From c536502e4266e5d3a6b85241ee38e596554d06af Mon Sep 17 00:00:00 2001 From: Adrian Hesketh Date: Mon, 26 Jan 2015 12:21:52 +0000 Subject: [PATCH 1/3] Added SparseMLData type The SparseMLData type is much more memory efficient for sparse arrays, e.g. bag of words. --- .gitignore | 3 +- .../ConsoleExamples.v2.ncrunchproject | 25 ++ .../9af2f0f579e04df6877c51a57019b570 | Bin 0 -> 16276 bytes .../encog-core-cs.crunchsolution.cache | Bin 0 -> 2642684 bytes encog-core-cs.sln | 12 +- encog-core-cs.v2.ncrunchsolution | 14 + encog-core-cs/ML/Data/Basic/BasicMLData.cs | 30 +- .../ML/Data/Basic/BasicMLDataCentroid.cs | 23 +- .../ML/Data/Basic/BasicMLDataPair.cs | 5 +- .../ML/Data/Basic/BasicMLDataPairCentroid.cs | 15 +- .../ML/Data/IHasArithimeticOperations.cs | 10 + encog-core-cs/ML/Data/IMLData.cs | 10 +- encog-core-cs/ML/Data/Sparse/SparseMLData.cs | 324 ++++++++++++++++++ encog-core-cs/ML/KMeans/BasicCluster.cs | 2 +- encog-core-cs/ML/KMeans/KMeansClustering.cs | 9 +- encog-core-cs/encog-core-cs.csproj | 2 + encog-core-cs/encog-core-cs.v2.ncrunchproject | 25 ++ .../App/Analyst/TestAnalystRegression.cs | 1 + .../App/Analyst/TestEncogAnalyst.cs | 7 + encog-core-test/App/CSV/TestBalanceCSV.cs | 2 + .../App/CSV/TestNinjaFileConvert.cs | 1 + .../App/CSV/TestNinjaStreamWriter.cs | 1 + encog-core-test/App/CSV/TestSegregateCSV.cs | 2 + .../ML/Data/Market/TestMarketData.cs | 1 + .../ML/Data/Sparse/SparseMLDataTests.cs | 210 ++++++++++++ .../ML/Data/Specific/TestSQLDataSet.cs | 1 + encog-core-test/encog-core-test.csproj | 1 + .../encog-core-test.v2.ncrunchproject | 69 ++++ 28 files changed, 767 insertions(+), 38 deletions(-) create mode 100644 ConsoleExamples/ConsoleExamples.v2.ncrunchproject create mode 100644 _NCrunch_encog-core-cs/StoredText/9af2f0f579e04df6877c51a57019b570 create mode 100644 _NCrunch_encog-core-cs/encog-core-cs.crunchsolution.cache create mode 100644 encog-core-cs.v2.ncrunchsolution create mode 100644 encog-core-cs/ML/Data/IHasArithimeticOperations.cs create mode 100644 encog-core-cs/ML/Data/Sparse/SparseMLData.cs create mode 100644 encog-core-cs/encog-core-cs.v2.ncrunchproject create mode 100644 encog-core-test/ML/Data/Sparse/SparseMLDataTests.cs create mode 100644 encog-core-test/encog-core-test.v2.ncrunchproject diff --git a/.gitignore b/.gitignore index 8ccd396f..168a2c05 100644 --- a/.gitignore +++ b/.gitignore @@ -38,4 +38,5 @@ QuickConsoleTests/Program.cs encog-core-cs.sln.vsdoc EncogCmd/EncogCmd.csproj.vs10x encog-core-cs/encog-core-cs.vsdoc -encog-core-cs.5.1.ReSharper.user.orig \ No newline at end of file +encog-core-cs.5.1.ReSharper.user.orig +_NCrunch_encog-core-cs/StoredText/f643ea7f5d934291af40cc940cd7d68a \ No newline at end of file diff --git a/ConsoleExamples/ConsoleExamples.v2.ncrunchproject b/ConsoleExamples/ConsoleExamples.v2.ncrunchproject new file mode 100644 index 00000000..ad562c2d --- /dev/null +++ b/ConsoleExamples/ConsoleExamples.v2.ncrunchproject @@ -0,0 +1,25 @@ + + 1000 + false + false + false + true + false + false + false + false + false + true + true + false + true + true + true + 60000 + + + + AutoDetect + STA + x86 + \ No newline at end of file diff --git a/_NCrunch_encog-core-cs/StoredText/9af2f0f579e04df6877c51a57019b570 b/_NCrunch_encog-core-cs/StoredText/9af2f0f579e04df6877c51a57019b570 new file mode 100644 index 0000000000000000000000000000000000000000..74a721beeec94215b5521bbc153ecd6a878411de GIT binary patch literal 16276 zcmajmQEnsK4TNDm2gn}o1`>=t_IMm1k6BNE?EfMC=?|d~*U#&>pN~I3{`7di zwSB*?{e4~a>w3Olk6%w;@0aE8%bxAe#rE^MI-Bq7>|ak0-;eL>_3LT-vD%81)z{_a z;~6bqVt4N6Vk^3z&kWiBex4^5(Xjos*t+iHy5j5l`E|wmdA;}Z$K{9Z*JA73LF@Zz z;Wys0{k__{%C#R)%eN;^(8~6EwH4{dh1UCJ>txUO>-V>3%x~9kckEEhU(YMW`r~^3 zzH-Xn5c%oWrj^%1s zo;ngf;^sB$ zjbkjJt=@R`<7w}+;mO7_?C_|!@I>WxX*|Kb`&#K;{LsN)Pdk=yAM1@}wCC%JQl^*& z!8lgr{(gV<+w&wi>t!*>S@!i7{%+P{lsOg94HOJ_!dwUK)}Q~efcWS2fcM0`F|B;# ziw@UII&7lec%~2K3S+oaP#mA$faiVGIvCdRO|;c}nDT!4-K?<_-mw*PbS181DfBn% z&*!;(G=0SV(gfZ%Yg}mJrH7b8!Q&ZyxU*JSir`#miNmy{r8DjBdB&Pe*vTH#)LbRx z&GUA)>t@<~J@GQXW=cc!-dZ=xQ^acC8O}_owM(`CT4pKel~l=jP+_!-w;gKir$(K6kc=?yc3evqONddOfCoTru5S<0#!qm#8^CGMC~S@AuX^P|mbe)Tuhu zV+*~wx5i^9t1y2wEi&%?7{3y?OqejJw@3SF`yjenV@AJklxakVk zsUv-;-loc(H8svku1@v|3!fMHJ=a{@3>3G@sd^nQlI-u<1~rv(D%_lmGjx8`$tH0h zy@=W1st)Z{Mxt@P$+p>JDbB*Uc_e$khrNvM?OCM6;!oo+huU`fJ?C_Wv&8C^LScdW zg}wLN**Zne5QBu*DwjslkbC=dL1&K#H4_C5DEfQeRWWQ+zqW0j#6DZ2Zn!^RWvd?! zs2s+(&!jaX-0ahs_T={7baJ{5rki~e0@pB5#l_HcF8_^tv~5jH!lhgM!M%qt4&>=X|@64id2{c0M23 zZ~O~wlL2e#Z~I+SEBlRq;?y_d#yijSp8{vU@h`n;qQik7ap=LcOMUL~V;^tjplYGn z#O(Zyf4C-U`9lzwc;Km-1I_JxoTpoA-j*o-l-&7xd9yEP^^>s&{$;r_4^pmHvuaS? 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zgVS}M&Uw>mS@gs!^2y`*0hsd%{mbVQ@4aX@G_4c{zt-JY<|33k`=!^gW literal 0 HcmV?d00001 diff --git a/encog-core-cs.sln b/encog-core-cs.sln index e3a192d1..adc9fb7b 100644 --- a/encog-core-cs.sln +++ b/encog-core-cs.sln @@ -1,6 +1,8 @@  -Microsoft Visual Studio Solution File, Format Version 11.00 -# Visual Studio 2010 +Microsoft Visual Studio Solution File, Format Version 12.00 +# Visual Studio 2013 +VisualStudioVersion = 12.0.30501.0 +MinimumVisualStudioVersion = 10.0.40219.1 Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "encog-core-cs", "encog-core-cs\encog-core-cs.csproj", "{AC6FADF9-0904-4EBD-B22C-1C787C7E7A95}" EndProject Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "ConsoleExamples", "ConsoleExamples\ConsoleExamples.csproj", "{A65A5878-6336-4ACF-9C40-540F8FAF2CC7}" @@ -15,9 +17,6 @@ Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "Solution Items", "Solution EndProjectSection EndProject Global - GlobalSection(TestCaseManagementSettings) = postSolution - CategoryFile = encog-core-cs.vsmdi - EndGlobalSection GlobalSection(SolutionConfigurationPlatforms) = preSolution Debug|Any CPU = Debug|Any CPU Debug|Mixed Platforms = Debug|Mixed Platforms @@ -61,4 +60,7 @@ Global GlobalSection(SolutionProperties) = preSolution HideSolutionNode = FALSE EndGlobalSection + GlobalSection(TestCaseManagementSettings) = postSolution + CategoryFile = encog-core-cs.vsmdi + EndGlobalSection EndGlobal diff --git a/encog-core-cs.v2.ncrunchsolution b/encog-core-cs.v2.ncrunchsolution new file mode 100644 index 00000000..f8e4ffac --- /dev/null +++ b/encog-core-cs.v2.ncrunchsolution @@ -0,0 +1,14 @@ + + 1 + false + true + true + UseDynamicAnalysis + UseStaticAnalysis + UseStaticAnalysis + UseStaticAnalysis + UseStaticAnalysis + Run all tests automatically:BFRydWU=;Run all tests manually:BUZhbHNl;Run impacted tests automatically, others manually (experimental!):CklzSW1wYWN0ZWQ=;Run pinned tests automatically, others manually:CElzUGlubmVk + + + \ No newline at end of file diff --git a/encog-core-cs/ML/Data/Basic/BasicMLData.cs b/encog-core-cs/ML/Data/Basic/BasicMLData.cs index 5d9d210e..20bfaced 100644 --- a/encog-core-cs/ML/Data/Basic/BasicMLData.cs +++ b/encog-core-cs/ML/Data/Basic/BasicMLData.cs @@ -32,7 +32,7 @@ namespace Encog.ML.Data.Basic /// data in an array. /// [Serializable] - public class BasicMLData: IMLDataModifiable + public class BasicMLData : IMLDataModifiable, IHasArithimeticOperations { protected double[] _data; @@ -42,12 +42,12 @@ public class BasicMLData: IMLDataModifiable /// The data to construct this object with. public BasicMLData(double[] d, bool copy = true) { - if(copy) - { - _data = new double[d.Length]; - EngineArray.ArrayCopy(d, _data); - } - else _data = d; + if (copy) + { + _data = new double[d.Length]; + EngineArray.ArrayCopy(d, _data); + } + else _data = d; } @@ -178,9 +178,15 @@ public IMLData Minus(IMLData o) return result; } - public void CopyTo(double[] target, int targetIndex, int count) - { - EngineArray.ArrayCopy(_data, 0, target, targetIndex, count); - } - } + ///

+ /// Copies the source data to the target array at the specified index. + /// + /// + /// + /// The maximum number of items to copy. + public void CopyTo(double[] target, int targetIndex, int count) + { + EngineArray.ArrayCopy(_data, 0, target, targetIndex, count); + } + } } diff --git a/encog-core-cs/ML/Data/Basic/BasicMLDataCentroid.cs b/encog-core-cs/ML/Data/Basic/BasicMLDataCentroid.cs index 143d93b6..d427f230 100644 --- a/encog-core-cs/ML/Data/Basic/BasicMLDataCentroid.cs +++ b/encog-core-cs/ML/Data/Basic/BasicMLDataCentroid.cs @@ -33,7 +33,7 @@ public class BasicMLDataCentroid : ICentroid /// /// The value this centroid is based on. /// - private readonly BasicMLData _value; + private readonly IMLDataModifiable _value; /// /// How many items have been added to the centroid. @@ -46,7 +46,7 @@ public class BasicMLDataCentroid : ICentroid /// The object to base the centroid on. public BasicMLDataCentroid(IMLData o) { - this._value = (BasicMLData)o.Clone(); + this._value = (IMLDataModifiable)o.Clone(); _size = 1; } @@ -54,7 +54,7 @@ public BasicMLDataCentroid(IMLData o) public void Add(IMLData d) { for (int i = 0; i < _value.Count; i++) - _value.Data[i] = ((_value.Data[i] * _size + d[i]) / (_size + 1)); + _value[i] = ((_value[i] * _size + d[i]) / (_size + 1)); _size++; } @@ -70,7 +70,7 @@ public void Remove(IMLData d) /// public double Distance(IMLData d) { - IMLData diff = _value.Minus(d); + IMLData diff = Minus(_value, d); double sum = 0.0; for (int i = 0; i < diff.Count; i++) @@ -78,5 +78,20 @@ public double Distance(IMLData d) return Math.Sqrt(sum); } + + private static IMLData Minus(IMLDataModifiable a, IMLData b) + { + if (a.Count != b.Count) + { + throw new EncogError("Counts must match."); + } + + var result = (IMLDataModifiable)Activator.CreateInstance(a.GetType(), a.Count); + + for (int i = 0; i < a.Count; i++) + result[i] = a[i] - b[i]; + + return result; + } } } diff --git a/encog-core-cs/ML/Data/Basic/BasicMLDataPair.cs b/encog-core-cs/ML/Data/Basic/BasicMLDataPair.cs index fbf579f8..4d1f9203 100644 --- a/encog-core-cs/ML/Data/Basic/BasicMLDataPair.cs +++ b/encog-core-cs/ML/Data/Basic/BasicMLDataPair.cs @@ -23,6 +23,7 @@ using System; using System.Text; using Encog.Util.KMeans; +using Encog.ML.Data.Sparse; namespace Encog.ML.Data.Basic { @@ -174,10 +175,6 @@ public double Significance /// public ICentroid CreateCentroid() { - if (!