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@@ -4,11 +4,16 @@ Text Generation Informal Formal
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  Trained on this model: https://huggingface.co/CarperAI/FIM-NeoX-1.3B, which is geared toward filling in the blank. Check out their model and give them a like!
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  ```
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- from transformers import AutoTokenizer, AutoModelForCausalLM
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- tokenizer = AutoTokenizer.from_pretrained("BigSalmon/InformalToFormalLincoln82Paraphrase")
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- model = AutoModelForCausalLM.from_pretrained("BigSalmon/InformalToFormalLincoln82Paraphrase")
 
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  ```
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  ```
 
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  Trained on this model: https://huggingface.co/CarperAI/FIM-NeoX-1.3B, which is geared toward filling in the blank. Check out their model and give them a like!
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+
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+ ```
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+ from transformers import GPTNeoXForCausalLM, GPTNeoXTokenizerFast
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+ tokenizer = GPTNeoXTokenizerFast.from_pretrained("CarperAI/FIM-NeoX-1.3B")
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+ model = GPTNeoXForCausalLM.from_pretrained("BigSalmon/FormalInformalConcise-FIM-NeoX-1.3B")
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  ```
 
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+ To load model, you may need to do:
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+ ```
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+ pip install git+https://github.com/huggingface/transformers
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  ```
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  ```