690 lines
22 KiB
ObjectPascal
690 lines
22 KiB
ObjectPascal
unit Myc.Trade.DataFeed;
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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.Generics.Defaults,
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System.IOUtils,
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Myc.Futures,
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Myc.Signals,
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Myc.Mutable,
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Myc.Data.Scalar,
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Myc.Data.Keyword,
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Myc.Data.Pipeline,
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Myc.Data.Pipeline.Impl, // Added for TMycContainedProducer
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Myc.Core.FileCache;
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type
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TImportConverter = reference to procedure(const Src: Pointer; Dst: TScalar.PValue);
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// Interface representing a read-only view of a specific data row.
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IScalarRecord = interface
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function GetDef: IScalarRecordDefinition;
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function GetItems(const Key: IKeyword): TScalar;
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function ItemByIndex(Idx: Integer): TScalar;
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property Def: IScalarRecordDefinition read GetDef;
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property Items[const Key: IKeyword]: TScalar read GetItems; default;
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end;
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IScalarBatchServer = interface
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procedure ClearCache;
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procedure SetImportOptions(RecordSize: Integer; const Converter: TImportConverter);
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function EnumerateSymbols: TFuture<TArray<String>>;
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// Streaming processing: Reads data from disk and broadcasts it via Ticker
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function ProcessData(const Symbol: String; const Terminated: TState): TState;
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function GetTicker: TProducer<IScalarRecord>;
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property Ticker: TProducer<IScalarRecord> read GetTicker;
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end;
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TScalarBatchServer = class(TInterfacedObject, IScalarBatchServer)
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public
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type
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TBatch = record
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Data: TArray<TScalar.TValue>;
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RecCount: Integer;
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end;
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TDataFile = record
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private
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FExtension: String;
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FPath: String;
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FSymbol: String;
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FYear: Integer;
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FMonth: Integer;
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FBasename: String;
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function GetIsValid: Boolean;
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public
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constructor Create(const APath, ASymbol, AExtension: String; AYear, AMonth: Integer; const ABasename: String);
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function GetBaseFileName: string;
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function GetFullFileName: string;
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property IsValid: Boolean read GetIsValid;
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property Extension: String read FExtension;
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property Path: String read FPath;
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property Symbol: String read FSymbol;
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property Year: Integer read FYear;
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property Month: Integer read FMonth;
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end;
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var
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FPath: String;
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FDef: IScalarRecordDefinition;
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FLookback: Int64;
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FFileExtension: String;
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FIsCompressed: Boolean;
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FCachedFiles: TDataFileCache<TArray<TBatch>>;
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FSymbols: TFuture<TDictionary<String, TArray<TDataFile>>>;
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// Producer implementation
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FTicker: TMycContainedProducer<IScalarRecord>;
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class var
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FLoadGate: TLatch;
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function GetPath: String;
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// Loading Logic
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function DoLoad(const FileName: string; const Gate: TLatch): TFuture<TArray<TBatch>>;
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function LoadDataFile(const DataFile: TDataFile): TFuture<TArray<TBatch>>;
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function GetNextFile(const Curr: TDataFile): TDataFile;
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// Processing Logic
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function ProcessFile(FileInfo: TDataFile; const DataFile: TFuture<TArray<TBatch>>; const Terminated: TState): TState;
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function ProcessChunks(const Batches: TArray<TBatch>; Terminated: TState): TState;
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// Binary I/O
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function ReadCompressedData(const InputStream: TStream): TArray<TBatch>;
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function ReadUncompressedData(const InputStream: TStream): TArray<TBatch>;
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// Helpers
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function ParseFileName(const FileName: string): TDataFile;
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function FindFirstFile(const Symbol: string): TFuture<TDataFile>;
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procedure UpdateSymbols;
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private
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FImportRecordSize: Integer;
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FImportConverter: TImportConverter;
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function GetTicker: TProducer<IScalarRecord>;
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public
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constructor Create(const APath: String; const AExtension: String; IsCompressed: Boolean; const ADef: IScalarRecordDefinition);
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destructor Destroy; override;
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procedure AfterConstruction; override;
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procedure ClearCache;
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procedure SetImportOptions(RecordSize: Integer; const Converter: TImportConverter);
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function EnumerateSymbols: TFuture<TArray<String>>;
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// Streaming processing: Reads data from disk and broadcasts it via Ticker
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function ProcessData(const Symbol: String; const Terminated: TState): TState;
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property Path: String read GetPath;
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property FileExtension: String read FFileExtension;
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property IsCompressed: Boolean read FIsCompressed;
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property Lookback: Int64 read FLookback write FLookback;
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property Ticker: TProducer<IScalarRecord> read GetTicker;
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end;
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implementation
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uses
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System.Zip,
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System.Math,
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System.StrUtils,
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Myc.TaskManager;
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const
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BatchSize = 1024;
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type
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// Private implementation of the view logic.
