Transformers How to use hf-internal-testing/tiny-random-megatron-bert with Transformers:
# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("hf-internal-testing/tiny-random-megatron-bert", device_map="auto") 
