
    Ng9                         d dl mZ d dlmZmZmZmZ d dlmZm	Z	 d dl
mZ d dlmZ d dlmZ defdZ G d	 d
          Z G d dee          ZdS )    )deepcopy)AnyDictListOptional)AgentActionAgentFinish)BaseCallbackHandler)	LLMResultguard_importreturnc                       t          d          S )zHImport the aim python package and raise an error if it is not installed.aimr        f/var/www/html/ai-engine/env/lib/python3.11/site-packages/langchain_community/callbacks/aim_callback.py
import_aimr   
   s    r   c                       e Zd ZdZddZedefd            Zedefd            Zedefd            Z	edefd            Z
edefd	            Zdeeef         fd
ZddZdS )BaseMetadataCallbackHandlera  Callback handler for the metadata and associated function states for callbacks.

    Attributes:
        step (int): The current step.
        starts (int): The number of times the start method has been called.
        ends (int): The number of times the end method has been called.
        errors (int): The number of times the error method has been called.
        text_ctr (int): The number of times the text method has been called.
        ignore_llm_ (bool): Whether to ignore llm callbacks.
        ignore_chain_ (bool): Whether to ignore chain callbacks.
        ignore_agent_ (bool): Whether to ignore agent callbacks.
        ignore_retriever_ (bool): Whether to ignore retriever callbacks.
        always_verbose_ (bool): Whether to always be verbose.
        chain_starts (int): The number of times the chain start method has been called.
        chain_ends (int): The number of times the chain end method has been called.
        llm_starts (int): The number of times the llm start method has been called.
        llm_ends (int): The number of times the llm end method has been called.
        llm_streams (int): The number of times the text method has been called.
        tool_starts (int): The number of times the tool start method has been called.
        tool_ends (int): The number of times the tool end method has been called.
        agent_ends (int): The number of times the agent end method has been called.
    r   Nc                    d| _         d| _        d| _        d| _        d| _        d| _        d| _        d| _        d| _        d| _	        d| _
        d| _        d| _        d| _        d| _        d| _        d| _        d| _        d S )Nr   F)stepstartsendserrorstext_ctrignore_llm_ignore_chain_ignore_agent_ignore_retriever_always_verbose_chain_starts
chain_ends
llm_startsllm_endsllm_streamstool_starts	tool_ends
agent_endsselfs    r   __init__z$BaseMetadataCallbackHandler.__init__'   s    		 ""!&$r   c                     | j         S )z;Whether to call verbose callbacks even if verbose is False.)r!   r*   s    r   always_verbosez*BaseMetadataCallbackHandler.always_verboseA   s     ##r   c                     | j         S )z Whether to ignore LLM callbacks.)r   r*   s    r   
ignore_llmz&BaseMetadataCallbackHandler.ignore_llmF   s     r   c                     | j         S )z"Whether to ignore chain callbacks.)r   r*   s    r   ignore_chainz(BaseMetadataCallbackHandler.ignore_chainK        !!r   c                     | j         S )z"Whether to ignore agent callbacks.)r   r*   s    r   ignore_agentz(BaseMetadataCallbackHandler.ignore_agentP   r3   r   c                     | j         S )z&Whether to ignore retriever callbacks.)r    r*   s    r   ignore_retrieverz,BaseMetadataCallbackHandler.ignore_retrieverU   s     %%r   c                     | j         | j        | j        | j        | j        | j        | j        | j        | j        | j	        | j
        | j        | j        dS )Nr   r   r   r   r   r"   r#   r$   r%   r&   r'   r(   r)   r9   r*   s    r   get_custom_callback_metaz4BaseMetadataCallbackHandler.get_custom_callback_metaZ   sU    IkIk -//++/
 
 	
r   c                     d| _         d| _        d| _        d| _        d| _        d| _        d| _        d| _        d| _        d| _	        d| _
        d| _        d| _        d| _        d| _        d| _        d| _        dS )zReset the callback metadata.r   FN)r   r   r   r   r   r   r   r   r!   r"   r#   r$   r%   r&   r'   r(   r)   r*   s    r   reset_callback_metaz/BaseMetadataCallbackHandler.reset_callback_metak   s    		 ""$tr   )r   N)__name__
__module____qualname____doc__r,   propertyboolr.   r0   r2   r5   r7   r   strr   r:   r<   r   r   r   r   r      s,        .   4 $ $ $ $ X$  D       X  "d " " " X" "d " " " X" &$ & & & X&
$sCx. 
 
