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Create prompt_template.py
Browse files- prompt_template.py +86 -0
prompt_template.py
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import re
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import yaml
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from dataclasses import dataclass, field
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from typing import Dict, List, Set, Optional
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from openai import OpenAI
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@dataclass
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class PromptTemplate:
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"""
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A template class for managing and validating LLM prompts.
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This class handles:
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- Storing system and user prompts
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- Validating required template variables
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- Formatting prompts with provided variables
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Attributes:
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system_prompt (str): The system-level instructions for the LLM
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user_template (str): Template string with variables in {variable} format
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"""
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system_prompt: str
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user_template: str
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def __post_init__(self):
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"""Initialize the set of required variables from the template."""
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self.required_variables: Set[str] = self._get_required_variables()
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def _get_required_variables(self) -> set:
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"""
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Extract required variables from the template using regex.
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Returns:
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set: Set of variable names found in the template
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Example:
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Template "Write about {topic} in {style}" returns {'topic', 'style'}
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"""
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return set(re.findall(r'\{(\w+)\}', self.user_template))
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def _validate_variables(self, provided_vars: Dict):
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"""
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Ensure all required template variables are provided.
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Args:
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provided_vars: Dictionary of variable names and values
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Raises:
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ValueError: If any required variables are missing
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"""
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provided_keys = set(provided_vars.keys())
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missing_vars = self.required_variables - provided_keys
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if missing_vars:
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error_msg = (
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f"\nPrompt Template Error:\n"
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f"Missing required variables: {', '.join(missing_vars)}\n"
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f"Template requires: {', '.join(self.required_variables)}\n"
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f"You provided: {', '.join(provided_keys)}\n"
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f"Template string: '{self.user_template}'"
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)
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raise ValueError(error_msg)
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def format(self, **kwargs) -> List[Dict[str, str]]:
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"""
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Format the prompt template with provided variables.
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Args:
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**kwargs: Key-value pairs for template variables
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Returns:
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List[Dict[str, str]]: Formatted messages ready for LLM API
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Example:
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template.format(topic="AI", style="academic")
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"""
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self._validate_variables(kwargs)
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try:
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formatted_user_message = self.user_template.format(**kwargs)
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except Exception as e:
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raise ValueError(f"Error formatting template: {str(e)}")
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return [
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{"role": "system", "content": self.system_prompt},
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{"role": "user", "content": formatted_user_message}
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]
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