PrunaAI/Mistral-7B-Instruct-v0.2-bnb-4bit

Simply make AI models cheaper, smaller, faster, and greener!

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Frequently Asked Questions

• How does the compression work? The model is compressed by using bitsandbytes.
• How does the model quality change? The quality of the model output will slightly degrade.
• What is the model format? We the standard safetensors format.
• How to compress my own models? You can request premium access to more compression methods and tech support for your specific use-cases here.

Usage

from transformers import AutoTokenizer
import transformers
import torch

model = "PrunaAI/Mistral-7B-Instruct-v0.2-bnb-4bit"
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,
    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"])

Credits & License

The license of the smashed model follows the license of the original model. Please check the license of the original model mistralai/Mistral-7B-Instruct-v0.2 before using this model which provided the base model. The license of the pruna-engine is here on Pypi.

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