
    h4=                       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$dZ,d%dZ-d&dZ.d'dZ/	 	 	 	 	 	 	 	 	 	 d(dZ0	 	 	 	 	 	 	 	 d)dZ1 G d ded      Z2ddd*dZ3y)+    )annotationsN)AsyncIteratorMappingSequence)TYPE_CHECKINGAnyCallableOptionalTypeVarUnion)TypeAdapter)Self	TypedDict)client)run_helpers)InputTokenDetailsUsageMetadata)	AnthropicAsyncAnthropic)
CompletionMessageMessageStreamEventCr   r   )boundc                 2    	 ddl m}  | S # t        $ r Y y w xY w)Nr   NotGiven)anthropic._typesr   ImportErrorr   s    [/var/www/html/eduruby.in/venv/lib/python3.12/site-packages/langsmith/wrappers/_anthropic.py_get_not_givenr!      s!    - s   
 	c                   	 t               x}0| j                         D ci c]  \  }}t        ||      r|| } }}d| v r0d| d   dg| j                  dg       z   | d<   | j                  d       | j                         D ci c]  \  }}|	|| c}}S c c}}w # t        $ r"}t        j                  d|        Y d }~d }~ww xY wc c}}w )NzError stripping NotGiven: system)rolecontentmessages)r!   items
isinstance	Exceptionloggererrorgetpop)d	not_givenkves        r    _strip_not_givenr3   )   s    7'))I6"#'')L$!Q:a3KALAL 1}"*q{CDquuH
 
* 	
hWWY8TQ!-AqD88 M 71!5667 9s8   B BBB 
CCB 	C
(CC
c                    t        |       }|j                  d      }|rt        |t              r|g}dd|j                  dd       |j                  dd       |j                  dd       |dS )Nstop	anthropicchatmodeltemperature
max_tokens)ls_providerls_model_typels_model_namels_temperaturels_max_tokensls_stop)r3   r,   r(   str)kwargsstrippedr5   s      r    _infer_ls_paramsrD   8   sl    'H<<D
4%v #!gt4",,}d;!lD9     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.typesrG   r   r*   debugtypemessageRuntimeErrorr   validate_pythoncontent_block
model_dumpr%   appendindexdeltarK   stop_reasonstop_sequenceusageoutput_tokens)eventcurrent_snapshotrG   adaptercontent_block_instancer%   s         r    _accumulate_eventra   I   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)r]   r^   z/Error accumulating event in Anthropic Wrapper: outputr[   usage_metadatarP   rQ   )ra   rR   r*   rO   rU   _create_usage_metadatar-   )
all_chunksfull_messagechunkr2   r.   s        r    _reduce_chat_chunksri   o   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   r\   
cache_readcache_creation_input_tokenscache_read_input_tokens)rk   r\   total_tokensinput_token_details )r,   r   r   r'   )anthropic_token_usagerk   r\   ro   rp   r0   r1   s          r    re   re      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 rK   choices)
completionrV   joinrU   )rf   all_contentrh   r%   r.   s        r    _reduce_completionsrz      s    K (""w'( ggk"GrN%%')*) H &'*+,HrE   c                    	 | j                         }|j                  dd       }|rt        |      nd |d<   |j                  dd        d|iS # t        $ r&}t        j                  d|        d| icY d }~S d }~ww xY w)Nr[   rd   rP   rQ   z"Error processing chat completion: rc   )rU   r-   re   BaseExceptionr*   rO   )outputsrdictrr   r2   s       r    _process_chat_completionr      s    #""$ %		'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 Nstreamllm)namerun_type	reduce_fnprocess_inputsprocess_outputs_invocation_params_fnrq   r,   r   	traceabler3   r   rD   	argsrB   r   	decoratorresultr   original_creater   tracing_extras	        r    createz_get_wrapper.<locals>.create   sc    H%)) 
#)it+4"2
 
