Removed bottleneck in DataStream

This commit is contained in:
Michael Schimmel
2025-07-16 22:27:53 +02:00
parent 120c62083e
commit abad66ae52
4 changed files with 578 additions and 247 deletions
+356 -207
View File
@@ -34,13 +34,12 @@ type
FSymbol: String;
FYear: Integer;
FMonth: Integer;
FBasename: String;
function GetIsValid: Boolean;
public
constructor Create(const APath, ASymbol, AExtension: String; AYear, AMonth: Integer);
constructor Create(const APath, ASymbol, AExtension: String; AYear, AMonth: Integer; const ABasename: String);
function GetBaseFileName: string;
function GetFullFileName: string;
// Gets the next consecutive data file, if it exists on disk.
function GetNextFile: TAuraDataFile;
property IsValid: Boolean read GetIsValid;
property Extension: String read FExtension;
property Path: String read FPath;
@@ -54,12 +53,10 @@ type
private
FCachedFiles: TDataFileCache<TArray<TArray<TDataPoint<T>>>>;
FPath: String;
FSymbols: TFuture<TDictionary<String, TAuraDataFile>>;
// The cache now holds a sorted array of all files for each symbol.
FSymbols: TFuture<TDictionary<String, TArray<TAuraDataFile>>>;
function GetPath: String;
// Used by cache to actually load an uncached file.
function DoLoad(const FileName: string): TFuture<TArray<TArray<TDataPoint<T>>>>;
function ProcessChunks(
const DataChunks: TArray<TArray<TDataPoint<T>>>;
Terminated: TState;
@@ -78,10 +75,10 @@ type
FLoadGate: TLatch;
protected
// Read data from stream and return it chunked.
class function ReadCompressedData(const InputStream: TStream): TArray<TArray<TDataPoint<T>>>; virtual; abstract;
// Read data from stream and return it chunked.
class function ReadUncompressedData(const InputStream: TStream): TArray<TArray<TDataPoint<T>>>; virtual; abstract;
// Used by cache to actually load an uncached file. Now virtual and abstract.
function DoLoad(const FileName: string; const Gate: TLatch): TFuture<TArray<TArray<TDataPoint<T>>>>; virtual; abstract;
// Gets the next consecutive data file from the cached, sorted list.
function GetNextFile(const Curr: TAuraDataFile): TAuraDataFile; virtual;
public
constructor Create(const APath: String);
@@ -110,12 +107,36 @@ type
end;
TAuraTABFileServer = class(TAuraDataServer<TAuraAskBidFileItem>)
private
class function ReadCompressedData(const InputStream: TStream): TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>;
class function ReadUncompressedData(const InputStream: TStream): TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>;
protected
// Scans a directory and returns the oldest file found for each symbol.
class function ReadCompressedData(const InputStream: TStream): TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>; override;
class function ReadUncompressedData(const InputStream: TStream): TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>; override;
function DoLoad(const FileName: string; const Gate: TLatch): TFuture<TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>>; override;
public
function ParseFileName(const FileName: string): TAuraDataFile; override;
end;
// File record for cTrader M1 data
TAuraM1FileItem = packed record
OADateTime: Double;
Open: Int64;
High: Int64;
Low: Int64;
Close: Int64;
Spread: Int64;
TickVolume: Integer;
Digits: Integer;
end;
// File server for cTrader M1 data. Note that the generic type is TOhlcItem,
// as the server converts the file data into standard OHLC items.
