o
    8wi`                     @  s  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Zd dlZd dl	m
Z
 d dlmZ d dlZd dlZd dlmZ d dlmZ d dlmZ d dlmZ d d	lmZ d d
lmZ d d	lmZ d dlm Z  d dl!m"Z" d dl#m$Z$m%Z%m&Z&m'Z'm(Z(m)Z)m*Z* e+e,Z-e.ej/0ddZ1e.ej/0ddZ2e3ej/0ddZ4e3ej/0ddZ5e
e"dZ6dAddZ7	dBdCd(d)Z8dDd,d-Z9dEd0d1Z:dFd9d:Z;ee ej<fe4e1e2d;dGd>d?Z=G d@d! d!Z>dS )H    )annotationsN)ThreadPoolExecutor)Any)retry)grpc)http)InferResult)aio)_get_inference_request)InferenceServerException)ASYNC_TASKS)COMPRESSION_ALGORITHM_MAPTritonClientFlagTritonModelSpecTritonProtocolasync_get_triton_clientget_triton_clientinit_triton_clientTRITON_LOAD_DELAY   TRITON_BACKOFF_COEFFTRITON_RETRIES   TRITON_CLIENT_TIMEOUT   )max_workersdatalist[np.ndarray]
batch_sizeintqueueasyncio.Queuestopasyncio.Eventc                   st   |dkr
t |  }nt|| d jd | t  fdd| D  }t|D ]\}}|||fI dH  q%|  dS )zw
    batch data generator

    :param data:
    :param batch_size:
    :param queue:
    :param stop:
    :return:
    r   c                      g | ]}t | qS  nparray_split.0elemsplit_indicesr%   J/home/ubuntu/sommelier/.venv/lib/python3.10/site-packages/tritony/tools.py
<listcomp>;       z"data_generator.<locals>.<listcomp>N)zipr'   arangeshape	enumerateputset)r   r   r    r"   batch_iterableidxinputs_listr%   r,   r.   data_generator-   s   

r:   inference_clientInferenceClienttriton_clientCgrpcclient.InferenceServerClient | httpclient.InferenceServerClient
model_specr   
parametersdict | Nonec              
     sX  g }	 t j| dd}t j| dd}t j||ht jdI d H \}	}
|
D ]}|  q'd\}}||	v rIz| \}}W n t jyH   Y qw ||	v rO|S zVz#t| j	j
| j|||d|| j| j	j| j	jdI d H }|||f W n, ty } z
t| W Y d }~nd }~w tjy } z
t| W Y d }~nd }~ww W |  n|  w q)	NTztritony.data_queue.getnameztritony.done_event.wait)return_whenNN)r@   )timeoutcompressionuse_aio_tritonclient)asynciocreate_taskgetwaitFIRST_COMPLETEDcancelresultCancelledErrorrequest_asyncflagprotocolbuild_triton_inputclient_timeoutcompression_algorithmrH   appendr   handle_triton_errorr   RpcErrorhandle_grpc_error	task_done)r;   
data_queue
done_eventr=   r?   r@   retr   donedpendingpr8   
batch_dataa_predtriton_error
grpc_errorr%   r%   r.   send_request_asyncB   sJ   
rg   re   r   c                 C  s<   |   dkrd|  v r| |    d|   }t|| )z
    https://github.com/triton-inference-server/core/blob/0141e0651c4355bf8a9d1118aac45abda6569997/src/scheduler_utils.cc#L133
    ("Max_queue_size exceeded", "Server not ready", "failed to connect to all addresses")
    400zbatch-size must be <= with )statusmessageRuntimeError)re   runtime_msgr%   r%   r.   rX   o   s   
rX   rf   grpc.RpcErrorc                 C  s8   |   tjjkr
| |    d|   }t|  | )Nri   )coder   
StatusCodeINVALID_ARGUMENTdetailsrl   )rf   rm   r%   r%   r.   rZ   z   s   rZ   rS   r   model_inputdictrF   rG   strc           	   	     s   t   }| tjkrGdtjjv r|dd |d< nd|v r(tt	d |
d tdi |d|dddd}|jj||t| d}t| ntdt   }t|d  d	|d
 d   d|| d  fdd|d D S )Nr@   #tritonclient[all]<2.34.0, NGC 23.04r   FpriorityrF   sequence_idsequence_startsequence_endrequestrF   rG   z"Not implemented for httpclient yet
model_name inputs
 elapsed: .3fc                      g | ]	}  | qS r%   as_numpyrC   r*   outputsrO   r%   r.   r/          zrequest.<locals>.<listcomp>r   r%   )timer   r   grpc_get_inference_request__code__co_varnamesrK   warningswarnUserWarningpop_client_stub
ModelInferr   r   NotImplementedErrorloggerdebugr3   )	rS   rs   r=   rF   rG   str}   ModelInferResponseedr%   r   r.   r}      s0   




