Free cookie consent management tool by TermsFeed Policy Generator

source: branches/HeuristicLab.Modeling Database Backend/sources/HeuristicLab.Modeling.Database.SQLServerCompact/3.2/DatabaseService.cs @ 2217

Last change on this file since 2217 was 2217, checked in by mkommend, 15 years ago

first part of performance improvements (ticket #712)

File size: 10.9 KB
Line 
1using System;
2using System.Collections.Generic;
3using System.Linq;
4using System.Text;
5using System.Reflection;
6
7using HeuristicLab.Core;
8using HeuristicLab.DataAnalysis;
9using HeuristicLab.GP.StructureIdentification;
10using HeuristicLab.Data;
11using System.Data.Linq;
12
13namespace HeuristicLab.Modeling.Database.SQLServerCompact {
14  public class DatabaseService : IModelingDatabase {
15
16    private readonly string connection;
17    public DatabaseService(string connection) {
18      this.connection = connection;
19      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
20        if (!ctx.DatabaseExists())
21          ctx.CreateDatabase();
22      }
23    }
24
25    private void EmptyDatabase() {
26      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
27        ctx.DeleteDatabase();
28        ctx.CreateDatabase();
29      }
30    }
31
32    public void Persist(HeuristicLab.Modeling.IAlgorithm algorithm) {
33      int trainingSamplesStart = ((IntData)algorithm.Engine.GlobalScope.GetVariableValue("TrainingSamplesStart", false)).Data;
34      int trainingSamplesEnd = ((IntData)algorithm.Engine.GlobalScope.GetVariableValue("TrainingSamplesEnd", false)).Data;
35      int validationSamplesStart = ((IntData)algorithm.Engine.GlobalScope.GetVariableValue("ValidationSamplesStart", false)).Data;
36      int validationSamplesEnd = ((IntData)algorithm.Engine.GlobalScope.GetVariableValue("ValidationSamplesEnd", false)).Data;
37      int testSamplesStart = ((IntData)algorithm.Engine.GlobalScope.GetVariableValue("TestSamplesStart", false)).Data;
38      int testSamplesEnd = ((IntData)algorithm.Engine.GlobalScope.GetVariableValue("TestSamplesEnd", false)).Data;
39
40      GetOrCreateProblem(algorithm.Dataset);
41      Dictionary<string, Variable> variables = GetAllVariables();
42      Algorithm algo = GetOrCreateAlgorithm(algorithm.Name, algorithm.Description);
43      Variable target = variables[algorithm.Model.TargetVariable];
44      Model model;
45
46      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
47        model = new Model(target, algo);
48        model.TrainingSamplesStart = trainingSamplesStart;
49        model.TrainingSamplesEnd = trainingSamplesEnd;
50        model.ValidationSamplesStart = validationSamplesStart;
51        model.ValidationSamplesEnd = validationSamplesEnd;
52        model.TestSamplesStart = testSamplesStart;
53        model.TestSamplesEnd = testSamplesEnd;
54
55        ctx.Models.InsertOnSubmit(model);
56
57        ctx.SubmitChanges();
58      }
59
60      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
61        ctx.ModelData.InsertOnSubmit(new ModelData(model, PersistenceManager.SaveToGZip(algorithm.Model.Data)));
62      }
63
64      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
65        foreach (string inputVariable in algorithm.Model.InputVariables) {
66          ctx.InputVariables.InsertOnSubmit(new InputVariable(model, variables[inputVariable]));
67        }
68        ctx.SubmitChanges();
69      }
70
71      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
72        //get all double properties to save as modelResult
73        IEnumerable<PropertyInfo> modelResultInfos = algorithm.Model.GetType().GetProperties().Where(
74          info => info.PropertyType == typeof(double));
75        foreach (PropertyInfo modelResultInfo in modelResultInfos) {
76          Result result = GetOrCreateResult(modelResultInfo.Name);
77          double value = (double)modelResultInfo.GetValue(algorithm.Model, null);
78          ctx.ModelResults.InsertOnSubmit(new ModelResult(model, result, value));
79        }
80        ctx.SubmitChanges();
81      }
82
83      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
84        IEnumerable<MethodInfo> inputVariableResultInfos = algorithm.Model.GetType().GetMethods().Where(
85          info => info.GetParameters().Count() == 1 &&
86             info.GetParameters()[0].ParameterType == typeof(string) &&
87             info.GetParameters()[0].Name == "variableName" &&
88             info.ReturnParameter.ParameterType == typeof(double) &&
89             info.Name.StartsWith("Get"));
90        foreach (MethodInfo inputVariableResultInfo in inputVariableResultInfos) {
91          Result result = GetOrCreateResult(inputVariableResultInfo.Name.Substring(3));
92          foreach (InputVariable variable in ctx.InputVariables.Where(iv => iv.Model == model)) {
93            double value = (double)inputVariableResultInfo.Invoke(algorithm.Model, new object[] { variable.Variable.Name });
94            ctx.InputVariableResults.InsertOnSubmit(new InputVariableResult(variable, result, value));
95          }
96        }
97        ctx.SubmitChanges();
98      }
99
100    }
101
102    #region Problem
103
104    public Dataset GetDataset() {
105      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
106        if (ctx.Problems.Count() != 1)
107          throw new InvalidOperationException("Could not get dataset. No or more than one problems are persisted in the database.");
108
109        Problem problem = ctx.Problems.Single();
110        return problem.Dataset;
111      }
112    }
113
114    public Problem GetOrCreateProblem(Dataset dataset) {
115      Problem problem;
116      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
117        if (ctx.Problems.Count() == 0)
118          problem = PersistProblem(dataset);
119        else
120          problem = ctx.Problems.Single();
121        if (problem.Dataset.ToString() != dataset.ToString())