TAuraM1FileServer = class(TAuraDataServer<TOhlcItem>)
private
class function ReadCompressedData(const InputStream: TStream): TArray<TArray<TDataPoint<TOhlcItem>>>;
class function ReadUncompressedData(const InputStream: TStream): TArray<TArray<TDataPoint<TOhlcItem>>>;
protected
function DoLoad(const FileName: string; const Gate: TLatch): TFuture<TArray<TArray<TDataPoint<TOhlcItem>>>>; override;
public
function LoadDataSeries(const InitialFile: TAuraDataFile): TFuture<TArray<TDataPoint<TAuraAskBidFileItem>>>;
function ParseFileName(const FileName: string): TAuraDataFile; override;
end;
@@ -123,6 +144,7 @@ implementation
uses
System.Zip,
System.ZLib,
System.Math,
System.StrUtils,
Myc.TaskManager;
@@ -133,18 +155,19 @@ const
{ TAuraDataFile }
constructor TAuraDataFile.Create(const APath, ASymbol, AExtension: String; AYear, AMonth: Integer);
constructor TAuraDataFile.Create(const APath, ASymbol, AExtension: String; AYear, AMonth: Integer; const ABasename: String);
begin
FPath := APath;
FSymbol := ASymbol;
FExtension := AExtension;
FYear := AYear;
FMonth := AMonth;
FBasename := ABasename;
end;
function TAuraDataFile.GetBaseFileName: string;
begin
Result := Format('%s_%.4d_%.2d', [FSymbol, FYear, FMonth]);
Result := FBasename;
end;
function TAuraDataFile.GetFullFileName: string;
@@ -157,36 +180,6 @@ begin
Result := (FSymbol <> '') and (FYear > 0);
end;
function TAuraDataFile.GetNextFile: TAuraDataFile;
var
nextMonth, nextYear: Integer;
nextFile: TAuraDataFile;
begin
if not IsValid then
exit(Default(TAuraDataFile));
nextMonth := FMonth + 1;
nextYear := FYear;
if (nextMonth > 12) then
begin
nextMonth := 1;
Inc(nextYear);
end;
// Probe for zipped file first
nextFile := TAuraDataFile.Create(FPath, FSymbol, '.tab_zip', nextYear, nextMonth);
if TFile.Exists(nextFile.GetFullFileName) then
exit(nextFile);
// Probe for uncompressed file
nextFile := TAuraDataFile.Create(FPath, FSymbol, '.tab', nextYear, nextMonth);
if TFile.Exists(nextFile.GetFullFileName) then
exit(nextFile);
// No next file found
Result := Default(TAuraDataFile);
end;
{ TAuraDataServer<T> }
constructor TAuraDataServer<T>.Create(const APath: String);
@@ -195,8 +188,13 @@ begin
FPath := APath;
FCachedFiles :=
TDataFileCache<TArray<TArray<TDataPoint<T>>>>
.Create(function(const Filename: String): TFuture<TArray<TArray<TDataPoint<T>>>> begin Result := DoLoad(Filename); end);
TDataFileCache<TArray<TArray<TDataPoint<T>>>>.Create(
function(const Filename: String): TFuture<TArray<TArray<TDataPoint<T>>>>
begin
// Pass the private load gate to the virtual DoLoad method.
Result := DoLoad(Filename, FLoadGate);
end
);
end;
destructor TAuraDataServer<T>.Destroy;
@@ -217,92 +215,61 @@ begin
FCachedFiles.Clear;
end;
function TAuraDataServer<T>.DoLoad(const FileName: string): TFuture<TArray<TArray<TDataPoint<T>>>>;
begin
Result := TFuture<TArray<TArray<TDataPoint<T>>>>.Null;
if not TFile.Exists(FileName) then
exit;
var capFileName := FileName;
if FileName.EndsWith('_zip', True) then
begin
Result :=
TFuture<TBytes>
.Construct(FLoadGate.Enqueue, function: TBytes begin Result := TFile.ReadAllBytes(capFileName); end)
.Chain<TArray<TArray<TDataPoint<T>>>>(
function(bytes: TBytes): TArray<TArray<TDataPoint<T>>>
begin
var zipMemoryStream := TBytesStream.Create(bytes);
try
zipMemoryStream.Position := 0;
Result := ReadCompressedData(zipMemoryStream);
finally
zipMemoryStream.Free;
end;
end);
end
else
begin
Result :=
TFuture<TArray<TArray<TDataPoint<T>>>>.Construct(
FLoadGate.Enqueue,
function: TArray<TArray<TDataPoint<T>>>
begin
if TFile.Exists(capFileName) then
begin
var stream := TFileStream.Create(capFileName, fmOpenRead or fmShareDenyWrite);
try
try
Result := ReadUncompressedData(stream);
except
on E: EReadError do
raise EReadError.CreateFmt('File %s: %s', [capFileName, E.Message]);
end;
finally
stream.Free;
end;
end;
end
);
end;
end;
procedure TAuraDataServer<T>.UpdateSymbols;
begin
FSymbols :=
