public override Symbol Build(Symbol data) { var weightName = UUID.GetID(ID + "_w"); var biasName = UUID.GetID(ID + "_b"); var bias = UseBias ? Symbol.Variable(biasName) : null; InitParams.Add(weightName, KernalInitializer); if (UseBias) { InitParams.Add(biasName, BiasInitializer); } ConstraintParams.Add(weightName, KernalConstraint); if (UseBias) { ConstraintParams.Add(biasName, BiasConstraint); } RegularizerParams.Add(weightName, KernalRegularizer); if (UseBias) { RegularizerParams.Add(biasName, BiasRegularizer); } var l = sym.FullyConnected(data, Symbol.Variable(weightName), Dim, bias, !UseBias, true, ID); if (Activation != ActivationType.Linear) { var act = ActivationRegistry.Get(Activation); l = act.Build(l); } return(l); }
//protected Boolean IsAllSubProcessCompleted() //{ // Boolean l_blnIsAllCompleted = true; // B_ProcessInstance l_busProcessInstance = new B_ProcessInstance(); // DataTable l_dtbDataTable = l_busProcessInstance.GetSubProcess(this.ProcessID, String.Empty); // if (l_dtbDataTable == null) // { // throw new Exception("获取子流程出错"); // } // foreach (DataRow l_dtrDataRow in l_dtbDataTable.Rows) // { // if (l_dtrDataRow["PROC_INST_ID"].ToString() == this.SubProcessID) // { // continue; // } // if (l_dtrDataRow["STATUS"].ToString() == ProcessConstString.ProcessStatus.STATUS_RUNNING) // { // l_blnIsAllCompleted = false; // break; // } // } // return l_blnIsAllCompleted; //} /// <summary> /// 创建子流程 /// huang qi add /// </summary> /// <param name="strSubTemplateName">子流程模板名称</param> /// <param name="nValues">流程参数</param> /// <returns>ProcInstID</returns> protected String GetCreateSubProcessID(String strSubTemplateName, Hashtable nValues) { FSProcessInstance objProcessInstance = null; String l_strPIID = UUID.GetID(); objProcessInstance = WorkFlowBase.CreateProcess(strSubTemplateName, l_strPIID, this.ProcessID, nValues); return(objProcessInstance == null ? String.Empty : objProcessInstance.ProcInstID); }
public BaseLayer(string name) { Name = name; ID = UUID.GetID(name); InitParams = new Dictionary <string, BaseInitializer>(); ConstraintParams = new Dictionary <string, BaseConstraint>(); RegularizerParams = new Dictionary <string, BaseRegularizer>(); }
public override Symbol Build(Symbol x) { var weightName = UUID.GetID(ID + "_w"); InitParams.Add(weightName, EmbeddingsInitializer); ConstraintParams.Add(weightName, EmbeddingsConstraint); RegularizerParams.Add(weightName, EmbeddingsRegularizer); return(sym.Embedding(x, Symbol.Variable(weightName), InputDim, OutputDim, symbol_name: ID)); }
public Symbol Build(Symbol data) { Symbol layer = Operators.FullyConnected(ID, data, Symbol.Variable(UUID.GetID(ID + "_w")), Symbol.Variable(UUID.GetID(ID + "_b")), Dim); if (Activation != null) { return(Activation.Build(layer)); } return(layer); }
private WFAutomaticWorkItem[] GetAutomaticWorkItems(WorkflowService api, string aiID) { // manual work items WFAny any = new WFAny(); any.Type = WFTypeCode._STRING; any.Value = aiID; WFQueryExpr expr = new WFQueryExpr(); expr.ColumnName = "ACTIVITY_INST_ID"; expr.Operator = SQLExpr.EQ; expr.Any = any; expr.IsValue = true; WFAutomaticWorkItem[] wks = api.QueryProcedureList(expr); if (wks == null || wks.Length == 0) { return(null); } SortedList sl = new SortedList(); string procedure = null; string prefix = WFConstants.BUILT_IN_PROCEDURE; foreach (WFAutomaticWorkItem wk in wks) { procedure = wk.ProcedureInfo; if (!procedure.StartsWith(prefix)) { continue; } procedure = procedure.Remove(0, prefix.Length + 1); if (!procedure.StartsWith("SubProcess")) { continue; } sl.Add((int.MaxValue - wk.Session) + UUID.GetID(), wk); } wks = new WFAutomaticWorkItem[sl.Count]; if (sl.Count > 0) { sl.Values.CopyTo(wks, 0); } return(wks); }