0r}   triesdelaybackoffrH   boolc              	     s  t   }| tjkrY|sYt }dtjjv r|dd |d< nd|v r/t	
td |d tdi |d|dddd}tj|jj||t| d}	|t|	I d H }
t|
 n@| tjkro|so|jdi |d|i  n*| tjkr|r|jdi |I d H  n| tjkr|r|jdi |I d H  ntdt   }t|d	  d
|d d   d|| d  fdd|d D S )Nr@   rv   r   Frw   r|   rF   zNot Reachabler~   r   r   r   r   c                   r   r%   r   r   r   r%   r.   r/      r   z!request_async.<locals>.<listcomp>r   r%   )r   r   r   rI   get_running_loopr   r   r   rK   r   r   r   r   	functoolspartialr   r   r   run_in_executor	_executorr   r   async_infer
get_resultinferrl   r   r   r3   )rS   rs   r=   rF   rG   rH   r   loopr}   func_partialr   r   r%   r   r.   rQ      sH   


0rQ   c                   @  sb  e Zd ZeddddeddfdQddZeddddeddfdQddZdRddZdd Ze	dd Z
e	d d! Ze	d"d# Zd$d% Zd&d' Zeeejfeedd(		dSdTd,d-Zeeejfeedd(		dSdUd/d0Zd1d2 ZdVd5d6ZdVd7d8Z			dWdXd=d>Z	dYdZdBdCZ			dWdXdDdEZ		dSd[dIdJZ	dYd\dKdLZ	dYd]dMdNZ	dYd^dOdPZ dS )_r<   r   1r   TFNmodelru   url
input_dimsr   model_versionrS   	run_asyncr   concurrencysecurerV   
str | Nonec
           
      C  s   | t ||||||||	|d	S )N)	r   r~   r   rS   	async_setr   r   rV   sslr   
clsr   r   r   r   rS   r   r   r   rV   r%   r%   r.   create_with   s   zInferenceClient.create_withc
           
      C  s    | t ||||||||	|dd
S )NT)
r   r~   r   rS   r   r   r   rV   r   rH   r   r   r%   r%   r.   create_with_asyncio   s   z#InferenceClient.create_with_asynciorR   r   c                 C  sN   d| _ || _|j|jf| _i | _| jj| _t| _	d | _
|   d| _d| _d S )N   r   )__version__rR   r~   r   default_modelmodel_specsr   is_asyncr   rU   _triton_clientr   
sent_countprocessed_count)selfrR   r%   r%   r.   __init__  s   

