o
    -wÖis3  ã                   @   sº   d 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Zddl	Z	ddl
mZ ddlmZ e e¡Zdd„ ZG dd„ dƒZG d	d
„ d
ƒZG dd„ dƒZddd„Zdadd„ ZdS )z,Agent - Agent object.

Manage wandb agent.

é    N)ÚInternalApi)Úutilsc                 C   sÊ   |   ¡ sd S t| dƒrd S d| _t| dd ƒ}|d u r*tj ¡ D ]
\}}|| u r)|}q|d u r0d S t d|› ¡ t	j
 t	 |¡t	 t¡¡}|dkrKd S |dkrct d|› ¡ t	j
 t	 |¡d ¡ d S d S )NÚ_terminatedTÚ
_thread_idzTerminating thread: r   é   zTermination failed for thread )Úis_aliveÚhasattrr   ÚgetattrÚ	threadingÚ_activeÚitemsÚloggerÚdebugÚctypesÚ	pythonapiÚPyThreadState_SetAsyncExcÚc_longÚ	py_objectÚ	Exception)ÚthreadÚtidÚkÚvÚres© r   úQ/home/ubuntu/sommelier/.venv/lib/python3.10/site-packages/wandb/agents/pyagent.pyÚ_terminate_thread   s.   
€ÿýr   c                   @   s   e Zd Zdd„ Zdd„ ZdS )ÚJobc                 C   s2   || _ | d¡}|| _| d¡| _| d¡| _d S )NÚtypeÚrun_idÚargs)ÚcommandÚgetr   r   Úconfig)Úselfr!   Újob_typer   r   r   Ú__init__3   s
   
zJob.__init__c                 C   s<   | j dkrd| j› d| j› dS | j dkrd| j› dS dS )NÚrunzJob(ú,ú)Ústopzstop(Úexit)r   r   r#   ©r$   r   r   r   Ú__repr__:   s
   

zJob.__repr__N)Ú__name__Ú
__module__Ú__qualname__r&   r-   r   r   r   r   r   2   s    r   c                   @   s    e Zd ZdZdZdZdZdZdS )Ú	RunStatusÚQUEUEDÚRUNNINGÚSTOPPEDÚERROREDÚDONEN)r.   r/   r0   r2   r3   r4   r5   r6   r   r   r   r   r1   C   s    r1   c                   @   st   e Zd ZdZdZdZ	ddd„Zdd„ Zd	d
„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ ZdS )ÚAgenté<   é   é   Nc                 C   sx   || _ d | _|| _|| _|| _|| _tƒ | _d | _t	j
 | j¡| _tj t	j
j¡d u r:tj t ¡ ¡tjt	j
j< d S d S ©N)Ú_sweep_pathÚ	_sweep_idÚ_projectÚ_entityÚ	_functionÚ_countr   Ú_apiÚ	_agent_idÚwandbÚenvÚget_agent_max_initial_failuresÚMAX_INITIAL_FAILURESÚ_max_initial_failuresÚosÚenvironr"   ÚDIRÚpathÚabspathÚgetcwd)r$   Úsweep_idÚprojectÚentityÚfunctionÚcountr   r   r   r&   P   s   ÿÿzAgent.__init__c                 C   s0   i | _ i | _t ¡ | _d| _i | _t ¡ | _d S )NF)	Ú_run_threadsÚ_run_statusÚqueueÚQueueÚ_queueÚ
_exit_flagÚ_exceptionsÚtimeÚ_start_timer,   r   r   r   Ú_inite   s   
zAgent._initc                 C   s@   t  d¡ | jjt ¡ | jd}|d | _t  d| j› ¡ d S )NzAgent._register())rO   Úidzagent_id = )r   r   rB   Úregister_agentÚsocketÚgethostnamer=   rC   )r$   Úagentr   r   r   Ú	_registern   s   

