652 lines
20 KiB
ObjectPascal
652 lines
20 KiB
ObjectPascal
unit Myc.Data.Scalar;
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interface
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uses
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System.SysUtils,
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Myc.Data.Decimal,
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Myc.Data.Series;
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type
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// POD: Plain old data (...that fits into 64 bits)
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TScalarKind = (
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skInteger,
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skInt64,
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skUInt64,
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skSingle,
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skDouble,
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skDateTime,
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skTimestamp,
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skBoolean,
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skChar,
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skPChar,
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skString,
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skBytes,
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skDecimal
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);
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TScalarBytes = array[0..7] of Byte;
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TScalarPChar = array[0..3] of Char;
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TScalarString = String[7];
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TScalarValue = record
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public
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// Factory methods for creating a TScalarValue without a kind.
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class function FromInteger(AValue: Integer): TScalarValue; static; inline;
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class function FromInt64(AValue: Int64): TScalarValue; static; inline;
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class function FromUInt64(AValue: UInt64): TScalarValue; static; inline;
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class function FromSingle(AValue: Single): TScalarValue; static; inline;
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class function FromDouble(AValue: Double): TScalarValue; static; inline;
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class function FromDateTime(AValue: TDateTime): TScalarValue; static; inline;
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class function FromTimestamp(AValue: TTimestamp): TScalarValue; static; inline;
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class function FromBoolean(AValue: Boolean): TScalarValue; static; inline;
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class function FromChar(AValue: Char): TScalarValue; static; inline;
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class function FromPChar(const AValue: String): TScalarValue; overload; static; inline;
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class function FromPChar(const AValue: TScalarPChar): TScalarValue; overload; static; inline;
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class function FromString(const AValue: String): TScalarValue; overload; static; inline;
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class function FromString(const AValue: TScalarString): TScalarValue; overload; static; inline;
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class function FromBytes(const AValue: TScalarBytes): TScalarValue; static; inline;
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class function FromDecimal(AValue: TDecimal): TScalarValue; static; inline;
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// Direct field access for performance.
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case TScalarKind of
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skInteger: (AsInteger: Integer);
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skInt64: (AsInt64: Int64);
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skUInt64: (AsUInt64: UInt64);
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skSingle: (AsSingle: Single);
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skDouble: (AsDouble: Double);
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skDateTime: (AsDateTime: TDateTime);
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skTimestamp: (AsTimestamp: TTimestamp);
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skBoolean: (AsBoolean: Boolean);
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skChar: (AsChar: Char);
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skPChar: (AsPChar: TScalarPChar);
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skString: (AsString: String[7]);
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skBytes: (AsBytes: TScalarBytes);
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skDecimal: (AsDecimal: TDecimal);
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end;
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// A scalar value with a type identifier.
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TScalar = record
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public
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Kind: TScalarKind;
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Value: TScalarValue;
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// Creates a new scalar from a kind and a value.
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constructor Create(AKind: TScalarKind; const AValue: TScalarValue);
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// Factory methods for specific scalar types.
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class function FromInteger(AValue: Integer): TScalar; static; inline;
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class function FromInt64(AValue: Int64): TScalar; static; inline;
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class function FromUInt64(AValue: UInt64): TScalar; static; inline;
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class function FromSingle(AValue: Single): TScalar; static; inline;
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class function FromDouble(AValue: Double): TScalar; static; inline;
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class function FromDateTime(AValue: TDateTime): TScalar; static; inline;
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class function FromTimestamp(AValue: TTimestamp): TScalar; static; inline;
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class function FromBoolean(AValue: Boolean): TScalar; static; inline;
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class function FromChar(AValue: Char): TScalar; static; inline;
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class function FromPChar(const AValue: TScalarPChar): TScalar; static; inline;
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class function FromString(const AValue: String): TScalar; static; inline;
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class function FromBytes(const AValue: TScalarBytes): TScalar; static; inline;
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class function FromDecimal(const AValue: TDecimal): TScalar; static; inline;
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function ToString: String;
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end;
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// Basic data structures using the scalar type (these are not POD of course)
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// An array of scalar values of the same kind.
