MyCaffe  1.12.2.41
Deep learning software for Windows C# programmers.
MyCaffe.param.tft.QuantileAccuracyParameter Class Reference

Specifies the parameters for the QuantileAccuracyLayer used in TFT models More...

Inheritance diagram for MyCaffe.param.tft.QuantileAccuracyParameter:
MyCaffe.param.LayerParameterBase MyCaffe.basecode.BaseParameter MyCaffe.basecode.IBinaryPersist

Public Member Functions

 QuantileAccuracyParameter ()
 Constructor for the parameter. More...
 
override object Load (System.IO.BinaryReader br, bool bNewInstance=true)
 Load the parameter from a binary reader. More...
 
override void Copy (LayerParameterBase src)
 Copy on parameter to another. More...
 
override LayerParameterBase Clone ()
 Creates a new copy of this instance of the parameter. More...
 
override RawProto ToProto (string strName)
 Convert the parameter into a RawProto. More...
 
- Public Member Functions inherited from MyCaffe.param.LayerParameterBase
 LayerParameterBase ()
 Constructor for the parameter. More...
 
virtual string PrepareRunModelInputs ()
 This method gives derivative classes a chance specify model inputs required by the run model. More...
 
virtual void PrepareRunModel (LayerParameter p)
 This method gives derivative classes a chance to prepare the layer for a run-model. More...
 
void Save (BinaryWriter bw)
 Save this parameter to a binary writer. More...
 
abstract object Load (BinaryReader br, bool bNewInstance=true)
 Load the parameter from a binary reader. More...
 
- Public Member Functions inherited from MyCaffe.basecode.BaseParameter
 BaseParameter ()
 Constructor for the parameter. More...
 
virtual bool Compare (BaseParameter p)
 Compare this parameter to another parameter. More...
 

Static Public Member Functions

static QuantileAccuracyParameter FromProto (RawProto rp)
 Parses the parameter from a RawProto. More...
 
- Static Public Member Functions inherited from MyCaffe.basecode.BaseParameter
static double ParseDouble (string strVal)
 Parse double values using the US culture if the decimal separator = '.', then using the native culture, and if then lastly trying the US culture to handle prototypes containing '.' as the separator, yet parsed in a culture that does not use '.' as a decimal. More...
 
static bool TryParse (string strVal, out double df)
 Parse double values using the US culture if the decimal separator = '.', then using the native culture, and if then lastly trying the US culture to handle prototypes containing '.' as the separator, yet parsed in a culture that does not use '.' as a decimal. More...
 
static float ParseFloat (string strVal)
 Parse float values using the US culture if the decimal separator = '.', then using the native culture, and if then lastly trying the US culture to handle prototypes containing '.' as the separator, yet parsed in a culture that does not use '.' as a decimal. More...
 
static bool TryParse (string strVal, out float f)
 Parse doufloatble values using the US culture if the decimal separator = '.', then using the native culture, and if then lastly trying the US culture to handle prototypes containing '.' as the separator, yet parsed in a culture that does not use '.' as a decimal. More...
 

Properties

List< float > accuracy_ranges [getset]
 Specifies the quantile ranges from center to check for predicted values against target values. The number of target values falling within the center +/- each quantile accuracy range defines the accuracy. More...
 
uint average_period [getset]
 Specifies the period over which the accuracy is averaged (default = 30). More...
 

Additional Inherited Members

- Public Types inherited from MyCaffe.param.LayerParameterBase
enum  LABEL_TYPE { NONE , SINGLE , MULTIPLE , ONLY_ONE }
 Defines the label type. More...
 

Detailed Description

Specifies the parameters for the QuantileAccuracyLayer used in TFT models

See also
Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting by Bryan Lim, Sercan O. Arik, Nicolas Loeff, and Tomas Pfister, 2019, arXiv 1912.09363

Definition at line 18 of file QuantileAccuracyParameter.cs.

Constructor & Destructor Documentation

◆ QuantileAccuracyParameter()

MyCaffe.param.tft.QuantileAccuracyParameter.QuantileAccuracyParameter ( )

Constructor for the parameter.

Definition at line 24 of file QuantileAccuracyParameter.cs.

Member Function Documentation

◆ Clone()

override LayerParameterBase MyCaffe.param.tft.QuantileAccuracyParameter.Clone ( )
virtual

Creates a new copy of this instance of the parameter.

Returns
A new instance of this parameter is returned.

Implements MyCaffe.param.LayerParameterBase.

Definition at line 69 of file QuantileAccuracyParameter.cs.

◆ Copy()

override void MyCaffe.param.tft.QuantileAccuracyParameter.Copy ( LayerParameterBase  src)
virtual

Copy on parameter to another.

Parameters
srcSpecifies the parameter to copy.

Implements MyCaffe.param.LayerParameterBase.

Definition at line 61 of file QuantileAccuracyParameter.cs.

◆ FromProto()

static QuantileAccuracyParameter MyCaffe.param.tft.QuantileAccuracyParameter.FromProto ( RawProto  rp)
static

Parses the parameter from a RawProto.

Parameters
rpSpecifies the RawProto to parse.
Returns
A new instance of the parameter is returned.

Definition at line 96 of file QuantileAccuracyParameter.cs.

◆ Load()

override object MyCaffe.param.tft.QuantileAccuracyParameter.Load ( System.IO.BinaryReader  br,
bool  bNewInstance = true 
)

Load the parameter from a binary reader.

Parameters
brSpecifies the binary reader.
bNewInstanceWhen true a new instance is created (the default), otherwise the existing instance is loaded from the binary reader.
Returns
Returns an instance of the parameter.

Definition at line 49 of file QuantileAccuracyParameter.cs.

◆ ToProto()

override RawProto MyCaffe.param.tft.QuantileAccuracyParameter.ToProto ( string  strName)
virtual

Convert the parameter into a RawProto.

Parameters
strNameSpecifies the name to associate with the RawProto.
Returns
The new RawProto is returned.

Implements MyCaffe.basecode.BaseParameter.

Definition at line 81 of file QuantileAccuracyParameter.cs.

Property Documentation

◆ accuracy_ranges

List<float> MyCaffe.param.tft.QuantileAccuracyParameter.accuracy_ranges
getset

Specifies the quantile ranges from center to check for predicted values against target values. The number of target values falling within the center +/- each quantile accuracy range defines the accuracy.

Definition at line 32 of file QuantileAccuracyParameter.cs.

◆ average_period

uint MyCaffe.param.tft.QuantileAccuracyParameter.average_period
getset

Specifies the period over which the accuracy is averaged (default = 30).

Definition at line 42 of file QuantileAccuracyParameter.cs.


The documentation for this class was generated from the following file: