tunib-ai / parallelformers

Parallelformers: An Efficient Model Parallelization Toolkit for Deployment
https://tunib-ai.github.io/parallelformers
Apache License 2.0
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Bus error in parallelformers 1.2.7 for OPT model #37

Open sindhuvahinis opened 2 years ago

sindhuvahinis commented 2 years ago

How to reproduce

from transformers import AutoModelForCausalLM, AutoTokenizer

if __name__ == '__main__':
    model_name = 'facebook/opt-30b'
    model = AutoModelForCausalLM.from_pretrained(model_name)
    tokenizer = AutoTokenizer.from_pretrained(model_name)

    from parallelformers import parallelize

    parallelize(model, num_gpus=8, fp16=True)

This error was thrown at parallelize method :

Bus error (core dumped)

We tried with parallelformers version 1.2.6 and transformers version 4.21.11, this error was not thrown. This error is only happening with the parallelformers version 1.2.7 and transformers version 4.21.11.

Environment

agabaldon commented 1 year ago

Same problem under:

parallelformers 1.2.7 transformers 4.24.0 python 3.8.16 pytorch 2.0.0 pytorch-cuda 11.7

The model works on 2 GPUs without parallelformers. Trying to use >2 GPUs with parallelformers.