
    biG                        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! d dl"m#Z#m$Z$m%Z%  ededde
f         Z& ejN                  e(      Z)ejT                  d"d       Z+d#dZ,d$dZ-	 	 	 	 	 	 d%dZ.d&dZ/d'dZ0d(dZ1d)dZ2	 	 	 	 	 	 	 	 	 	 	 	 d*dZ3	 	 	 	 	 	 	 	 	 	 d+dZ4 G d ded      Z5dddd 	 	 	 	 	 	 	 	 	 d,d!Z6y)-    )annotationsN)AsyncIteratorMappingSequence)TYPE_CHECKINGAnyCallableOptionalTypeVarUnion)TypeAdapter)Self	TypedDict)client)run_helpers)InputTokenDetailsUsageMetadata)	AnthropicAsyncAnthropic)AsyncMessageStreamMessageStream)
CompletionMessageMessageStreamEventCr   r   )boundc                 :    	 ddl m} m} | |fS # t        $ r Y y w xY w)Nr   NotGivenOmit)anthropic._typesr   r    ImportErrorr   s     g/home/obispo/Crisostomo_bridge/mision_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        $ r"}t        j                  d|        Y d }~d }~ww xY wc c}}w )Nc              3  6   K   | ]  }t        |        y wN)
isinstance).0tvs     r#   	<genexpr>z#_strip_not_given.<locals>.<genexpr>0   s     ?:a+?s   zError stripping NotGiven: system)rolecontentmessages)r$   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                D   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       |i | |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<   r6   r(   strr1   )prepopulated_invocation_paramskwargsstrippedr>   allowed_invocation_keysr:   r+   invocation_paramss           r#   _infer_ls_paramsrW   =   s    'H<<D
4%v ")AQ2I-I1 
 #!gt4",,}d;!lD9!
,!
!
 	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.typesrY   r"   r4   debugtypemessageRuntimeErrorr   validate_pythoncontent_block
model_dumpr/   appendindexdeltar]   stop_reasonstop_sequenceusageoutput_tokens)eventcurrent_snapshotrY   adaptercontent_block_instancer/   s         r#   _accumulate_eventrs   b   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)ro   rp   z/Error accumulating event in Anthropic Wrapper: outputrm   usage_metadatarb   rc   )rs   rd   r4   ra   rg   _create_usage_metadatar7   )
all_chunksfull_messagechunkr;   r8   s        r#   _reduce_chat_chunksr{      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   rn   
cache_readcache_creation_input_tokenscache_read_input_tokens)r}   rn   total_tokensinput_token_details )r6   r   r   r1   )anthropic_token_usager}   rn   r   r   r:   r+   s          r#   rw   rw      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 r]   choices)
completionrh   joinrg   )rx   all_contentrz   r/   r8   s        r#   _reduce_completionsr      s    K (""w'( ggk"GrN%%')*) H &'*+,H    c                ~   	 t        | d      r&t        | j                        r	 | j                         } | j	                         }|j                  dd       }|rt        |      nd |d<   |j                  dd        d|iS # t        $ r Y Uw xY w# t        $ r&}t        j                  d|        d| icY d }~S d }~ww xY w)Nparserm   rv   rb   rc   z"Error processing chat completion: ru   )
hasattrcallabler   r3   rg   r7   rw   BaseExceptionr4   ra   )outputsrdictr   r;   s       r#   _process_chat_completionr      s    #
 7G$'--)@!--/ ""$ %		'4 8 % ##89 	
 			&$5!!    #9!=>'""#s@   !B A> A	B >	B
B 	B

B 	B<B71B<7B<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        j                  t              d	}  |      | i |}|S NrA   llm)namerun_type	reduce_fnprocess_inputsprocess_outputs_invocation_params_fnr   r6   r   	traceabler<   r   	functoolspartialrW   
argsrS   rA   	decoratorresultr   original_createrR   r   tracing_extras
        r#   createz_get_wrapper.<locals>.create   st    H%)) 

#)it+4"+"3"3 "@#

 

	 ,?+T<V<r   c                    K   |j                  d      }t        j                  dd|rnd t        t        t        j                  t              d	}  |      | i | d {   }|S 7 wr   r   r   s
        r#   acreatez_get_wrapper.<locals>.acreate   s     H%)) 

#)it+4"+"3"3 "@#

 

