391 lines
11 KiB
ObjectPascal
391 lines
11 KiB
ObjectPascal
unit Myc.Data.Stream;
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interface
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uses
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System.SysUtils,
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System.Classes,
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System.Generics.Collections,
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System.SyncObjs,
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Myc.Data.Scalar,
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Myc.Data.Keyword,
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Myc.Core.Notifier;
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type
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TSignalKind = (skData, skHeartbeat);
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// TStreamSignal represents the data packet traveling through the graph.
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// It carries the CycleID for synchronization and the actual data payload.
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TStreamSignal = record
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strict private
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FCycleID: Int64;
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FKind: TSignalKind;
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FData: TArray<TScalar.TValue>;
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public
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constructor Create(AKind: TSignalKind; ACycleID: Int64; const AData: TArray<TScalar.TValue> = nil);
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function ToString: string;
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property CycleID: Int64 read FCycleID;
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property Kind: TSignalKind read FKind;
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property Data: TArray<TScalar.TValue> read FData;
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end;
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TSignalProc = reference to procedure(const Signal: TStreamSignal);
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TSubscriptionTag = Pointer;
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// IStream is now stateless. It defines WHAT is produced (Def), but not
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// the history. History must be captured by an observer (Accumulator).
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IStream = interface
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{$region 'private'}
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function GetDef: IScalarRecordDefinition;
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{$endregion}
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function Subscribe(const Observer: TSignalProc): TSubscriptionTag;
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procedure Unsubscribe(Tag: TSubscriptionTag);
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{ Returns the definition (schema) of the records this stream produces. }
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property Def: IScalarRecordDefinition read GetDef;
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end;
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// Implements broadcasting logic. No internal storage of past values.
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TCustomDataStream = class(TInterfacedObject, IStream)
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strict private
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FDef: IScalarRecordDefinition;
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FObservers: TMycNotifyList<TSignalProc>;
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function GetDef: IScalarRecordDefinition;
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protected
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{ Broadcasts data to all subscribers. Stateless. }
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procedure Emit(const Value: array of TScalar.TValue; ACycleID: Int64);
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public
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constructor Create(const ADef: IScalarRecordDefinition);
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destructor Destroy; override;
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function Subscribe(const Observer: TSignalProc): TSubscriptionTag;
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procedure Unsubscribe(Tag: TSubscriptionTag);
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property Def: IScalarRecordDefinition read GetDef;
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end;
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// The entry point for external data. Generates the global CycleID (Clock).
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TRootStream = class(TCustomDataStream)
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strict private
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FLastCycleID: Int64;
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public
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constructor Create(const ADef: IScalarRecordDefinition);
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{ Injects a new record into the stream system. }
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procedure Push(const RowData: array of TScalar.TValue);
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end;
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// Synchronizes multiple inputs via barrier and executes a transformation.
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TPipeStream = class;
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{ TPipeSource acts as a selective accumulator for a single field of a stream. }
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TPipeSource = class(TInterfacedObject, ISeries)
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public
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type
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TSignalProc = reference to procedure(const Signal: TStreamSignal);
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strict private
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FSource: IStream;
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FTag: TSubscriptionTag;
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FOnSignal: TSignalProc;
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FFieldIndex: Integer;
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FData: IWriteableSeries;
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FLastSeenCycle: Int64;
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FLookback: Int64;
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{ ISeries implementation }
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function GetCount: Int64;
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function GetItems(Idx: Integer): TScalar;
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function GetTotalCount: Int64;
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private
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procedure HandleSignal(const Signal: TStreamSignal);
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protected
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procedure Detach;
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public
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constructor Create(const ASource: IStream; const AField: IKeyword; ALookback: Int64; const AOnSignal: TSignalProc);
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destructor Destroy; override;
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function IsReady(RequiredLookback: Int64): Boolean;
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property LastSeenCycle: Int64 read FLastSeenCycle;
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end;
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TPipeConfig = TArray<TArray<TScalarRecordField>>;
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TPipeStream = class(TCustomDataStream)
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public
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type
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TPipeLambda = reference to function(const Sources: array of ISeries; out Results: array of TScalar.TValue): Boolean;
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strict private
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FSources: TArray<ISeries>;
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FResults: TArray<TScalar.TValue>;
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FLastFiredCycleID: Int64;
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FLookback: Int64;
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FLambda: TPipeLambda;
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private
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procedure CheckBarrierAndFire(CurrentCycle: Int64);
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public
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constructor Create(
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const AConfig: TPipeConfig;
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const ADef: IScalarRecordDefinition;
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const ASources: TArray<IStream>;
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const ALambda: TPipeLambda;
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ALookback: Int64
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);
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destructor Destroy; override;
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property Lookback: Int64 read FLookback;
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end;
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implementation
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{ TStreamSignal }
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constructor TStreamSignal.Create(AKind: TSignalKind; ACycleID: Int64; const AData: TArray<TScalar.TValue>);
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begin
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FKind := AKind;
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FCycleID := ACycleID;
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FData := AData;
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end;
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function TStreamSignal.ToString: string;
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begin
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if Kind = skData then
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Result := Format('Signal(Data, #%d, Fields: %d)', [CycleID, Length(Data)])
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else
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Result := Format('Signal(Heartbeat, #%d)', [CycleID]);
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end;
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{ TCustomDataStream }
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constructor TCustomDataStream.Create(const ADef: IScalarRecordDefinition);
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begin
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inherited Create;
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FDef := ADef;
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end;
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destructor TCustomDataStream.Destroy;
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begin
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FObservers.Finalize;
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inherited;
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end;
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function TCustomDataStream.GetDef: IScalarRecordDefinition;
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begin
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Result := FDef;
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end;
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function TCustomDataStream.Subscribe(const Observer: TSignalProc): TSubscriptionTag;
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begin
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FObservers.Lock;
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try
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Result := FObservers.Advise(Observer);
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finally
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FObservers.Release;
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end;
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end;
