src/core/micro_columns/base.py

"""
微柱功能类型统一基类
定义7种微柱功能的公共接口
"""
from abc import ABC, abstractmethod
import numpy as np
from typing import Dict, Any


class MicroColumn(ABC):
    """微柱基类"""
    
    def __init__(self, num_neurons: int = 100):
        self.num_neurons = num_neurons
        self.output = None
        
    @abstractmethod
    def forward(self, inputs: np.ndarray) -> np.ndarray:
        """前向传播"""
        pass
    
    @abstractmethod
    def get_config(self) -> Dict[str, Any]:
        """返回配置"""
        pass
    
    def reset(self):
        """重置状态"""
        self.output = None