 
 
"     r   r   c                   >    e Zd ZdZ	 	 	 	 d*dee         dee         dee         ded	df
 fd
Zde	d	dfdZ
deee	f         dee         de	d	dfdZdede	d	dfdZdede	d	dfdZdede	d	dfdZdeee	f         deee	f         de	d	dfdZdeee	f         de	d	dfdZdede	d	dfdZdeee	f         dede	d	dfdZde	de	d	dfdZdede	d	dfdZd ede	d	dfd!Zd"ede	d	dfd#Zd$ede	d	e	fd%Z	 	 	 	 	 	 	 d+dee         dee         dee         ded'e	d(ed"ed	dfd)Z xZS ),AimCallbackHandlera  Callback Handler that logs to Aim.

    Parameters:
        repo (:obj:`str`, optional): Aim repository path or Repo object to which
            Run object is bound. If skipped, default Repo is used.
        experiment_name (:obj:`str`, optional): Sets Run's `experiment` property.
            'default' if not specified. Can be used later to query runs/sequences.
        system_tracking_interval (:obj:`int`, optional): Sets the tracking interval
            in seconds for system usage metrics (CPU, Memory, etc.). Set to `None`
             to disable system metrics tracking.
        log_system_params (:obj:`bool`, optional): Enable/Disable logging of system
            params such as installed packages, git info, environment variables, etc.

    This handler will utilize the associated callback method called and formats
    the input of each callback function with metadata regarding the state of LLM run
    and then logs the response to Aim.
    N
   Trepoexperiment_namesystem_tracking_intervallog_system_paramsr   c                 0   t                                                       t                      }|| _        || _        || _        || _        |                    | j        | j        | j        | j                  | _        | j        j	        | _
        g | _        dS )zInitialize callback handler.rG   
experimentrI   rJ   N)superr,   r   rG   rH   rI   rJ   Run_runhash	_run_hashaction_records)r+   rG   rH   rI   rJ   r   	__class__s         r   r,   zAimCallbackHandler.__init__   s     	ll	.(@%!2GG+%)%B"4	  
 
	 $&r   kwargsc                    t                      }| j        sw| j        r-|                    | j        | j        | j                  | _        nC|                    | j        | j        | j        | j                  | _        | j        j        | _        |r7|	                                D ]$\  }}| j        
                    ||d           #d S d S )N)rG   rI   rL   Fstrict)r   rP   rR   rO   rG   rI   rH   rJ   rQ   itemsset)r+   rU   r   keyvalues        r   setupzAimCallbackHandler.setup   s    lly 	0~ 0GGN-1-J $  		  GG#3-1-J&*&<	 $  	 "& 	8$llnn 8 8
U	c57777	8 	88 8r   
serializedpromptsc                 J   t                      | xj        dz  c_        | xj        dz  c_        | xj        dz  c_        ddi}|                    |                                            t          |          }| j                            fd|D             d|           dS )zRun when LLM starts.   actionon_llm_startc                 :    g | ]}                     |          S r   )Text).0promptr   s     r   
<listcomp>z3AimCallbackHandler.on_llm_start.<locals>.<listcomp>   s%    888&SXXf888r   namecontextN)	r   r   r$   r   updater:   r   rP   track)r+   r^   r_   rU   respprompts_resr   s         @r   rc   zAimCallbackHandler.on_llm_start   s     ll		Q		1q.)D1133444w''	8888K888 	 	
 	
 	
 	
 	
r   responsec                 X   t                      | xj        dz  c_        | xj        dz  c_        | xj        dz  c_        ddi}|                    |                                            t          |          }fd|j        D             }| j        	                    |d|           dS )zRun when LLM ends running.ra   rb   
on_llm_endc                 N    g | ]!}|D ]}                     |j                  "S r   )re   text)rf   generations
generationr   s      r   rh   z1AimCallbackHandler.on_llm_end.<locals>.<listcomp>   sN     
 
