import torch
from transformers import AutoTokenizer, AutoModel
device = "cuda" # the device to load the model onto
tokenizer = AutoTokenizer.from_pretrained('distilbert/distilbert-base-uncased')
model = AutoModel.from_pretrained("distilbert/distilbert-base-uncased", torch_dtype=torch.float16, attn_implementation="flash_attention_2")
text = "Replace me by any text you'd like."
encoded_input = tokenizer(text, return_tensors='pt').to(device)
model.to(device)
output = model(**encoded_input)