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README.md
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@@ -10,4 +10,46 @@ pipeline_tag: text-generation
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library_name: transformers
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tags:
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- text-generation-inference
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library_name: transformers
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tags:
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- text-generation-inference
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---
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```py
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pip install transformers
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```
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```py
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import torch
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from transformers import GPT2LMHeadModel, GPT2Tokenizer
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# Loading pre-trained GPT-2 model and tokenizer
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model_name = "prithivMLmods/Gpt2-Wikitext-9180"
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tokenizer = GPT2Tokenizer.from_pretrained(model_name)
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model = GPT2LMHeadModel.from_pretrained(model_name)
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# Set the model to evaluation mode
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model.eval()
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```
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```py
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def generate_text(prompt, max_length=100, temperature=0.8, top_k=50):
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input_ids = tokenizer.encode(prompt, return_tensors="pt")
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output = model.generate(
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input_ids,
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max_length=max_length,
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temperature=temperature,
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top_k=top_k,
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pad_token_id=tokenizer.eos_token_id,
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do_sample=True
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)
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generated_text = tokenizer.decode(output[0], skip_special_tokens=True)
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return generated_text
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```
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```py
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# Example prompt
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prompt = "Once upon a time"
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generated_text = generate_text(prompt, max_length=68)
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# Print the generated text
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print(generated_text)
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```
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