ZjSrSSKrSSKJs Js Jr SSKJr SSK J r J r J r J r SSKJrJr SSKJr SSKJr SS KJrJrJr "S S \S S 9r"SS\5rS/rg)z(Fast Video processor class for InternVL.N) BatchFeature)OPENAI_CLIP_MEANOPENAI_CLIP_STDPILImageResamplingSizeDict)Unpack VideosKwargs) TensorType)BaseVideoProcessor) VideoMetadatagroup_videos_by_shapereorder_videosc,\rSrSr%\\-\-\S'Srg) InternVLVideoProcessorInitKwargs initial_shiftN) __name__ __module__ __qualname____firstlineno__boolfloatint__annotations____static_attributes__rڇ/root/GenerationalWealth/GenerationalWealth/venv/lib/python3.13/site-packages/transformers/models/internvl/video_processing_internvl.pyrrs%<#%%rrF)totalcB^\rSrSr\R r\r\ r SSS.r Sr Sr SrSrSrSr\rS\\4U4SjjrS S \S \S-S \\-S-S \\-\-S-4S jjrS!S\SS\S\S\SSS\S\S\S\S\S\\\-S-S\\\-S-S\\-S-S\4Sjjr Sr!U=r"$)"InternVLVideoProcessori)heightwidthTFkwargsc &>[TU]"S0UD6 g)Nr)super__init__)selfr& __class__s rr)InternVLVideoProcessor.__init__,s "6"rNmetadata num_framesfpsrc lUbUO URnUbUO URnURnUc8Ub5Ub URc [ S5e[ XaR- U-5nUSLaXb- S- nX&:a[ SUSUS35e[ R"XFXb- 5R 5nU$)a Default sampling function which uniformly samples the desired number of frames between 0 and total number of frames. If `fps` is passed along with metadata, `fps` frames per second are sampled uniformty. Arguments `num_frames` and `fps` are mutually exclusive. Args: metadata (`VideoMetadata`): Metadata of the video containing information about total duration, fps and total number of frames. num_frames (`int`, *optional*): Maximum number of frames to sample. Defaults to `self.num_frames`. fps (`int` or `float`, *optional*): Target frames to sample per second. Defaults to `self.fps`. initial_shift (`bool`, `float` or `int`, defaults to `self.initial_shift`): The initial shift to apply when sampling frames. If `True`, the shift is set so that frames are sampled from the middle of the video. Returns: np.ndarray: Indices to sample video frames. zAsked to sample `fps` frames per second but no video metadata was provided which is required when sampling with `fps`. Please pass in `VideoMetadata` object or use a fixed `num_frames` per input videoTz(Video can't be sampled. The `num_frames=z` exceeds `total_num_frames=z`. )r.rtotal_num_framesr/ ValueErrorrtorcharange)r*r-r.r/rr&r2indicess r sample_frames$InternVLVideoProcessor.sample_frames/s6$.#9Zt )6)B HZHZ #44  #/8<<#7 h- r?r@rArBrCrDrEr&grouped_videosgrouped_videos_indexresized_videos_groupedshapestacked_videosresized_videosprocessed_videos_groupedprocessed_videoss r _preprocess"InternVLVideoProcessor._preprocessbs $0EV/L,,!#%3%9%9%; !E>!%!4!4^!D!%^$!Z,: "5 ) &< ((>@TU0E^/T,,#% %3%9%9%; !E>!%!1!1.)!L!77 LV_N/= $U +&<**BDXY"79I!JXfggrr)NNN)N)#rrrrrBICUBICr=rrCrrDr<r;r@rBr:rdo_sample_framesr valid_kwargsr r)r rrrr7listrstrr rrXr __classcell__)r+s@rr"r"s!))H!JIC (DIJLNM3L#(H!I# "&"&37 11$J15[4  1 e|c)D0 1B37+h^$+h+h +h  +h L +h+h+h+h+h+hDK'$.+h4;&-+hj(4/+h !+h+hrr")__doc__r4$torchvision.transforms.v2.functional transformsv2 functionaltvFimage_processing_utilsr image_utilsrrrrprocessing_utilsr r utilsr video_processing_utilsr video_utilsr rrrr"__all__rrrrmsU/ 222ZZ48OO&|5&nh/nhb $ $r