
    9if>                       d dl mZ d dlZd dlZd dlmZmZmZ d dlm	Z	m
Z
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 d dlmZ d d	lmZmZ e	rd dlZd d
lmZmZ d dlm Z m!Z!m"Z"  ededde
f         Z# ejH                  e%      Z&ejN                  d d       Z(d!dZ)d"dZ*	 	 	 	 	 	 d#dZ+d$dZ,d%dZ-d&dZ.d'dZ/	 	 	 	 	 	 	 	 	 	 d(dZ0	 	 	 	 	 	 	 	 d)dZ1 G d ded      Z2ddd*dZ3y)+    )annotationsN)AsyncIteratorMappingSequence)TYPE_CHECKINGAnyCallableOptionalTypeVarUnion)TypeAdapter)Self	TypedDict)client)run_helpers)InputTokenDetailsUsageMetadata)	AnthropicAsyncAnthropic)
CompletionMessageMessageStreamEventCr   r   )boundc                 :    	 ddl m} m} | |fS # t        $ r Y y w xY w)Nr   NotGivenOmit)anthropic._typesr   r   ImportErrorr   s     f/var/www/html/leadgen/airagagent/rag_env/lib/python3.12/site-packages/langsmith/wrappers/_anthropic.py_get_not_givenr"      s'    3$ s    	c                   	 t               x}r8| j                         D ci c]  \  }t        fd|D              s| } }}d| v r0d| d   dg| j                  dg       z   | d<   | j                  d       | j                         D ci c]  \  }}|	|| c}}S c c}}w # t        $ r"}t        j                  d|        Y d }~d }~ww xY wc c}}w )Nc              3  6   K   | ]  }t        |        y wN)
isinstance).0tvs     r!   	<genexpr>z#_strip_not_given.<locals>.<genexpr>/   s     ?:a+?s   zError stripping NotGiven: system)rolecontentmessages)r"   itemsany	Exceptionloggererrorgetpop)d	not_givenkr)   es      ` r!   _strip_not_givenr:   )   s    7&((9( GGI Aq?Y?? 1A  1}"*q{CDquuH
 
* 	
hWWY8TQ!-AqD88
  71!5667 9s4    B( !B"B( 
CC"B( (	C1CCc                <   t        |       }|j                  d      }|rt        |t              r|g}h d}|j	                         D ci c]  \  }}||v s|| }}}dd|j                  dd       |j                  dd       |j                  dd       ||dS c c}}w )	Nstop>   top_ktop_pstreamthinkingmcp_serversservice_tier	anthropicchatmodeltemperature
max_tokens)ls_providerls_model_typels_model_namels_temperaturels_max_tokensls_stopls_invocation_params)r:   r4   r&   strr/   )kwargsstrippedr<   allowed_invocation_keysr8   r)   invocation_paramss          r!   _infer_ls_paramsrT   <   s    'H<<D
4%v ")AQ2I-I1 
 #!gt4",,}d;!lD9 1 	s   	BBc                V   	 ddl m} |4| j
                  dk(  r| j                  S t        d| j
                   d      | j
                  dk(  rQt        |      }|j                  | j                  j                               }|j                  j                  |       |S | j
                  dk(  rl|j                  | j                     }|j
                  d	k(  rB| j                  j
                  d
k(  r)|xj                   | j                  j                   z  c_        |S | j
                  dk(  r[| j                  j"                  |_        | j                  j$                  |_        | j&                  j(                  |j&                  _        |S # t        $ r t        j	                  d       |cY S w xY w)Nr   )ContentBlockzError importing ContentBlockmessage_startzUnexpected event order, got z before "message_start"content_block_startcontent_block_deltatext
text_deltamessage_delta)anthropic.typesrV   r    r2   debugtypemessageRuntimeErrorr   validate_pythoncontent_block
model_dumpr-   appendindexdeltarZ   stop_reasonstop_sequenceusageoutput_tokens)eventcurrent_snapshotrV   adaptercontent_block_instancer-   s         r!   _accumulate_eventrp   ^   sz    0
 ::(== *5::,6MN
 	
 zz***<8!(!8!8**,"
 	  ''"	
  
