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ALBERT模型汇总
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下表汇总介绍了目前PaddleNLP支持的ALBERT模型对应预训练权重。
关于模型的具体细节可以参考对应链接。

+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
| Pretrained Weight                                                                | Language     | Details of the model                                                             |
+==================================================================================+==============+==================================================================================+
|``albert-base-v1``                                                                | English      | 12 repeating layers, 128 embedding,                                              |
|                                                                                  |              | 768-hidden, 12-heads, 11M parameters.                                            |
|                                                                                  |              | ALBERT base model                                                                |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``albert-large-v1``                                                               | English      | 24 repeating layers, 128 embedding,                                              |
|                                                                                  |              | 1024-hidden, 16-heads, 17M parameters.                                           |
|                                                                                  |              | ALBERT large model                                                               |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``albert-xlarge-v1``                                                              | English      | 24 repeating layers, 128 embedding,                                              |
|                                                                                  |              | 2048-hidden, 16-heads, 58M parameters.                                           |
|                                                                                  |              | ALBERT xlarge model                                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``albert-xxlarge-v1``                                                             | English      | 12 repeating layers, 128 embedding,                                              |
|                                                                                  |              | 4096-hidden, 64-heads, 223M parameters.                                          |
|                                                                                  |              | ALBERT xxlarge model                                                             |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``albert-base-v2``                                                                | English      | 12 repeating layers, 128 embedding,                                              |
|                                                                                  |              | 768-hidden, 12-heads, 11M parameters.                                            |
|                                                                                  |              | ALBERT base model (version2)                                                     |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``albert-large-v2``                                                               | English      | 24 repeating layers, 128 embedding,                                              |
|                                                                                  |              | 1024-hidden, 16-heads, 17M parameters.                                           |
|                                                                                  |              | ALBERT large model (version2)                                                    |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``albert-xlarge-v2``                                                              | English      | 24 repeating layers, 128 embedding,                                              |
|                                                                                  |              | 2048-hidden, 16-heads, 58M parameters.                                           |
|                                                                                  |              | ALBERT xlarge model (version2)                                                   |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``albert-xxlarge-v2``                                                             | English      | 12 repeating layers, 128 embedding,                                              |
|                                                                                  |              | 4096-hidden, 64-heads, 223M parameters.                                          |
|                                                                                  |              | ALBERT xxlarge model (version2)                                                  |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``albert-chinese-tiny``                                                           | Chinese      | 4 repeating layers, 128 embedding,                                               |
|                                                                                  |              | 312-hidden, 12-heads, 4M parameters.                                             |
|                                                                                  |              | ALBERT tiny model (Chinese)                                                      |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``albert-chinese-small``                                                          | Chinese      | 6 repeating layers, 128 embedding,                                               |
|                                                                                  |              | 384-hidden, 12-heads, _M parameters.                                             |
|                                                                                  |              | ALBERT small model (Chinese)                                                     |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``albert-chinese-base``                                                           | Chinese      | 12 repeating layers, 128 embedding,                                              |
|                                                                                  |              | 768-hidden, 12-heads, 12M parameters.                                            |
|                                                                                  |              | ALBERT base model (Chinese)                                                      |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``albert-chinese-large``                                                          | Chinese      | 24 repeating layers, 128 embedding,                                              |
|                                                                                  |              | 1024-hidden, 16-heads, 18M parameters.                                           |
|                                                                                  |              | ALBERT large model (Chinese)                                                     |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``albert-chinese-xlarge``                                                         | Chinese      | 24 repeating layers, 128 embedding,                                              |
|                                                                                  |              | 2048-hidden, 16-heads, 60M parameters.                                           |
|                                                                                  |              | ALBERT xlarge model (Chinese)                                                    |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``albert-chinese-xxlarge``                                                        | Chinese      | 12 repeating layers, 128 embedding,                                              |
|                                                                                  |              | 4096-hidden, 16-heads, 235M parameters.                                          |
|                                                                                  |              | ALBERT xxlarge model (Chinese)                                                   |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+