Compute RDP of the Sampled Gaussian Mechanism. Args: q: The sampling rate. noise_multiplier: The ratio of the standard deviation of the G

3x3 convolution with padding

3x3 convolution with padding

BPE-encode a sentence (or multiple sentences). Every sequence begins with a beginning-of-sentence (`<s>`) symbol. Every sent

:param ldelim: number of braces to match. 0 means match [[]], {{}} and {{{}}}.

Get the (non-wrapped) model instance.

Get normalized probabilities (or log probs) from a net's output.

Return an EpochBatchIterator over the training set for a given epoch.

Load templates from :param file:. :param output_file: file where to save templates and modules.

Adjust the learning rate based on the validation loss.

Helper to get index of mask symbol

Scans input extracting pages. :return: (id, revid, title, namespace key, page), page is a list of lines.

Parse the configuration of lambda coefficient (for scheduling). x = "3" # lambda will be a constant equal to x x = "0:1,

Register a classification head.

Save all training state in a checkpoint file.

Do forward, backward and parameter update.

unfold T x B x C to T x B x C x K

BufferFormatCheck */

BufferFormatCheck */

HasAttr */

IsLittleEndian */

IsLittleEndian */

CIntToPy */

ListExtend.proto */

ListExtend.proto */

UnicodeEquals */

None */

None */

MemviewSliceInit */

MemviewSliceInit */

__GNUC__ */

SetupReduce */

SetupReduce */

SetupReduce */