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procedure TCustomDataStream.Unsubscribe(Tag: TSubscriptionTag);
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begin
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if Tag = nil then
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exit;
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FObservers.Lock;
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try
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FObservers.Unadvise(Tag);
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finally
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FObservers.Release;
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end;
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end;
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procedure TCustomDataStream.Emit(const Value: array of TScalar.TValue; ACycleID: Int64);
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var
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LSignal: TStreamSignal;
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LData: TArray<TScalar.TValue>;
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I: Integer;
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begin
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// Convert open array to dynamic array for signal payload
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SetLength(LData, Length(Value));
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for I := 0 to High(Value) do
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LData[I] := Value[I];
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LSignal := TStreamSignal.Create(skData, ACycleID, LData);
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FObservers.Lock;
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try
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FObservers.Notify(
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function(const Obs: TSignalProc): Boolean
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begin
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Obs(LSignal);
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Result := True;
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end
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);
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finally
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FObservers.Release;
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end;
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end;
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{ TRootStream }
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constructor TRootStream.Create(const ADef: IScalarRecordDefinition);
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begin
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inherited Create(ADef);
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FLastCycleID := 0;
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end;
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procedure TRootStream.Push(const RowData: array of TScalar.TValue);
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begin
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if Length(RowData) <> Def.Count then
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raise EArgumentException.Create('Push: Data field count mismatch.');
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Inc(FLastCycleID);
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Emit(RowData, FLastCycleID);
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end;
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{ TPipeSource }
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constructor TPipeSource.Create(const ASource: IStream; const AField: IKeyword; ALookback: Int64; const AOnSignal: TSignalProc);
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begin
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inherited Create;
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FSource := ASource;
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FOnSignal := AOnSignal;
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FLookback := ALookback;
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FLastSeenCycle := -1;
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FFieldIndex := ASource.Def.IndexOf(AField);
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if (FFieldIndex < 0) then
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raise EArgumentException.CreateFmt('Field %s not found in source stream.', [AField.Name]);
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FData := TScalarSeries.Create(ASource.Def.Items[FFieldIndex]);
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FTag := FSource.Subscribe(procedure(const Signal: TStreamSignal) begin HandleSignal(Signal); end);
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end;
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destructor TPipeSource.Destroy;
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begin
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Detach;
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inherited;
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end;
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procedure TPipeSource.Detach;
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begin
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FSource.Unsubscribe(FTag);
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FTag := nil;
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FOnSignal := nil;
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end;
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procedure TPipeSource.HandleSignal(const Signal: TStreamSignal);
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begin
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if (Signal.Kind = skData) then
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begin
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FLastSeenCycle := Signal.CycleID;
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FData.Add(Signal.Data[FFieldIndex], FLookback);
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if Assigned(FOnSignal) then
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FOnSignal(Signal);
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end;
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end;
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function TPipeSource.IsReady(RequiredLookback: Int64): Boolean;
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begin
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Result := (FLastSeenCycle >= 0) and (FData.Count >= RequiredLookback);
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end;
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function TPipeSource.GetCount: Int64;
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begin
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Result := FData.Count;
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end;
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function TPipeSource.GetItems(Idx: Integer): TScalar;
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begin
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Result := FData.Items[Idx];
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end;
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function TPipeSource.GetTotalCount: Int64;
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begin
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Result := FData.TotalCount;
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end;
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{ TPipeStream }
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constructor TPipeStream.Create(
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const AConfig: TPipeConfig;
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const ADef: IScalarRecordDefinition;
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const ASources: TArray<IStream>;
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const ALambda: TPipeLambda;
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ALookback: Int64
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);
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var
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i, j, n: Integer;
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begin
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inherited Create(ADef);
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FLambda := ALambda;
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FLookback := ALookback;
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FLastFiredCycleID := -1;
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// Flatten sources from config
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n := 0;
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for i := 0 to High(AConfig) do
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inc(n, Length(AConfig[i]));
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SetLength(FSources, n);
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SetLength(FResults, n);
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n := 0;
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for i := 0 to High(ASources) do
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begin
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for j := 0 to High(AConfig[i]) do
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begin
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// Each input is wrapped in an accumulator source
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FSources[n] :=
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TPipeSource.Create(
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ASources[i],
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AConfig[i][j].Key,
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FLookback,
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procedure(const Signal: TStreamSignal) begin CheckBarrierAndFire(Signal.CycleID); end
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);
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inc(n);
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end;
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end;
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end;
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destructor TPipeStream.Destroy;
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begin
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for var i := 0 to High(FSources) do
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(FSources[i] as TPipeSource).Detach;
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inherited;
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end;
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procedure TPipeStream.CheckBarrierAndFire(CurrentCycle: Int64);
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begin
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const requiredLookback = 10;
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// 1. Check if all sources reached this cycle AND have enough history (Warm-up)
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for var src in FSources do
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begin
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if src.Count < requiredLookback then
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exit;
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var LSource := src as TPipeSource;
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if LSource.LastSeenCycle < CurrentCycle then
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exit;
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end;
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if FLastFiredCycleID >= CurrentCycle then
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Exit;
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FLastFiredCycleID := CurrentCycle;
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if Assigned(FLambda) then
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begin
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// Execute transformation on synchronized window
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if FLambda(FSources, FResults) then
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begin
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Emit(FResults, FLastFiredCycleID);
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end;
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end;
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end;
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initialization
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TMycNotifyList<TSignalProc>.ReverseOnNotify := False;
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end.
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