zAgent._registerc                 C   sº   t  d¡ |  ¡  t| j| j| jd}t |¡}|r!t	 
|¡ d S | d¡p(| j}| d¡p0| j}| d¡p8| j}|rB|tjt	jj< |rJt	j |¡ |rRt	j |¡ |rW|| _|  ¡  d S )NzAgent._setup())rQ   rP   ÚnamerQ   rP   rd   )r   r   r]   Údictr?   r>   r<   Úsweep_utilsÚparse_sweep_idrD   Ú	termerrorr"   r=   rI   rJ   rE   ÚSWEEP_IDÚ
set_entityÚset_projectrc   )r$   ÚpartsÚerrrQ   rP   rO   r   r   r   Ú_setupt   s&   


zAgent._setupc                 C   s>   t  d|› d¡ tj| j|< | j |¡}|rt|ƒ d S d S )NzStopping run Ú.)r   r   r1   r4   rU   rT   r"   r   )r$   r   r   r   r   r   Ú	_stop_run‰   s   ÿzAgent._stop_runc                 C   s,   t  d¡ t| j ¡ ƒD ]}|  |¡ qd S )NzStopping all runs.)r   r   ÚlistrT   Úkeysrp   )r$   r'   r   r   r   Ú_stop_all_runs   s   
ÿzAgent._stop_all_runsc                 C   s   |   ¡  d| _d S )NT)rs   rY   r,   r   r   r   Ú_exit•   s   
zAgent._exitc                 C   s²   	 | j rd S dd„ | j ¡ D ƒ}| j | ji |¡}|rSt|d ƒ}t d|› ¡ |j	dv r<| j
 |¡ tj| j|j< n|j	dkrH|  |j¡ n|j	dkrS|  ¡  d S t d	¡ q)
NTc                 S   s&   i | ]\}}|t jt jfv r|d “qS )T)r1   r2   r3   )Ú.0r'   Ústatusr   r   r   Ú
<dictcomp>    s
    þz$Agent._heartbeat.<locals>.<dictcomp>r   zJob received: )r'   Úresumer*   r+   r:   )rY   rU   r   rB   Úagent_heartbeatrC   r   r   r   r   rX   Úputr1   r2   r   rp   rt   r[   Úsleep)r$   Ú
run_statusÚcommandsÚjobr   r   r   Ú
_heartbeatš   s(   þ



êzAgent._heartbeatc                 C   s¾  t d7 a zÔd}d}	 | jrW t d8 a d S z†z| jjdd}| jr5t d¡ t d¡ W W W t d8 a d S W n4 tj	yj   |sLt d	¡ t d
¡ d}t
 d¡ | jrgt d¡ t d¡ Y W W t d8 a d S Y W q
w |ryt d¡ t d¡ d}|d7 }|j}| j| tjkrŠW q
t d|› d¡ tj| j|fd}|| j|< | ¡  tj| j|< | ¡  t d|› d¡ | j| tjkrÇtj| j|< nº| j| tjkr| j| }|j||j}}}	t |||	¡}
d |
¡}t d|› d|› ¡ t d|› d|› ¡ t  !tj"j#¡dkrd| _W W t d8 a d S t
 
¡ | j$ | j%k rOt&| jƒ| j'krOd| j'› d| j%› d}t |¡ t |¡ t d¡ d| _W W t d8 a d S | j(t&| jƒk rt&| jƒ|krd| j(› d}t |¡ t |¡ t d¡ d| _W W t d8 a d S | j)r›| j)|kr›t d¡ d| _W W t d8 a d S W n< t*yº   t d¡ t d¡ |  +¡  Y W t d8 a d S  t,yØ   | jr×t d¡ t d¡ Y W t d8 a d S ‚ w qt d8 a w )Nr   Fr   Tr:   )Útimeoutz#Exiting main loop due to exit flag.zSweep Agent: Exiting.zPaused.zSweep Agent: Waiting for job.zResumed.zJob received.zSpawning new thread for run ro   )Útargetr    zThread joined for run Ú zRun z
 errored:
Útruez	Detected z failed runs in the first z seconds, killing sweep.z;To disable this check set WANDB_AGENT_DISABLE_FLAPPING=truez. failed runs in a row at start, killing sweep.z=To change this value set WANDB_AGENT_MAX_INITIAL_FAILURES=valz,Exiting main loop because max count reached.z"Ctrl + C detected. Stopping sweep.zSweep Agent: Killed.)-Ú
_INSTANCESrY   rX   r"   r   r   rD   ÚtermlogrV   ÚEmptyr[   r{   r   rU   r1   r4   r
   ÚThreadÚ_run_jobrT   Ústartr3   Újoinr6   r5   rZ   Ú	__class__Ú__traceback__Ú	tracebackÚformat_exceptionÚerrorrh   rI   ÚgetenvrE   ÚAGENT_DISABLE_FLAPPINGr\   ÚFLAPPING_MAX_SECONDSÚlenÚFLAPPING_MAX_FAILURESrH   rA   ÚKeyboardInterruptrt   r   )r$   ÚwaitingrS   r~   r   r   ÚexcÚexc_typeÚ	exc_valueÚexc_tracebackÚexc_traceback_formattedÚexc_reprÚmsgr   r   r   Ú_run_jobs_from_queue³   sÖ   \¥