 
)
 
  HHZ_%%
 
 
 
r   ri   N)
r   r   r%   r   rl   r:   r   ru   rP   rm   )r+   rp   rU   rn   response_res	generatedr   s         @r   rr   zAimCallbackHandler.on_llm_end   s    ll		Q				Q		,'D1133444))
 
 
 
+7
 
 
	
 		 	 	
 	
 	
 	
 	
r   tokenc                 F    | xj         dz  c_         | xj        dz  c_        dS )z#Run when LLM generates a new token.ra   N)r   r&   )r+   ry   rU   s      r   on_llm_new_tokenz#AimCallbackHandler.on_llm_new_token   s+    		Q		Ar   errorc                 F    | xj         dz  c_         | xj        dz  c_        dS )zRun when LLM errors.ra   Nr   r   r+   r|   rU   s      r   on_llm_errorzAimCallbackHandler.on_llm_error   %    		Q		qr   inputsc                 b   t                      }| xj        dz  c_        | xj        dz  c_        | xj        dz  c_        ddi}|                    |                                            t          |          }| j                            |	                    |d                   d|           dS )zRun when chain starts running.ra   rb   on_chain_startinputri   N)
r   r   r"   r   rl   r:   r   rP   rm   re   )r+   r^   r   rU   r   rn   
inputs_ress          r   r   z!AimCallbackHandler.on_chain_start  s     ll		Q		Qq*+D1133444f%%
	HHZ())0@$ 	 	
 	
 	
 	
 	
r   outputsc                 b   t                      }| xj        dz  c_        | xj        dz  c_        | xj        dz  c_        ddi}|                    |                                            t          |          }| j                            |	                    |d                   d|           dS )zRun when chain ends running.ra   rb   on_chain_endoutputri   N)
r   r   r#   r   rl   r:   r   rP   rm   re   )r+   r   rU   r   rn   outputs_ress         r   r   zAimCallbackHandler.on_chain_end  s    ll		Q		1		Q		.)D1133444w''	HH[*++.$ 	 	
 	
 	
 	
 	
r   c                 F    | xj         dz  c_         | xj        dz  c_        dS )zRun when chain errors.ra   Nr~   r   s      r   on_chain_errorz!AimCallbackHandler.on_chain_error#  r   r   	input_strc                 8   t                      }| xj        dz  c_        | xj        dz  c_        | xj        dz  c_        ddi}|                    |                                            | j                            |                    |          d|           dS )zRun when tool starts running.ra   rb   on_tool_startri   N)	r   r   r'   r   rl   r:   rP   rm   re   )r+   r^   r   rU   r   rn   s         r   r   z AimCallbackHandler.on_tool_start(  s     ll		Q		Aq/*D1133444	++/4PPPPPr   r   c                 V   t          |          }t                      }| xj        dz  c_        | xj        dz  c_        | xj        dz  c_        ddi}|                    |                                            | j                            |	                    |          d|           dS )zRun when tool ends running.ra   rb   on_tool_endri   N)
rC   r   r   r(   r   rl   r:   rP   rm   re   )r+   r   rU   r   rn   s        r   r   zAimCallbackHandler.on_tool_end6  s    Vll		Q		!		Q		-(D1133444	((}dKKKKKr   c                 F    | xj         dz  c_         | xj        dz  c_        dS )zRun when tool errors.ra   Nr~   r   s      r   on_tool_errorz AimCallbackHandler.on_tool_errorC  r   r   rt   c                 F    | xj         dz  c_         | xj        dz  c_        dS )z+
        Run when agent is ending.
        ra   N)r   r   )r+   rt   rU   s      r   on_textzAimCallbackHandler.on_textH  s'     			Q		r   finishc                    t                      }| xj        dz  c_        | xj        dz  c_        | xj        dz  c_        ddi}|                    |                                            t          |          }d                    |j        d         |j	                  }| j
                            |                    |          d|           dS )zRun when agent ends running.ra   rb   on_agent_finishzOUTPUT:
{}

LOG:
{}r   ri   N)r   r   r)   r   rl   r:   r   formatreturn_valueslogrP   rm   re   )r+   r   rU   r   rn   
finish_resrt   s          r   r   z"AimCallbackHandler.on_agent_finishO  s    ll		Q		1		Q		+,D1133444f%%
(//$X.

