コード例 #1
0
ファイル: ReadoutLayer.cs プロジェクト: thild/NET
 //Constructor
 /// <summary>
 /// Creates an initialized instance
 /// </summary>
 /// <param name="dataVector">Vector of values corresponding to readout units</param>
 /// <param name="unitsAllSubResults">All sub-predictions</param>
 /// <param name="rl">Readout layer object</param>
 public ReadoutData(double[] dataVector, List <double[]> unitsAllSubResults, ReadoutLayer rl)
 {
     //Alone units
     DataVector = dataVector;
     ReadoutUnitDataCollection = new Dictionary <string, ReadoutUnitData>();
     for (int i = 0; i < rl.Settings.ReadoutUnitsCfg.ReadoutUnitCfgCollection.Count; i++)
     {
         ReadoutUnitSettings rus = rl.Settings.ReadoutUnitsCfg.ReadoutUnitCfgCollection[i];
         ReadoutUnitDataCollection.Add(rus.Name, new ReadoutUnitData()
         {
             Name           = rus.Name,
             Index          = i,
             Task           = rus.TaskCfg.Type,
             SubPredictions = unitsAllSubResults[i],
             DataValue      = DataVector[i]
         });
     }
     //One Winner groups
     OneWinnerDataCollection = new Dictionary <string, OneWinnerGroupData>();
     foreach (string oneWinnerGroupName in rl.Settings.ReadoutUnitsCfg.OneWinnerGroupCollection.Keys)
     {
         //There is One Winner group
         int winningUnitIndex = rl.DecideOneWinner(oneWinnerGroupName, dataVector, out int[] membersIndexes, out double[] membersWeightedDataVector, out int memberWinningIndex);
         OneWinnerDataCollection.Add(oneWinnerGroupName, new OneWinnerGroupData()
         {
             GroupName = oneWinnerGroupName,
             WinningReadoutUnitName   = rl.Settings.ReadoutUnitsCfg.ReadoutUnitCfgCollection[winningUnitIndex].Name,
             WinningReadoutUnitIndex  = winningUnitIndex,
             MemberWinningIndex       = memberWinningIndex,
             MemberReadoutUnitIndexes = membersIndexes,
             MemberProbabilities      = membersWeightedDataVector
         });
     }
     return;
 }
コード例 #2
0
ファイル: ReadoutUnit.cs プロジェクト: okozelsk/NET
 //Constructors
 /// <summary>
 /// Creates an itialized instance.
 /// </summary>
 /// <param name="index">An index of this readout unit within the readout layer.</param>
 /// <param name="readoutUnitCfg">The configuration of the readout unit.</param>
 /// <param name="taskDefaultsCfg">The tasks defaults configuration.</param>
 public ReadoutUnit(int index,
                    ReadoutUnitSettings readoutUnitCfg,
                    TaskDefaultsSettings taskDefaultsCfg
                    )
 {
     Index = index;
     Name  = readoutUnitCfg.Name;
     Task  = readoutUnitCfg.TaskCfg.Type;
     if (readoutUnitCfg.TaskCfg.GetType() == typeof(ForecastTaskSettings))
     {
         _clusterChainCfg = (ITNRNetClusterChainSettings)((ForecastTaskSettings)readoutUnitCfg.TaskCfg).ClusterChainCfg?.DeepClone();
         if (_clusterChainCfg == null)
         {
             _clusterChainCfg = taskDefaultsCfg.ForecastClusterChainCfg;
         }
     }
     else
     {
         _clusterChainCfg = (ITNRNetClusterChainSettings)((ClassificationTaskSettings)readoutUnitCfg.TaskCfg).ClusterChainCfg?.DeepClone();
         {
             if (_clusterChainCfg == null)
             {
                 _clusterChainCfg = taskDefaultsCfg.ClassificationClusterChainCfg;
             }
         }
     }
     _clusterChain = null;
     return;
 }
コード例 #3
0
ファイル: ReadoutLayer.cs プロジェクト: okozelsk/NET
 /// <summary>
 /// Resets the readout layer to its initial untrained state.
