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from transformers import T5Tokenizer, T5EncoderModel | |
import torch | |
def sequence_mask(lengths, max_len=None): | |
""" | |
Creates a boolean mask from sequence lengths. | |
:param lengths: 1d tensor [batch_size] | |
:param max_len: int | |
""" | |
batch_size = lengths.numel() | |
max_len = max_len or lengths.max() | |
return (torch.arange(0, max_len, device=lengths.device) | |
.type_as(lengths) | |
.repeat(batch_size, 1) | |
.lt(lengths.unsqueeze(1)) | |
.long()) | |