In the constructor functionprojectAndReshapeLayer, specify the required input argument namedoutputSizeand the optional arguments as name-value arguments with the nameNameValueArgs. Add a comment to the top of th
Functions are defined, or declared, with thefunctionkeyword. Below is the syntax for a function in JavaScript. functionnameOfFunction(){// Code to be executed} Copy The declaration begins with thefunctionkeyword, followed by the name of the function. Function names follow the same rules as var...
If you create a custom deep learning layer, then you can use thecheckLayerfunction to check that the layer is valid. The function checks layers for validity, GPU compatibility, correctly defined gradients, and code generation compatibility. To check that a layer is valid, run the following comm...
function (exports_1, context_1) { "use strict"; var dependencyModule_1, count, increase; var __moduleName = context_1 && context_1.id; return { setters: [ function (dependencyModule_1_1) { dependencyModule_1 = dependencyModule_1_1; } ], execute: function () { dependencyModule_1[...
Create Forward Loss Function Create a function named forwardLoss that returns the MAE loss between the predictions made by the network and the training targets. The syntax for forwardLoss is loss = forwardLoss(layer, Y, T), where Y is the output of the previous layer and T contains the tr...
The basic syntax of creating a custom function can be give with: functionfunctionName(){ // Code to be executed } The declaration of a user-defined function start with the wordfunction, followed by the name of the function you want to create followed by parentheses i.e.()and finally plac...
But with e.g. before foo() {}, the declaration becomes a normal function call (to the before function in the current package), which is performed at runtime.Prototypes and attributesYou can specify attributes (see "Subroutine Attributes" in perlsub) for your functions using the usual syntax...
Create a function named update that updates the learning rate schedule properties and also returns the calculated learning rate value. The update function has the syntax [schedule,learnRate] = update(schedule,initialLearnRate,iteration,epoch), where: schedule is an instance of the learning rate sche...
The second syntax form defines a function-like macro with parameters. This form accepts an optional list of parameters that must appear in parentheses. After the macro is defined, each subsequent occurrence ofidentifier(identifieropt, ...,identifieropt) is replaced with a version of thetoken-strin...
which require the gradients of the learnable parameters with respect to the loss. To calculate these gradients, you can use automatic differentiation. Create a custom loss function that takes the model and training data, and returns the loss and the gradients of the loss with resp...