Inference with batches of strings

[HadiSDev]

How can I use the tokenizers on a batch of strings? if I have x = [["Hello"], ["World"]] and I tokenize it with the bert tokenizer, for some reason it flattens the inputs ids so i get all batches merged into 1 tensor but I want the token ids not to be flattened