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| import os | |
| from abc import ABC, abstractmethod | |
| from dotenv import load_dotenv, find_dotenv | |
| import openai | |
| from typing import List | |
| class AIEmailGenerator(ABC): | |
| """Abstract base class for generating emails using AI.""" | |
| def _configure_api(self): | |
| """Configure the API settings.""" | |
| pass | |
| def generate_mail_contents(self, email_contents: List[str]) -> List[str]: | |
| """Generate more formal and elaborate content for each email topic.""" | |
| pass | |
| def generate_mail_format(self, sender: str, recipient: str, style: str, email_contents: List[str]) -> str: | |
| """Generate a formatted email with updated content.""" | |
| pass | |
| class AzureOpenAIEmailGenerator(AIEmailGenerator): | |
| """Concrete class for generating emails using OpenAI on Azure.""" | |
| def __init__(self, engine: str): | |
| """Initialize the AzureOpenAIEmailGenerator class by loading environment variables and configuring OpenAI.""" | |
| self.engine = engine | |
| self._load_environment() | |
| self._configure_api() | |
| def _load_environment(self): | |
| """Load environment variables from .env file.""" | |
| load_dotenv(find_dotenv()) | |
| def _configure_api(self): | |
| """Configure OpenAI API settings.""" | |
| openai.api_type = "azure" | |
| openai.api_base = os.getenv('OPENAI_API_BASE') | |
| openai.api_version = "2023-03-15-preview" | |
| openai.api_key = os.getenv("OPENAI_API_KEY") | |
| def generate_mail_contents(self, email_contents: List[str]) -> List[str]: | |
| """Generates more formal and elaborate content for each email topic.""" | |
| for i, input_text in enumerate(email_contents): | |
| prompt = ( | |
| f"Rewrite the text to be elaborate and polite.\n" | |
| f"Abbreviations need to be replaced.\n" | |
| f"Text: {input_text}\n" | |
| f"Rewritten text:" | |
| ) | |
| response = openai.ChatCompletion.create( | |
| engine=self.engine, | |
| messages=[ | |
| {"role": "system", "content": "You are an AI assistant that helps people find information."}, | |
| {"role": "user", "content": prompt} | |
| ], | |
| temperature=0, | |
| max_tokens=len(input_text) * 3, | |
| top_p=0.95, | |
| frequency_penalty=0, | |
| presence_penalty=0 | |
| ) | |
| email_contents[i] = response['choices'][0]['message']['content'] | |
| return email_contents | |
| def generate_mail_format(self, sender: str, recipient: str, style: str, email_contents: List[str]) -> str: | |
| """Generates a formatted email with updated content.""" | |
| email_contents = self.generate_mail_contents(email_contents) | |
| contents_str = "" | |
| contents_length = 0 | |
| for i, content in enumerate(email_contents): | |
| contents_str += f"\nContent{i + 1}: {content}" | |
| contents_length += len(content) | |
| prompt = ( | |
| f"Write a professional email that sounds {style} and includes Content1 and Content2 in that order.\n\n" | |
| f"Sender: {sender}\n" | |
| f"Recipient: {recipient}{contents_str}\n\n" | |
| f"Email Text:" | |
| ) | |
| response = openai.ChatCompletion.create( | |
| engine=self.engine, | |
| messages=[ | |
| {"role": "system", "content": "You are an AI assistant that helps people find information."}, | |
| {"role": "user", "content": prompt} | |
| ], | |
| temperature=0, | |
| max_tokens=contents_length * 2, | |
| top_p=0.95, | |
| frequency_penalty=0, | |
| presence_penalty=0 | |
| ) | |
| return response['choices'][0]['message']['content'] | |
| # Esempio di utilizzo: | |
| if __name__ == "__main__": | |
| engine = "gpt-4" # Specificare l'engine desiderato | |
| email_generator = AzureOpenAIEmailGenerator(engine) | |
| sender = "[email protected]" | |
| recipient = "[email protected]" | |
| style = "formal" | |
| email_contents = ["This is the first content.", "This is the second content."] | |
| formatted_email = email_generator.generate_mail_format(sender, recipient, style, email_contents) | |
| print(formatted_email) | |