public override Symbol Build(Symbol x) { var biasName = UUID.GetID(ID + "_b"); var weightName = UUID.GetID(ID + "_w"); var bias = UseBias ? Symbol.Variable(biasName) : null; Shape pad = null; if (Padding.HasValue) { pad = new Shape(Padding.Value, Padding.Value, Padding.Value); } else { pad = new Shape(); } if (UseBias) { InitParams.Add(biasName, BiasInitializer); } InitParams.Add(weightName, KernalInitializer); ConstraintParams.Add(weightName, KernalConstraint); if (UseBias) { ConstraintParams.Add(biasName, BiasConstraint); } RegularizerParams.Add(weightName, KernalRegularizer); if (UseBias) { RegularizerParams.Add(biasName, BiasRegularizer); } var conv = sym.Deconvolution(x, Symbol.Variable(weightName), new Shape(KernalSize.Item1, KernalSize.Item2, KernalSize.Item3), Filters, new Shape(Strides.Item1, Strides.Item2, Strides.Item3), new Shape(DialationRate.Item1, DialationRate.Item2, DialationRate.Item3), pad, new Shape(), new Shape(), bias, !UseBias, 1, 512, null, false, null, ID); if (Activation != ActivationType.Linear) { var act = ActivationRegistry.Get(Activation); conv = act.Build(conv); } return(conv); }
public override Symbol Build(Symbol x) { var beta = UUID.GetID(ID + "_beta"); var gamma = UUID.GetID(ID + "_beta"); var movingMean = UUID.GetID(ID + "_mean"); var movingVar = UUID.GetID(ID + "_var"); InitParams.Add(beta, BetaInitializer); InitParams.Add(gamma, GammaInitializer); InitParams.Add(movingMean, MovingMeanInitializer); InitParams.Add(movingVar, MovingVarianceInitializer); ConstraintParams.Add(beta, BetaConstraint); ConstraintParams.Add(gamma, GammaConstraint); RegularizerParams.Add(beta, BetaRegularizer); RegularizerParams.Add(gamma, GammaRegularizer); return(sym.BatchNorm(x, Symbol.Variable(gamma), Symbol.Variable(beta), Symbol.Variable(movingMean), Symbol.Variable(movingVar), Epsilon, Momentum, Center, Scale, false, Axis, false, ID)); }
private WFManualWorkItem[] GetManualWorkItems(WorkflowService api, string aiID) { // manual work items WFAny any = WFAny.Create(aiID); WFQueryExpr expr = new WFQueryExpr("ACTIVITY_INST_ID", SQLExpr.EQ, any, true); WFManualWorkItem[] wks = api.QueryWorkList(expr); if (wks == null || wks.Length == 0) { return(null); } SortedList sl = new SortedList(); foreach (WFManualWorkItem wk in wks) { string key = (DateTime.MaxValue - wk.AssignedDate).ToString(); sl.Add(key + UUID.GetID(), wk); } sl.Values.CopyTo(wks, 0); return(wks); }
public static WFEvent CreateProcInst(string PID, string PIID, string PIName, string workObjectID, string superPIID, bool startImmediately) { IWFWorkflowService svc = Common.GetWorkFlowAPI(); string processDefinitionName = "EmployeeOnboardProcess"; // get UUID of released process definition string processDefinitionID = svc.GetReleasedPID(processDefinitionName); // assign UUID of process instance string processInstanceID = UUID.GetID(); // process instance name that has to be unique within process definition ID string processInstanceName = string.Format("{0}-{1}", processDefinitionName, DateTime.Now.Ticks); // work object ID workObjectID = UUID.GetID(); // create process instance WFEvent E = svc.CreateProcInst(PID, PIID, PIName, workObjectID, null, true); return(E); }
public BaseLayer(string name) { Name = name; ID = UUID.GetID(name); Params = new Dictionary <string, Symbol>(); }
public BaseLayer(string name) { Name = UUID.GetID(name); Params = new Dictionary <string, Variable>(); }