TFuture<TDictionary<String, TAuraDataFile>>.Construct(
TFuture<TDictionary<String, TArray<TAuraDataFile>>>.Construct(
FSymbols.Done,
function: TDictionary<String, TAuraDataFile>
function: TDictionary<String, TArray<TAuraDataFile>>
var
fileNames: TArray<string>;
currentFile: string;
tempSymbolMap: TDictionary<String, TList<TAuraDataFile>>;
dataFile: TAuraDataFile;
trackedInfo: TAuraDataFile;
symbolList: TList<TAuraDataFile>;
begin
Result := TDictionary<string, TAuraDataFile>.Create;
if not TDirectory.Exists(FPath) then
exit;
Result := TDictionary<String, TArray<TAuraDataFile>>.Create;
tempSymbolMap := TDictionary<String, TList<TAuraDataFile>>.Create;
try
if not TDirectory.Exists(FPath) then
exit;
fileNames := TDirectory.GetFiles(FPath);
for currentFile in fileNames do
begin
dataFile := ParseFileName(currentFile);
if dataFile.IsValid then
fileNames := TDirectory.GetFiles(FPath);
for var currentFile in fileNames do
begin
if Result.TryGetValue(dataFile.Symbol, trackedInfo) then
dataFile := ParseFileName(currentFile);
if dataFile.IsValid then
begin
if (dataFile.Year < trackedInfo.Year)
or ((dataFile.Year = trackedInfo.Year) and (dataFile.Month < trackedInfo.Month)) then
if not tempSymbolMap.TryGetValue(dataFile.Symbol, symbolList) then
begin
Result.AddOrSetValue(dataFile.Symbol, dataFile);
symbolList := TList<TAuraDataFile>.Create;
tempSymbolMap.Add(dataFile.Symbol, symbolList);
end;
end
else
begin
Result.Add(dataFile.Symbol, dataFile);
symbolList.Add(dataFile);
end;
end;
for var kvp in tempSymbolMap do
begin
symbolList := kvp.Value;
symbolList.Sort(
TComparer<TAuraDataFile>.Construct(
function(const Left, Right: TAuraDataFile): Integer
begin
if Left.Year < Right.Year then
Result := -1
else if Left.Year > Right.Year then
Result := 1
else
Result := Left.Month - Right.Month;
end
)
);
Result.Add(kvp.Key, symbolList.ToArray);
end;
finally
for var kvp in tempSymbolMap do
kvp.Value.Free;
tempSymbolMap.Free;
end;
end
);
@@ -314,7 +281,7 @@ function TAuraDataServer<T>.EnumerateSymbols: TFuture<TArray<String>>;
begin
Result :=
FSymbols.Chain<TArray<String>>(
function(Symbols: TDictionary<String, TAuraDataFile>): TArray<String> begin Result := Symbols.Keys.ToArray; end
function(const Symbols: TDictionary<String, TArray<TAuraDataFile>>): TArray<String> begin Result := Symbols.Keys.ToArray; end
);
end;
@@ -323,14 +290,46 @@ begin
var symName := Symbol;
Result :=
FSymbols.Chain<TAuraDataFile>(
function(Symbols: TDictionary<String, TAuraDataFile>): TAuraDataFile
function(const Symbols: TDictionary<String, TArray<TAuraDataFile>>): TAuraDataFile
var
symbolFiles: TArray<TAuraDataFile>;
begin
if not Symbols.TryGetValue(symName, Result) then
if Symbols.TryGetValue(symName, symbolFiles) and (Length(symbolFiles) > 0) then
Result := symbolFiles[0]
else
Result := Default(TAuraDataFile);
end
);
end;
function TAuraDataServer<T>.GetNextFile(const Curr: TAuraDataFile): TAuraDataFile;
var
allSymbolFiles: TArray<TAuraDataFile>;
foundIndex: Integer;
begin
Result := Default(TAuraDataFile);
if not Curr.IsValid or not FSymbols.Done.IsSet then
exit;
if not FSymbols.Value.TryGetValue(Curr.Symbol, allSymbolFiles) then
exit;
foundIndex := -1;
for var i := 0 to High(allSymbolFiles) do
begin
if allSymbolFiles[i].GetBaseFileName() = Curr.GetBaseFileName() then
begin
foundIndex := i;
break;
end;
end;
if (foundIndex <> -1) and (foundIndex < High(allSymbolFiles)) then
begin
Result := allSymbolFiles[foundIndex + 1];
end;
end;
function TAuraDataServer<T>.GetPath: String;
begin
Result := FPath;
@@ -357,7 +356,9 @@ end;
function TAuraDataServer<T>.LoadDataFile(const DataFile: TAuraDataFile): TFuture<TArray<TArray<TDataPoint<T>>>>;
begin
if DataFile.IsValid then
Result := FCachedFiles.GetOrAdd(DataFile.GetFullFileName);
Result := FCachedFiles.GetOrAdd(DataFile.GetFullFileName)
else
Result := TFuture<TArray<TArray<TDataPoint<T>>>>.Construct(TArray<TArray<TDataPoint<T>>>(nil));
end;
