Use this Layer when the API you are using cannot be found in the TensorSpace support list.
Create an abstract layer. You need to maintain the shape is the same as the shape of the data in the layer
in your model. For example, 1-dimensional [100], use Layer1d API; 2-dimensional [100, 100], use Layer2d API;
3-dimensional [100, 100, 3]. dataFormat is channel last, use Layer3d API.
⭐Abstract Layer, user can directly defined shape of the layer, but will not
show any relation lines. Please submit Issue,
we will support the corresponding API as soon as possible.️
Constructor
Two methods to create a new layer. Arguments are required.
〔Method 1〕Use shape
TSP.layers.Layer3d( { shape: [ Int, Int, Int ] } );Arguments
Name Tag |
Type |
Instruction |
Usage Notes and Examples |
|---|---|---|---|
|
shape |
Int[] | shape of output | shape=[100, 100, 3] means the output is 3-dimensional array by 100*100 with 3 feature maps |
|
name |
String | Name of this layer. Highly recommend to arrange to make code more readable. | name: "layerName" |
|
color |
color format | Color of layer | Layer3d default is #f08a5d |
|
closeButton |
Dict | Close button appearance control dict, more about close button | display : Boolean. true[default] Show button, false Hide button ratio : Int. Times to normal size, default is 1 For example, 2 means twice the normal size |
|
initStatus |
String | Layer status at beginning. Open or Close | close[default] : Closed at beginning |
|
animeTime |
Int | The speed of open and close animation | For example, 2000 means 2 seconds. Note: Configure animeTime in a specific layer will override model's animeTime configuration. |
Properties
.inputShape : Int[]
filter_center_focusThe shape of input tensor, for
example inputShape = [ 28, 28, 3 ] represents 3 feature maps and each
one is 28 by 28.
filter_center_focusAfter model.init() data is
available, otherwise is undefined.
.outputShape : Int[]
filter_center_focusThe shape of output tensor is
3-dimensional. 3️⃣
filter_center_focusdataFormat is channel last. for
example outputShape = [ 32, 32, 4 ] represents the output through this
layer has 4 feature maps and each one is 32 by 32
filter_center_focusAfter model.init() data is
available, otherwise is undefined.
.neuralValue : Float[]
filter_center_focusThe intermediate raw data after this
layer.
filter_center_focusAfter load and model.predict() data
is available, otherwise is undefined.
.name : String
filter_center_focusThe custom name for this layer.
filter_center_focusOnce created, you can get it.
.layerType : String
filter_center_focusType of this layer, return a
constant: string Layer3d.
filter_center_focusOnce created, you can get it.
Method
.apply( layer ) : void
filter_center_focusThis method only used in Functional Model (Non-sequential, Graph structure).
filter_center_focusLink this layer to layer which is
the previous layer.
filter_center_focusTo crete a link between this layer
and the previous layer. You don't need to use this method specifically to create links in Sequential Model; Instead, you can simply add layers along the lines
of Keras or TensorFlow.js build the model
syntax.
let inputLayer = new TSP.layers.GreyscaleInput( {
shape: [28, 28]
} );
let layer3d = new TSP.layers.Layer3d( {
shape: [28, 28, 3]
} );
layer3d.apply( inputLayer );.openLayer() : void
filter_center_focusClick on the layer directly to open
it by interacting directly with the object in the 3D scene.
filter_center_focusIn code, calling the method to open
it.
let layer3d = new TSP.layers.Layer3d( {
// configure some parameters for Layer3d.
} );
model.add( layer3d );
// ... add more layers for model.
model.init();
// Call openLayer API to open layer.
layer3d.openLayer();.closeLayer() : void
filter_center_focusTo close by interacting directly
with objects in a 3D scene by clicking the close button.
filter_center_focus In code, calling the method to
close it.
let layer3d = new TSP.layers.Layer3d( {
// configure some parameters for Layer3d.
} );
model.add( layer3d );
// ... add more layers for model.
model.init();
// If this layer already opened, call closeLayer API to close layer.
layer3d.closeLayer();Example
filter_center_focus Declare an instance of Layer3d to
facilitate reuse
let layer3d = new TSP.layers.Layer3d( {
shape: [ 100, 100, 3 ],
name: "Layer3d1",
initStatus: "open"
} );
model.add( layer3d );filter_center_focusAdd Layer3d directly
model.add(new TSP.layers.Layer3d( {
shape: [ 100, 100, 3 ],
name: "Layer3d2"
} ));Tag Lookup
| Tag Icon | Meaning | Instruction |
|---|---|---|
| ⭐️ | Required | Must be provided, cannot be empty. Meanwhile constructor works properly if this arguments provided. Control arguments use default value. |
| 🔧 | Suggest | Recommended for giving. The API can work without them. |
| ⚙️ | Optional | As an auxiliary adjustment parameter when used, selectively added according to the specific situation The parameters here have no effect on the structure of the layer (3D visualized form). |
| 📦 | Model | Configure the properties of the Layer. It changes the output shape. |
| 🎨 | Style | Override the properties in TSP.model (model configuration) |
| 🎦 | Animation | Override the properties in TSP.model (model configuration) |
Source Code