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@@ -37,11 +37,8 @@ This dataset was carefully cleaned and formatted to enhance the model's ability
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  ## 3. How to Use This Model
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  To use the Llama-3.2B finetuned model, follow the steps below:
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- 1. **Prepare the Query Function**
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- - Define the function to handle user queries and generate responses:
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-
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- ```python
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-
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  from transformers import TextStreamer
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  def chatml(question, model):
@@ -59,12 +56,12 @@ def chatml(question, model):
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  streamer=text_streamer,
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  max_new_tokens=512)
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- #Use the following example to test the model:
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-
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  question = "Does the University of Westminster offer a course on AI, Data and Communication MA?"
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  x = chatml(question, model)
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- ```
 
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  This setup ensures you can effectively query the Llama-3.2B finetuned model and receive detailed, relevant responses.
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  ## 3. How to Use This Model
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  To use the Llama-3.2B finetuned model, follow the steps below:
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+
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+ ```python
 
 
 
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  from transformers import TextStreamer
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  def chatml(question, model):
 
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  streamer=text_streamer,
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  max_new_tokens=512)
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+ #Use the following example to test the model:
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  question = "Does the University of Westminster offer a course on AI, Data and Communication MA?"
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  x = chatml(question, model)
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+
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+ ```
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  This setup ensures you can effectively query the Llama-3.2B finetuned model and receive detailed, relevant responses.
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