zInferenceClient.__init__c                 C  s(   | j jst| j | _d S t| j | _d S N)rR   rH   r   r   r   r%   r%   r.   r   '  s
   z"InferenceClient.init_triton_clientc                 C  s   | j S r   )r   r   r%   r%   r.   r=   1  s   zInferenceClient.triton_clientc                 C  s*   t | j dkr| | j | j| j S Nr   )lenr   keys_renew_triton_clientr   r   r   r%   r%   r.   default_model_spec5  s   z"InferenceClient.default_model_specc                   s2   t | j dkr| | jI d H  | j| j S r   )r   r   r   _async_renew_triton_clientr   r   r   r%   r%   r.   async_default_model_spec;  s   z(InferenceClient.async_default_model_specc                   s   | j  I d H  d S r   )r   closer   r%   r%   r.   async_closeA  s   zInferenceClient.async_closec                 C  sZ   z"t | jjrt   st | j  W d S W d S |   W d S  ty,   Y d S w r   )rI   iscoroutinefunctionr   r   get_event_loop	is_closedrJ   	Exceptionr   r%   r%   r.   __del__D  s   zInferenceClient.__del__r   r=   r>   r~   c                 C  sl   |s| j j}|s| j j}|  |  ||| t|||| j jd\}}}t||||d| j	||f< d S N)r~   r   rS   )rC   max_batch_sizers   output_name)
rR   r~   r   is_server_liveis_server_readyis_model_readyr   rS   r   r   r   r=   r~   r   r   
input_listoutput_name_listr%   r%   r.   r   N  s    z$InferenceClient._renew_triton_clientKaio_grpcclient.InferenceServerClient | aio_httpclient.InferenceServerClientc                   s   |s| j j}|s| j j}| I d H  | I d H  |||I d H  t|||| j jdI d H \}}}t||||d| j	||f< d S r   )
rR   r~   r   r   r   r   r   rS   r   r   r   r%   r%   r.   r   i  s"   z*InferenceClient._async_renew_triton_clientc                 C  s   |  j d7  _ | j S )Nr   )r   r   r%   r%   r.   _get_request_id  s   zInferenceClient._get_request_idreturnr   c                 C  sL   |d u r| j j}|d u r| j j}||f| jvr| | j|| | j||f S r   )rR   r~   r   r   r   r=   r   r~   r   r%   r%   r.   get_model_spec  s   zInferenceClient.get_model_specc                   sT   |d u r	| j j}|d u r| j j}||f| jvr#| | j||I d H  | j||f S r   )rR   r~   r   r   r   r=   r   r%   r%   r.   async_get_model_spec  s   z$InferenceClient.async_get_model_specsequences_or_dict4list[np.ndarray] | dict[str, list[Any]] | np.ndarrayr@   rA   c                   sl   |  ||}t ttjfv r g}nt tu r# fdd|jD }| jr.| j|||dS | j	|||dS )Nc                   4   g | ]}|j d u s|j du r|j v r |j qS FToptionalrC   r*   rs   r   r%   r.   r/         
z,InferenceClient.__call__.<locals>.<listcomp>r?   r@   )
r   typelistr'   ndarrayrt   rs   r   _call_async_call_requestr   r   r@   r~   r   r?   sequences_listr%   r   r.   __call__  s   
zInferenceClient.__call___input_listr   r?   c                   s   | j jtju r
t nt g }t||jD ]\}} |j	|j
|j}|| || q fdd|jD }|  }	t|j	|t|	|j||d}
|
S )Nc                   s   g | ]}  |qS r%   )InferRequestedOutput)r*   r   clientr%   r.   r/     s    z6InferenceClient.build_triton_input.<locals>.<listcomp>)r~   r   
request_idr   r   r@   )rR   rS   r   r   
grpcclient
httpclientr1   rs   
InferInputrC   r3   dtypeset_data_from_numpyrW   r   r   rt   ru   r   )r   r   r?   r@   infer_input_list_input_model_inputinfer_inputinfer_requested_outputr   request_inputr%   r   r.   rT     s&   
	z"InferenceClient.build_triton_inputc                   sd   |  ||I d H }t ttjfv r g}nt tu r' fdd|jD }| j|||dI d H S )Nc                   r   r   r   r   r   r%   r.   r/     r   z-InferenceClient.aio_infer.<locals>.<listcomp>r   )r   r   r   r'   r   rt   rs   
_aio_inferr   r%   r   r.   	aio_infer  s   
zInferenceClient.aio_inferr   TritonModelSpec | Nonenp.ndarray | Nonec                   s   t tdtD ]]}| j|||dI d H }| jjtju o)t|tj	o)|
 tjjk}| jjtju o;t|to;| dk}|s@|r\ttt|  I d H  | | j | j|j|jf }qt|trc| |S |S Nr   )r   r?   r@   rh   )rangemaxr   _call_async_itemrR   rS   r   r   
isinstancerY   ro   rp   rq   r   r   rj   rI   sleepr   r   r   r   r   rC   r   r   r   r   r?   r@   	retry_idxasync_resultis_invalid_argument_grpcis_invalid_argument_httpr%   r%   r.   r    s,   


zInferenceClient._aio_inferc                 C  s   t tdtD ]Z}t| j|||d}| jjtj	u o(t
|t	jo(| t	jjk}| jjtju o:t
|to:| dk}|s?|rXttt|   | | j | j|j|jf }qt
|tr_| |S |S r  )r	  r
  r   rI   runr  rR   rS   r   r   r  rY   ro   rp   rq   r   r   rj   r   r  r   r   r   r   r   rC   r   r   r  r%   r%   r.   r     s*   


