README.md

metadata

tags:
  - MoE

OpenMistral-MoE

OpenMistral-MoE is a Mixure of Experts (MoE)

• OpenPipe/mistral-ft-optimized-1227
• openchat/openchat-3.5-1210
• HuggingFaceH4/zephyr-7b-beta
• meta-math/MetaMath-Mistral-7B

💻 Usage

!pip install -qU transformers bitsandbytes accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "Yash21/OpenMistral-MoE"

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"])