(Input is BasicMLData)) - { - throw new EncogError("The input data type of " + Input.GetType().Name + " must be BasicMLData."); - } return new BasicMLDataPairCentroid(this); } } diff --git a/encog-core-cs/ML/Data/Basic/BasicMLDataPairCentroid.cs b/encog-core-cs/ML/Data/Basic/BasicMLDataPairCentroid.cs index 19e84774..f9aa91ae 100644 --- a/encog-core-cs/ML/Data/Basic/BasicMLDataPairCentroid.cs +++ b/encog-core-cs/ML/Data/Basic/BasicMLDataPairCentroid.cs @@ -33,7 +33,7 @@ public class BasicMLDataPairCentroid : ICentroid /// /// The value the centroid is based on. /// - private readonly BasicMLData _value; + private readonly IMLDataModifiable _value; /// /// How many items have been added to the centroid. @@ -44,9 +44,15 @@ public class BasicMLDataPairCentroid : ICentroid /// Construct the centroid. /// /// The pair to base the centroid on. - public BasicMLDataPairCentroid(BasicMLDataPair o) + public BasicMLDataPairCentroid(IMLDataPair o) { - _value = (BasicMLData)o.Input.Clone(); + if(!(o.Input is IHasArithimeticOperations)) + { + throw new ArgumentException(string.Format("It is not possible to base a data pair centroid on data structures which don't have arithmetic operations. The failed type is {0}", + o.Input.GetType().FullName)); + } + + _value = (IMLDataModifiable)o.Input.Clone(); _size = 1; } @@ -61,7 +67,7 @@ public void Remove(IMLDataPair d) /// public double Distance(IMLDataPair d) { - IMLData diff = _value.Minus(d.Input); + IMLData diff = ((IHasArithimeticOperations)_value).Minus(d.Input); double sum = 0.0; for (int i = 0; i < diff.Count; i++) @@ -78,6 +84,5 @@ public void Add(IMLDataPair d) ((_value[i] * _size) + d.Input[i]) / (_size + 1); _size++; } - } } diff --git a/encog-core-cs/ML/Data/IHasArithimeticOperations.cs b/encog-core-cs/ML/Data/IHasArithimeticOperations.cs new file mode 100644 index 00000000..35bb536a --- /dev/null +++ b/encog-core-cs/ML/Data/IHasArithimeticOperations.cs @@ -0,0 +1,10 @@ +using System; +namespace Encog.ML.Data +{ + public interface IHasArithimeticOperations + { + IMLData Minus(IMLData o); + IMLData Plus(IMLData o); + IMLData Times(double d); + } +} diff --git a/encog-core-cs/ML/Data/IMLData.cs b/encog-core-cs/ML/Data/IMLData.cs index 0c5f7a34..58956181 100644 --- a/encog-core-cs/ML/Data/IMLData.cs +++ b/encog-core-cs/ML/Data/IMLData.cs @@ -47,12 +47,20 @@ public interface IMLData : ICloneable, ICentroidFactory void CopyTo(double[] target, int targetIndex, int count); } - public interface IMLDataModifiable: IMLData + /// + /// Used when it is possible to change the value of the underlying IMLData. + /// + public interface IMLDataModifiable : IMLData { /// /// Set the specified index. /// /// The index to access. new double this[int x] { get; set; } + + /// + /// Constructs an array of the data which is used to construct the object. + /// + double[] Data { get; } } } diff --git a/encog-core-cs/ML/Data/Sparse/SparseMLData.cs b/encog-core-cs/ML/Data/Sparse/SparseMLData.cs new file mode 100644 index 00000000..620ad363 --- /dev/null +++ b/encog-core-cs/ML/Data/Sparse/SparseMLData.cs @@ -0,0 +1,324 @@ +// +// Encog(tm) Core v3.3 - .Net Version +// http://www.heatonresearch.com/encog/ +// +// Copyright 2008-2014 Heaton Research, Inc. +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. +// +// For more information on Heaton Research copyrights, licenses +// and trademarks visit: +// http://www.heatonresearch.com/copyright +// +using System; +using System.Text; +using Encog.Util; +using Encog.Util.KMeans; +using System.Collections.Generic; +using System.Linq; +using System.Collections; +using Encog.ML.Data.Basic; + +namespace Encog.ML.Data.Sparse +{ + /// + /// Basic implementation of the NeuralData interface that stores the + /// data in an sparse vector. + /// + [Serializable] + public class SparseMLData : IMLDataModifiable, IEnumerable, IHasArithimeticOperations + { + /// + /// Stores the data, but looked up in a dictionary instead of an array. + /// For arrays where most of the values are default, this will save RAM. + /// + protected Dictionary SparseData = new Dictionary(); + + /// + public int Count { get; set; } + + /// + /// The default value of the sparse vector (defaults to 1.0d). Data which has this + /// value is not stored, so the correct choice is whichever value is most common + /// in the data set. + /// + protected double DefaultValue { get; set; } + + /// + /// A measure of how sparse the vector is, lower values mean that it is sparser. + /// For example, if there are 4 values in the vector, but 2 are the default value, + /// 0.5 will be returned. If there are 4 values in the vector, but 3 are the default + /// value, 0.25 will be returned. + /// + public double FillPercentage + { + get + { + return this.Count == 0 ? 