hGddlZddlZddlZddlZddlZddlmZddlmZm Z m Z ddl Z ddl Z ddlmZddlmZddlmZ ddlZej*j-ej*j.eej2j4j6d sed Z ej:Zd1d Z d e!fdZ"da#da$ d2de%de jLde'de%de e(e%efde e jLde e'de e%de e(e%efd dfdZ)ddde'de'de%dd d!e(e%e e e*e+e*d"fe,e*ffd e,d#fd$Z-d%e jLd&e,d#d'e*d(e'd e jLf d)Z. d3de%d*e e'efd+e e e'efde%d,e%d e+e jLe jLe(e%efff d-Z/ddd e!fd.Z0ddd e,e*fd/Z1d4de%de%d e+e,e*e e'ffd0Z2y#e$rej>ZY)wxYw#e$r ed ZY=wxYw)5N)Fraction)AnyOptionalUnion)_log_api_usage_once) _video_opt) _raise_video_deprecation_warning pict_typea+Your version of PyAV is too old for the necessary video operations in torchvision. If you are on Python 3.5, you will have to build from source (the conda-forge packages are not up-to-date). See https://github.com/mikeboers/PyAV#installation for instructions on how to install PyAV on your system. zPyAV is not installed, and is necessary for the video operations in torchvision. See https://github.com/mikeboers/PyAV#installation for instructions on how to install PyAV on your system. returnc8tttrtyN isinstanceav ExceptionR/var/www/html/eduruby.in/venv/lib/python3.12/site-packages/torchvision/io/video.py_check_av_availabler,s"i !rc,ttt Srrrrr _av_availabler1s"i( ((r filename video_arrayfps video_codecoptions audio_array audio_fps audio_codec audio_optionsc :ttjjs-tjj st t ttj|tjjd}t|trttj|}t!j"|d5} | j%||} |j&d| _|j&d| _|d k7rd nd | _|xsi| _|2d d ddddddddd } | j%||} |xsi| _|j&d} | dkDrdnd}| j0j2dj4j6}tj8| |}tj|jdj;|}t j<j?|||}||_ | jC|D]}| jE|| jCD]}| jE||D]R}t jFj?|d } d|_$| jC|D]}| jE|T| jCD]}| jE| d d d y #tJ$rddl&m'}|jP|_$Y{wxYw#1swYy xYw)a~ [DEPRECATED] Writes a 4d tensor in [T, H, W, C] format in a video file. .. warning:: DEPRECATED: All the video decoding and encoding capabilities of torchvision are deprecated from version 0.22 and will be removed in version 0.24. We recommend that you migrate to `TorchCodec `__, where we'll consolidate the future decoding/encoding capabilities of PyTorch This function relies on PyAV (therefore, ultimately FFmpeg) to encode videos, you can get more fine-grained control by referring to the other options at your disposal within `the FFMpeg wiki `_. Args: filename (str): path where the video will be saved video_array (Tensor[T, H, W, C]): tensor containing the individual frames, as a uint8 tensor in [T, H, W, C] format fps (Number): video frames per second video_codec (str): the name of the video codec, i.e. "libx264", "h264", etc. options (Dict): dictionary containing options to be passed into the PyAV video stream. The list of options is codec-dependent and can all be found from `the FFMpeg wiki `_. audio_array (Tensor[C, N]): tensor containing the audio, where C is the number of channels and N is the number of samples audio_fps (Number): audio sample rate, typically 44100 or 48000 audio_codec (str): the name of the audio codec, i.e. "mp3", "aac", etc. audio_options (Dict): dictionary containing options to be passed into the PyAV audio stream. The list of options is codec-dependent and can all be found from `the FFMpeg wiki `_. Examples:: >>> # Creating libx264 video with CRF 17, for visually lossless footage: >>> >>> from torchvision.io import write_video >>> # 1000 frames of 100x100, 3-channel image. >>> vid = torch.randn(1000, 100, 100, 3, dtype = torch.uint8) >>> write_video("video.mp4", options = {"crf": "17"}) dtypeT)forcew)mode)raterr libx264rgbyuv420prgb24Nzr=)rrrrrr r!r"r# containerstreamaudio_format_dtypesa_stream num_channels audio_layoutaudio_sample_fmt format_dtypeframepacketimgr>s rrCrC:sj%& 99 ! ! #EII,@,@,BK(//+U[[AGGdGSK#u"((3-   $6" %%k%<"((+ #))!, &1\&Aw B  " # !++Ki+HH,2H &,,Q/L'3a'78VL(0066q9@@EE 88$78H$IJL//+6<<4<HOOP\]KMM..{CS\h.iE )E "//%0 & f% &#//+ & f% & &CMM..s7.CE 3"( !--. & f% & &mmo "F MM& ! "k6"6"X 36"-"2"2 3Y6"6"s2F0L K+AL+ L L LLLr]zav.container.Container start_offset end_offsetpts_unitr^zav.stream.Stream stream_name.zav.frame.Framectdz attztdz k(rtj|dk(rkt t j |d|jz z}|tdk7rDt t j|d|jz z}ntjdi}d}d}|jdk(rv|jj} | r^d| vrZ| jd} | | d} t!j"d | } | t!j"d | } | | j%d d k(}|} t'| dz d } |rt'| |z d } |j)| dd|d } t-|j.di|D]2\}}|||j0<|j0|k\s%|r ||kr|dz }2nt3|Dcgc]#}|||j0cxkr|ksnn||%}}t5|d kDrL|d kDrG||vrC|Dcgc] }||ks | }}t5|d kDr t'|}|j7d |||S#t*$rgcYSwxYw#t*$rYwxYwcc}wcc}w)Nr secinfzBThe pts_unit 'pts' gives wrong results. Please use pts_unit 'sec'.TvideosDivXsDivX(\d+)Build(\d+)(\w)sDivX(\d+)b(\d+)(\w)prF) any_framebackwardr^r) _CALLED_TIMES_GC_COLLECTION_INTERVALgccollectrHmathfloor time_baserGceilwarningswarntype codec_context extradatafindresearchgroupmaxseek FFmpegError enumeratedecodeptssortedleninsert)r]rhrirjr^rkframes should_buffermax_buffer_sizerposdo seek_offset buffer_count_idxreiresultpreceding_framesfirst_frame_ptss r_read_from_streamrsQM..2IA2MM 54::la&:J:J6J&KLM u %TYYzQ9I9I5I'JKLJ Z[ FMO {{g((22  I-..)C#$A 5q9AyII5q9} ! d 2 KkAoq)K+7; {ed6R L  $%5Y%5%5%D %DE KD% %F599 yyJ& \O%C A%L  "( _A<6!9==3^T^3^fQi _F _ 6{Q ""r start_ptsend_pts output_formatc ttjjs-tjj st t |j}|dvrtd|dddl m }|dk7rKtjj|std|tj ||||\}}}nt#| t%d }||krtd |d |i}g} g} tj&} t)j*|d 5} | j,j.r#| j,j.dj0} | j,j2r\t5| |||| j,j2dddi} | j,j2dj6} | t%| |d<| j,j.rOt5| |||| j,j.dddi} | j,j.dj8|d<ddd| Dcgc] }|j=j?"}}| Dcgc]}|j?}}|r)tj@tCjD|}n%tjFdtjH}|rtCjJ|d}tj@|}|dk(rVtMtOjP|d| z z}|t%d k7r$tMtOjR|d| z z}tU|| ||}n%tjFdtjV}|dk(r|jYdddd}|||fS#1swY|xYw#t:$rYwxYwcc}wcc}w)a[DEPRECATED] Reads a video from a file, returning both the video frames and the audio frames .. warning:: DEPRECATED: All the video decoding and encoding capabilities of torchvision are deprecated from version 0.22 and will be removed in version 0.24. We recommend that you migrate to `TorchCodec `__, where we'll consolidate the future decoding/encoding capabilities