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@@ -57,6 +57,7 @@ tokenizer = AutoTokenizer.from_pretrained('IDEA-CCNL/Erlangshen-SimCSE-110M-Chin
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  ### 使用示例 Usage Examples
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  ```python
 
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  from sklearn.metrics.pairwise import cosine_similarity
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  texta = '今天天气真不错,我们去散步吧!'
@@ -71,8 +72,10 @@ outputs_b = model(**inputs_b ,output_hidden_states=True)
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  textb_embedding = outputs_b.hidden_states[-1][:,0,:].squeeze()
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  # if you use cuda, the text_embedding should be textb_embedding.cpu().numpy()
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- silimarity_soce = cosine_similarity(texta_embedding.reshape(1,-1),textb_embedding .reshape(1,-1))[0][0]
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-
 
 
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  ```
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  ## 引用 Citation
 
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  ### 使用示例 Usage Examples
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  ```python
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+ import torch
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  from sklearn.metrics.pairwise import cosine_similarity
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  texta = '今天天气真不错,我们去散步吧!'
 
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  textb_embedding = outputs_b.hidden_states[-1][:,0,:].squeeze()
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  # if you use cuda, the text_embedding should be textb_embedding.cpu().numpy()
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+ # 或者用torch.no_grad():
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+ with torch.no_grad():
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+ silimarity_soce = cosine_similarity(texta_embedding.reshape(1,-1),textb_embedding .reshape(1,-1))[0][0]
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+ print(silimarity_soce)
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  ```
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  ## 引用 Citation