 
 		->MMMMMr   rb   c                    t                      }| xj        dz  c_        | xj        dz  c_        | xj        dz  c_        d|j        d}|                    |                                            t          |          }d                    |j	        |j
                  }| j                            |                    |          d|           dS )zRun on agent action.ra   on_agent_action)rb   toolzTOOL INPUT:
{}

LOG:
{}ri   N)r   r   r'   r   r   rl   r:   r   r   
tool_inputr   rP   rm   re   )r+   rb   rU   r   rn   
action_resrt   s          r   r   z"AimCallbackHandler.on_agent_action`  s    ll		Q		Aq (K
 
 	D1133444f%%
,33!:>
 
 		->MMMMMr   Flangchain_assetresetc                 Z   |r[	 |                                                                 D ]"\  }}	| j                            ||	d           #n# t          $ r Y nw xY w|s|r-| j                                         |                                  |rt                      }
|r|n| j        | _        |r|n| j	        | _	        |r|n| j
        | _
        |r|n| j        | _        |
                    | j        | j	        | j
        | j                  | _        | j        j        | _        g | _        dS dS )a  Flush the tracker and reset the session.

        Args:
            repo (:obj:`str`, optional): Aim repository path or Repo object to which
                Run object is bound. If skipped, default Repo is used.
            experiment_name (:obj:`str`, optional): Sets Run's `experiment` property.
                'default' if not specified. Can be used later to query runs/sequences.
            system_tracking_interval (:obj:`int`, optional): Sets the tracking interval
                in seconds for system usage metrics (CPU, Memory, etc.). Set to `None`
                 to disable system metrics tracking.
            log_system_params (:obj:`bool`, optional): Enable/Disable logging of system
                params such as installed packages, git info, environment variables, etc.
            langchain_asset: The langchain asset to save.
            reset: Whether to reset the session.
            finish: Whether to finish the run.

            Returns:
                None
        FrW   rL   N)dictrY   rP   rZ   	Exceptioncloser<   r   rG   rH   rI   rJ   rO   rQ   rR   rS   )r+   rG   rH   rI   rJ   r   r   r   r[   r\   r   s              r   flush_trackerz AimCallbackHandler.flush_trackert  s~   <  	"1"6"6"8"8">">"@"@ < <JCIMM#uUM;;;;<     	'U 	'IOO$$&&& 	%,,C $3$)DI#2L8L  
 ,3((2 ) &7R!!D<R " Y/)-)F"&"8	    DI "Y^DN"$D-	% 	%s   A	A 
AA)NNrF   T)NNrF   TNTF) r=   r>   r?   r@   r   rC   intrB   r,   r   r]   r   r   rc   r   rr   r{   BaseExceptionr   r   r   r   r   r   r   r   r	   r   r   r   r   __classcell__)rT   s   @r   rE   rE      s        ( #)-24"&' 'sm' "#' #+3-	'
  ' 
' ' ' ' ' '28c 8d 8 8 8 8.
sCx.
379
HK
	
 
 
 
*
9 
 
 
 
 
 
.c S T    
- 3 4    

sCx.
26sCx.
LO
	
 
 
 
$
DcN 
c 
d 
 
 
 
 M S T    
QsCx.Q58QDGQ	Q Q Q QL# L L L L L L= C D    
C 3 4    Nk NS NT N N N N"Nk NS NS N N N N, #)-24"&#>% >%sm>% "#>% #+3-	>%
  >% >% >% >% 
>% >% >% >% >% >% >% >%r   rE   N)copyr   typingr   r   r   r   langchain_core.agentsr   r	   langchain_core.callbacksr
   langchain_core.outputsr   langchain_core.utilsr   r   r   rE   r   r   r   <module>r      s         , , , , , , , , , , , , : : : : : : : : 8 8 8 8 8 8 , , , , , , - - - - - -C    
v v v v v v v vrj% j% j% j% j%46I j% j% j% j% j%r   