google的bert預訓練模型:
BERT-Large, Uncased (Whole Word Masking)
: 24-layer, 1024-hidden, 16-heads, 340M parametersBERT-Large, Cased (Whole Word Masking)
: 24-layer, 1024-hidden, 16-heads, 340M parametersBERT-Base, Uncased
: 12-layer, 768-hidden, 12-heads, 110M parametersBERT-Large, Uncased
: 24-layer, 1024-hidden, 16-heads, 340M parametersBERT-Base, Cased
: 12-layer, 768-hidden, 12-heads , 110M parametersBERT-Large, Cased
: 24-layer, 1024-hidden, 16-heads, 340M parametersBERT-Base, Multilingual Cased (New, recommended)
: 104 languages, 12-layer, 768-hidden, 12-heads, 110M parametersBERT-Base, Multilingual Uncased (Orig, not recommended)
(Not recommended, useMultilingual Cased
instead): 102 languages, 12-layer, 768-hidden, 12-heads, 110M parametersBERT-Base, Chinese
: Chinese Simplified and Traditional, 12-layer, 768-hidden, 12-heads, 110M parameters
pytorch的bert預訓練模型(pretrained_model_name_or_path):
PRETRAINED_VOCAB_ARCHIVE_MAP = { 'bert-base-uncased': "https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-uncased-vocab.txt", 'bert-large-uncased': "https://s3.amazonaws.com/models.huggingface.co/bert/bert-large-uncased-vocab.txt", 'bert-base-cased': "https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-cased-vocab.txt", 'bert-large-cased': "https://s3.amazonaws.com/models.huggingface.co/bert/bert-large-cased-vocab.txt", 'bert-base-multilingual-uncased': "https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-multilingual-uncased-vocab.txt", 'bert-base-multilingual-cased': "https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-multilingual-cased-vocab.txt", 'bert-base-chinese': "https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-chinese-vocab.txt", }
PRETRAINED_MODEL_ARCHIVE_MAP = { 'bert-base-uncased': "https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-uncased.tar.gz", 'bert-large-uncased': "https://s3.amazonaws.com/models.huggingface.co/bert/bert-large-uncased.tar.gz", 'bert-base-cased': "https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-cased.tar.gz", 'bert-large-cased': "https://s3.amazonaws.com/models.huggingface.co/bert/bert-large-cased.tar.gz", 'bert-base-multilingual-uncased': "https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-multilingual-uncased.tar.gz", 'bert-base-multilingual-cased': "https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-multilingual-cased.tar.gz", 'bert-base-chinese': "https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-chinese.tar.gz", }