Treshold Activation Function

Thresholds each element of the input Tensor.

nn_module

Calls torch::nn_threshold() when trained.

Parameters

• threshold :: numeric(1)
  The value to threshold at.

• value :: numeric(1)
  The value to replace with.

• inplace :: logical(1)
  Can optionally do the operation in-place. Default: FALSE.

Input and Output Channels

One input channel called "input" and one output channel called "output". For an explanation see PipeOpTorch.

State

The state is the value calculated by the public method $shapes_out().

Super classes

mlr3pipelines::PipeOp -> PipeOpTorch -> PipeOpTorchThreshold

Methods

Public methods

• PipeOpTorchThreshold$new()

• PipeOpTorchThreshold$clone()

Inherited methods

• mlr3pipelines::PipeOp$help()
• mlr3pipelines::PipeOp$predict()
• mlr3pipelines::PipeOp$print()
• mlr3pipelines::PipeOp$train()
• PipeOpTorch$shapes_out()

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PipeOpTorchThreshold$new()

Creates a new instance of this R6 class.

Usage

PipeOpTorchThreshold$new(id = "nn_threshold", param_vals = list())

Arguments

id

(character(1))
Identifier of the resulting object.

param_vals

(list())
List of hyperparameter settings, overwriting the hyperparameter settings that would otherwise be set during construction.

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PipeOpTorchThreshold$clone()

The objects of this class are cloneable with this method.

Usage

PipeOpTorchThreshold$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.

Examples

# Construct the PipeOp
pipeop = nn("threshold", threshold = 1, value = 2)
pipeop
#> 
#> ── PipeOp <threshold>: not trained ─────────────────────────────────────────────
#> Values: threshold=1, value=2
#> 
#> ── Input channels: 
#>    name           train predict
#>  <char>          <char>  <char>
#>   input ModelDescriptor    Task
#> 
#> ── Output channels: 
#>    name           train predict
#>  <char>          <char>  <char>
#>  output ModelDescriptor    Task
# The available parameters
pipeop$param_set
#> <ParamSet(3)>
#>           id    class lower upper nlevels        default  value
#>       <char>   <char> <num> <num>   <num>         <list> <list>
#> 1: threshold ParamDbl  -Inf   Inf     Inf <NoDefault[0]>      1
#> 2:     value ParamDbl  -Inf   Inf     Inf <NoDefault[0]>      2
#> 3:   inplace ParamLgl    NA    NA       2          FALSE [NULL]