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// This object is reused (cursor pattern) to avoid allocations per tick.
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TScalarRecordView = class(TInterfacedObject, IScalarRecord)
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private
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FDef: IScalarRecordDefinition;
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FData: TScalar.PValue;
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public
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constructor Create(const ADef: IScalarRecordDefinition);
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procedure SetData(const AData: TScalar.PValue); inline;
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function ItemByIndex(Idx: Integer): TScalar; inline;
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function GetDef: IScalarRecordDefinition;
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function GetItems(const Key: IKeyword): TScalar;
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end;
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{ TScalarRecordView }
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constructor TScalarRecordView.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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procedure TScalarRecordView.SetData(const AData: TScalar.PValue);
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begin
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FData := AData;
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end;
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function TScalarRecordView.GetDef: IScalarRecordDefinition;
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begin
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Result := FDef;
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end;
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function TScalarRecordView.GetItems(const Key: IKeyword): TScalar;
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begin
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// Optimization: Depending on hot-path usage, one could cache the Fields array
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// or use direct index access if the definition allows.
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var idx := FDef.IndexOf(Key);
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if idx < 0 then
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exit(TScalar.Create(TScalar.TKind.Ordinal, Default(TScalar.TValue)));
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Result := ItemByIndex(idx);
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end;
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function TScalarRecordView.ItemByIndex(Idx: Integer): TScalar;
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begin
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// Calculate pointer offset
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Result.Create(FDef.Fields[Idx].Value, TScalar.PValue(NativeUInt(FData) + NativeUInt(idx * SizeOf(TScalar.TValue)))^);
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end;
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{ TScalarBatchServer.TDataFile }
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constructor TScalarBatchServer.TDataFile.Create(const APath, ASymbol, AExtension: String; AYear, AMonth: Integer; const ABasename: String);
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begin
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FPath := APath;
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FSymbol := ASymbol;
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FExtension := AExtension;
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FYear := AYear;
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FMonth := AMonth;
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FBasename := ABasename;
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end;
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function TScalarBatchServer.TDataFile.GetBaseFileName: string;
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begin
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Result := FBasename;
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end;
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function TScalarBatchServer.TDataFile.GetFullFileName: string;
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begin
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Result := TPath.Combine(FPath, GetBaseFileName + FExtension);
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end;
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function TScalarBatchServer.TDataFile.GetIsValid: Boolean;
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begin
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Result := (FSymbol <> '') and (FYear > 0);
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end;
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{ TScalarBatchServer }
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constructor TScalarBatchServer.Create(
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const APath: String;
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const AExtension: String;
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IsCompressed: Boolean;
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const ADef: IScalarRecordDefinition
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);
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begin
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inherited Create;
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FPath := APath;
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FDef := ADef;
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FFileExtension := AExtension;
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FIsCompressed := IsCompressed;
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FLookback := -1;
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FImportRecordSize := 0;
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FImportConverter := nil;
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FTicker := TMycContainedProducer<IScalarRecord>.Create(Self);
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FCachedFiles :=
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TDataFileCache<TArray<TBatch>>
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.Create(function(const Filename: String): TFuture<TArray<TBatch>> begin Result := DoLoad(Filename, FLoadGate); end);
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end;
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destructor TScalarBatchServer.Destroy;
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begin
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ClearCache;
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FTicker.Free;
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FCachedFiles.Free;
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inherited Destroy;
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end;
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procedure TScalarBatchServer.AfterConstruction;
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begin
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inherited;
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UpdateSymbols;
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end;
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procedure TScalarBatchServer.ClearCache;
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begin
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FCachedFiles.Clear;
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end;
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procedure TScalarBatchServer.SetImportOptions(RecordSize: Integer; const Converter: TImportConverter);
