TODO: Docstring for get_sim_for_each_question. Args: model (TODO): TODO pooled_image_feat (torch.Tensor): Shape: [b,t, c]

Sinusoid position encoding table

temp_embed_old: (1, num_frames_old, 1, d) Returns: temp_embed_new: (1, num_frames_new, 1, d)

Computes pairwise intersection-over-area between box and mask collections. Intersection-over-area (ioa) between two masks mask1 and mask2 is define

Computes pairwise intersection-over-area between box collections. Intersection-over-area (ioa) between two boxes box1 and box2 is defined as thei

Loads a vocabulary file into a dictionary.

merge commandline opts. Args: cfg: (dict): The config to be merged. opts (list): The list to merge. Format: [key1, na

Non maximum suppression. This op greedily selects a subset of detection bounding boxes, pruning away boxes that have high IOU (intersection over

Non maximum suppression. This op greedily selects a subset of detection bounding boxes, pruning away boxes that have high IOU (intersection over

format dict to a string Args: cfg (EasyDict): the params. Returns: The string to display.

Converts a present time with the given time base and start_pts offset to seconds. Returns: time_in_seconds (float): The correspondin

Standard CutMix bounding-box Generates a random square bbox based on lambda value. This impl includes support for enforcing a border margin a

Min-Max CutMix bounding-box Inspired by Darknet cutmix impl, generates a random rectangular bbox based on min/max percent values applied to e

question_states: (bsz, Lq, d) answer_ids: answer input id after tokenization, (#answers, La)

Reads a CSV file of excluded timestamps. Args: exclusions_file: Path of file containing a csv of video-id,timestamp. Returns: A

Reads a CSV file of excluded timestamps. Args: exclusions_file: Path of file containing a csv of video-id,timestamp. Returns: A

Reads a labelmap without the dependency on protocol buffers. Args: labelmap_file: Path of file containing a label map protocol buffer.

Reads a labelmap without the dependency on protocol buffers. Args: labelmap_file: Path of file containing a label map protocol buffer.

Perfrom saturation jittering on the input images. The channels of images should be in order BGR. Args: var (float): jitter ratio

Scale box coordinates in x and y dimensions. Args: boxlist: BoxList holding N boxes y_scale: float x_scale: float Returns: boxli

:param things: [b, max_others, c, t, h, w] :return [n, max_others, c, t, h, w]

Conbine yaml config and command line config with OmegaConf. Also converts types, e.g., `'None'` (str) --> `None` (None)

setup evaluation default settings, e.g., disable wandb

This function disables printing when not in master process

This function disables printing when not in master process

Initialize the MMF logger and set its verbosity level to "INFO". Outside libraries shouldn't call this in case they have set there own lo

ensure not overwritting an exisiting/non-empty output dir

Sets up and returns the output file where the logs will be placed based on the configuration passed. Usually "save_dir/logs/log_<timestamp>.txt".