U¨




K¶ö




ýÿ
)Ù

ÿä

ÿï
€ó

	ø

þúª
^zAgent._run_jobs_from_queuec           	   
   C   sò  zÜzm|j }tj dd| j d| d ¡}|tjtjj< tj 	tjj
d¡}tj ||¡}|tjtjj< tjj ||j¡ | jtjtjj< t ¡  t d|› d¡ |j ¡ D ]\}}t d ||d	 ¡¡ qU|  ¡  t ¡  W n2 tyv   ‚  ty  } ztjd
d | j| tjkr–tj| j|< || j|< W Y d }~n#d }~ww W tj tjjd ¡ tj tjjd ¡ tj tjjd ¡ d S W tj tjjd ¡ tj tjjd ¡ tj tjjd ¡ d S tj tjjd ¡ tj tjjd ¡ tj tjjd ¡ w )NrD   zsweep-zconfig-z.yamlr‚   zAgent Starting Run: z with config:z	{}: {}Úvaluer   )Ú	exit_code)r   rI   rL   rŠ   r=   rJ   rD   rE   ÚRUN_IDr"   rK   ÚSWEEP_PARAM_PATHÚ	wandb_libÚconfig_utilÚsave_config_file_from_dictr#   ri   Úteardownr…   r   Úformatr@   Úfinishr•   r   rU   r1   r3   r5   rZ   Úpop)	r$   r~   r   Úconfig_fileÚbase_dirÚsweep_param_pathr   r   Úer   r   r   rˆ     sN   ÿÿ
€üý
€þþzAgent._run_jobc                 C   sX   t  d| j› d| j› d| j› ¡ |  ¡  tj| jd| _	d| j	_
| j	 ¡  |  ¡  d S )NzStarting sweep agent: entity=z
, project=z, count=)r   T)r   Úinfor?   r>   rA   rn   r
   r‡   r   Ú_heartbeat_threadÚdaemonr‰   rž   r,   r   r   r   r'   =  s   ÿ
z	Agent.run)NNNNN)r.   r/   r0   r’   r”   rG   r&   r]   rc   rn   rp   rs   rt   r   rž   rˆ   r'   r   r   r   r   r7   K   s     
ÿ	f$r7   c                 C   s.   t |ƒstdƒ‚t| ||||d}| ¡  dS )ae  Generic agent entrypoint, used for CLI or jupyter.

    Args:
        sweep_id (dict): Sweep ID generated by CLI or sweep API
        function (func, optional): A function to call instead of the "program"
        entity (str, optional): W&B Entity
        project (str, optional): W&B Project
        count (int, optional): the number of trials to run.
    z$function parameter must be callable!)rR   rQ   rP   rS   N)ÚcallableÚ	TypeErrorr7   r'   )rO   rR   rQ   rP   rS   rb   r   r   r   ÚpyagentK  s   
ûr³   c                   C   s   t tƒS r;   )Úboolr„   r   r   r   r   Ú
is_runningd  s   rµ   )NNN)Ú__doc__r   ÚloggingrI   rV   r`   r
   r[   r   rD   Ú
wandb.apisr   Úwandb.sdk.launch.sweepsr   rf   Ú	getLoggerr.   r   r   r   r1   r7   r³   r„   rµ   r   r   r   r   Ú<module>   s,    
  