0d : this.SparseData.Count / (double)this.Count; + } + } + + /// + /// Creates an instance of the SparseML data type, initializing the underling data + /// and optionally specifiying the default value for data. Data which has the default value is not stored. + /// + public SparseMLData(IEnumerable data, double defaultValue = 0d) + : this(defaultValue) + { + this.DefaultValue = defaultValue; + this.AddRange(data); + } + + /// + /// Creates an instance of the SparseML data type, specifiying the default value for + /// data. Data which has the default value is not stored. + /// + public SparseMLData(double defaultValue) + : this() + { + this.DefaultValue = defaultValue; + } + + /// + /// Creates a default instance of the SparseML data type. + /// + public SparseMLData() + { + } + + /// + /// Construct this object with blank data and a specified size. + /// + /// The amount of data to store. + public SparseMLData(int size, double defaultValue = 0d) + : this(defaultValue) + { + this.Count = size; + } + + /// + /// Add data to the underlying dictionary. + /// + /// + public void Add(double item) + { + if (item != this.DefaultValue) + { + this.SparseData.Add(this.Count, item); + } + this.Count++; + } + + /// + /// Add data to the underlying dictionary. + /// + /// + public void Add(params double[] items) + { + AddRange(items); + } + + /// + /// Add data to the underlying dictionary. + /// + /// + public void AddRange(IEnumerable items) + { + foreach (var item in items) + { + this.Add(item); + } + } + + /// + /// Access the data by index. + /// + /// The index to access. + /// + public double this[int index] + { + get + { + if (this.SparseData.ContainsKey(index)) + { + return this.SparseData[index]; + } + else + { + return this.DefaultValue; + } + } + set + { + if (this.SparseData.ContainsKey(index)) + { + this.SparseData[index] = value; + } + else + { + this.SparseData.Add(index, value); + } + } + } + + /// + /// Enumerates through the values. + /// + /// + public IEnumerator GetEnumerator() + { + return this.Enumerate().GetEnumerator(); + } + + /// + /// Enumerates through the values. + /// + /// + IEnumerator IEnumerable.GetEnumerator() + { + return GetEnumerator(); + } + + private IEnumerable Enumerate() + { + for (int i = 0; i < this.Count; i++) + { + yield return this[i]; + } + } + + /// + /// Get the data as an array. + /// + public virtual double[] Data + { + get { return this.ToArray(); } + } + + /// + /// Convert the object to a string. + /// + /// The object as a string. + public override string ToString() + { + var result = new StringBuilder("["); + foreach (var iv in this.Select((value, index) => new { value, index })) + { + if (iv.index > 0) + { + result.Append(','); + } + result.Append(iv.value); + } + result.Append(']'); + return result.ToString(); + } + + /// + /// Clone this object. + /// + /// A clone of this object. + public object Clone() + { + var result = new SparseMLData(this, this.DefaultValue); + return result; + } + + /// + /// Clear to zero. + /// + public void Clear() + { + this.SparseData.Clear(); + this.Count = 0; + } + + /// + public ICentroid CreateCentroid() + { + return new BasicMLDataCentroid(this); + } + + /// + /// Add one data element to another. This does not modify the object. + /// + /// The other data element + /// The result. + public IMLData Plus(IMLData o) + { + if (Count != o.Count) + throw new EncogError("Lengths must match."); + + var result = new SparseMLData(this.Count, this.DefaultValue); + for (int i = 0; i < Count; i++) + result[i] = this[i] + o[i]; + + return result; + } + + /// + /// Multiply one data element with another. This does not modify the object. + /// + /// The other data element + /// The result. + public IMLData Times(double d) + { + var result = new SparseMLData(this.Count, this.DefaultValue); + + for (int i = 0; i < Count; i++) + result[i] = this[i] * d; + + return result; + } + + /// + /// Subtract one data element from another. This does not modify the object. + /// + /// The other data element + /// The result. + public IMLData Minus(IMLData o) + { + if (Count != o.Count) + throw new