    Returns:

    Example:

    ```python
    >>> from transformers import AutoTokenizer, FlaxElectraForPreTraining

    >>> tokenizer = AutoTokenizer.from_pretrained("google/electra-small-discriminator")
    >>> model = FlaxElectraForPreTraining.from_pretrained("google/electra-small-discriminator")

    >>> inputs = tokenizer("Hello, my dog is cute", return_tensors="np")
    >>> outputs = model(**inputs)

    >>> prediction_logits = outputs.logits
    ```
r