,	,"**5;;7<<6!ekk&6&6,&FLLEKK,,,L  
	&',{{'>'>$).)B)B&/4{{/H/H,=   34 s   F  F('F(c                ,   d }| D ]  }	 t        ||      } |d| iS |j	                         }t        |j                  di             |d<   |j                  dd        d|iS # t        $ r(}t        j                  d|        d| icY d }~c S d }~ww xY w)N)rl   rm   z/Error accumulating event in Anthropic Wrapper: outputrj   usage_metadatar_   r`   )rp   ra   r2   r^   rd   _create_usage_metadatar5   )
all_chunksfull_messagechunkr9   r6   s        r!   _reduce_chat_chunksrx      s    L *	*,5<XL* *%%!A0w1CDAEE&$q>  	*LLJ1#NOj))	*s   A""	B+BBBc                4   | j                  d      xs d}| j                  d      xs d}||z   }d| j                  dd      | j                  dd      z   i}t        |||t        di |j                         D ci c]  \  }}|	|| c}}      S c c}}w )	Ninput_tokensr   rk   
cache_readcache_creation_input_tokenscache_read_input_tokens)rz   rk   total_tokensinput_token_details )r4   r   r   r/   )anthropic_token_usagerz   rk   r~   r   r8   r)   s          r!   rt   rt      s    (,,^<AL)--o>C!M-/L+//0MqQ

#
#$=q
AB! !#!- 
 3 9 9 ;M1q}q!tM
	 
 Ns   9
BBc                    g }| D ]"  }|j                   }||j                  |       $ dj                  |      }| r| d   j                         }d|ig|d<   |S dd|igi}|S )N rZ   choices)
completionre   joinrd   )ru   all_contentrw   r-   r6   s        r!   _reduce_completionsr      s    K (""w'( ggk"GrN%%')*) H &'*+,H    c                    	 | j                         }|j                  dd       }|rt        |      nd |d<   |j                  dd        d|iS # t        $ r&}t        j                  d|        d| icY d }~S d }~ww xY w)Nrj   rs   r_   r`   z"Error processing chat completion: rr   )rd   r5   rt   BaseExceptionr2   r^   )outputsrdictr   r9   s       r!   _process_chat_completionr      s    #""$ %		'4 8 % ##89 	
 			&$5!! #9!=>'""#s   A	A 	A;A60A;6A;TracingExtrac                     t        j                          fd       }t        j                          fd       }t        j                         r|S |S )Nc            
         |j                  d      }t        j                  dd|rnd t        t        t
        d}  |      | i |}|S Nr?   llm)namerun_type	reduce_fnprocess_inputsprocess_outputs_invocation_params_fnr   r4   r   	traceabler:   r   rT   	argsrP   r?   	decoratorresultr   original_creater   tracing_extras	        r!   createz_get_wrapper.<locals>.create   sc    H%)) 
#)it+4"2
 
	 ,?+T<V<r   c            
        K   |j                  d      }t        j                  dd|rnd t        t        t
        d}  |      | i | d {   }|S 7 wr   r   r   s	        r!   acreatez_get_wrapper.<locals>.acreate   sp     H%)) 
#)it+4"2
 
