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@@ -89,7 +89,7 @@ attn_implementation='sdpa'<br>
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  Details can be found on our <a href="https://github.com/Kingsoft-LLM/QZhou-Embedding">GitHub</a>.
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  #### Evaluation code usage
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  Find our benchmark evaluation code on <a href="https://github.com/Kingsoft-LLM/QZhou-Embedding">GitHub</a>. The mteb benchmark script is **run_mteb_all_v2.py**, and the cmteb benchmark script is **run_cmteb_all.py**. Run the following command:
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- ```
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  POOLING_MODE=mean
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  normalize=true
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  use_instruction=true
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  ### Sentence-transformers
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- ```
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  from sentence_transformers import SentenceTransformer
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  model = SentenceTransformer("Kingsoft-LLM/QZhou-Embedding")
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  ### Huggingface Transformers
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- ```
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  import torch
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  import torch.nn.functional as F
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  Details can be found on our <a href="https://github.com/Kingsoft-LLM/QZhou-Embedding">GitHub</a>.
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  #### Evaluation code usage
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  Find our benchmark evaluation code on <a href="https://github.com/Kingsoft-LLM/QZhou-Embedding">GitHub</a>. The mteb benchmark script is **run_mteb_all_v2.py**, and the cmteb benchmark script is **run_cmteb_all.py**. Run the following command:
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+ ```bash
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  POOLING_MODE=mean
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  normalize=true
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  use_instruction=true
 
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  ### Sentence-transformers
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+ ```py
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  from sentence_transformers import SentenceTransformer
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  model = SentenceTransformer("Kingsoft-LLM/QZhou-Embedding")
 
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  ### Huggingface Transformers
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+ ```py
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  import torch
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  import torch.nn.functional as F
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