clips_at_random_timestamps

torchcodec.samplers.clips_at_random_timestamps(decoder, *, num_clips: int = 1, num_frames_per_clip: int = 1, seconds_between_frames: Optional[float] = None, sampling_range_start: Optional[float] = None, sampling_range_end: Optional[float] = None, policy: Literal['repeat_last', 'wrap', 'error'] = 'repeat_last') → FrameBatch

Sample clips at random timestamps.

Parameters:

• decoder (VideoDecoder) – The VideoDecoder instance to sample clips from.

• num_clips (int, optional) – The number of clips to return. Default: 1.

• num_frames_per_clip (int, optional) – The number of frames per clips. Default: 1.

• seconds_between_frames (float or None, optional) – The time (in seconds) between each frame within a clip. More accurately, this defines the time between the frame sampling point, i.e. the timestamps at which we sample the frames. Because frames span intervals in time , the resulting start of frames within a clip may not be exactly spaced by seconds_between_frames - but on average, they will be. Default is None, which is set to the average frame duration (1/average_fps).

• sampling_range_start (float or None, optional) – The start of the sampling range, which defines the first timestamp (in seconds) that a clip may start at. Default: None, which corresponds to the start of the video. (Note: some videos start at negative values, which is why the default is not 0).

• sampling_range_end (float or None, optional) – The end of the sampling range, which defines the last timestamp (in seconds) that a clip may start at. This value is exclusive, i.e. a clip may only start within [sampling_range_start, sampling_range_end). If None (default), the value is set automatically such that the clips never span beyond the end of the video, i.e. it is set to end_video_seconds - (num_frames_per_clip - 1) * seconds_between_frames. When a clip spans beyond the end of the video, the policy parameter defines how to construct such clip.

• policy (str, optional) –

  Defines how to construct clips that span beyond the end of the video. This is best described with an example: assuming the last valid (seekable) timestamp in a video is 10.9, and a clip was sampled to start at timestamp 10.5, with num_frames_per_clip=5 and seconds_between_frames=0.2, the sampling timestamps of the frames in the clip are supposed to be [10.5, 10.7, 10.9, 11.1, 11.2]. But 11.1 and 11.2 are invalid timestamps, so the policy parameter defines how to replace those frames, with valid sampling timestamps:

  • ”repeat_last”: repeats the last valid frame of the clip. We would get frames sampled at timestamps [10.5, 10.7, 10.9, 10.9, 10.9].

  • ”wrap”: wraps around to the beginning of the clip. We would get frames sampled at timestamps [10.5, 10.7, 10.9, 10.5, 10.7].

  • ”error”: raises an error.

  Default is “repeat_last”. Note that when sampling_range_end=None (default), this policy parameter is unlikely to be relevant.

Returns:

The sampled clips, as a 5D FrameBatch. The shape of the data field is (num_clips, num_frames_per_clips, …) where … is (H, W, C) or (C, H, W) depending on the dimension_order parameter of VideoDecoder. The shape of the pts_seconds and duration_seconds fields is (num_clips, num_frames_per_clips).

Return type:

FrameBatch

Examples using clips_at_random_timestamps:

How to sample video clips

How to sample video clips