EncogError("Counts must match."); + + var result = new SparseMLData(this.Count, this.DefaultValue); + for (int i = 0; i < Count; i++) + result[i] = this[i] - o[i]; + + return result; + } + + /// + /// Copies the source data to the target array at the specified index. + /// + /// + /// + /// The maximum number of items to copy. + public void CopyTo(double[] target, int targetIndex, int count) + { + int position = targetIndex; + int copyCount = 0; + foreach (var d in this) + { + target[position] = d; + position++; + copyCount++; + + if (copyCount == count) + { + break; + } + } + } + } +} diff --git a/encog-core-cs/ML/KMeans/BasicCluster.cs b/encog-core-cs/ML/KMeans/BasicCluster.cs index b89198ac..037a82f5 100644 --- a/encog-core-cs/ML/KMeans/BasicCluster.cs +++ b/encog-core-cs/ML/KMeans/BasicCluster.cs @@ -42,7 +42,7 @@ public class BasicCluster : IMLCluster /// Construct a cluster from another. /// /// The other cluster. - public BasicCluster(Cluster cluster) + public BasicCluster(Cluster cluster) { Centroid = (BasicMLDataPairCentroid) cluster.Centroid(); foreach (IMLDataPair pair in cluster.Contents) diff --git a/encog-core-cs/ML/KMeans/KMeansClustering.cs b/encog-core-cs/ML/KMeans/KMeansClustering.cs index 05a23692..661c44f6 100644 --- a/encog-core-cs/ML/KMeans/KMeansClustering.cs +++ b/encog-core-cs/ML/KMeans/KMeansClustering.cs @@ -46,7 +46,7 @@ public class KMeansClustering : IMLClustering /// /// The kmeans utility. /// - private readonly KMeansUtil _kmeans; + private readonly KMeansUtil _kmeans; /// /// The clusters @@ -60,13 +60,13 @@ public class KMeansClustering : IMLClustering /// The dataset to cluster. public KMeansClustering(int theK, IMLDataSet theSet) { - IList list = new List(); + var list = new List(); foreach (IMLDataPair pair in theSet) { - list.Add((BasicMLDataPair) pair); + list.Add(pair); } _k = theK; - _kmeans = new KMeansUtil(_k, list as IList); + _kmeans = new KMeansUtil(_k, list as IList); } #region IMLClustering Members @@ -96,7 +96,6 @@ public void Iteration(int count) } } - /// /// The clusters. /// diff --git a/encog-core-cs/encog-core-cs.csproj b/encog-core-cs/encog-core-cs.csproj index bfc3558a..e196208b 100644 --- a/encog-core-cs/encog-core-cs.csproj +++ b/encog-core-cs/encog-core-cs.csproj @@ -333,6 +333,7 @@ + @@ -376,6 +377,7 @@ + diff --git a/encog-core-cs/encog-core-cs.v2.ncrunchproject b/encog-core-cs/encog-core-cs.v2.ncrunchproject new file mode 100644 index 00000000..ad562c2d --- /dev/null +++ b/encog-core-cs/encog-core-cs.v2.ncrunchproject @@ -0,0 +1,25 @@ + + 1000 + false + false + false + true + false + false + false + false + false + true + true + false + true + true + true + 60000 + + + + AutoDetect + STA + x86 + \ No newline at end of file diff --git a/encog-core-test/App/Analyst/TestAnalystRegression.cs b/encog-core-test/App/Analyst/TestAnalystRegression.cs index d3a329e7..b30892c7 100644 --- a/encog-core-test/App/Analyst/TestAnalystRegression.cs +++ b/encog-core-test/App/Analyst/TestAnalystRegression.cs @@ -38,6 +38,7 @@ public class TestAnalystRegression public TempDir TEMP_DIR = new TempDir(); [TestMethod] + [TestCategory("Integration")] public void TestRegression() { FileInfo rawFile = TEMP_DIR.CreateFile("simple.csv"); diff --git a/encog-core-test/App/Analyst/TestEncogAnalyst.cs b/encog-core-test/App/Analyst/TestEncogAnalyst.cs index 2e7acae4..b9499629 100644 --- a/encog-core-test/App/Analyst/TestEncogAnalyst.cs +++ b/encog-core-test/App/Analyst/TestEncogAnalyst.cs @@ -29,6 +29,7 @@ namespace Encog.App.Analyst public class TestEncogAnalyst { [TestMethod] + [TestCategory("Integration")] public void TestIrisClassificationFF() { var test = new AnalystTestingUtility("Encog.Resources.iris.csv"); @@ -52,6 +53,7 @@ public void TestIrisClassificationFF() } [TestMethod] + [TestCategory("Integration")] public void TestEuroIrisClassificationFF() { var test = new AnalystTestingUtility("Encog.Resources.iris-euro.csv"); @@ -76,6 +78,7 @@ public void TestEuroIrisClassificationFF() } [TestMethod] + [TestCategory("Integration")] public void TestIrisRegressionFF() { var test = new AnalystTestingUtility("Encog.Resources.iris.csv"); @@ -99,6 +102,7 @@ public void TestIrisRegressionFF() } [TestMethod] + [TestCategory("Integration")] public void TestIrisClassificationSVM() { var test = new AnalystTestingUtility("Encog.Resources.iris.csv"); @@ -122,6 +126,7 @@ public void TestIrisClassificationSVM() } [TestMethod] + [TestCategory("Integration")] public void TestIrisClassificationPNN() { var test = new AnalystTestingUtility("Encog.Resources.iris.csv"); @@ -145,6 +150,7 @@ public void TestIrisClassificationPNN() } [TestMethod] + [TestCategory("Integration")] public void TestIrisClassificationBayes() { var test = new AnalystTestingUtility("Encog.Resources.iris.csv"); @@ -168,6 +174,7 @@ public void TestIrisClassificationBayes() } [TestMethod] + [TestCategory("Integration")] public void TestIrisSOM() { var test = new AnalystTestingUtility("Encog.Resources.iris.csv"); diff --git a/encog-core-test/App/CSV/TestBalanceCSV.cs b/encog-core-test/App/CSV/TestBalanceCSV.cs index cc341287..99248e12 100644 --- a/encog-core-test/App/CSV/TestBalanceCSV.cs +++ b/encog-core-test/App/CSV/TestBalanceCSV.cs @@ -54,6 +54,7 @@ public void GenerateTestFile(bool header) file.Close(); } + [TestCategory("Integration")] [TestMethod] public void TestBalanceCSVHeaders() { @@ -79,6 +80,7 @@ public void TestBalanceCSVHeaders() OutputName.Delete(); } + [TestCategory("Integration")] [TestMethod] public void TestBalanceCSVNoHeaders() { diff --git a/encog-core-test/App/CSV/TestNinjaFileConvert.cs b/encog-core-test/App/CSV/TestNinjaFileConvert.cs index d04b4500..8be24f6f 100644 --- a/encog-core-test/App/CSV/TestNinjaFileConvert.cs +++ b/encog-core-test/App/CSV/TestNinjaFileConvert.cs @@ -53,6 +53,7 @@ public void GenerateTestFileHeadings(bool header) } [TestMethod] + [TestCategory("Integration")] public void TestConvert() { GenerateTestFileHeadings(true); diff --git a/encog-core-test/App/CSV/TestNinjaStreamWriter.cs b/encog-core-test/App/CSV/TestNinjaStreamWriter.cs index d68e0d15..1e1979ff 100644 --- a/encog-core-test/App/CSV/TestNinjaStreamWriter.cs +++ b/encog-core-test/App/CSV/TestNinjaStreamWriter.cs @@ -35,6 +35,7 @@ public class TestNinjaStreamWriter public static readonly TempDir TempDir = new TempDir(); public readonly FileInfo OutputName = TempDir.CreateFile("test2.csv"); + [TestCategory("Integration")] [TestMethod] public void TestWrite() { diff --git a/encog-core-test/App/CSV/TestSegregateCSV.cs b/encog-core-test/App/CSV/TestSegregateCSV.cs index 8548c5c8..73f7739e 100644 --- a/encog-core-test/App/CSV/TestSegregateCSV.cs +++ b/encog-core-test/App/CSV/TestSegregateCSV.cs @@ -55,6 +55,7 @@ public void GenerateTestFileHeadings(bool header) } [TestMethod] + [TestCategory("Integration")] public void TestFilterCSVHeaders() { GenerateTestFileHeadings(true); @@ -84,6 +85,7 @@ public void TestFilterCSVHeaders() } [TestMethod] + [TestCategory("Integration")] public void TestFilterCSVNoHeaders() { GenerateTestFileHeadings(false); diff --git a/encog-core-test/ML/Data/Market/TestMarketData.cs b/encog-core-test/ML/Data/Market/TestMarketData.cs index 25a894e3..497b15ea 100644 --- a/encog-core-test/ML/Data/Market/TestMarketData.cs +++ b/encog-core-test/ML/Data/Market/TestMarketData.cs @@ -32,6 +32,7 @@ namespace Encog.ML.Data.Market public class TestMarketData { [TestMethod] + [TestCategory("Integration")] public void MarketData() { IMarketLoader loader = new YahooFinanceLoader(); diff --git a/encog-core-test/ML/Data/Sparse/SparseMLDataTests.cs b/encog-core-test/ML/Data/Sparse/SparseMLDataTests.cs new file mode 100644 index 00000000..c53b89fe --- /dev/null +++ b/encog-core-test/ML/Data/Sparse/SparseMLDataTests.cs @@ -0,0 +1,210 @@ +using Microsoft.VisualStudio.TestTools.UnitTesting; +using System; +using System.Collections; +using System.Collections.Generic; +using System.Linq; +using System.Text; + +namespace Encog.ML.Data.Sparse +{ + [TestClass] + public class SparseMLDataTests + { + [TestMethod] + public void TheConstructorCopiesDataToTheObject() + { + var data = new double[] { 1.0d, 2.0d, 3.0d, 0d }; + var vector = new SparseMLData(data); + + ShouldContainInOrder(vector, data); + Assert.AreEqual(vector.Count, 4, "there are 4 items in the array"); + } + + [TestMethod] + public void OnlyNonDefaultValuesAreStored() + { + var expected = new double[] { 1.0d, 2.0d, 3.0d, 4.0d, 0d, 0d, 0d, 0d }; + var vector = new SparseMLData(); + vector.AddRange(expected); + Assert.AreEqual(vector.FillPercentage, 0.5d); + + ShouldContainInOrder(vector, expected); + } + + [TestMethod] + public void ItIsPossibleToAddItemsToASparseMLData() + { + var vector = new SparseMLData(); + Assert.AreEqual(vector.Count, 0); + vector.Add(1.0d); + Assert.AreEqual(vector.Count(), 1); + Assert.AreEqual(vector.First(), 1.0d); + } + + [TestMethod] + public void ItIsPossibleToClearASparseMLData() + { + var vector = new SparseMLData(); + vector.Add(1.0d); + vector.Clear(); + Assert.AreEqual(vector.Count, 0); + vector.Add(2.0d); + Assert.AreEqual(vector.Count(), 1); + Assert.AreEqual(vector.First(), 2.0d); + } + + [TestMethod] + public void ItIsPossibleToCheckTheContentsOfASparseMLData() + { + var vector = new SparseMLData(); + vector.Add(1.0d, 2.0d, 3.0d); + Assert.IsTrue(vector.Contains(1.0d)); + Assert.IsTrue(vector.Contains(2.0d)); + Assert.IsTrue(vector.Contains(3.0d)); + Assert.IsFalse(vector.Contains(4.0d)); + } + + [TestMethod] + public void