Transforms are only randomly applied with the given probability.

Adds noise to an input signal with specific SNR. Higher the noise level, the more noise added. Modified code from https://github.com/

Adds padding to the output of the module based on the given lengths. This is to ensure that the results of the model do not change wh

Computes the accuracy over the k top predictions for the specified values of k

Given a matrix of character probabilities, returns the decoder's best guess of the transcription Arguments: prob

Prepare masked tokens inputs/labels for masked language modeling: 80% MASK, 10% random, 10% original.

This function is taken from the original tf repo. It ensures that all layers have a channel number that is divisible by 8 It can be seen

3x3 convolution with padding

Given a list of numeric sequences, returns the corresponding strings

Pairwise squared distance between two (batch) matrices' rows (2nd dim). Computes the pairwise distances between rows of x and rows of y

Partitioning Data

Coordinate-wise nonlinearity used to define the order of the interpolation. See https://en.wikipedia.org/wiki/Polyharmonic_spline for the definiti

Testing selection based on requested number of samples per category. When individual data characteristics(distribution) is provided, Oort can

Use hoeffding bound to cap the deviation from E[X] Args: dev_tolerance: maximum deviation from the empirical (E[X]) c

Apply polyharmonic interpolation model to data. Given coefficients w and v for the interpolation model, we evaluate interpolated function valu

crop and resample the recording with sox and loads it.

Changes tempo and gain of the recording with sox and loads it.

Computes the Character Error Rate, defined as the edit distance. Arguments: s1 (string): space-separated sentence

Creates vocab from `vocab_size` most common tags in Stackoverflow.

Creates vocab from `vocab_size` most common words in Stackoverflow.

Returns the argmax decoding given the probability matrix. Removes repeated elements in the sequence, as well as blanks. Argu

Image warping using per-pixel flow vectors. Apply a non-linear warp to the image, where the warp is specified by a dense flow field of offset