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begin
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FImportRecordSize := RecordSize;
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FImportConverter := Converter;
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ClearCache;
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end;
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function TScalarBatchServer.GetPath: String;
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begin
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Result := FPath;
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end;
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function TScalarBatchServer.GetTicker: TProducer<IScalarRecord>;
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begin
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Result := FTicker;
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end;
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procedure TScalarBatchServer.UpdateSymbols;
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begin
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FSymbols :=
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TFuture<TDictionary<String, TArray<TDataFile>>>.Construct(
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FSymbols.Done,
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function: TDictionary<String, TArray<TDataFile>>
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var
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fileNames: TArray<string>;
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tempSymbolMap: TDictionary<String, TList<TDataFile>>;
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dataFile: TDataFile;
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symbolList: TList<TDataFile>;
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begin
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Result := TDictionary<String, TArray<TDataFile>>.Create;
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tempSymbolMap := TDictionary<String, TList<TDataFile>>.Create;
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try
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if not TDirectory.Exists(FPath) then
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exit;
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fileNames := TDirectory.GetFiles(FPath);
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for var currentFile in fileNames do
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begin
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dataFile := ParseFileName(currentFile);
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if dataFile.IsValid then
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begin
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if not tempSymbolMap.TryGetValue(dataFile.Symbol, symbolList) then
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begin
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symbolList := TList<TDataFile>.Create;
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tempSymbolMap.Add(dataFile.Symbol, symbolList);
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end;
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symbolList.Add(dataFile);
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end;
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end;
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for var kvp in tempSymbolMap do
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begin
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symbolList := kvp.Value;
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symbolList.Sort(
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TComparer<TDataFile>.Construct(
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function(const Left, Right: TDataFile): Integer
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begin
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if Left.Year < Right.Year then
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Result := -1
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else if Left.Year > Right.Year then
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Result := 1
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else
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Result := Left.Month - Right.Month;
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end
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)
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);
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Result.Add(kvp.Key, symbolList.ToArray);
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end;
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finally
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for var kvp in tempSymbolMap do
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kvp.Value.Free;
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tempSymbolMap.Free;
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end;
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end
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);
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FSymbols.Manage;
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end;
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function TScalarBatchServer.EnumerateSymbols: TFuture<TArray<String>>;
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begin
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Result :=
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FSymbols.Chain<TArray<String>>(
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function(const Symbols: TDictionary<String, TArray<TDataFile>>): TArray<String> begin Result := Symbols.Keys.ToArray; end
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);
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end;
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function TScalarBatchServer.FindFirstFile(const Symbol: string): TFuture<TDataFile>;
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begin
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var symName := Symbol;
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Result :=
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FSymbols.Chain<TDataFile>(
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function(const Symbols: TDictionary<String, TArray<TDataFile>>): TDataFile
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var
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symbolFiles: TArray<TDataFile>;
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begin
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if Symbols.TryGetValue(symName, symbolFiles) and (Length(symbolFiles) > 0) then
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Result := symbolFiles[0]
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else
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Result := Default(TDataFile);
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end
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);
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end;
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function TScalarBatchServer.GetNextFile(const Curr: TDataFile): TDataFile;
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var
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allSymbolFiles: TArray<TDataFile>;
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foundIndex: Integer;
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begin
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Result := Default(TDataFile);
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if not Curr.IsValid or not FSymbols.Done.IsSet then
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exit;
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if not FSymbols.Value.TryGetValue(Curr.Symbol, allSymbolFiles) then
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exit;
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foundIndex := -1;
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for var i := 0 to High(allSymbolFiles) do
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begin
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if allSymbolFiles[i].GetBaseFileName() = Curr.GetBaseFileName() then
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begin
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foundIndex := i;
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break;
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end;
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end;
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if (foundIndex <> -1) and (foundIndex < High(allSymbolFiles)) then
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begin
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Result := allSymbolFiles[foundIndex + 1];
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end;
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end;
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function TScalarBatchServer.ParseFileName(const FileName: string): TDataFile;
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var
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path, fileNameNoPath, baseName, ext, symbol: string;
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year, month: Integer;
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parts, dateParts: TArray<string>;
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begin
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Result := Default(TDataFile);
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path := TPath.GetDirectoryName(FileName);
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fileNameNoPath := TPath.GetFileName(FileName);
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ext := TPath.GetExtension(fileNameNoPath);
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if not fileNameNoPath.EndsWith(FFileExtension, True) then
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exit;
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baseName := TPath.GetFileNameWithoutExtension(fileNameNoPath);
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parts := baseName.Split(['_']);
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if Length(parts) < 3 then
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exit;
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var startDatePart := parts[High(parts) - 1];
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dateParts := startDatePart.Split(['-']);
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if Length(dateParts) <> 2 then
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exit;
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if not TryStrToInt(dateParts[0], year) then
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exit;
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if not TryStrToInt(dateParts[1], month) then
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exit;
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if (month < 1) or (month > 12) or (year <= 0) then
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exit;
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symbol := string.Join('_', Copy(parts, 0, Length(parts) - 2));
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if symbol = '' then
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exit;
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Result := TDataFile.Create(path, symbol, ext, year, month, baseName);
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end;
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function TScalarBatchServer.LoadDataFile(const DataFile: TDataFile): TFuture<TArray<TBatch>>;
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begin
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if DataFile.IsValid then
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Result := FCachedFiles.GetOrAdd(DataFile.GetFullFileName)
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else
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Result := TFuture<TArray<TBatch>>.Construct(TArray<TBatch>(nil));
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end;
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function TScalarBatchServer.DoLoad(const FileName: string; const Gate: TLatch): TFuture<TArray<TBatch>>;
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begin
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Result := TFuture<TArray<TBatch>>.Null;
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if not TFile.Exists(FileName) then
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exit;
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var capFileName := FileName;
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if FIsCompressed then
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begin
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Result :=
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TFuture<TBytes>
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.Construct(Gate.Enqueue, function: TBytes begin Result := TFile.ReadAllBytes(capFileName); end)
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.Chain<TArray<TBatch>>(
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function(bytes: TBytes): TArray<TBatch>
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begin
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var ms := TBytesStream.Create(bytes);
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try
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Result := ReadCompressedData(ms);
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finally
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ms.Free;
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end;
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end);
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end
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else
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begin
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Result :=
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TFuture<TArray<TBatch>>.Construct(
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Gate.Enqueue,
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function: TArray<TBatch>
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begin
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var fs := TFileStream.Create(capFileName, fmOpenRead or fmShareDenyWrite);
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try
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Result := ReadUncompressedData(fs);
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finally
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fs.Free;
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end;
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end
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);
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end;
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end;
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function TScalarBatchServer.ReadCompressedData(const InputStream: TStream): TArray<TBatch>;
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var
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decompressionStream: TStream;
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localHeader: TZipHeader;
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entryIndex, i: Integer;
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zip: TZipFile;
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begin
