o ?߱i-#@sdZddlZddlmZddlmZddlmZddlm Z ddl Z ddl m Z edd d Z d efd d Zded efddZddededBd efddZdeded efddZGdddeZdS)z> Timer: helps measure CPU and CUDA times easily and reliably. N)ContextDecorator) ContextVarwraps)Callable)log _timer_activeF)defaultreturncCstSN)rgetr r U/data/cameron/vidgen/cosmos-predict2.5/cosmos_predict2/_src/imaginaire/utils/timer.pyin_timer_region!srtime_uscCsD|dkr|d}|ddS|dkr|d}|ddS|ddS) z3 Automatically format time in nanoseconds. .Aư>.2f s@@MbP? ms usr )rtime_stime_msr r r_autoformat_time_us%s   runitcCsd|durt|S|dkr|ddS|dkr|dddS|dkr*|d dd Std |d ) ze Automatically format time in nanoseconds either automatically or based on desired unit. Nusrrmsrrsrr Time unit  is not supported.)rNotImplementedErrorrrr r rformat_time_str4s r$cCs<|dkr|S|dkr|dS|dkr|dStd|d)z; Format time in nanoseconds based on desired unit. rrrrrr r!)r"r#r r r format_timeHsr%c @seZdZdZ     d)dedBdedededBd ef d d Zd efd dZddZddZ de de fddZ ddZ de fddZde fddZdefddZdefdd Zd!d"Zd*d#ejdBd$ejjdBfd%d&Zd'd(ZdS)+TimeraN Reliable CPU and CUDA Timer. Args: tag (str | None): Optional tag used in logs/prints. measure_cpu (bool): Whether to measure CPU time (using `time`). Default: `True`. measure_cuda (bool): Whether to measure CUDA time (using CUDA events). Default: `True`. unit (str | None): Optional time unit. Must be either "s" (seconds), "ms" (microseconds), "us" (nanoseconds), or None (format automatically based on value). debug (bool): Whether to log results in debug mode instead of info. Default is False. Examples: ```python with Timer(measure_cpu=True, measure_cuda=True, unit="ms"): model(x) ``` ```python @Timer(measure_cpu=True, measure_cuda=True, unit="ms") def func(x): return model(x) ``` NTFtag measure_cpu measure_cudardebugcCs||_||_d|_d|_d|_d|_d|_d|_d|_d|_ |dur$dn||_ ||_ |j dur=|j dvr=t d|j d||_ dS)NFrunknown)rrrr r!)r(r)measured cpu_time_us cuda_time_usbusycpu_time_startcuda_start_eventcuda_end_event cuda_streamr'rr"r*)selfr'r(r)rr*r r r__init__vs zTimer.__init__msgcCs"|jr t|dSt|dSr )r*rinfo)r4r6r r r_logsz Timer._logcCstd|_|dS)NT)rsettokenstartr4r r r __enter__s  zTimer.__enter__cCs ||t|jdSr )endreportrresetr:)r4exc_type exc_value tracebackr r r__exit__szTimer.__exit__funcr cstfdd}|S)Ncs*|i|}|Sr )r;r>r?)argskwargsresultrEr4r rwrappers zTimer.__call__..wrapperr)r4rErJr rIr__call__szTimer.__call__c Cs|jr|jr|d|jd|d|dS|jr.|d|jd|dS|jrA|d|jd|dSt)z' Reports measurements. zTime spent on z: CPU: z, CUDA: z: zCUDA time spent on N)r(r)r8r'get_cpu_time_strget_cuda_time_strr"r<r r rr?s *  z Timer.reportcCV|js td|jd|jstd|jdurtd|jdus#Jt|j|jdS)z/ Returns CPU time measurement. (CPU timer is disabled (self.measure_cpu=).No measurements were made yet!Nz=No unit was specified. Please use get_cpu_time_str() instead.r)r( RuntimeErrorr,rr%r-r<r r r get_cpu_time zTimer.get_cpu_timecCrN)z0 Returns CUDA time measurement. *CUDA timer is disabled (self.measure_cuda=rPrQNz>No unit was specified. Please use get_cuda_time_str() instead.rR)r)rSr,rr%r.r<r r r get_cuda_timerUzTimer.get_cuda_timecC6|js td|jd|jstdt|j|jdS)z@ Returns CPU time measurement in string format. rOrPrQrR)r(rSr,r$r-rr<r r rrL zTimer.get_cpu_time_strcCrX)zA Returns CUDA time measurement in string format. rVrPrQrR)r)rSr,r$r.rr<r r rrMrYzTimer.get_cuda_time_strcCsd|_d|_d|_dS)z. Resets recorded measurements FrN)r,r-r.r<r r rr@s z Timer.reset cuda_devicer3cCs|jrtdd|_|jr|dur|ntj||_|j|jr't |_ |jrCtjj dd|_ tjj dd|_ |j|j dSdS)aY Start time measurements. Args: cuda_device (torch.device | None): CUDA device. Will use default CUDA device if not indicated. cuda_stream (torch.cuda.Stream | None): CUDA stream to use for CUDA time measurement. Will use default stream for current CUDA device if not indicated. z"Already called Timer.start() once!TN) enable_timing)r/rSr)torchcudacurrent_streamr3 synchronizer(timer0Eventr1r2 record_event)r4rZr3r r rr;s   z Timer.startcCsx|jstd|jr|j|j|j|jr't|_ |j |j d|_ |jr4|j |jd|_d|_d|_dS)zt Ends time measurements. NOTE: must be done on the same CUDA device and stream as start(). z7Timer.start() must be called exactly once before end()!rrFTN)r/rSr)r3rbr2r_r(r`Z cpu_time_endr0r-r1 elapsed_timer.r,r<r r rr>s   z Timer.end)NTTNF)NN)__name__ __module__ __qualname____doc__strboolr5r8r=rDrrKr?floatrTrWrLrMr@r\devicer]Streamr;r>r r r rr&Ys<     " r&r )rgr` contextlibr contextvarsr functoolsrtypingrr\%cosmos_predict2._src.imaginaire.utilsrrrirrjrhrr$r%r&r r r rs