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TScalarArray = record
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public
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Kind: TScalarKind;
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Items: TArray<TScalarValue>;
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// Creates a new scalar array.
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constructor Create(AKind: TScalarKind; const AItems: TArray<TScalarValue>);
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end;
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TScalarTuple = TArray<TScalar>;
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// A field definition for a scalar record.
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TScalarRecordField = record
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Name: String;
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Kind: TScalarKind;
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constructor Create(const AName: String; AKind: TScalarKind);
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end;
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TScalarRecordDefinition = record
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private
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FFields: TArray<TScalarRecordField>;
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public
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constructor Create(const AFields: TArray<TScalarRecordField>);
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function IndexOf(const Name: String): Integer;
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property Fields: TArray<TScalarRecordField> read FFields;
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end;
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// A record of scalar values, based on a definition.
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TScalarRecord = record
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public
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// Creates a new scalar record.
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constructor Create(const ADef: TScalarRecordDefinition; const AFields: TArray<TScalarValue>);
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function GetDef: TScalarRecordDefinition; inline;
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function GetFields: TArray<TScalarValue>; inline;
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function GetItems(const Name: String): TScalar;
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property Def: TScalarRecordDefinition read GetDef;
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property Fields: TArray<TScalarValue> read GetFields;
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property Items[const Name: String]: TScalar read GetItems; default;
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strict private
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FDef: TScalarRecordDefinition;
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FFields: TArray<TScalarValue>;
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end;
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// A time series of scalar values of the same kind.
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TScalarSeries = record
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private
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FKind: TScalarKind;
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FItems: TSeries<TScalarValue>;
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public
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// Creates a new scalar series.
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constructor Create(AKind: TScalarKind; const AItems: TSeries<TScalarValue>);
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property Kind: TScalarKind read FKind;
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property Items: TSeries<TScalarValue> read FItems;
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end;
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TScalarMemberSeries = record
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private
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FArray: TChunkArray<TScalarValue>;
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FElementIdx: Integer;
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FKind: TScalarKind;
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FElemCount: Integer;
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function GetCount: Int64;
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function GetItems(Idx: Integer): TScalar;
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public
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constructor Create(AKind: TScalarKind; const AArray: TChunkArray<TScalarValue>; AElementIdx, AElemCount: Integer);
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property Count: Int64 read GetCount;
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property Items[Idx: Integer]: TScalar read GetItems; default;
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property Kind: TScalarKind read FKind;
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end;
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// A time series of scalar tuples, optimized for memory and access speed.
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TScalarTupleSeries = record
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private
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FDef: TArray<TScalarKind>;
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FArray: TChunkArray<TScalarValue>;
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FTotalCount: Int64;
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function GetCount: Int64;
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function GetItems(Idx: Integer): TScalarTuple;
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public
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constructor Create(const ADef: TArray<TScalarKind>);
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procedure Add(const Item: TScalarTuple; Lookback: Int64 = -1);
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function CreateMemberSeries(Idx: Integer): TScalarMemberSeries;
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property Count: Int64 read GetCount;
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property Def: TArray<TScalarKind> read FDef;
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property Items[Idx: Integer]: TScalarTuple read GetItems; default;
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property TotalCount: Int64 read FTotalCount;
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end;
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// A time series of scalar records, optimized for memory and access speed.
