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111 lines
3.8 KiB
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111 lines
3.8 KiB
Plaintext
<!--Copyright 2022 The HuggingFace Team. All rights reserved.
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
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the License. You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
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an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
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specific language governing permissions and limitations under the License.
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-->
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# ERNIE
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## Overview
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ERNIE is a series of powerful models proposed by baidu, especially in Chinese tasks,
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including [ERNIE1.0](https://arxiv.org/abs/1904.09223), [ERNIE2.0](https://ojs.aaai.org/index.php/AAAI/article/view/6428),
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[ERNIE3.0](https://arxiv.org/abs/2107.02137), [ERNIE-Gram](https://arxiv.org/abs/2010.12148), [ERNIE-health](https://arxiv.org/abs/2110.07244), etc.
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These models are contributed by [nghuyong](https://huggingface.co/nghuyong) and the official code can be found in [PaddleNLP](https://github.com/PaddlePaddle/PaddleNLP) (in PaddlePaddle).
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### How to use
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Take `ernie-1.0-base-zh` as an example:
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```Python
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from transformers import AutoTokenizer, AutoModel
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tokenizer = AutoTokenizer.from_pretrained("nghuyong/ernie-1.0-base-zh")
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model = AutoModel.from_pretrained("nghuyong/ernie-1.0-base-zh")
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```
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### Supported Models
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| Model Name | Language | Description |
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|:-------------------:|:--------:|:-------------------------------:|
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| ernie-1.0-base-zh | Chinese | Layer:12, Heads:12, Hidden:768 |
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| ernie-2.0-base-en | English | Layer:12, Heads:12, Hidden:768 |
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| ernie-2.0-large-en | English | Layer:24, Heads:16, Hidden:1024 |
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| ernie-3.0-base-zh | Chinese | Layer:12, Heads:12, Hidden:768 |
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| ernie-3.0-medium-zh | Chinese | Layer:6, Heads:12, Hidden:768 |
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| ernie-3.0-mini-zh | Chinese | Layer:6, Heads:12, Hidden:384 |
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| ernie-3.0-micro-zh | Chinese | Layer:4, Heads:12, Hidden:384 |
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| ernie-3.0-nano-zh | Chinese | Layer:4, Heads:12, Hidden:312 |
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| ernie-health-zh | Chinese | Layer:12, Heads:12, Hidden:768 |
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| ernie-gram-zh | Chinese | Layer:12, Heads:12, Hidden:768 |
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You can find all the supported models from huggingface's model hub: [huggingface.co/nghuyong](https://huggingface.co/nghuyong), and model details from paddle's official
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repo: [PaddleNLP](https://paddlenlp.readthedocs.io/zh/latest/model_zoo/transformers/ERNIE/contents.html)
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and [ERNIE](https://github.com/PaddlePaddle/ERNIE/blob/repro).
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## Documentation resources
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- [Text classification task guide](../tasks/sequence_classification)
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- [Token classification task guide](../tasks/token_classification)
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- [Question answering task guide](../tasks/question_answering)
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- [Causal language modeling task guide](../tasks/language_modeling)
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- [Masked language modeling task guide](../tasks/masked_language_modeling)
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- [Multiple choice task guide](../tasks/multiple_choice)
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## ErnieConfig
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[[autodoc]] ErnieConfig
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- all
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## Ernie specific outputs
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[[autodoc]] models.ernie.modeling_ernie.ErnieForPreTrainingOutput
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## ErnieModel
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[[autodoc]] ErnieModel
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- forward
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## ErnieForPreTraining
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[[autodoc]] ErnieForPreTraining
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- forward
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## ErnieForCausalLM
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[[autodoc]] ErnieForCausalLM
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- forward
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## ErnieForMaskedLM
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[[autodoc]] ErnieForMaskedLM
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- forward
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## ErnieForNextSentencePrediction
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[[autodoc]] ErnieForNextSentencePrediction
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- forward
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## ErnieForSequenceClassification
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[[autodoc]] ErnieForSequenceClassification
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- forward
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## ErnieForMultipleChoice
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[[autodoc]] ErnieForMultipleChoice
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- forward
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## ErnieForTokenClassification
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[[autodoc]] ErnieForTokenClassification
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- forward
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## ErnieForQuestionAnswering
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[[autodoc]] ErnieForQuestionAnswering
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- forward |