122          throw new InvalidOperationException("Could not persist dataset. The database already contains a different dataset.");
123      }
124      return problem;
125    }
126
127    private Problem PersistProblem(Dataset dataset) {
128      Problem problem;
129      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
130        if (ctx.Problems.Count() != 0)
131          throw new InvalidOperationException("Could not persist dataset. A dataset is already saved in the database.");
132        problem = new Problem(dataset);
133        ctx.Problems.InsertOnSubmit(problem);
134        foreach (string variable in dataset.VariableNames) {
135          ctx.Variables.InsertOnSubmit(new Variable(variable));
136        }
137        ctx.SubmitChanges();
138      }
139      return problem;
140    }
141
142    #endregion
143
144    #region Algorithm
145    public Algorithm GetOrCreateAlgorithm(string name, string description) {
146      Algorithm algorithm;
147      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
148        var algorithms = from algo in ctx.Algorithms
149                         where algo.Name == name && algo.Description == description
150                         select algo;
151        if (algorithms.Count() == 0) {
152          algorithm = new Algorithm(name, description);
153          ctx.Algorithms.InsertOnSubmit(algorithm);
154          ctx.SubmitChanges();
155        } else if (algorithms.Count() == 1)
156          algorithm = algorithms.Single();
157        else
158          throw new ArgumentException("Could not get Algorithm. More than one algorithm with the name " + name + " are saved in database.");
159      }
160      return algorithm;
161    }
162    #endregion
163
164    #region Variables
165    public Dictionary<string, Variable> GetAllVariables() {
166      Dictionary<string, Variable> dict = new Dictionary<string, Variable>();
167      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
168        dict = ctx.Variables.ToDictionary<Variable, string>(delegate(Variable v) { return v.Name; });
169      }
170      return dict;
171    }
172    #endregion
173
174    #region Result
175    public Result GetOrCreateResult(string name) {
176      Result result;
177      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
178        var results = from r in ctx.Results
179                      where r.Name == name
180                      select r;
181        if (results.Count() == 0) {
182          result = new Result(name);
183          ctx.Results.InsertOnSubmit(result);
184          ctx.SubmitChanges();
185        } else if (results.Count() == 1)
186          result = results.Single();
187        else
188          throw new ArgumentException("Could not get result. More than one result with the name " + name + " are saved in database.");
189      }
190      return result;
191    }
192
193    public IEnumerable<IResult> GetAllResults() {
194      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
195        return ctx.Results.ToList().Cast<IResult>();
196      }
197    }
198
199    public IEnumerable<IResult> GetAllResultsForInputVariables() {
200      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
201        return (from ir in ctx.InputVariableResults select ir.Result).Distinct().ToList().Cast<IResult>();
202      }
203    }
204
205    #endregion
206
207    #region ModelResult
208    public IEnumerable<IModelResult> GetModelResults(IModel model) {
209      ModelingDataContext ctx = new ModelingDataContext(connection);
210      DataLoadOptions dlo = new DataLoadOptions();
211      dlo.LoadWith<ModelResult>(mr => mr.Result);
212      ctx.LoadOptions = dlo;
213
214      var results = from result in ctx.ModelResults
215                    where result.Model == model
216                    select result;
217      return results.ToList().Cast<IModelResult>();
218    }
219
220    public void GetAllModelResults() {
221      ModelingDataContext ctx = new ModelingDataContext(connection);
222      DataLoadOptions dlo = new DataLoadOptions();
223      dlo.LoadWith<ModelResult>(mr => mr.Result);
224      dlo.LoadWith<ModelResult>(mr => mr.Model);
225      ctx.LoadOptions = dlo;
226
227      var results = from result in ctx.ModelResults
228                    select result;
229      results.ToList();     
230
231    }
232    #endregion
233
234    #region InputVariableResults
235    public IEnumerable<IInputVariableResult> GetInputVariableResults(IModel model) {
236      ModelingDataContext ctx = new ModelingDataContext(connection);
237      DataLoadOptions dlo = new DataLoadOptions();
238      dlo.LoadWith<InputVariableResult>(ir => ir.Variable);
239      dlo.LoadWith<InputVariableResult>(ir => ir.Result);     
240      ctx.LoadOptions = dlo;
241
242      var inputResults = from ir in ctx.InputVariableResults
243                         where ir.Model == model
244                         select ir;
245      return inputResults.ToList().Cast<IInputVariableResult>();
246    }
247
248    #endregion
249
250    #region Model
251    public IEnumerable<IModel> GetAllModels() {
252      ModelingDataContext ctx = new ModelingDataContext(connection);
253      DataLoadOptions dlo = new DataLoadOptions();
254      dlo.LoadWith<Model>(m => m.TargetVariable);
255      ctx.LoadOptions = dlo;
256      return ctx.Models.ToList().Cast<IModel>();
257    }
258
259    public byte[] GetModelData(IModel model) {
260      using (ModelingDataContext ctx = new ModelingDataContext(connection)) {
261        var data = (from md in ctx.ModelData
262                    where md.Model == model
263                    select md);
264        if (data.Count() == 0)
265          return null;
266        return data.Single().Data;
267      }
268    }
269    #endregion
270
271  }
272}
Note: See TracBrowser for help on using the repository browser.