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TScalarRecordSeries = record
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private
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FDef: TScalarRecordDefinition;
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FArray: TChunkArray<TScalarValue>;
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FTotalCount: Int64;
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function GetCount: Int64;
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function GetDef: TScalarRecordDefinition; inline;
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function GetItems(Idx: Integer): TScalarRecord;
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public
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constructor Create(const ADef: TScalarRecordDefinition);
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procedure Add(const Item: TScalarRecord; Lookback: Int64 = -1);
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function AsTupleSeries: TScalarTupleSeries;
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function CreateMemberSeries(const Field: String): TScalarMemberSeries;
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property Count: Int64 read GetCount;
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property Def: TScalarRecordDefinition read GetDef;
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property Items[Idx: Integer]: TScalarRecord read GetItems; default;
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property TotalCount: Int64 read FTotalCount;
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end;
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implementation
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{ TScalarValue }
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class function TScalarValue.FromBoolean(AValue: Boolean): TScalarValue;
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begin
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Result.AsBoolean := AValue;
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end;
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class function TScalarValue.FromBytes(const AValue: TScalarBytes): TScalarValue;
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begin
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Result.AsBytes := AValue;
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end;
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class function TScalarValue.FromChar(AValue: Char): TScalarValue;
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begin
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Result.AsChar := AValue;
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end;
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class function TScalarValue.FromDateTime(AValue: TDateTime): TScalarValue;
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begin
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Result.AsDateTime := AValue;
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end;
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class function TScalarValue.FromDecimal(AValue: TDecimal): TScalarValue;
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begin
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Result.AsDecimal := AValue;
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end;
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class function TScalarValue.FromDouble(AValue: Double): TScalarValue;
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begin
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Result.AsDouble := AValue;
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end;
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class function TScalarValue.FromInt64(AValue: Int64): TScalarValue;
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begin
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Result.AsInt64 := AValue;
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end;
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class function TScalarValue.FromInteger(AValue: Integer): TScalarValue;
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begin
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Result.AsInteger := AValue;
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end;
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class function TScalarValue.FromPChar(const AValue: String): TScalarValue;
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var
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len, i: Integer;
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begin
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FillChar(Result.AsPChar, SizeOf(Result.AsPChar), #0);
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len := Length(AValue);
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if (len > 0) then
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begin
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if (len > Length(Result.AsPChar)) then
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len := Length(Result.AsPChar);
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for i := 0 to len - 1 do
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Result.AsPChar[i] := AValue[i + 1];
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end;
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end;
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class function TScalarValue.FromPChar(const AValue: TScalarPChar): TScalarValue;
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begin
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Result.AsPChar := AValue;
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end;
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class function TScalarValue.FromSingle(AValue: Single): TScalarValue;
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begin
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Result.AsSingle := AValue;
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end;
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class function TScalarValue.FromString(const AValue: String): TScalarValue;
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begin
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Result.AsString := ShortString(AValue);
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end;
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class function TScalarValue.FromString(const AValue: TScalarString): TScalarValue;
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begin
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Result.AsString := AValue;
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end;
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class function TScalarValue.FromTimestamp(AValue: TTimestamp): TScalarValue;
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begin
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Result.AsTimestamp := AValue;
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end;
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class function TScalarValue.FromUInt64(AValue: UInt64): TScalarValue;
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begin
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Result.AsUInt64 := AValue;
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end;
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{ TScalar }
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constructor TScalar.Create(AKind: TScalarKind; const AValue: TScalarValue);
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begin
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Kind := AKind;
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Value := AValue;
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end;
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class function TScalar.FromBoolean(AValue: Boolean): TScalar;
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begin
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Result.Kind := skBoolean;
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Result.Value := TScalarValue.FromBoolean(AValue);
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end;
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class function TScalar.FromBytes(const AValue: TScalarBytes): TScalar;
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begin
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Result.Kind := skBytes;
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Result.Value := TScalarValue.FromBytes(AValue);
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end;
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class function TScalar.FromChar(AValue: Char): TScalar;
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begin
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Result.Kind := skChar;
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Result.Value := TScalarValue.FromChar(AValue);
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end;
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class function TScalar.FromDateTime(AValue: TDateTime): TScalar;
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begin
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Result.Kind := skDateTime;
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Result.Value := TScalarValue.FromDateTime(AValue);