	 ,?+T<V<rE   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GrE   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 N_wrapped_kwargsselfwrappedrB   s      r    __init__z?_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.__init__       
 !(%rE   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}   )_rh   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$s+   A4+)+A4+2A4A A4rq   r   r   r   configured_traceable_texts   ` r    r   zB_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.text_stream   s+    *O +O $3dll33rE   c                .    | j                   j                  S r   r   responser   s    r    r   z?_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.response
      }}---rE   c                .    | j                   j                  S r   r   
request_idr   s    r    r   zA_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.request_id      }}///rE   c                ^   K   | j                         }|j                          d {   S 7 wr   )	__aiter__	__anext__)r   aiters     r    r   z@_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.__anext__  s%     ("__....s   $-+-c               l    K    fd       } |di  j                   2 3 d {   }| 7 
6 y w)Nc                 8    j                   j                         S r   )r   r   r   r   s    r    traced_iterzU_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.__aiter__.<locals>.traced_iter  s    ==2244rE   rq   r   )r   r   rh   configured_traceables   `  r    r   z@_get_stream_wrapper.<locals>.AsyncMessageStreamWrapper.__aiter__  sD     %5 &5 $/#>#>    %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__  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__"        -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_done.  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_snapshot1      }}===rE   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   rA   )__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 > >rE   r   c                  &    e Zd Zd Z fdZd Zy)>_get_stream_wrapper.<locals>.AsyncMessagesStreamManagerWrapperc                    || _         y r   r   r   rB   s     r    r   zG_get_stream_wrapper.<locals>.AsyncMessagesStreamManagerWrapper.__init__6  	    %rE   c                   K    di | j                   | _        | j                  j                          d {   } |fi | j                   S 7 wNrq   )r   _managerr   )r   r   r   original_streams     r    r   zI_get_stream_wrapper.<locals>.AsyncMessagesStreamManagerWrapper.__aenter__9  sH      / ?$,, ?#}}77990H4<<HH :s   5AAAc                R   K    | j                   j                  |  d {    y 7 wr   )r   r   r   s     r    r   zH_get_stream_wrapper.<locals>.AsyncMessagesStreamManagerWrapper.__aexit__>  r   r   N)r   r   r   r   r   r   )r   r   s   r    !AsyncMessagesStreamManagerWrapperr   5  s    &I
4rE   r   c                      e Zd Z	 	 	 	 ddZedd       Zedd       Zefd       ZddZ fdZ	ddZ
ddZdd	Zdd
ZddZddZedd       Zy)1_get_stream_wrapper.<locals>.MessageStreamWrapperc                     || _         || _        y r   r   r   s      r    r   z:_get_stream_wrapper.<locals>.MessageStreamWrapper.__init__E  r   rE   c                .    | j                   j                  S r   r   r   s    r    r   z:_get_stream_wrapper.<locals>.MessageStreamWrapper.responseM  r   rE   c                .    | j                   j                  S r   r   r   s    r    r   z<_get_stream_wrapper.<locals>.MessageStreamWrapper.request_idQ  r   rE   c                >      fd       } |di  j                   S )Nc               ;     K   j                   j                  E d {    t        j                         }j                   j	                         }t        |      |_        y 7 Cwr   r   )r   r   r   r   s      r    r   zS_get_stream_wrapper.<locals>.MessageStreamWrapper.text_stream.<locals>._text_streamW  sL     #}}8888*??AH$(MM$C$C$EM'?'NH$ 9s   A#A!AA#rq   r   r   s   ` r    r   z=_get_stream_wrapper.<locals>.MessageStreamWrapper.text_streamU  s+    *O +O $3dll33rE   c                >    | j                         j                         S r   )__iter____next__r   s    r    r  z:_get_stream_wrapper.<locals>.MessageStreamWrapper.__next__`  s    }}//11rE   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_iterd  s    ==1133rE   rq   r   )r   r   r   s   ` r    r  z:_get_stream_wrapper.<locals>.MessageStreamWrapper.__iter__c  s)    %4 &4 #2T\\22rE   c                :    | j                   j                          | S r   )r   	__enter__r   s    r    r  z;_get_stream_wrapper.<locals>.MessageStreamWrapper.__enter__j  s    '')rE   c                6     | j                   j                  |  y r   )r   __exit__r   s     r    r	  z:_get_stream_wrapper.<locals>.MessageStreamWrapper.__exit__n      &&&,rE   c                8    | j                   j                          y r   r   r   s    r    r   z7_get_stream_wrapper.<locals>.MessageStreamWrapper.closeq  s    ##%rE   c                6    | j                   j                         S r   r   r   s    r    r   zC_get_stream_wrapper.<locals>.MessageStreamWrapper.get_final_messaget  s    }}6688rE   c                6    | j                   j                         S r   r   r   s    r    r   z@_get_stream_wrapper.<locals>.MessageStreamWrapper.get_final_textw  s    }}3355rE   c                6    | j                   j                         S r   r   r   s    r    r   z<_get_stream_wrapper.<locals>.MessageStreamWrapper.until_donez  s    }}//11rE   c                .    | j                   j                  S r   r   r   s    r    r   zJ_get_stream_wrapper.<locals>.MessageStreamWrapper.current_message_snapshot}  r   rE   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   D  s    &H& 	& . . 0 0 4 423-&962 > >rE   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   rE   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VrE   c                6     | j                   j                  |  y r   )r   r	  r   s     r    r	  zB_get_stream_wrapper.<locals>.MessagesStreamManagerWrapper.__exit__  r
  rE   N)r   r   r   r   r  r	  )r  r   s   r    MessagesStreamManagerWrapperr    s    &W-rE   r  rq   )	r6   rA   lowerr   r   ri   r3   rD   r   )r   r   r   r6   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		- 		- ,+rE   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__rq   rE   r    r   r     s    ))
&&rE   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 (Union[Anthropic, AsyncAnthropic]): The client to patch.
        tracing_extra (Optional[TracingExtra], optional): Extra tracing information.
            Defaults to None.

    Returns:
        Union[Anthropic, AsyncAnthropic]: The patched client.

    Example:

        .. code-block:: 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   ri   r  r   completionsrz   hasattrr   )r   r   s     r    wrap_anthropicr#    s    ` "'RM)	FOO 1FOO
 !-!!	!F 	FKK,FKK(((3&2KK  ''	'
# MrE   )r   zOptional[type])r.   dictr   r$  )rB   r$  )r]   r   r^   Message | Noner   r%  )rf   r   r   r$  )rr   r$  r   r   )rf   zlist[Completion]r   r$  )r}   r   )
r   r	   r   rA   r   r	   r   r   r   r	   )r   r	   r   rA   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   httpxr6   r   r   rN   r   r   r   r   	getLoggerr   r*   	lru_cacher!   r3   rD   ra   ri   re   rz   r   r   r  r   r#  rq   rE   r    <module>r2     sC   "   < <  ! - ) ! >3GGCu[*:C?@A			8	$  9"# #4B##L $ # %H%H
%H %H  	%H
 %HPs,s,
s,  s, 	s,l'9E ' JN NrE   