
    (HJja,                    (   d dl mZ d dlZd dlZd dlZd dlZd dlZd dlmZm	Z	 d dl
mZmZmZ e G d d             Ze G d d             Ze G d	 d
             Ze G d d             Z G d de      Z G d de      Z G d d      Z G d d      Zy)    )annotationsN)	dataclassfield)AnyOptionalProtocolc                  4    e Zd ZU ded<   dZded<   dZded<   y)InferenceResultChunkstrkindNr   payloadzBaseException | Noneerror)__name__
__module____qualname____annotations__r   r        d/Users/ahmed/devFolder/claude-voice/.venv/lib/python3.12/site-packages/mlx_audio/server_inference.pyr
   r
      s    
IGS"&E&r   r
   c                  D    e Zd ZU ded<   ded<   ded<   ded<   dZded	<   y)
InferenceContextr   
request_idendpoint_kind
model_namefloat	queued_atNr   	batch_key)r   r   r   r   r   r   r   r   r   r      s"    OOIsr   r   c                  *   e Zd ZU ded<   ded<   ded<    ee      Zded<   d	Zd
ed<   dZded<    ed       Z	ded<    ee
j                        Zded<    eej                        Zded<    eej                         Zded<   ddZddZddZy)InferenceRequestr   r   r   r   r   )default_factoryzdict[str, Any]normalized_kwargsFboolstreamNr   c                 >    t        j                         j                  S N)uuiduuid4hexr   r   r   <lambda>zInferenceRequest.<lambda>$   s    DJJL4D4Dr   r   r   r   #'queue.Queue[InferenceResultChunk]'result_queuethreading.Eventcancel_eventc                P    | j                   j                  t        d|             y )Ndata)r   r   r+   putr
   )selfr   s     r   	emit_datazInferenceRequest.emit_data+   s    2PQr   c                P    | j                   j                  t        d|             y )Nr   )r   r   r0   r2   r   s     r   
emit_errorzInferenceRequest.emit_error.   s    2uMNr   c                N    | j                   j                  t        d             y )Ndone)r   r0   r2   s    r   	emit_donezInferenceRequest.emit_done1   s    2?@r   )r   r   returnNoner   BaseExceptionr;   r<   r;   r<   )r   r   r   r   r   dictr!   r#   r   r   timer   queueQueuer+   	threadingEventr-   r3   r6   r:   r   r   r   r   r      s    OL(-d(C~CFDIs,DEJETYY7Iu78=9L5  %*)//$JL/JROAr   r   c                  4    e Zd ZU ded<   ded<   ded<   d	dZy)
InferenceHandler   contextr*   r+   r,   r-   c                8    | j                   j                          y r%   )r-   setr9   s    r   cancelzInferenceHandle.cancel;   s    r   Nr?   )r   r   r   r   rK   r   r   r   rG   rG   5   s    55!! r   rG   c                  X    e Zd ZU ded<   ddZddZddZddZddZddZ		 	 	 	 dd	Z
y
)ModelExecutionAdapterintmax_batch_sizec                     y r%   r   r2   requests     r   supports_batchz$ModelExecutionAdapter.supports_batchB   s    r   c                     y r%   r   rQ   s     r   r   zModelExecutionAdapter.batch_keyD   s    3r   c                     y r%   r   rQ   s     r   
run_serialz ModelExecutionAdapter.run_serialF   s    Sr   c                     y r%   r   r2   requestss     r   	run_batchzModelExecutionAdapter.run_batchH   s    3r   c                     y r%   r   rQ   s     r   supports_continuous_batchz/ModelExecutionAdapter.supports_continuous_batchJ   s    Cr   c                     y r%   r   rQ   s     r   continuous_batch_keyz*ModelExecutionAdapter.continuous_batch_keyL   s    cr   c                     y r%   r   rQ   s     r   create_continuous_batch_sessionz5ModelExecutionAdapter.create_continuous_batch_sessionN   s    #&r   NrR   r   r;   r"   rR   r   r;   r   rR   r   r;   r<   rY   list[InferenceRequest]r;   r<   )rR   r   r;   z'ContinuousBatchSession')r   r   r   r   rS   r   rV   rZ   r\   r^   r`   r   r   r   rM   rM   ?   s/    D>@FOI'''	!'r   rM   c                  6    e Zd Zedd       ZddZddZd	dZy)