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end;
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class function TScalar.FromDecimal(const AValue: TDecimal): TScalar;
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begin
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Result.Kind := skDecimal;
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Result.Value := TScalarValue.FromDecimal(AValue);
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end;
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class function TScalar.FromDouble(AValue: Double): TScalar;
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begin
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Result.Kind := skDouble;
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Result.Value := TScalarValue.FromDouble(AValue);
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end;
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class function TScalar.FromInt64(AValue: Int64): TScalar;
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begin
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Result.Kind := skInt64;
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Result.Value := TScalarValue.FromInt64(AValue);
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end;
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class function TScalar.FromInteger(AValue: Integer): TScalar;
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begin
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Result.Kind := skInteger;
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Result.Value := TScalarValue.FromInteger(AValue);
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end;
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class function TScalar.FromPChar(const AValue: TScalarPChar): TScalar;
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begin
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Result.Kind := skPChar;
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Result.Value := TScalarValue.FromPChar(AValue);
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end;
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class function TScalar.FromSingle(AValue: Single): TScalar;
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begin
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Result.Kind := skSingle;
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Result.Value := TScalarValue.FromSingle(AValue);
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end;
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class function TScalar.FromString(const AValue: String): TScalar;
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begin
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Result.Kind := skString;
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Result.Value := TScalarValue.FromString(AValue);
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end;
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class function TScalar.FromTimestamp(AValue: TTimestamp): TScalar;
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begin
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Result.Kind := skTimestamp;
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Result.Value := TScalarValue.FromTimestamp(AValue);
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end;
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class function TScalar.FromUInt64(AValue: UInt64): TScalar;
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begin
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Result.Kind := skUInt64;
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Result.Value := TScalarValue.FromUInt64(AValue);
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end;
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function TScalar.ToString: String;
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begin
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case Kind of
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skInteger: Result := IntToStr(Value.AsInteger);
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skInt64: Result := IntToStr(Value.AsInt64);
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skUInt64: Result := UIntToStr(Value.AsUInt64);
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skSingle: Result := FloatToStr(Value.AsSingle);
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skDouble: Result := FloatToStr(Value.AsDouble);
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skDateTime: Result := DateTimeToStr(Value.AsDateTime);
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skTimestamp: Result := FormatDateTime('yyyy-mm-dd hh:nn:ss.zzz', TimeStampToDateTime(Value.AsTimestamp));
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skBoolean: Result := BoolToStr(Value.AsBoolean, True);
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skChar: Result := '''' + Value.AsChar + '''';
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skPChar: Result := PChar(@Value.AsPChar); // Needs explicit cast/pointer
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skString: Result := '''' + string(Value.AsString) + '''';
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skBytes: Result := '(Bytes)';
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skDecimal: Result := FloatToStr(Double(Value.AsDecimal));
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else
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Result := '[Unknown Scalar]';
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end;
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end;
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{ TScalarArray }
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constructor TScalarArray.Create(AKind: TScalarKind; const AItems: TArray<TScalarValue>);
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begin
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Kind := AKind;
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Items := AItems;
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end;
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{ TScalarRecordField }
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constructor TScalarRecordField.Create(const AName: String; AKind: TScalarKind);
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begin
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Name := AName;
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Kind := AKind;
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end;
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{ TScalarRecord }
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constructor TScalarRecord.Create(const ADef: TScalarRecordDefinition; const AFields: TArray<TScalarValue>);
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begin
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Assert(Length(ADef.Fields) = Length(AFields), 'Field definition and value count must match.');
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FDef := ADef;
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FFields := AFields;
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end;
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function TScalarRecord.GetDef: TScalarRecordDefinition;
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begin
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Result := FDef;
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end;
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function TScalarRecord.GetFields: TArray<TScalarValue>;
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begin
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Result := FFields;
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end;
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function TScalarRecord.GetItems(const Name: String): TScalar;
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var
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idx: Integer;
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begin
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idx := FDef.IndexOf(Name);
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if idx < 0 then
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raise EArgumentException.CreateFmt('Field "%s" not found in record definition.', [Name]);
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Result.Create(FDef.Fields[idx].Kind, FFields[idx]);
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end;
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{ TScalarSeries }
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constructor TScalarSeries.Create(AKind: TScalarKind; const AItems: TSeries<TScalarValue>);
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begin
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FKind := AKind;
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FItems := AItems;
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end;
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{ TScalarTupleSeries }
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constructor TScalarTupleSeries.Create(const ADef: TArray<TScalarKind>);
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begin
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// Implements a time series of scalar tuples using a chunk array for efficient storage.