of PyTorch Args: filename (str): path to the video file. If using the pyav backend, this can be whatever ``av.open`` accepts. start_pts (int if pts_unit = 'pts', float / Fraction if pts_unit = 'sec', optional): The start presentation time of the video end_pts (int if pts_unit = 'pts', float / Fraction if pts_unit = 'sec', optional): The end presentation time pts_unit (str, optional): unit in which start_pts and end_pts values will be interpreted, either 'pts' or 'sec'. Defaults to 'pts'. output_format (str, optional): The format of the output video tensors. Can be either "THWC" (default) or "TCHW". Returns: vframes (Tensor[T, H, W, C] or Tensor[T, C, H, W]): the `T` video frames aframes (Tensor[K, L]): the audio frames, where `K` is the number of channels and `L` is the number of points info (Dict): metadata for the video and audio. Can contain the fields video_fps (float) and audio_fps (int) )THWCTCHWz5output_format should be either 'THWC' or 'TCHW', got .rget_video_backendpyavzFile not found: Nrnz7end_pts should be larger than start_pts, got start_pts=z and end_pts=ignoremetadata_errorsrp video_fpsrRr!)rr r rqr%r rm)r rrrqr)-r r?r@rArBr read_videoupper ValueError torchvisionrospathexists RuntimeErrorr _read_videorrGdefault_timebaserrKrQrRr{rpr average_rater*rto_rgb to_ndarrayrDrIstackemptyrE concatenaterHryrzr|rfloat32permute)rrrrjrrvframesrinfo video_framesraudio_timebaser]rre vframes_list aframes_lists rrrs@%& 99 ! ! #EII,@,@,BJ'!'')M,,PQ^P__`abb-f$ww~~h'!1(<= =!+!7!7)WV^!_$ ?ElG Y I)Tabiajk   #44 8< H $$**%.%6%6%<%7I,J"KLG)'<GTGkk& >G//!Q1- GT !!o H H8   OEs7O/DN:O %O7O:O?O OOcZ|jdjj}|yd|vryy)NrFsLavcT)rQrr)r]rs r!_can_read_timestamps_from_packetsrs5!!!$22<`__, where we'll consolidate the future decoding/encoding capabilities of PyTorch Note that the function decodes the whole video frame-by-frame. Args: filename (str): path to the video file pts_unit (str, optional): unit in which timestamp values will be returned either 'pts' or 'sec'. Defaults to 'pts'. Returns: pts (List[int] if pts_unit = 'pts', List[Fraction] if pts_unit = 'sec'): presentation timestamps for each one of the frames in the video. video_fps (float, optional): the frame rate for the video rrrNrrz Failed decoding frames for file zFailed to open container for z; Caught error: rm)r r?r@rArBrread_video_timestampsrrr _read_video_timestampsrrrKrQrpr{rrr}r~rGrRuntimeWarningsort) rrjrrrr] video_streamvideo_time_baseemsgrs rrrst0%& 99 ! ! #EII,@,@,B12-f$008DDI C + WWXx 8 =I  &&(0066q9 "."8"8Q29=C",";";<  =HHJ5,/0qq?"00  >#QMM$DXJ"OPQ  = = +-hZ7GsK c>**+1sZ E%"rs+ '' 'H JJ))* 288>>,,k :   !nn  )t)  !(,*.!%!%.2v"v"v" v" v" d38n % v" %,,' v"v"#v"DcN+v" v"rM'MMM M  M c8E#uS#XS *I$JKKL M M` # \\ #)-.>)? #LO #Z_ # \\ #")*04 v"v"UH_%v"eE8O, -v" v"  v"  5<<tCH~ 56 v"r1IdO(@OT#YO8C8385cT\]bTcIcCd8y !jj !   Bs1A"G# GGGGG G-,G-