kumar6591/data-quality-env
0
1�
2 ���i� � � � d dl mZ d dlZd dlmZ d dlmZ d dlmZ e G d� d� � � � Z G d� d � � Z3dS )4� )� annotationsN)� dataclass)�Path)�Anyc �B � e Zd ZU ded< ded< ded< ded< ded < d5S ) �6MemoryItem�int�task_id�seed�float�score� list[str]�7query_planzdict[str, Any]�evidenceN)�__name__�8__module__� __qualname__�__annotations__� � �env/agent_memory.pyr r sE � � � � � � ��L�L�L�
�I�I�I��L�L�L����� � � � � � r r c �H � e Zd ZdZdd�Zdd�Zdd�Zdd d�Zd d d�Zd d d�Z dS ) � MemoryStorez4Simple persistent memory for agent self-improvement.�path�str�return�Nonec � � t |� � | _ | j j � dd�� � g | _ | � � � d S )NT)�parents�exist_ok)r r �parent�mkdir�_items�_load)�selfr s r �__init__zMemoryStore.__init__ sE � ���J�J�� � � �� � �t�d� �;�;�;�(*�� � �9�10� � � � � r c �� � | j � � � s g | _ d S t j | j � � � � � }t
|t � � r|� dg � � ng }g }|D ]�}|� t t |� dd� � � � t |� dd� � � � t |� dd� � � � d� |� dg � � D � � t |� d i � � � � �11� � � � ��|| _ d S # t $ r g | _ Y d S w xY w) N�itemsr12 r r r
� c �, � g | ]}t |� � ��S r )r )�.0�xs r �13<listcomp>z%MemoryStore._load.<locals>.<listcomp>) s � �#L�#L�#L�q�C��F�F�#L�#L�#Lr r r �r14 r r
r r )r �existsr# �json�loads� read_text�15isinstance�dict�get�appendr r r � Exception)r% �payload�rawr( �rs r r$ zMemoryStore._load sf � ��y� � �!�!� � �D�K� �F� ��j���!4�!4�!6�!6�7�7�G�.8��$�.G�.G�O�'�+�+�g�r�*�*�*�R�C�&(�E��
�
��� � � � #�A�E�E�)�Q�$7�$7� 8� 8� ����v�q�!1�!1� 2� 2� #�A�E�E�'�3�$7�$7� 8� 8�#L�#L�A�E�E�,��4K�4K�#L�#L�#L�!%�a�e�e�J��&;�&;�!<�!<� � � �� � � � �D�K�K�K��� � � � �D�K�K�K�K� ���s �D/E �E*�)E*c � � dd� | j D � � d�}| j � t j |� � � � d S )N� c �P � g | ]#}|j |j |j |j |j d ���$S )r. r. )r+ �is r r- z$MemoryStore.save.<locals>.<listcomp>4 sJ � � � � � �
!�y� �F� �W�"#�,� !�16� � � � � r )�versionr( )r# r �17write_textr0 �dumps)r% r8 s r �savezMemoryStore.save1 sY � �� � � �� � � � 18� 19��
� � � �T�Z�� 0� 0�1�1�1�1�1r �� �itemr � max_itemsr c � � | j � |� � | j � d� d�� � | j d |� | _ d S )Nc � � | j | j fS �N)r20 r
�r, s r �<lambda>z!MemoryStore.add.<locals>.<lambda>D s � �� �1�7�';� r T��key�reverse)r# r6 �sort)r% rD rE s r �addzMemoryStore.addA sM � � � ���4� � � � � ��� ;� ;�T��J�J�J��k�*�9�*�-�� � � r � r21 �k�list[MemoryItem]c �n �� �fd�| j D � � }|� d� d�� � |d |� S )Nc �* �� g | ]}|j �k �
|��S r )r22 )r+ r> r23 s �r r- z,MemoryStore.top_for_task.<locals>.<listcomp>H s% �� �?�?�?�a�!�)�w�*>�?��?�?�?r c � � | j S rH )r
rI s r rJ z*MemoryStore.top_for_task.<locals>.<lambda>I s � ��� r TrK )r# rN )r% r24 rQ �rowss ` r � top_for_taskzMemoryStore.top_for_taskG sE �� �?�?�?�?�4�;�?�?�?�� � � �'�'�� �6�6�6��B�Q�B�x�r �queriesr � list[float]c �L � | � ||�� � }|s d� |D � � S d� |D � � }|D ]o}t |j � � D ]X\ }}||v rO|� |� � } || xx t ddd|z z25 � � t d|j � � z z
cc< �Y�p|S )z?Returns additive prior bias per query from successful memories.)rQ c � � g | ]}d ��S �r) r �r+ �_s r r- z*MemoryStore.query_bias.<locals>.<listcomp>P s � �)�)�)�A�C�)�)�)r c � � g | ]}d ��S r\ r r] s r r- z*MemoryStore.query_bias.<locals>.<listcomp>R s � �%�%�%���%�%�%r r) g{�G�z�?g{�G�z�?)rW � enumerater �index�maxr
)26r% r27 rX rQ �top�bias�mem�rank�qr> s28 r �29query_biaszMemoryStore.query_biasL s� � �� � ��1� �-�-��� *�)�)��)�)�)� )�%�%�W�%�%�%��� R� R�C�$�S�^�4�4�
R�
R���a���<� R� �
�
�a�(�(�A���G�G�G�s�3��t�d�{�(:� ;� ;�c�#�s�y�>Q�>Q� Q�Q�G�G�G��
R�30 � r N)r r r r )r r )rC )rD r rE r r r )rP )r31 r rQ r r rR )r32 r rX r rQ r r rY )33r r r �__doc__r& r$ rB rO rW rh r r r r r s� � � � � � �>�>�� � � � � � � �,2� 2� 2� 2� .� .� .� .� .� � � � � �34
�
�
�
�
�
�
r r ) �35__future__r r0 � dataclassesr �pathlibr �typingr r r r r r �<module>rn s� �� "� "� "� "� "� "� � � � � !� !� !� !� !� !� � � � � � � � � � � � � � � � � � � � � �� �G� G� G� G� G� G� G� G� G� Gr