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7f611c5 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 | """Base context builder interface."""
from abc import ABC, abstractmethod
from typing import Any, Dict, Union
from skydiscover.config import Config
from skydiscover.search.base_database import Program
class ContextBuilder(ABC):
"""Abstract base for building LLM prompts.
Subclass this and implement build_prompt(). Each subclass sets up its
own template_manager and any other resources it needs.
"""
def __init__(self, config: Config):
self.config = config
self.context_config = config.context_builder
@abstractmethod
def build_prompt(
self,
current_program: Union[Program, Dict[str, Program]],
context: Dict[str, Any] = None,
**kwargs: Any,
) -> Dict[str, str]:
"""Build a prompt for the LLM.
Args:
current_program: Program or {info: Program} to evolve from.
When a dict, the key is additional context about the program.
context: optional dict with keys such as program_metrics,
other_context_programs, etc.
Returns:
Dict with "system" and "user" keys containing prompt strings.
"""
pass
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