generation",
    model=model,
    model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True},
)

messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}]
prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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"])

Open LLM Leaderboard Evaluation Results

Detailed results can be found here

Metric	Value
Avg.	71.81
AI2 Reasoning Challenge (25-Shot)	69.54
HellaSwag (10-Shot)	87.02
MMLU (5-Shot)	64.93
TruthfulQA (0-shot)	65.47
Winogrande (5-shot)	80.90
GSM8k (5-shot)	63.00