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ERNIE模型汇总
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下表汇总介绍了目前PaddleNLP支持的ERNIE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                                                             |
+==================================================================================+==============+==================================================================================+
|``ernie-1.0-base-zh``                                                             | Chinese      | 12-layer, 768-hidden,                                                            |
|                                                                                  |              | 12-heads, 108M parameters.                                                       |
|                                                                                  |              | Trained on Chinese text.                                                         |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``ernie-1.0-base-zh-cw``                                                          | Chinese      | 12-layer, 768-hidden,                                                            |
|                                                                                  |              | 12-heads, 118M parameters.                                                       |
|                                                                                  |              | Trained on Chinese text.                                                         |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``ernie-1.0-large-zh-cw``                                                         | Chinese      | 24-layer, 1024-hidden,                                                           |
|                                                                                  |              | 16-heads, 272M parameters.                                                       |
|                                                                                  |              | Trained on Chinese text.                                                         |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``ernie-tiny``                                                                    | Chinese      | 3-layer, 1024-hidden,                                                            |
|                                                                                  |              | 16-heads, _M parameters.                                                         |
|                                                                                  |              | Trained on Chinese text.                                                         |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``ernie-2.0-base-en``                                                             | English      | 12-layer, 768-hidden,                                                            |
|                                                                                  |              | 12-heads, 103M parameters.                                                       |
|                                                                                  |              | Trained on lower-cased English text.                                             |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``ernie-2.0-base-en-finetuned-squad``                                             | English      | 12-layer, 768-hidden,                                                            |
|                                                                                  |              | 12-heads, 110M parameters.                                                       |
|                                                                                  |              | Trained on finetuned squad text.                                                 |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``ernie-2.0-large-en``                                                            | English      | 24-layer, 1024-hidden,                                                           |
|                                                                                  |              | 16-heads, 336M parameters.                                                       |
|                                                                                  |              | Trained on lower-cased English text.                                             |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``ernie-3.0-xbase-zh``                                                            | Chinese      | 20-layer, 1024-hidden,                                                           |
|                                                                                  |              | 16-heads, 296M parameters.                                                       |
|                                                                                  |              | Trained on Chinese text.                                                         |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``ernie-3.0-base-zh``                                                             | Chinese      | 12-layer, 768-hidden,                                                            |
|                                                                                  |              | 12-heads, 118M parameters.                                                       |
|                                                                                  |              | Trained on Chinese text.                                                         |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``ernie-3.0-medium-zh``                                                           | Chinese      | 6-layer, 768-hidden,                                                             |
|                                                                                  |              | 12-heads, 75M parameters.                                                        |
|                                                                                  |              | Trained on Chinese text.                                                         |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``ernie-3.0-mini-zh``                                                             | Chinese      | 6-layer, 384-hidden,                                                             |
|                                                                                  |              | 12-heads, 27M parameters.                                                        |
|                                                                                  |              | Trained on Chinese text.                                                         |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``ernie-3.0-micro-zh``                                                            | Chinese      | 4-layer, 384-hidden,                                                             |
|                                                                                  |              | 12-heads, 23M parameters.                                                        |
|                                                                                  |              | Trained on Chinese text.                                                         |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``ernie-3.0-nano-zh``                                                             | Chinese      | 4-layer, 312-hidden,                                                             |
|                                                                                  |              | 12-heads, 18M parameters.                                                        |
|                                                                                  |              | Trained on Chinese text.                                                         |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-base-cross-encoder``                                                   | Chinese      | 12-layer, 768-hidden,                                                            |
|                                                                                  |              | 12-heads, 118M parameters.                                                       |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-medium-cross-encoder``                                                 | Chinese      | 6-layer, 768-hidden,                                                             |
|                                                                                  |              | 12-heads, 75M parameters.                                                        |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-mini-cross-encoder``                                                   | Chinese      | 6-layer, 384-hidden,                                                             |
|                                                                                  |              | 12-heads, 27M parameters.                                                        |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-micro-cross-encoder``                                                  | Chinese      | 4-layer, 384-hidden,                                                             |
|                                                                                  |              | 12-heads, 23M parameters.                                                        |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-nano-cross-encoder``                                                   | Chinese      | 4-layer, 312-hidden,                                                             |
|                                                                                  |              | 12-heads, 18M parameters.                                                        |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-zh-base-query-encoder``                                                | Chinese      | 12-layer, 768-hidden,                                                            |
|                                                                                  |              | 12-heads, 118M parameters.                                                       |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-zh-base-para-encoder``                                                 | Chinese      | 12-layer, 768-hidden,                                                            |
|                                                                                  |              | 12-heads, 118M parameters.                                                       |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-zh-medium-query-encoder``                                              | Chinese      | 6-layer, 768-hidden,                                                             |
|                                                                                  |              | 12-heads, 75M parameters.                                                        |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-zh-medium-para-encoder``                                               | Chinese      | 6-layer, 768-hidden,                                                             |
|                                                                                  |              | 12-heads, 75M parameters.                                                        |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-zh-mini-query-encoder``                                                | Chinese      | 6-layer, 384-hidden,                                                             |
|                                                                                  |              | 12-heads, 27M parameters.                                                        |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-zh-mini-para-encoder``                                                 | Chinese      | 6-layer, 384-hidden,                                                             |
|                                                                                  |              | 12-heads, 27M parameters.                                                        |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-zh-micro-query-encoder``                                               | Chinese      | 4-layer, 384-hidden,                                                             |
|                                                                                  |              | 12-heads, 23M parameters.                                                        |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-zh-micro-para-encoder``                                                | Chinese      | 4-layer, 384-hidden,                                                             |
|                                                                                  |              | 12-heads, 23M parameters.                                                        |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-zh-nano-query-encoder``                                                | Chinese      | 4-layer, 312-hidden,                                                             |
|                                                                                  |              | 12-heads, 18M parameters.                                                        |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
|``rocketqa-zh-nano-para-encoder``                                                 | Chinese      | 4-layer, 312-hidden,                                                             |
|                                                                                  |              | 12-heads, 18M parameters.                                                        |
|                                                                                  |              | Trained on DuReader retrieval text.                                              |
+----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+
.. _zhui/ernie-1.0-cluecorpussmall: https://github.com/PaddlePaddle/PaddleNLP/tree/develop/community/zhui/ernie-1.0-cluecorpussmall