ItIsPossibleToCopyTheSparseMLDataToAnArray() + { + var expected = new double[] { 0d, 1.0d, 0d, 2.0d, 0d, 3.0d, 0d }; + + var vector = new SparseMLData(); + vector.AddRange(expected.Skip(1)); + + var actual = new double[7]; + + vector.CopyTo(actual, 1, vector.Count); + + // we copied the 6 elements from the vector over to the array, starting at index 1 + ShouldContainInOrder(actual, expected); + } + + [TestMethod] + public void ItIsPossibleToUpdateDataUsingTheIndexer() + { + var vector = new SparseMLData(); + vector.Add(1.0d); + vector[0] = 2.0d; + Assert.AreEqual(vector[0], 2.0d); + } + + [TestMethod] + public void ItIsPossibleToUpdateSparseDataUsingTheIndexer() + { + var vector = new SparseMLData(); + vector.Add(1.0d, 0.0d); + Assert.AreEqual(vector.FillPercentage, 0.5d); + vector[1] = 2.0d; + Assert.AreEqual(vector.FillPercentage, 1d); + Assert.AreEqual(vector[1], 2.0d); + } + + private void ShouldContainInOrder(IEnumerable actual, IEnumerable expected) + { + var arrayActual = actual.ToArray(); + var arrayExpected = expected.ToArray(); + + Assert.AreEqual(arrayExpected.Length, arrayActual.Length, "Expected the array to contain {0} items, but it actually contained {1} items", + arrayExpected.Length, + arrayActual.Length); + + var stringActual = CreateArrayString(arrayActual); + var stringExpected = CreateArrayString(arrayExpected); + + Assert.AreEqual(stringExpected, stringActual, "Expected {0} but found {1}", stringExpected, stringActual); + } + + public string CreateArrayString(IEnumerable data) + { + return "{ " + string.Join(", ", data.Select(a => a.ToString())) + " }"; + } + + [TestMethod] + public void ItIsPossibleToCreateAnEmptySparseMLData() + { + var data = new SparseMLData(20, 1.4d); + Assert.AreEqual(data.Count, 20); + Assert.IsTrue(data.All(d => d == 1.4d)); + } + + [TestMethod] + public void DataIsAccessible() + { + var data = new SparseMLData(new double[] { 1.0d, 2.0d }); + Assert.AreEqual(data.Data.Length, 2); + Assert.AreEqual(data.Data[0], 1.0d); + } + + [TestMethod] + public void ItIsPossibleToCloneAnObject() + { + var a = new SparseMLData(new double[] { 1.0d, 2.0d }); + var b = a.Clone() as SparseMLData; + + ShouldContainInOrder(a.Data, b.Data); + + Assert.AreNotSame(a, b); + } + + [TestMethod] + public void ItIsPossibleToEnumerateTheDataUsingTheNonGenericEnumerator() + { + var a = new SparseMLData(new double[] { 1.0d, 2.0d }); + + var enumerator = ((IEnumerable)a).GetEnumerator(); + enumerator.MoveNext(); + Assert.AreEqual(enumerator.Current.GetType(), typeof(double)); + } + + [TestMethod] + public void ItIsPossibleToCreateACentroid() + { + var a = new SparseMLData(new double[] { 1.0d, 2.0d }); + a.CreateCentroid(); + } + + [TestMethod] + public void ItIsPossibleToAddTwoSetsOfDataTogether() + { + var a = new SparseMLData(new double[] { 1.0d, 2.0d }); + var b = new SparseMLData(new double[] { 1.0d, 3.0d }); + + var expected = new double[] { 2.0d, 5.0d }; + var actual = (a.Plus(b) as SparseMLData).ToArray(); + + ShouldContainInOrder(actual, expected); + } + + [TestMethod] + public void ItIsPossibleToMultiplyData() + { + var a = new SparseMLData(new double[] { 1.0d, 2.0d }); + + var expected = new double[] { 2.0d, 4.0d }; + var actual = (a.Times(2) as SparseMLData).ToArray(); + + ShouldContainInOrder(actual, expected); + } + + [TestMethod] + public void ItIsPossibleToSubtractTwoSetsOfDataTogether() + { + var a = new SparseMLData(new double[] { 1.0d, 3.0d }); + var b = new SparseMLData(new double[] { 1.0d, 2.0d }); + + var expected = new double[] { 0.0d, 1.0d }; + var actual = (a.Minus(b) as SparseMLData).ToArray(); + + ShouldContainInOrder(actual, expected); + } + + [TestMethod] + public void ItIsPossibleToGetAStringRepresentationOfTheData() + { + var a = new SparseMLData(new double[] { 1.1d, 3.1d }); + var expected = "[1.1,3.1]"; + Assert.AreEqual(expected, a.ToString()); + } + } +} diff --git a/encog-core-test/ML/Data/Specific/TestSQLDataSet.cs b/encog-core-test/ML/Data/Specific/TestSQLDataSet.cs index 90e925ea..e5de651e 100644 --- a/encog-core-test/ML/Data/Specific/TestSQLDataSet.cs +++ b/encog-core-test/ML/Data/Specific/TestSQLDataSet.cs @@ -30,6 +30,7 @@ namespace Encog.ML.Data.Specific public class TestSQLDataSet { [TestMethod] + [TestCategory("Integration")] public void SQLDataSet() { int bits = IntPtr.Size*8; diff --git a/encog-core-test/encog-core-test.csproj b/encog-core-test/encog-core-test.csproj index 55d0bc06..0eb86658 100644 --- a/encog-core-test/encog-core-test.csproj +++ b/encog-core-test/encog-core-test.csproj @@ -85,6 +85,7 @@ + diff --git a/encog-core-test/encog-core-test.v2.ncrunchproject b/encog-core-test/encog-core-test.v2.ncrunchproject new file mode 100644 index 00000000..bd9766d8 --- /dev/null +++ b/encog-core-test/encog-core-test.v2.ncrunchproject @@ -0,0 +1,69 @@ + + 1000 + false + false + false + true + false + false + false + false + false + true + true + false + true + true + true + 60000 + + + + AutoDetect + STA + x86 + + + Encog.ML.Data.Market.TestMarketData.MarketData + + + Encog.ML.Data.Specific.TestSQLDataSet.SQLDataSet + + + Encog.App.Analyst.TestAnalystRegression.TestRegression + + + Encog.App.Analyst.TestEncogAnalyst.TestEuroIrisClassificationFF + + + Encog.App.Analyst.TestEncogAnalyst.TestIrisClassificationBayes + + + Encog.App.Analyst.TestEncogAnalyst.TestIrisClassificationFF + + + Encog.App.Analyst.TestEncogAnalyst.TestIrisClassificationPNN + + + Encog.App.Analyst.TestEncogAnalyst.TestIrisClassificationSVM + + + Encog.App.Analyst.TestEncogAnalyst.TestIrisRegressionFF + + + Encog.App.Analyst.TestEncogAnalyst.TestIrisSOM + + + Encog.App.CSV.TestBalanceCSV.TestBalanceCSVHeaders + + + Encog.App.CSV.TestBalanceCSV.TestBalanceCSVNoHeaders + + + Encog.App.CSV.TestNinjaFileConvert.TestConvert + + + Encog.App.CSV.TestNinjaStreamWriter.TestWrite + + + \ No newline at end of file From f0ec9b5407d6a92a17839c039068f6523670f6b6 Mon Sep 17 00:00:00 2001 From: Adrian Hesketh Date: Mon, 26 Jan 2015 12:30:55 +0000 Subject: [PATCH 2/3] Removed NCrunch files Also set some more tests with an "Integration" category. The integration tests cannot run in parallel because they rely on the file system. --- .gitignore | 4 ++-- encog-core-test/Persist/TestPersistEPLPopulation.cs | 2 ++ 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/.gitignore b/.gitignore index 168a2c05..aea143bd 100644 --- a/.gitignore +++ b/.gitignore @@ -13,6 +13,7 @@ encog-core-cs/bin/ encog-core-cs/obj/ encog-core-test/bin/ encog-core-test/obj/ +_NCrunch_encog-core-cs/ encog-core-cs.5.1.ReSharper.user EncogCmd/VSdoc/EncogCmd.hhc @@ -38,5 +39,4 @@ QuickConsoleTests/Program.cs encog-core-cs.sln.vsdoc EncogCmd/EncogCmd.csproj.vs10x encog-core-cs/encog-core-cs.vsdoc -encog-core-cs.5.1.ReSharper.user.orig -_NCrunch_encog-core-cs/StoredText/f643ea7f5d934291af40cc940cd7d68a \ No newline at end of file +encog-core-cs.5.1.ReSharper.user.orig \ No newline at end of file diff --git a/encog-core-test/Persist/TestPersistEPLPopulation.cs b/encog-core-test/Persist/TestPersistEPLPopulation.cs index b93545b7..f5ce2cfa 100644 --- a/encog-core-test/Persist/TestPersistEPLPopulation.cs +++ b/encog-core-test/Persist/TestPersistEPLPopulation.cs @@ -61,6 +61,7 @@ private PrgPopulation Create() } [TestMethod] + [TestCategory("Integration")] public void TestPersistEG() { PrgPopulation pop = Create(); @@ -70,6 +71,7 @@ public void TestPersistEG() } [TestMethod] + [TestCategory("Integration")] public void testPersistSerial() { PrgPopulation pop = Create(); From 546097aebeb84582fc493237cbd1c34d588e0ec8 Mon Sep 17 00:00:00 2001 From: Adrian Hesketh Date: Mon, 26 Jan 2015 12:53:00 +0000 Subject: [PATCH 3/3] Removed NCrunch files --- .../9af2f0f579e04df6877c51a57019b570 | Bin 16276 -> 0 bytes .../encog-core-cs.crunchsolution.cache | Bin 2642684 -> 0 bytes 2 files changed, 0 insertions(+), 0 deletions(-) delete mode 100644 _NCrunch_encog-core-cs/StoredText/9af2f0f579e04df6877c51a57019b570 delete mode 100644 _NCrunch_encog-core-cs/encog-core-cs.crunchsolution.cache diff --git a/_NCrunch_encog-core-cs/StoredText/9af2f0f579e04df6877c51a57019b570 b/_NCrunch_encog-core-cs/StoredText/9af2f0f579e04df6877c51a57019b570 deleted file mode 100644 index 74a721beeec94215b5521bbc153ecd6a878411de..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 16276 zcmajmQEnsK4TNDm2gn}o1`>=t_IMm1k6BNE?EfMC=?|d~*U#&>pN~I3{`7di zwSB*?{e4~a>w3Olk6%w;@0aE8%bxAe#rE^MI-Bq7>|ak0-;eL>_3LT-vD%81)z{_a z;~6bqVt4N6Vk^3z&kWiBex4^5(Xjos*t+iHy5j5l`E|wmdA;}Z$K{9Z*JA73LF@Zz z;Wys0{k__{%C#R)%eN;^(8~6EwH4{dh1UCJ>txUO>-V>3%x~9kckEEhU(YMW`r~^3 zzH-Xn5c%oWrj^%1s zo;ngf;^sB$ zjbkjJt=@R`<7w}+;mO7_?C_|!@I>WxX*|Kb`&#K;{LsN)Pdk=yAM1@}wCC%JQl^*& z!8lgr{(gV<+w&wi>t!*>S@!i7{%+P{lsOg94HOJ_!dwUK)}Q~efcWS2fcM0`F|B;# ziw@UII&7lec%~2K3S+oaP#mA$faiVGIvCdRO|;c}nDT!4-K?<_-mw*PbS181DfBn% z&*!;(G=0SV(gfZ%Yg}mJrH7b8!Q&ZyxU*JSir`#miNmy{r8DjBdB&Pe*vTH#)LbRx z&GUA)>t@<~J@GQXW=cc!-dZ=xQ^acC8O}_owM(`CT4pKel~l=jP+_!-w;gKir$(K6kc=?yc3evqONddOfCoTru5S<0#!qm#8^CGMC~S@AuX^P|mbe)Tuhu zV+*~wx5i^9t1y2wEi&%?7{3y?OqejJw@3SF`yjenV@AJklxakVk zsUv-;-loc(H8svku1@v|3!fMHJ=a{@3>3G@sd^nQlI-u<1~rv(D%_lmGjx8`$tH0h zy@=W1st)Z{Mxt@P$+p>JDbB*Uc_e$khrNvM?OCM6;!oo+huU`fJ?C_Wv&8C^LScdW zg}wLN**Zne5QBu*DwjslkbC=dL1&K#H4_C5DEfQeRWWQ+zqW0j#6DZ2Zn!^RWvd?! zs2s+(&!jaX-0ahs_T={7baJ{5rki~e0@pB5#l_HcF8_^tv~5jH!lhgM!M%qt4&>=X|@64id2{c0M23 zZ~O~wlL2e#Z~I+SEBlRq;?y_d#yijSp8{vU@h`n;qQik7ap=LcOMUL~V;^tjplYGn z#O(Zyf4C-U`9lzwc;Km-1I_JxoTpoA-j*o-l-&7xd9yEP^^>s&{$;r_4^pmHvuaS? 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