Create README.md
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README.md
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---
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language: "en"
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thumbnail: "https://github.com/junnyu"
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tags:
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- pytorch
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- electra
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- openwebtext
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license: "MIT"
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datasets:
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- openwebtext
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---
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# 在openwebtext数据集上训练得到的electra-small
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# 复现结果
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|Model|CoLA|SST|MRPC|STS|QQP|MNLI|QNLI|RTE|Avg. of Avg.|
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|---|---|---|---|---|---|---|---|---|---|
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|ELECTRA-Small-OWT(original)|56.8|88.3|87.4|86.8|88.3|78.9|87.9|68.5|80.36|
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|**ELECTRA-Small-OWT (this)**| 55.82 |89.67|87.0|86.96|89.28|80.08|87.50|66.07|80.30|
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# 训练细节
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- 数据集 openwebtext
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- 训练batch_size 256
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- 学习率lr 2e-4
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- 最大句子长度max_seqlen 128
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- 训练total step 625000
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# 使用
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```python
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import torch
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from transformers.models.electra import ElectraModel, ElectraTokenizer
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tokenizer = ElectraTokenizer.from_pretrained("junnyu/electra_small_discriminator")
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model = ElectraModel.from_pretrained("junnyu/electra_small_discriminator")
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inputs = tokenizer("Beijing is the capital of China.", return_tensors="pt")
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with torch.no_grad():
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outputs = model(**inputs)
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print(outputs[0].shape)
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```
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