from openai import OpenAI from dotenv import load_dotenv import os # Load environment variables load_dotenv() key = os.getenv("OPENAI_API_KEY") # Initialize the OpenAI client client = OpenAI(api_key=key) def generate_paraphrase(sentences, model="gpt-4", num_paraphrases=10, max_tokens=150, temperature=0.7): """Generate paraphrased sentences using the OpenAI GPT-4 model.""" # Ensure sentences is a list if isinstance(sentences, str): sentences = [sentences] paraphrased_sentences_list = [] for sentence in sentences: full_prompt = f"Paraphrase the following text: '{sentence}'" try: chat_completion = client.chat.completions.create( messages=[{"role": "user", "content": full_prompt}], model=model, max_tokens=max_tokens, temperature=temperature, n=num_paraphrases # Number of paraphrased sentences to generate ) # Extract paraphrased sentences paraphrased_sentences = [choice.message.content.strip() for choice in chat_completion.choices] paraphrased_sentences_list.extend(paraphrased_sentences) except Exception as e: print(f"Error paraphrasing sentence '{sentence}': {e}") return paraphrased_sentences_list # Example usage result = generate_paraphrase( "Mayor Eric Adams did not attend the first candidate forum for the New York City mayoral race, but his record — and the criminal charges he faces — received plenty of attention on Saturday from the Democrats who are running to unseat him." ) print(f"Number of paraphrases generated: {len(result)}")