ContinuousBatchSessionc                     y r%   r   r9   s    r   idlezContinuousBatchSession.idleT   s    r   c                     y r%   r   rQ   s     r   submitzContinuousBatchSession.submitW   s    r   c                     y r%   r   r9   s    r   stepzContinuousBatchSession.stepY   s    Cr   c                     y r%   r   r5   s     r   failzContinuousBatchSession.fail[   s    #r   N)r;   r"   rc   r?   r=   )r   r   r   propertyri   rk   rm   ro   r   r   r   rg   rg   S   s     <5r   rg   c                  P    e Zd ZdZd
dZddZddZddZd
dZddZ		 	 	 	 ddZ
y	)BaseModelExecutionAdapter   c                     ~yNFr   rQ   s     r   rS   z(BaseModelExecutionAdapter.supports_batcha       r   c                     ~y r%   r   rQ   s     r   r   z#BaseModelExecutionAdapter.batch_keye   s    r   c                    t         r%   NotImplementedErrorrQ   s     r   rV   z$BaseModelExecutionAdapter.run_seriali   s    !!r   c                T    t        |      dk7  rt        | j                  |d          y )Nrs   r   )lenrz   rV   rX   s     r   rZ   z#BaseModelExecutionAdapter.run_batchl   s$    x=A%%$r   c                     ~yru   r   rQ   s     r   r\   z3BaseModelExecutionAdapter.supports_continuous_batchq   rv   r   c                $    | j                  |      S r%   )r   rQ   s     r   r^   z.BaseModelExecutionAdapter.continuous_batch_keyu   s    ~~g&&r   c                    ~t         r%   ry   rQ   s     r   r`   z9BaseModelExecutionAdapter.create_continuous_batch_sessionx   s     !!r   Nra   rb   rc   rd   )rR   r   r;   rg   )r   r   r   rO   rS   r   rV   rZ   r\   r^   r`   r   r   r   rr   rr   ^   s:    N"%
'"'"	"r   rr   c                      e Zd Zdd	 ddZ	 	 	 	 	 	 ddZdddZdddd	 	 	 	 	 	 	 	 	 	 	 	 	 dd	Zdd
ZddZ	 	 	 	 	 	 	 	 ddZ		 	 	 	 	 	 	 	 ddZ
ddZddZy)InferenceBrokerg?)idle_poll_sc                  || _         t        j                         | _        i | _        i | _        t        j                         | _        t        j                  | j                  d      | _        | j                  j                          y )NT)targetdaemon)r   rB   rC   	_requests	_adapters_continuous_sessionsrD   rE   _stopThread_run_threadstart)r2   r   s     r   __init__zInferenceBroker.__init__   s^    
 'DIKKM;=GI!__&
 ''tyyFr   c                "    || j                   |<   y r%   )r   )r2   r   adapters      r   register_adapterz InferenceBroker.register_adapter   s     )0}%r   c                $   | j                   j                          | j                  j                  d        | j                  j                  |       | j                  j                         D ]"  }t        |dd       }t        |      s |        $ y )Ntimeoutshutdown)
r   rJ   r   r1   r   joinr   valuesgetattrcallable)r2   r   r   r   s       r   stop_and_joinzInferenceBroker.stop_and_join   si    

