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@@ -48,7 +48,7 @@ This model transforms an input of N arbitrary vectors `(batch_size, seq_len, d_m
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  ## Usage
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- The TransformerSynthesizer processes **pre-computed vector sequences** (**MUST** be embeddings from (intfloat/multilingual-e5-base)[https://huggingface.co/intfloat/multilingual-e5-base]), not raw text. Load and use it via the Hugging Face Hub with `trust_remote_code=True`. Below is a realistic workflow integrating with `intfloat/multilingual-e5-base` for text-to-vector conversion.
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  ```python
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  from transformers import AutoTokenizer, AutoModel
 
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  ## Usage
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+ The TransformerSynthesizer processes **pre-computed vector sequences** (**MUST** be embeddings from [intfloat/multilingual-e5-base](https://huggingface.co/intfloat/multilingual-e5-base)), not raw text. Load and use it via the Hugging Face Hub with `trust_remote_code=True`. Below is a realistic workflow integrating with `intfloat/multilingual-e5-base` for text-to-vector conversion.
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  ```python
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  from transformers import AutoTokenizer, AutoModel