+ jRt^RIt^RIHuHuHt^RIHt^RI H t H t H t H t ^RIHtHt^RIHt^RIHt^RIHtHtHt!RR ]R R 7t!R R ]4tR .tR#)z(Fast Video processor class for InternVL.N) BatchFeature)OPENAI_CLIP_MEANOPENAI_CLIP_STDPILImageResamplingSizeDict)Unpack VideosKwargs) TensorType)BaseVideoProcessor) VideoMetadatagroup_videos_by_shapereorder_videosc,a]tRt^toV3RltRtVtR#) InternVLVideoProcessorInitKwargscF<V^8dQh/S[S[,S[,;R&#) initial_shift)boolfloatint)format __classdict__s"w/home/luca/screen-checking/.venv/lib/python3.14/site-packages/transformers/models/internvl/video_processing_internvl.py __annotate__-InternVLVideoProcessorInitKwargs.__annotate__s%<#%%N)__name__ __module__ __qualname____firstlineno____annotate_func____static_attributes____classdictcell__)rs@rrrsrrF)totalcaa]tRt^to]P t]t] t RRRR/t Rt Rt RtRtRtRt]tV3RlV3RlltR V3RlR lltRV3R lR lltR tVtV;t#)InternVLVideoProcessorheightiwidthTFc0<V^8dQhRS[S[,/#)rkwargs)rr)rrs"rr#InternVLVideoProcessor.__annotate__,s##(H!I#rc (<\SV`!R/VBR#)Nr)super__init__)selfr* __class__s&,rr.InternVLVideoProcessor.__init__,s "6"rc <V^8dQhRS[RS[R,RS[S[,R,RS[S[,S[,R,/#)rmetadata num_framesNfpsr)r rrr)rrs"rrr+/sN111$J15[4  1 e|c)D0 1rc VeTM VPpVeTM VPpVPpVfDVe@VeVPf \ R4h\ WaP, V,4pVRJdWb, ^, pW&8d\ RV RV R24h\ P!WFWb, 4P 4pV#)a Default sampling function which uniformly samples the desired number of frames between 0 and total number of frames. If `fps` is passed along with metadata, `fps` frames per second are sampled uniformly. Arguments `num_frames` and `fps` are mutually exclusive. Args: metadata (`VideoMetadata`): Metadata of the video containing information about total duration, fps and total number of frames. num_frames (`int`, *optional*): Maximum number of frames to sample. Defaults to `self.num_frames`. fps (`int` or `float`, *optional*): Target frames to sample per second. Defaults to `self.fps`. initial_shift (`bool`, `float` or `int`, defaults to `self.initial_shift`): The initial shift to apply when sampling frames. If `True`, the shift is set so that frames are sampled from the middle of the video. Returns: np.ndarray: Indices to sample video frames. zAsked to sample `fps` frames per second but no video metadata was provided which is required when sampling with `fps`. Please pass in `VideoMetadata` object or use a fixed `num_frames` per input videoTz(Video can't be sampled. The `num_frames=z` exceeds `total_num_frames=z`. )r4rtotal_num_framesr5 ValueErrorrtorcharange)r/r3r4r5rr*r7indicess&&&&&, r sample_frames$InternVLVideoProcessor.sample_frames/s6$.#9Zt )6)B HZHZ #44  #/8<<#7 h- !%!4!4^!D!%^$!Z,: "5 ) &< ((>@TU0E^/T,,#% %3%9%9%; !E>!%!1!1.)!L!77 LV_N/= $U +&<**BDXY"79I!JXfggrr)NNN)N)rrrr rBICUBICrCrrIrrJrBrArFrHr@rdo_sample_framesr valid_kwargsr.r<r`r"r# __classcell__)r0rs@@rr&r&ss!))H!JI c7C (DIJLNM3L##11f+h+h+hrr&)__doc__r9$torchvision.transforms.v2.functional transformsv2 functionaltvFimage_processing_utilsr image_utilsrrrrprocessing_utilsrrutilsr video_processing_utilsr video_utilsr r r rr&__all__rrrrssU/ 222ZZ48OO&|5&nh/nhb $ $r