o
    )i!                     @  s   d Z ddlmZ ddlZddlZddlmZmZmZm	Z	 ddl
mZ ddlmZmZ ddlmZmZmZmZ dd	lmZmZ ed
dZG dd dZdddZdS )zP
High-level orchestrator that downloads MCP data and stores it in the local DB.
    )annotationsN)AnyDictListOptional)DataController)ProductCatalogUserDemographics   )MCPSSEClientDEFAULT_MCP_URLDEFAULT_AUTH_KEYDEFAULT_CHATBOT_KEY)normalize_customernormalize_productRECS_DB_PATHzrecommender_system.dbc                   @  s   e Zd ZdZeeeefd:ddZ			
	
	d;d<ddZ				
d=d>ddZ
dddd?d d!Zd?d"d#Zd<d$d%Zd>d&d'Zdd(d@d+d,ZdAd-d.ZdBd1d2ZedCd4d5ZedDd8d9Zd
S )EMCPDataSynczHSyncs remote chatbot data (products/customers/orders) into the local DB.db_pathstrmcp_urlauth_keychatbot_keyc                 C  s&   || _ || _|| _|| _t|| _d S N)r   r   r   r   r   data_controller)selfr   r   r   r    r   c/Users/divyeshpatel/Desktop/sahana/Recommender/recommender_rl/recommender/data_sync/sync_service.py__init__   s
   zMCPDataSync.__init__   NF	page_sizeint	max_pagesOptional[int]searchOptional[str]dry_runboolreturnDict[str, Any]c                 C  s   t | j||||dS Nr   r!   r#   r%   )asynciorun_sync_products_async)r   r   r!   r#   r%   r   r   r   sync_products+   s   zMCPDataSync.sync_products
batch_sizemax_batchesc                 C     t | j||dS Nr/   r0   )r+   r,   _sync_customers_async)r   r/   r0   r   r   r   sync_customers6   s   zMCPDataSync.sync_customersTr.   r5   r.   r5   c                C  r1   )Nr6   )r+   r,   _sync_all_async)r   r.   r5   r   r   r   sync_all=   s   zMCPDataSync.sync_allc              	     s   i }t | j| j| j4 I d H ,}|r"| j|dd d ddI d H |d< |r1| j|dd dI d H |d< W d   I d H  |S 1 I d H sBw   Y  |S )Nr   Fr*   productsr3   	customers)r   r   r   r   _sync_products_with_client_sync_customers_with_client)r   r.   r5   resultsclientr   r   r   r7   H   s"   zMCPDataSync._sync_all_asyncc              	     sf   t | j| j| j4 I d H }| j|||||dI d H W  d   I d H  S 1 I d H s,w   Y  d S r)   )r   r   r   r   r;   )r   r   r!   r#   r%   r>   r   r   r   r-   W   s   
0z MCPDataSync._sync_products_asyncc              	     sb   t | j| j| j4 I d H }| j|||dI d H W  d   I d H  S 1 I d H s*w   Y  d S r2   )r   r   r   r   r<   )r   r/   r0   r>   r   r   r   r4   g   s   0z!MCPDataSync._sync_customers_async)r%   r>   r   c                  s   d}d}d}d}		 | j |	|d}
|r||
d< |d|
I d H }| |}| |}|s-n;|t|7 }t|}|t|7 }|sO|D ]}| j|rM|d7 }qAn|t|7 }t||k r\n|rc|	|krcn|	d7 }	q
|rl|	nd||||dS )Nr   r
   T)
chatbotKeypagelimitr#   Zget_products)Zpages_processedremote_items
normalizedZ	persistedr%   )r   call_tool_json_extract_data_extract_productslen_normalize_productsr   Zadd_product)r   r>   r   r!   r#   r%   total_remoteZtotal_normalizedZtotal_persistedr@   payloadresponsedatar9   rC   productr   r   r   r;   n   sN   	


"z&MCPDataSync._sync_products_with_clientc                  s   d}d}d}d }	 | j |d}|r||d< |d|I d H }	| |	}
t|
tr/|
dg ng }t|
tr<|
di ni }|sAn5|t|7 }|D ]}t|}| |s^| j	
| |d7 }qI|d7 }|d	sin|d
}|ru||krunq
|||dS )Nr   T)r?   firstZafterZget_customersr:   ZpageInfor
   ZhasNextPageZ	endCursor)Zbatches_processedrB   inserted)r   rD   rE   
isinstancedictgetrG   r   _user_existsr   Zadd_user)r   r>   r/   r0   rI   rO   ZbatchescursorrJ   rK   rL   r:   Z	page_infoZcustomerZ
user_modelr   r   r   r<      sB   



z'MCPDataSync._sync_customers_with_clientuserr	   c                 C  s    |j sdS | j|j }|d uS )NF)namer   Zget_user_by_name)r   rU   existingr   r   r   rS      s   zMCPDataSync._user_existsrK   c                 C  sj   t | tsi S d| v r$t | d tr$| d d}t |tr |S | d S d| v r3t | d tr3| d S | S )NoutputrL   )rP   rQ   rR   )rK   rL   r   r   r   rE      s   

zMCPDataSync._extract_datarL   List[Dict[str, Any]]c                 C  s   |  d}t|trdd |D S t|tr?| d}t|tr?g }|D ]}t|tr<| dp1|}t|tr<|| q$|S g S )Nr9   c                 S  s   g | ]	}t |tr|qS r   )rP   rQ   ).0pr   r   r   
<listcomp>   s    z1MCPDataSync._extract_products.<locals>.<listcomp>edgesnode)rR   rP   listrQ   append)rL   r9   r]   rC   edger^   r   r   r   rF      s   







zMCPDataSync._extract_products)r   r   r   r   r   r   r   r   )r   NNF)
r   r    r!   r"   r#   r$   r%   r&   r'   r(   )r   N)r/   r    r0   r"   r'   r(   )r.   r&   r5   r&   r'   r(   )r>   r   r   r    r!   r"   r#   r$   r%   r&   r'   r(   )r>   r   r/   r    r0   r"   r'   r(   )rU   r	   r'   r&   )rK   r(   r'   r(   )rL   r(   r'   rY   )__name__
__module____qualname____doc__DEFAULT_DB_PATHr   r   r   r   r.   r5   r8   r7   r-   r4   r;   r<   rS   staticmethodrE   rF   r   r   r   r   r      s:    




7
0r   r9   rY   r'   List[ProductCatalog]c                 C  s(   g }| D ]}t |}|r|| q|S r   )r   r`   )r9   rC   rM   Znormalized_productr   r   r   rH      s   
rH   )r9   rY   r'   rh   )re   
__future__r   r+   ostypingr   r   r   r   dbr   Z	db.modelsr   r	   
mcp_clientr   r   r   r   Znormalizersr   r   getenvrf   r   rH   r   r   r   r   <module>   s     c