zInferenceClient._call_asyncc              
     s  g }zzyt jtd t  t jt|j dd}||  fddttD }|	| t j
g ||  R  I d H }ttj|d t  }dd |D }jdkrdtt| }	nttdd	 t| }	t|	d
kry|	d }	|	W W ~S  ty }
 zUt  }g }|D ]}| s|t  ur|  || qt j
|ddiI d H  |D ]}| rq| d ur|d| |d q|d|
i |
W  Y d }
~
W ~S d }
~
ww ~w )N)maxsizeztritony.data_generatorrB   c              
     s*   g | ]}t jt jd dqS )ztritony.send_request_asyncrB   )rI   rJ   rg   r=   )r*   r8   r\   r]   r?   r@   r   r%   r.   r/   6  s    z4InferenceClient._call_async_item.<locals>.<listcomp>c                 S  s   g | ]\}}|qS r%   r%   )r*   req_idoutput_result_listr%   r%   r.   r/   A  s    r   c                 S     t j| ddS Nr   )axisr'   concatenatellr%   r%   r.   <lambda>F      z2InferenceClient._call_async_item.<locals>.<lambda>r   return_exceptionsTunknown)rk   	exceptiontaskr#  )rI   Queuer   EventrJ   r:   r   rW   r	  extendgatherjoinsorted	itertoolschainr   r1   mapr   r   r   r_   current_taskrN   	cancelledr#  call_exception_handler)r   r   r?   r@   current_grpc_async_tasks	generatorpredict_tasksr^   result_by_req_idresult_by_output_nameer   cancelled_taskstr$  r%   r  r.   r  %  sh   

"

z InferenceClient._call_async_itemc           
        sb  t tdtD ]}zo|jdkrt| }nt|j|d jd |j t fdd|D  }g }|D ]}|t	t
| jj| j|||d| j| jt| jjd q1|jdkr\tt| }nttdd t| }t|d	kru|d }W  |S W  |S  ty }	 z*|	}|	 tjjkrttt|   | | j | j |j!|j"f }W Y d }	~	q|	d }	~	ww |S )
Nr   r   c                   r$   r%   r&   r)   r,   r%   r.   r/   w  r0   z1InferenceClient._call_request.<locals>.<listcomp>r   )rF   rG   c                 S  r  r  r  r  r%   r%   r.   r    r   z/InferenceClient._call_request.<locals>.<lambda>r   )#r	  r
  r   r   r1   r'   r2   r3   rW   r}   r   rR   rS   rT   r=   rU   ru   rV   r   r-  r   r   ro   r   rp   rq   r   r  r   r   r   r   r   rC   r   )
r   r   r?   r@   r  r7   r4  r9   r5  r6  r%   r,   r.   r   k  sL   






zInferenceClient._call_request)r   ru   r   ru   r   r   r   ru   rS   ru   r   r   r   r   r   r   rV   r   )rR   r   rE   )r=   r>   r~   r   r   r   )r=   r   r~   r   r   r   )r~   r   r   r   r   r   )NNN)r   r   r@   rA   r~   r   r   r   r   )r   r   r?   r   r@   rA   )r   r   r?   r  r@   rA   r   r  )r   r   r?   r   r@   rA   r   r  )r   r   r?   r   r@   rA   )r   r   r?   r   r@   rA   r   r   )!__name__
__module____qualname__classmethodr   r   r   r   r   propertyr=   r   r   r   r   r   r   r   rY   r   r   r   r   r   r   r   r   rT   r  r  r   r  r   r%   r%   r%   r.   r<      sv    








!##J)r   r   r   r   r    r!   r"   r#   r   )r;   r<   r=   r>   r?   r   r@   rA   )re   r   )rf   rn   )
rS   r   rs   rt   r=   r>   rF   r   rG   ru   )
rS   r   rs   rt   rF   r   rG   ru   rH   r   )?
__future__r   rI   r   r+  loggingosr   r   concurrent.futuresr   typingr   r   numpyr'   reretryr   tritonclientr   r   r   tritonclient.grpcr   r	   aio_grpcclienttritonclient.grpc._utilsr
   r   tritonclient.httpaio_httpclienttritonclient.utilsr   tritonyr   tritony.helpersr   r   r   r   r   r   r   	getLoggerr9  r   floatenvironrK   r   r   r   r   r   r   r:   rg   rX   rZ   r}   rY   rQ   r<   r%   r%   r%   r.   <module>   sT    $




-

&3