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Result := nil;
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decompressionStream := nil;
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zip := nil;
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if not Assigned(InputStream) or (InputStream.Size = 0) then
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exit;
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try
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InputStream.Position := 0;
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zip := TZipFile.Create;
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zip.Open(InputStream, TZipMode.zmRead);
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if zip.FileCount = 0 then
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exit;
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entryIndex := -1;
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for i := 0 to zip.FileCount - 1 do
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begin
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if zip.FileNames[i].EndsWith(FFileExtension, True) then
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begin
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entryIndex := i;
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break;
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end;
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end;
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if entryIndex = -1 then
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entryIndex := 0;
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zip.Read(entryIndex, decompressionStream, localHeader);
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if not Assigned(decompressionStream) then
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exit;
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Result := ReadUncompressedData(decompressionStream);
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finally
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decompressionStream.Free;
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zip.Free;
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end;
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end;
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function TScalarBatchServer.ReadUncompressedData(const InputStream: TStream): TArray<TBatch>;
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var
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fileSize, totalRecords: Int64;
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fieldsPerRecord: Integer;
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internalRecordSize, sourceRecordSize: Integer;
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numBatches, batchIdx, k: Integer;
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bytesToRead, valuesToWrite: Integer;
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tempBuffer: TBytes;
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pSrc: PByte;
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pDst: TScalar.PValue;
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begin
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Result := nil;
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InputStream.Position := 0;
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fileSize := InputStream.Size;
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fieldsPerRecord := Length(FDef.Fields);
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internalRecordSize := fieldsPerRecord * sizeof(TScalar.TValue);
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if (FImportRecordSize > 0) and Assigned(FImportConverter) then
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sourceRecordSize := FImportRecordSize
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else
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sourceRecordSize := internalRecordSize;
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if (fileSize = 0) or ((fileSize mod sourceRecordSize) <> 0) then
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exit;
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totalRecords := fileSize div sourceRecordSize;
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if totalRecords = 0 then
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exit;
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numBatches := (totalRecords + BatchSize - 1) div BatchSize;
|
|
SetLength(Result, numBatches);
|
|
|
|
if sourceRecordSize <> internalRecordSize then
|
|
SetLength(tempBuffer, BatchSize * sourceRecordSize);
|
|
|
|
for batchIdx := 0 to numBatches - 1 do
|
|
begin
|
|
var recordsInBatch := Min(BatchSize, totalRecords - (batchIdx * BatchSize));
|
|
Result[batchIdx].RecCount := recordsInBatch;
|
|
valuesToWrite := recordsInBatch * fieldsPerRecord;
|
|
|
|
SetLength(Result[batchIdx].Data, valuesToWrite);
|
|
|
|
if sourceRecordSize = internalRecordSize then
|
|
begin
|
|
bytesToRead := valuesToWrite * sizeof(TScalar.TValue);
|
|
if InputStream.Read(Result[batchIdx].Data[0], bytesToRead) <> bytesToRead then
|
|
raise EReadError.Create('Unexpected end of stream');
|
|
end
|
|
else
|
|
begin
|
|
bytesToRead := recordsInBatch * sourceRecordSize;
|
|
if InputStream.Read(tempBuffer, 0, bytesToRead) <> bytesToRead then
|
|
raise EReadError.Create('Unexpected end of stream');
|
|
|
|
pSrc := @tempBuffer[0];
|
|
pDst := @Result[batchIdx].Data[0];
|
|
|
|
for k := 0 to recordsInBatch - 1 do
|
|
begin
|
|
FImportConverter(pSrc, pDst);
|
|
Inc(pSrc, sourceRecordSize);
|
|
Inc(pDst, fieldsPerRecord);
|
|
end;
|
|
end;
|
|
end;
|
|
end;
|
|
|
|
function TScalarBatchServer.ProcessData(const Symbol: String; const Terminated: TState): TState;
|
|
begin
|
|
var cTerminated := Terminated;
|
|
|
|
Result :=
|
|
FindFirstFile(Symbol)
|
|
.Chain(
|
|
function(const FirstInfo: TDataFile): TState
|
|
begin
|
|
Result := ProcessFile(FirstInfo, LoadDataFile(FirstInfo), cTerminated);
|
|
end);
|
|
end;
|
|
|
|
function TScalarBatchServer.ProcessFile(FileInfo: TDataFile; const DataFile: TFuture<TArray<TBatch>>; const Terminated: TState): TState;
|
|
begin
|
|
if not FileInfo.IsValid or Terminated.IsSet then
|
|
exit(DataFile.Done);
|
|
|
|
var nextInfo := GetNextFile(FileInfo);
|
|
var nextFuture := LoadDataFile(nextInfo);
|
|
|
|
var cTerminated := Terminated;
|
|
Result :=
|
|
DataFile.Chain(
|
|
function(const Batches: TArray<TBatch>): TState
|
|
begin
|
|
var done := ProcessChunks(Batches, Terminated);
|
|
|
|
Result := TaskManager.RunTask(done, function: TState begin Result := ProcessFile(nextInfo, nextFuture, cTerminated); end);
|
|
end
|
|
);
|
|
end;
|
|
|
|
function TScalarBatchServer.ProcessChunks(const Batches: TArray<TBatch>; Terminated: TState): TState;
|
|
begin
|
|
var callProcess :=
|
|
function(Idx: Integer): TFunc<TState>
|
|
begin
|
|
var cData := Batches[Idx].Data;
|
|
var cCount := Batches[Idx].RecCount;
|
|
|
|
Result :=
|
|
function: TState
|
|
begin
|
|
if not Terminated.IsSet then
|
|
begin
|
|
if (Length(cData) > 0) and (cCount > 0) then
|
|
begin
|
|
var Stride := Length(cData) div cCount;
|
|
var pCursor: TScalar.PValue := @cData[0];
|
|
|
|
// Initialize reused View object (Cursor Pattern)
|
|
// This object implements IScalarRecord and is updated for each tick.
|
|
var ViewObj := TScalarRecordView.Create(FDef);
|
|
var View := ViewObj as IScalarRecord;
|
|
|
|
for var i := 0 to cCount - 1 do
|
|
begin
|
|
ViewObj.SetData(pCursor);
|
|
|
|
// Broadcast to all listeners
|
|
FTicker.Broadcast(View);
|
|
|
|
Inc(pCursor, Stride);
|
|
end;
|
|
end;
|
|
Result := TState.Null;
|
|
end;
|
|
end;
|
|
end;
|
|
|
|
Result := TState.Null;
|
|
|
|
for var i := 0 to High(Batches) do
|
|
if not Terminated.IsSet then
|
|
begin
|
|
var queue := TaskManager.RunTask(Result, callProcess(i));
|
|
Result := queue;
|
|
end;
|
|
end;
|
|
|
|
end.
|