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Assert(Length(ADef) > 0, 'Tuple definition cannot be empty.');
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FDef := ADef;
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FTotalCount := 0;
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end;
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procedure TScalarTupleSeries.Add(const Item: TScalarTuple; Lookback: Int64 = -1);
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var
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values: TArray<TScalarValue>;
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i: Integer;
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tupleSize: Integer;
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maxCount: Integer;
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begin
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tupleSize := Length(FDef);
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Assert(Length(Item) = tupleSize, 'Tuple does not match series definition.');
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// Extract TScalarValue from TScalarTuple.
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SetLength(values, tupleSize);
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for i := 0 to tupleSize - 1 do
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begin
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Assert(Item[i].Kind = FDef[i], 'Tuple element kind mismatch.');
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values[i] := Item[i].Value;
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end;
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if Lookback < 0 then
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maxCount := -1
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else
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maxCount := tupleSize * Lookback;
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FArray.Add(values, maxCount);
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inc(FTotalCount);
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end;
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function TScalarTupleSeries.CreateMemberSeries(Idx: Integer): TScalarMemberSeries;
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var
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tupleSize: Integer;
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begin
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tupleSize := Length(FDef);
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if (Idx < 0) or (Idx >= tupleSize) then
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raise EArgumentException.CreateFmt('Index %d is out of bounds for a tuple of size %d.', [Idx, tupleSize]);
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// Creates a series view for a specific member of the tuple.
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Result := TScalarMemberSeries.Create(FDef[Idx], FArray, Idx, tupleSize);
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end;
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function TScalarTupleSeries.GetCount: Int64;
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begin
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if Length(FDef) = 0 then
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exit(0);
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Result := FArray.Count div Length(FDef);
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end;
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function TScalarTupleSeries.GetItems(Idx: Integer): TScalarTuple;
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var
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values: TArray<TScalarValue>;
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tupleSize, i: Integer;
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begin
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tupleSize := Length(FDef);
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Assert(tupleSize > 0);
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Assert((Idx >= 0) and (Idx < (FArray.Count div tupleSize)));
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// Create a temporary array to hold the values for one tuple.
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SetLength(values, tupleSize);
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// Copy the tuple data from the chunk array (latest item is at the end).
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Move(FArray.ItemRef[(FArray.Count - tupleSize) - (Idx * tupleSize)]^, values[0], sizeof(TScalarValue) * tupleSize);
|
|
|
|
// Reconstruct the TScalarTuple from the values and the definition.
|
|
SetLength(Result, tupleSize);
|
|
for i := 0 to tupleSize - 1 do
|
|
Result[i] := TScalar.Create(FDef[i], values[i]);
|
|
end;
|
|
|
|
{ TScalarMemberSeries }
|
|
|
|
constructor TScalarMemberSeries.Create(AKind: TScalarKind; const AArray: TChunkArray<TScalarValue>; AElementIdx, AElemCount: Integer);
|
|
begin
|
|
Assert(AArray.Count mod AElemCount = 0);
|
|
Assert(AElementIdx >= 0);
|
|
Assert(AElementIdx < AElemCount);
|
|
|
|
FKind := AKind;
|
|
FArray := AArray;
|
|
FElementIdx := AElementIdx;
|
|
FElemCount := AElemCount;
|
|
end;
|
|
|
|
function TScalarMemberSeries.GetCount: Int64;
|
|
begin
|
|
if FElemCount = 0 then
|
|
exit(0);
|
|
Result := FArray.Count div FElemCount;
|
|
end;
|
|
|
|
function TScalarMemberSeries.GetItems(Idx: Integer): TScalar;
|
|
begin
|
|
Result.Create(FKind, FArray.Items[(FArray.Count - FElemCount) - (Idx * FElemCount) + FElementIdx]);
|
|
end;
|
|
|
|
{ TScalarRecordDefinition }
|
|
|
|
constructor TScalarRecordDefinition.Create(const AFields: TArray<TScalarRecordField>);
|
|
begin
|
|
FFields := AFields;
|
|
end;
|
|
|
|
function TScalarRecordDefinition.IndexOf(const Name: String): Integer;
|
|
var
|
|
i: Integer;
|
|
begin
|
|
for i := 0 to High(FFields) do
|
|
begin
|
|
if (CompareText(FFields[i].Name, Name) = 0) then
|
|
exit(i);
|
|
end;
|
|
Result := -1;
|
|
end;
|
|
|
|
{ TScalarRecordSeries }
|
|
|
|
// Implements a time series of scalar records using a chunk array for efficient storage.
