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@@ -75,13 +75,18 @@ GPT-124M is a lightweight generative language model fine-tuned on the `fineweb-e
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  You can use this model for text generation using the `transformers` library.
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  ```python
 
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  from transformers import pipeline, AutoModelForCausalLM, AutoTokenizer
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  model_name = "samkeet/GPT_124M"
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  tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)
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  model = AutoModelForCausalLM.from_pretrained(model_name, trust_remote_code=True)
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  pipe = pipeline("text-generation", model=model, tokenizer=tokenizer, trust_remote_code=True, device="cpu")
 
 
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  result = pipe("Earth revolves around the", do_sample=True, max_length=40, temperature=0.9, top_p=0.5, top_k=50)
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  print(result)
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  ```
 
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  You can use this model for text generation using the `transformers` library.
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  ```python
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+ # Import necessary modules from transformers
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  from transformers import pipeline, AutoModelForCausalLM, AutoTokenizer
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+ # Load tokenizer and model
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  model_name = "samkeet/GPT_124M"
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  tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)
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  model = AutoModelForCausalLM.from_pretrained(model_name, trust_remote_code=True)
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+ # Create text generation pipeline
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  pipe = pipeline("text-generation", model=model, tokenizer=tokenizer, trust_remote_code=True, device="cpu")
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+
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+ # Generate text
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  result = pipe("Earth revolves around the", do_sample=True, max_length=40, temperature=0.9, top_p=0.5, top_k=50)
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  print(result)
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  ```