Multirial

MultiRial is the first ever multilingual Mixture of experts model.

• fblgit/UNA-TheBeagle-7b-v1
• openchat/openchat-3.5-0106
• azale-ai/Starstreak-7b-beta
• gagan3012/Mistral_arabic_dpo
• davidkim205/komt-mistral-7b-v1
• OpenBuddy/openbuddy-zephyr-7b-v14.1
• manishiitg/open-aditi-hi-v1
• VAGOsolutions/SauerkrautLM-7b-v1-mistral

💻 Usage

!pip install -qU transformers bitsandbytes accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "gagan3012/Multirial"

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"])