	 2y14B6BB Cs   AAAA)	functoolswrapsr   is_async)r   r   r   r   r   r   s   ````  r!   _get_wrapperr      sW     ___% & ___% & "**?;7GGr   c           	     Z   	
 ddl }dt               j                         v }t        j                  d|t
        dt        t        d|	t        j                  d|dt        t        t        d|
|r G 	
fdd       G  fd	d
      }|S  G 	
fdd       G  fdd      }|S )z;Create a wrapper for Anthropic's streaming context manager.r   Nasyncr   )r   r   r   r   r   )r   r   r   r   r   c                      e Zd Z	 	 	 	 ddZefd       Zedd       Zedd       ZddZd fdZ	ddZ
ddZdd	Zdd
ZddZddZedd       Zy)6_get_stream_wrapper.<locals>.AsyncMessageStreamWrapperc                     || _         || _        y r%   _wrapped_kwargsselfwrappedrP   s      r!   __init__z?_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.__init__      
 !(%r   c                >      fd       } |di  j                   S )Nc                   K   j                   j                  2 3 d {   }| 7 
6 t        j                         }j                   j	                          d {  7  }t        |      |_        y wr%   r   text_streamr   get_current_run_treeget_final_messager   r   )_rw   run_treefinal_messager   s       r!   _text_streamzX_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.text_stream.<locals>._text_stream  sa     '+}}'@'@ $ $e#$'@*??AH*.--*I*I*K$K$KM'?'NH$s+   A4+)+A4+2A4A A4r   r   r   r   configured_traceable_texts   ` r!   r   zB_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.text_stream  s+    *O +O $3dll33r   c                .    | j                   j                  S r%   r   responser   s    r!   r   z?_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.response      }}---r   c                .    | j                   j                  S r%   r   
request_idr   s    r!   r   zA_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.request_id#      }}///r   c                ^   K   | j                         }|j                          d {   S 7 wr%   )	__aiter__	__anext__)r   aiters     r!   r   z@_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.__anext__'  s%     ("__....s   $-+-c               l    K    fd       } |di  j                   2 3 d {   }| 7 
6 y w)Nc                 8    j                   j                         S r%   )r   r   r   r   s    r!   traced_iterzU_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.__aiter__.<locals>.traced_iter,  s    ==2244r   r   r   )r   r   rw   configured_traceables   `  r!   r   z@_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.__aiter__+  sD     %5 &5 $/#>#>    %K #>s   4202424c                V   K   | j                   j                          d {    | S 7 wr%   )r   
__aenter__r   s    r!   r   zA_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.__aenter__3  s&     mm..000 1s   )')c                R   K    | j                   j                  |  d {    y 7 wr%   )r   	__aexit__r   excs     r!   r   z@_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.__aexit__7        -dmm--s333   '%'c                T   K   | j                   j                          d {    y 7 wr%   r   closer   s    r!   r   z<_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.close:  s     mm))+++   (&(c                R   K   | j                   j                          d {   S 7 wr%   r   r   r   s    r!   r   zH_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.get_final_message=  s     !]]<<>>>>   '%'c                R   K   | j                   j                          d {   S 7 wr%   r   get_final_textr   s    r!   r   zE_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.get_final_text@  s     !]]99;;;;r   c                T   K   | j                   j                          d {    y 7 wr%   r   
until_doner   s    r!   r   zA_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.until_doneC  s     mm..000r   c                .    | j                   j                  S r%   r   current_message_snapshotr   s    r!   r   zO_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.current_message_snapshotF      }}===r   N)r   z4anthropic.lib.streaming._messages.AsyncMessageStreamreturnNone)r   zhttpx.Responser   z
str | Noner   r   )r   z!AsyncIterator[MessageStreamEvent]r   r   r   r   r   r   r   rO   )__name__
__module____qualname__r   propertyr   r   r   r   r   r   r   r   r   r   r   r   r   r   s   r!   AsyncMessageStreamWrapperr   
  s    &M& 	& 	4 	4 . . 0 0/ 4,?<1 > >r   r   c                  &    e Zd Zd Z fdZd Zy)>_get_stream_wrapper.<locals>.AsyncMessagesStreamManagerWrapperc                    || _         y r%   r   r   rP   s     r!   r   zG_get_stream_wrapper.<locals>.AsyncMessagesStreamManagerWrapper.__init__K  	    %r   c                   K    di | j                   | _        | j                  j                          d {   } |fi | j                   S 7 wNr   )r   _managerr   )r   r?   r   original_streams     r!   r   zI_get_stream_wrapper.<locals>.AsyncMessagesStreamManagerWrapper.__aenter__N  sH      / ?$,, ?#}}77990H4<<HH :s   5AAAc                R   K    | j                   j                  |  d {    y 7 wr%   )r  r   r   s     r!   r   zH_get_stream_wrapper.<locals>.AsyncMessagesStreamManagerWrapper.__aexit__S  r   r   N)r   r   r   r   r   r   )r   r  s   r!   !AsyncMessagesStreamManagerWrapperr   J  s    &I