|
|
// Each record's fields are stored sequentially in the TChunkArray.
|
|
|
|
constructor TScalarRecordSeries.Create(const ADef: TScalarRecordDefinition);
|
|
begin
|
|
Assert(Length(ADef.Fields) > 0);
|
|
FDef := ADef;
|
|
FTotalCount := 0;
|
|
end;
|
|
|
|
procedure TScalarRecordSeries.Add(const Item: TScalarRecord; Lookback: Int64 = -1);
|
|
begin
|
|
FArray.Add(Item.Fields, Length(FDef.Fields) * Lookback);
|
|
inc(FTotalCount);
|
|
end;
|
|
|
|
function TScalarRecordSeries.AsTupleSeries: TScalarTupleSeries;
|
|
var
|
|
tupleDef: TArray<TScalarKind>;
|
|
i: Integer;
|
|
begin
|
|
// Extract the kinds from the record definition to create a tuple definition.
|
|
SetLength(tupleDef, Length(FDef.Fields));
|
|
for i := 0 to High(FDef.Fields) do
|
|
tupleDef[i] := FDef.Fields[i].Kind;
|
|
|
|
// Create the tuple series with the new definition.
|
|
Result := TScalarTupleSeries.Create(tupleDef);
|
|
|
|
// The underlying data is compatible, so we can share it.
|
|
Result.FArray := FArray;
|
|
Result.FTotalCount := FTotalCount;
|
|
end;
|
|
|
|
function TScalarRecordSeries.CreateMemberSeries(const Field: String): TScalarMemberSeries;
|
|
begin
|
|
var elem := FDef.IndexOf(Field);
|
|
if elem < 0 then
|
|
raise EArgumentException.CreateFmt('Field "%s" not found in record definition.', [Field]);
|
|
|
|
Result := TScalarMemberSeries.Create(FDef.Fields[elem].Kind, FArray, elem, Length(FDef.Fields));
|
|
end;
|
|
|
|
function TScalarRecordSeries.GetCount: Int64;
|
|
begin
|
|
Result := FArray.Count div Length(FDef.Fields);
|
|
end;
|
|
|
|
function TScalarRecordSeries.GetDef: TScalarRecordDefinition;
|
|
begin
|
|
Result := FDef;
|
|
end;
|
|
|
|
function TScalarRecordSeries.GetItems(Idx: Integer): TScalarRecord;
|
|
var
|
|
values: TArray<TScalarValue>;
|
|
fieldCount: Integer;
|
|
begin
|
|
fieldCount := Length(FDef.Fields);
|
|
SetLength(values, fieldCount);
|
|
Move(FArray.ItemRef[(FArray.Count - fieldCount) - (Idx * fieldCount)]^, values[0], sizeof(TScalarValue) * fieldCount);
|
|
Result.Create(FDef, values);
|
|
end;
|
|
|
|
initialization
|
|
Assert(sizeof(TScalarValue) = 8);
|
|
|
|
end.
|