 /// </summary>
 public void Reset()
 {
     _predictorFeatureFilterCollection = null;
     _outputFeatureFilterCollection    = null;
     _predictorsMapper      = null;
     _readoutUnitCollection = new ReadoutUnit[ReadoutLayerCfg.ReadoutUnitsCfg.ReadoutUnitCfgCollection.Count];
     for (int i = 0; i < ReadoutLayerCfg.ReadoutUnitsCfg.ReadoutUnitCfgCollection.Count; i++)
     {
         ReadoutUnitSettings cfg = ReadoutLayerCfg.ReadoutUnitsCfg.ReadoutUnitCfgCollection[i];
         _readoutUnitCollection[i] = new ReadoutUnit(i, cfg, ReadoutLayerCfg.TaskDefaultsCfg);
     }
     _oneTakesAllGroupCollection = null;
     if (ReadoutLayerCfg.OneTakesAllGroupsCfg != null)
     {
         _oneTakesAllGroupCollection = new OneTakesAllGroup[ReadoutLayerCfg.OneTakesAllGroupsCfg.OneTakesAllGroupCfgCollection.Count];
         for (int i = 0; i < ReadoutLayerCfg.OneTakesAllGroupsCfg.OneTakesAllGroupCfgCollection.Count; i++)
         {
             OneTakesAllGroupSettings cfg = ReadoutLayerCfg.OneTakesAllGroupsCfg.OneTakesAllGroupCfgCollection[i];
             _oneTakesAllGroupCollection[i] = new OneTakesAllGroup(i, cfg, ReadoutLayerCfg.GetOneTakesAllGroupMemberRUnitIndexes(cfg.Name));
         }
     }
     Trained = false;
     ResetProgressTracking();
     return;
 }
コード例 #4
0
ファイル: ReadoutLayerSettings.cs プロジェクト: lulzzz/NET
            //Methods
            /// <summary>
            /// See the base.
            /// </summary>
            public override bool Equals(object obj)
            {
                if (obj == null)
                {
                    return(false);
                }
                ReadoutUnitSettings cmpSettings = obj as ReadoutUnitSettings;

                if (Name != cmpSettings.Name ||
                    TaskType != cmpSettings.TaskType ||
                    NetType != cmpSettings.NetType ||
                    !Equals(NetSettings, cmpSettings.NetSettings) ||
                    !Equals(OutputRange, cmpSettings.OutputRange)
                    )
                {
                    return(false);
                }
                return(true);
            }
コード例 #5
0
ファイル: ReadoutLayerSettings.cs プロジェクト: lulzzz/NET
 /// <summary>
 /// Copy constructor
 /// </summary>
 /// <param name="source">Source instance</param>
 public ReadoutUnitSettings(ReadoutUnitSettings source)
 {
     Name        = source.Name;
     TaskType    = source.TaskType;
     NetType     = source.NetType;
     NetSettings = null;
     OutputRange = null;
     if (source.NetSettings != null)
     {
         if (source.NetSettings.GetType() == typeof(FeedForwardNetworkSettings))
         {
             NetSettings = ((FeedForwardNetworkSettings)(source.NetSettings)).DeepClone();
         }
         else
         {
             NetSettings = ((ParallelPerceptronSettings)(source.NetSettings)).DeepClone();
         }
         OutputRange = source.OutputRange.DeepClone();
     }
     return;
 }
コード例 #6
0
ファイル: ReadoutUnitSettings.cs プロジェクト: okozelsk/NET
 /// <summary>
 /// The copy constructor.
 /// </summary>
 /// <param name="source">The source instance.</param>
 public ReadoutUnitSettings(ReadoutUnitSettings source)
     : this(source.Name, source.TaskCfg)
 {
     return;
 }