4r   r  c                      e Zd Z	 	 	 	 ddZedd       Zedd       Zefd       ZddZ fdZ	ddZ
ddZdd	Zdd
ZddZddZedd       Zy)1_get_stream_wrapper.<locals>.MessageStreamWrapperc                     || _         || _        y r%   r   r   s      r!   r   z:_get_stream_wrapper.<locals>.MessageStreamWrapper.__init__Z  r   r   c                .    | j                   j                  S r%   r   r   s    r!   r   z:_get_stream_wrapper.<locals>.MessageStreamWrapper.responseb  r   r   c                .    | j                   j                  S r%   r   r   s    r!   r   z<_get_stream_wrapper.<locals>.MessageStreamWrapper.request_idf  r   r   c                >      fd       } |di  j                   S )Nc               ;     K   j                   j                  E d {    t        j                         }j                   j	                         }t        |      |_        y 7 Cwr%   r   )r   r   r   r   s      r!   r   zS_get_stream_wrapper.<locals>.MessageStreamWrapper.text_stream.<locals>._text_streaml  sL     #}}8888*??AH$(MM$C$C$EM'?'NH$ 9s   A#A!AA#r   r   r   s   ` r!   r   z=_get_stream_wrapper.<locals>.MessageStreamWrapper.text_streamj  s+    *O +O $3dll33r   c                >    | j                         j                         S r%   )__iter____next__r   s    r!   r  z:_get_stream_wrapper.<locals>.MessageStreamWrapper.__next__u  s    }}//11r   c                >      fd       } |di  j                   S )Nc                 8    j                   j                         S r%   )r   r  r   s    r!   r   zO_get_stream_wrapper.<locals>.MessageStreamWrapper.__iter__.<locals>.traced_itery  s    ==1133r   r   r   )r   r   r   s   ` r!   r  z:_get_stream_wrapper.<locals>.MessageStreamWrapper.__iter__x  s)    %4 &4 #2T\\22r   c                :    | j                   j                          | S r%   )r   	__enter__r   s    r!   r  z;_get_stream_wrapper.<locals>.MessageStreamWrapper.__enter__  s    '')r   c                6     | j                   j                  |  y r%   )r   __exit__r   s     r!   r  z:_get_stream_wrapper.<locals>.MessageStreamWrapper.__exit__      &&&,r   c                8    | j                   j                          y r%   r   r   s    r!   r   z7_get_stream_wrapper.<locals>.MessageStreamWrapper.close  s    ##%r   c                6    | j                   j                         S r%   r   r   s    r!   r   zC_get_stream_wrapper.<locals>.MessageStreamWrapper.get_final_message  s    }}6688r   c                6    | j                   j                         S r%   r   r   s    r!   r   z@_get_stream_wrapper.<locals>.MessageStreamWrapper.get_final_text  s    }}3355r   c                6    | j                   j                         S r%   r   r   s    r!   r   z<_get_stream_wrapper.<locals>.MessageStreamWrapper.until_done  s    }}//11r   c                .    | j                   j                  S r%   r   r   s    r!   r   zJ_get_stream_wrapper.<locals>.MessageStreamWrapper.current_message_snapshot  r   r   N)r   z/anthropic.lib.streaming._messages.MessageStreamr   r   )r   r   r   r   r   r   r   r   )r   r   r   r   r   r   r   r   r  r  r  r  r   r   r   r   r   r   s   r!   MessageStreamWrapperr	  Y  s    &H& 	& . . 0 0 4 423-&962 > >r   r  c                  &    e Zd Zd Z fdZd Zy)9_get_stream_wrapper.<locals>.MessagesStreamManagerWrapperc                    || _         y r%   r   r   s     r!   r   zB_get_stream_wrapper.<locals>.MessagesStreamManagerWrapper.__init__  r  r   c                     di | j                   | _         | j                  j                         fi | j                   S r  )r   r  r  )r   r  r  s    r!   r  zC_get_stream_wrapper.<locals>.MessagesStreamManagerWrapper.__enter__  s7     / ?$,, ?+DMM,C,C,EVVVr   c                6     | j                   j                  |  y r%   )r  r  r   s     r!   r  zB_get_stream_wrapper.<locals>.MessagesStreamManagerWrapper.__exit__  r  r   N)r   r   r   r   r  r  )r  r  s   r!   MessagesStreamManagerWrapperr     s    &W-r   r$  r   )	rC   rO   lowerr   r   rx   r:   rT   r   )r  r   r   rC   r   r  r$  r   r  r   r   s   `      @@@@r!   _get_stream_wrapperr&     s     #o.4466H&00 %'.  !, 5 5 !'0.! ! >	> >	>@
	4 
	4 10;	> ;	>z		- 		- ,+r   c                  ,    e Zd ZU ded<   ded<   ded<   y)r   zOptional[Mapping[str, Any]]metadatazOptional[list[str]]tagszOptional[ls_client.Client]r   N)r   r   r   __annotations__r   r   r!   r   r     s    ))
&&r   F)total)r   c               \   |xs i }t        | j                  j                  dt        |      | j                  _        t	        | j                  j
                  d|      | j                  _        t        | j                  j                  dt        |      | j                  _        t        | d      rt        | j                  d      rit        | j                  j                  d      rIt        | j                  j                  j                  dt        |      | j                  j                  _        | S )a  Patch the Anthropic client to make it traceable.