	 2y14B6BB Cs   A#A/&A-'A/)r   wrapsr   is_async)r   r   r   rR   r   r   r   s   `````  r#   _get_wrapperr      sW     ___% &" ___% &  "**?;7GGr   c                   	
 dt               j                         v }t        j                  d|t        dt
        t        j                  t        |      d|	t        j                  d|dt
        t        t        j                  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.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wrappedrS   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   )_rz   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.response5      }}---r   c                .    | j                   j                  S r'   r   
request_idr   s    r#   r   zA_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.request_id9      }}///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   $-+-c               l    K    fd       } |di  j                   2 3 d {   }| 7 
6 y w)Nc                 8    j                   j                         S r'   )r   r   r   r   s    r#   traced_iterzU_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.__aiter__.<locals>.traced_iterB  s    ==2244r   r   r   )r   r   rz   configured_traceables   `  r#   r   z@_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.__aiter__A  sD     %5 &5 $/#>#>    %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__I  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__M        -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.closeP  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_messageS  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_textV  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_doneY  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_snapshot\      }}===r   N)r   r   returnNone)r   zhttpx.Responser   z
str | Noner   r   )r   z!AsyncIterator[MessageStreamEvent]r   r   r   r   r   r   r   rQ   )__name__
__module____qualname__r   propertyr   r   r   r   r   r   r   r   r   r   r   r   r   r   s   r#   AsyncMessageStreamWrapperr      s    &+& 	& 	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   rS   s     r#   r   zG_get_stream_wrapper.<locals>.AsyncMessagesStreamManagerWrapper.__init__a  	    %r   c                   K    di | j                   | _        | j                  j                          d {   } |fi | j                   S 7 wNr   )r   _managerr   )r   rA   r  original_streams     r#   r   zI_get_stream_wrapper.<locals>.AsyncMessagesStreamManagerWrapper.__aenter__d  sH      / ?$,, ?#}}77990H4<<HH :s   5AAAc                R   K    | j                   j                  |  d {    y 7 wr'   )r  r   r   s     r#   r   zH_get_stream_wrapper.<locals>.AsyncMessagesStreamManagerWrapper.__aexit__i  r   r   N)r   r   r   r   r   r   )r  r  s   r#   !AsyncMessagesStreamManagerWrapperr  `  s    &I
4r   r  c                      e Zd Z	 	 	 	 ddZedd       Zedd       Zefd       ZddZ fdZ	ddZ
ddZdd	Zdd
ZddZddZedd       Zy)1_get_stream_wrapper.<locals>.MessageStreamWrapperc                     || _         || _        y r'   r   r   s      r#   r   z:_get_stream_wrapper.<locals>.MessageStreamWrapper.__init__p  r   r   c                .    | j                   j                  S r'   r   r   s    r#   r   z:_get_stream_wrapper.<locals>.MessageStreamWrapper.responsex  r   r   c                .    | j                   j                  S r'   r   r   s    r#   r   z<_get_stream_wrapper.<locals>.MessageStreamWrapper.request_id|  r   r   c                >      fd       } |di  j                   S )Nc               ;     K   j                   j                  E d {    t        j                         }j                   j	                         }t        |      |_        y 7 Cwr'   r   )r   r   r   r   s      r#   r   zS_get_stream_wrapper.<locals>.MessageStreamWrapper.text_stream.<locals>._text_stream  sL     #}}8888*??AH$(MM$C$C$EM'?'NH$ 9s   A#A!AA#r   r   r   s   ` r#   r   z=_get_stream_wrapper.<locals>.MessageStreamWrapper.text_stream  s+    *O +O $3dll33r   c                >    | j                         j                         S r'   )__iter____next__r   s    r#   r  z:_get_stream_wrapper.<locals>.MessageStreamWrapper.__next__  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_iter  s    ==1133r   r   r   )r   r   r   s   ` r#   r  z:_get_stream_wrapper.<locals>.MessageStreamWrapper.__iter__  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   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   r   r  s   r#   MessageStreamWrapperr  o  s    &&& 	& . . 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   )
rQ   lowerr   r   r{   r<   r   r   rW   r   )r  r   rR   r   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ChatAnthropic)r   	chat_namecompletions_namec               0   |xs i }t        |j                  d      xs i       }|j                  di       }|j                         D ci c]  \  }}|dk7  s|| }}}|r||d<   t	        | j
                  j                  |t        ||      | j
                  _        t        | j
                  j                  |||      | j
                  _	        t	        | j                  j                  |t        ||      | j                  _        t        | d      rt        | j                  d      rjt        | j                  j
                  d      rJt	        | j                  j
                  j                  |t        ||      | j                  j
                  _        | S c c}}w )a  Patch the Anthropic client to make it traceable.

    Args:
        client: The client to patch.
        tracing_extra: Extra tracing information.
        chat_name: The run name for the messages endpoint.
        completions_name: The run name for the completions endpoint.

    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)

        # With raw response to access headers:
        raw_response = client.messages.with_raw_response.create(
            model="claude-3-5-sonnet-latest",
            messages=messages,
            max_tokens=1000,
            system=system,
        )
        print(raw_response.headers)  # Access HTTP headers
        message = raw_response.parse()  # Get parsed response

        # 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()
        ```
    r/  rP   betar0   r   )dictr6   r7   r1   r   r0   r   r{   r-  rA   completionsr   r   r7  )	r   r   r4  r5  r/  rR   r:   r+   tracing_extra_rests	            r#   wrap_anthropicr;    su   ~ "'RM M%%j17R8H%-\\2H"%M" ',,.(A!z/1( ( )1:&)&FOO 1&	FOO !-!!&!F 	FKK,FKK(((3&2KK  ''*'
# MQ(s   
FF)r   zOptional[tuple[type, ...]])r8   r8  r   r8  )rR   r8  rS   r8  )ro   r   rp   Message | Noner   r<  )rx   r   r   r8  )r   r8  r   r   )rx   zlist[Completion]r   r8  )r   r   )r   r	   r   rQ   r   r	   rR   r8  r   r   r   r	   )
r  r	   r   rQ   rR   r8  r   r   r   r	   )
r   r   r   zOptional[TracingExtra]r4  rQ   r5  rQ   r   r   )7
__future__r   r   loggingcollections.abcr   r   r   typingr   r   r	   r
   r   r   pydanticr   typing_extensionsr   r   	langsmithr   	ls_clientr   langsmith.schemasr   r   httpxrE   r   r   anthropic.lib.streamingr   r   r`   r   r   r   r   	getLoggerr   r4   	lru_cacher$   r<   rW   rs   r{   rw   r   r   r   r-  r   r;  r   r   r#   <module>rJ     s   "   < <  ! - ) ! >3IGGCu[*:C?@A			8	$  9&"J# #4B##L $ #4*H*H
*H *H %)	*H
  *H *HZv,v,
v, %)v,  	v,
 v,r'9E ' -1$'nn *n 	n
 n nr   