public SharpML(MACHINE_TYPE t, string path) { LoadModel(path); // create new type = t; switch (type) { case MACHINE_TYPE.PLAYER: learner = null; break; case MACHINE_TYPE.DECISION_TREE: learner = new RegressionDecisionTreeLearner(); break; case MACHINE_TYPE.RANDOM_FOREST: learner = new RegressionRandomForestLearner(); break; case MACHINE_TYPE.EXTRA_TREES: learner = new RegressionExtremelyRandomizedTreesLearner(); break; case MACHINE_TYPE.ADABOOST: learner = new RegressionAdaBoostLearner(); break; case MACHINE_TYPE.GRAD_SQUARE: learner = new RegressionSquareLossGradientBoostLearner(); break; case MACHINE_TYPE.GRAD_ABSOLUTE: learner = new RegressionAbsoluteLossGradientBoostLearner(); break; case MACHINE_TYPE.GRAD_HUBER: learner = new RegressionHuberLossGradientBoostLearner(); break; case MACHINE_TYPE.GRAD_QUANTILE: learner = new RegressionQuantileLossGradientBoostLearner(); break; case MACHINE_TYPE.NEURAL_NETWORK: NeuralNet net = new NeuralNet(); net.Add(new InputLayer(inputUnits: 4)); net.Add(new DenseLayer(9, Activation.Relu)); net.Add(new DenseLayer(9, Activation.Relu)); net.Add(new SquaredErrorRegressionLayer()); learner = new RegressionNeuralNetLearner(net , loss: new SquareLoss() , iterations: 100 , learningRate: 0.002 , batchSize: 128 ); break; } }
public FrmEdtMachineType(Int64 id) { InitializeComponent(); _id = id; db = new Database("XE"); vALUECODEBindingSource.DataSource = db.Fetch<VALUE_GROUP>("where FATHERID = @0", 15); //vALUECODEBindingSource1.DataSource = db.Fetch<VALUE_CODE>("where groupName = @0", 3); ConditionValidationRule ruleNoEmpty = new ConditionValidationRule(); ruleNoEmpty.ConditionOperator = ConditionOperator.IsNotBlank; ruleNoEmpty.ErrorText = "该项不能为空。"; dxValidationProvider1.SetValidationRule(MODELTextEdit, ruleNoEmpty); dxValidationProvider1.SetValidationRule(M_TYPELookUpEdit, ruleNoEmpty); diag = db.Single<MACHINE_TYPE>(_id); mACHINETYPEBindingSource.DataSource = diag; }
private void SaveData() { mACHINETYPEBindingSource.EndEdit(); mACHINETYPEBindingSource.CurrencyManager.EndCurrentEdit(); List<MACHINE_TYPE> lst = db.Fetch<MACHINE_TYPE>("where M_TYPE = @0 and MODEL = @1", new object[] { diag.M_TYPE, diag.MODEL }); if(lst !=null && lst.Count > 0) throw new Exception ("该类型以及该型号的设备已经配置有图片, 请确认."); db.Insert(diag); if (NewRegistEvt != null) NewRegistEvt(); diag = new MACHINE_TYPE(); mACHINETYPEBindingSource.DataSource = diag; }