    Args:
        client: The client to patch.
        tracing_extra: Extra tracing information.

    Returns:
        The patched client.

    Example:
        ```python
        import anthropic
        from langsmith import wrappers

        client = wrappers.wrap_anthropic(anthropic.Anthropic())

        # Use Anthropic client same as you normally would:
        system = "You are a helpful assistant."
        messages = [
            {
                "role": "user",
                "content": "What physics breakthroughs do you predict will happen by 2300?",
            }
        ]
        completion = client.messages.create(
            model="claude-3-5-sonnet-latest",
            messages=messages,
            max_tokens=1000,
            system=system,
        )
        print(completion.content)

        # You can also use the streaming context manager:
        with client.messages.stream(
            model="claude-3-5-sonnet-latest",
            messages=messages,
            max_tokens=1000,
            system=system,
        ) as stream:
            for text in stream.text_stream:
                print(text, end="", flush=True)
            message = stream.get_final_message()
        ```
    ChatAnthropicr   betar.   r   )
r   r.   r   rx   r&  r?   completionsr   hasattrr.  )r   r   s     r!   wrap_anthropicr1    s    Z "'RM)	FOO 1FOO
 !-!!	!F 	FKK,FKK(((3&2KK  ''	'
# Mr   )r   zOptional[tuple[type, ...]])r6   dictr   r2  )rP   r2  )rl   r   rm   Message | Noner   r3  )ru   r   r   r2  )r   r2  r   r   )ru   zlist[Completion]r   r2  )r   r   )
r   r	   r   rO   r   r	   r   r   r   r	   )r  r	   r   rO   r   r   r   r	   )r   r   r   zOptional[TracingExtra]r   r   )4
__future__r   r   loggingcollections.abcr   r   r   typingr   r   r	   r
   r   r   pydanticr   typing_extensionsr   r   	langsmithr   	ls_clientr   langsmith.schemasr   r   httpxrC   r   r   r]   r   r   r   r   	getLoggerr   r2   	lru_cacher"   r:   rT   rp   rx   rt   r   r   r   r&  r   r1  r   r   r!   <module>r@     sD   "   < <  ! - ) ! >3GGCu[*:C?@A			8	$  9&D# #4B##L $ # %H%H
%H %H  	%H
 %HPs,s,
s,  s, 	s,l'9E ' JN Kr   