4 '*~~,,.Gw
D9H!
 /r   NF)r!   r#   r   c          	        | j                   j                  |      }|t        d|      t        ||||xs i ||      }|j                  |j	                  |      |_        | j
                  j                  |       t        t        |j                  |j                  |j                  |j                  |j                        |j                  |j                        S )N$No inference adapter registered for )r   r   r   r!   r#   r   )r   r   r   r   r   )rH   r+   r-   )r   get
ValueErrorr   r   r   r1   rG   r   r   r   r   r   r+   r-   )	r2   r   r   r   r!   r#   r   r   rR   s	            r   rk   zInferenceBroker.submit   s     ..$$]3?CMCTUVV"'!/52
 $ ' 1 1' :G7#$"--%33"--!++!++ !-- --

 
	
r   c                   g }	 | j                   j                         st        | j                        }| j	                  || xr |        |D cg c]  }|j
                  j                         r|! }}| j                  |       | j                          | j                  r|s|j                  d      }| j                  j                  |j                        }|9|j                  t        d|j                               |j                          |g}|j                  |      r1|j                   dkD  r"|j#                  | j%                  |||             	 t'        |      dkD  r|j)                  |       n|j+                  |       | j                   j                         st3        | j                  j5                               D ]  }|j7                  t9        d              | j                  j;                          y c c}w # t,        $ rF}t/        j0                          |D ]#  }|j                  |       |j                          % Y d }~d }~ww xY w# t3        | j                  j5                               D ]  }|j7                  t9        d              | j                  j;                          w xY w)N)blockr   r   rs   zInference broker stopped.)r   is_setr"   r   _fill_pendingr-   _route_continuous_requests_step_continuous_sessionspopr   r   r   r6   r   r:   rS   rO   extend_select_batch_candidatesr|   rZ   rV   	Exception	traceback	print_exclistr   ro   RuntimeErrorclear)	r2   pendinghas_continuous_workrR   r   rY   excfailed_requestsessions	            r   r   zInferenceBroker._run   sl   *,4	.jj'')&*4+D+D&E#""w;#J7J3J #  ,3+2':N:N:U:U:WG7   //8..0 ,,!++a...,,W-B-BC?&&"B&4479 %%'#9))'2w7M7MPQ7QOO55gwP	38}q())(3**73U jj'')b   9 9 @ @ BC\*EFG D%%++-]L ! 3'')*2&11#6&002 +33   9 9 @ @ BC\*EFG D%%++-sP   AI  H	1H	5C)I  1H I  	I  	I<II  II   AJ>c                  	 |r'| j                   j                  | j                        }n| j                   j                         }|| j                  j                          y |j                  |       	 	 | j                   j                         }|| j                  j                          y |j                  |       J# t        j
                  $ r Y y w xY w# t        j
                  $ r Y y w xY w)Nr   )	r   r   r   
get_nowaitrB   Emptyr   rJ   append)r2   r   r   items       r   r   zInferenceBroker._fill_pending   s    	~~))$2B2B)C~~002 <JJNNt~~002 |

 NN4   {{ 		 ;; s$   AB> 5C >CCC-,C-c                    g }g }|D ]e  }t        |      |j                  dz
  k\  r|j                  |       0| j                  |||      r|j                  |       U|j                  |       g ||d d  |S )Nrs   )r|   rO   r   _is_batch_compatible)r2   rR   r   r   
compatible	remaining	candidates          r   r   z(InferenceBroker._select_batch_candidates  s     .0
,.	 I:'"8"81"<<  +(()WE!!),  + ! 
r   c                    |j                   j                          xrb |j                  |j                  k(  xrG |j                  |j                  k(  xr, |j                  |j                  k(  xr |j                  |      S r%   )r-   r   r   r   r   rS   )r2   rR   r   r   s       r   r   z$InferenceBroker._is_batch_compatible$  s     &&--// 2''7+@+@@2$$(:(::2 ##w'8'882 &&y1	
r   c                |   |sy g }|D ]  }| j                   j                  |j                        }||j                  |       <|j	                  |      s|j                  |       _|j                  |j
                  |j                  |      f}| j                  j                  |      }	 ||j                  r |j                  |      }|| j                  |<   |j                  |        ||d d  y # t        $ r@}t        j                          |j                  |       |j                          Y d }~.d }~ww xY wr%   )r   r   r   r   r\   r   r^   r   ri   r`   rk   r   r   r   r6   r:   )r2   r   r   rR   r   session_keyr   r   s           r   r   z*InferenceBroker._route_continuous_requests2  s)   ,.	Gnn(()>)>?G  )44W=  ) %%"",,W5K
 //33K@G$?gll%EEgNG=DD--k:w'' 2 
  $##%""3'!!##$s   +?C22	D;;5D66D;c                |   t        | j                  j                               D ]?  \  }}	 |j                          |j                  s$| j                  j                  |d        A y # t        $ rK}t        j                          |j                  |       | j                  j                  |d        Y d }~d }~ww xY wr%   )
r   r   itemsrm   r   r   r   ro   r   ri   )r2   r   r   r   s       r   r   z)InferenceBroker._step_continuous_sessionsR  s    $()B)B)H)H)J$K K ||))--k4@ %L  ##%S!))--k4@	s   A''	B;0AB66B;)r   r   )r   r   r   rM   r;   r<   )g      @)r   r   r;   r<   )r   r   r   r   r   r   r!   zOptional[dict[str, Any]]r#   r"   r   r   r;   rG   r?   )r   re   r   r"   r;   r<   )rR   r   r   rM   r   re   r;   re   )rR   r   r   r   r   rM   r;   r"   )r   re   r;   r<   )r   r   r   r   r   r   rk   r   r   r   r   r   r   r   r   r   r   r      s     ! 0 0+@0	0
 7;$
 $
 	$

 $
 4$
 $
 $
 
$
L6.p!0! ' (	
 
 &
!
 $
 '	

 

@Ar   r   )
__future__r   rB   rD   rA   r   r&   dataclassesr   r   typingr   r   r   r
   r   r   rG   rM   rg   rr   r   r   r   r   <module>r      s    "      ( * * ' ' '    A A A0      'H '(6X 6" "B^A ^Ar   