function TAuraDataServer<T>.ProcessChunks(
@@ -397,7 +398,7 @@ begin
exit(DataFile.Done);
// Read ahead the next file, while processing the current one
var nextFileInfo := FileInfo.GetNextFile;
var nextFileInfo := GetNextFile(FileInfo);
var nextFile := LoadDataFile(nextFileInfo);
var cTerminated := Terminated;
@@ -416,90 +417,52 @@ begin
);
end;
function TAuraTABFileServer.LoadDataSeries(const InitialFile: TAuraDataFile): TFuture<TArray<TDataPoint<TAuraAskBidFileItem>>>;
var
loadedState: TState;
loadedFiles: TArray<TFuture<TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>>>;
liveData: TFuture<TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>>;
tabFiles: TList<TAuraDataFile>;
liveFile: TAuraDataFile;
currentFileInfo: TAuraDataFile;
{ TAuraTABFileServer }
function TAuraTABFileServer.DoLoad(const FileName: string; const Gate: TLatch): TFuture<TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>>;
begin
tabFiles := TList<TAuraDataFile>.Create;
try
currentFileInfo := InitialFile;
while currentFileInfo.IsValid do
begin
tabFiles.Add(currentFileInfo);
currentFileInfo := currentFileInfo.GetNextFile;
end;
Result := TFuture<TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>>.Null;
liveFile := Default(TAuraDataFile);
if tabFiles.Count > 0 then
begin
var lastTabFile := tabFiles.Last;
var liveFileBaseName := Format('%s_%d_%02d.tab-live', [lastTabFile.Symbol, lastTabFile.Year, lastTabFile.Month]);
var potentialLivePath := TPath.Combine(lastTabFile.Path, liveFileBaseName);
if TFile.Exists(potentialLivePath) then
liveFile := ParseFileName(potentialLivePath);
end;
if not TFile.Exists(FileName) then
exit;
var loadedFileList := TList<TFuture<TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>>>.Create;
var loadStates := TList<TState>.Create;
try
for var fileInfo in tabFiles do
begin
var data := LoadDataFile(fileInfo);
loadedFileList.Add(data);
loadStates.Add(data.Done);
end;
liveData := TFuture<TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>>.Null;
if liveFile.IsValid then
begin
liveData := LoadDataFile(liveFile);
loadedFileList.Add(liveData);
loadStates.Add(liveData.Done);
end;
loadedState := TState.All(loadStates.ToArray);
loadedFiles := loadedFileList.ToArray;
finally
loadStates.Free;
loadedFileList.Free;
end;
finally
tabFiles.Free;
var capFileName := FileName;
if FileName.EndsWith('_zip', True) then
begin
Result :=
TFuture<TBytes>
.Construct(Gate.Enqueue, function: TBytes begin Result := TFile.ReadAllBytes(capFileName); end)
.Chain<TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>>(
function(bytes: TBytes): TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>
begin
var compMemoryStream := TBytesStream.Create(bytes);
try
compMemoryStream.Position := 0;
Result := ReadCompressedData(compMemoryStream);
finally
compMemoryStream.Free;
end;
end);
end
else
begin
Result :=
TFuture<TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>>.Construct(
Gate.Enqueue,
function: TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>
begin
if TFile.Exists(capFileName) then
begin
var stream := TFileStream.Create(capFileName, fmOpenRead or fmShareDenyWrite);
try
Result := ReadUncompressedData(stream);
finally
stream.Free;
end;
end;
end
);
end;
Result :=
TFuture<TArray<TDataPoint<TAuraAskBidFileItem>>>.Construct(
loadedState,
function: TArray<TDataPoint<TAuraAskBidFileItem>>
begin
var tickList := TList<TDataPoint<TAuraAskBidFileItem>>.Create;
try
var overallLastTabTickTime: TDateTime := 0;
var cnt := 0;
for var P in loadedFiles do
for var chunk in P.Value do
inc(cnt, Length(chunk));
tickList.Capacity := cnt;
for var P in loadedFiles do
for var chunk in P.Value do
for var iterTickData in chunk do
if overallLastTabTickTime < iterTickData.Time then
begin
tickList.Add(iterTickData);
overallLastTabTickTime := iterTickData.Time;
end;
Result := tickList.ToArray;
finally
tickList.Free;
end;
end
);
end;
function TAuraTABFileServer.ParseFileName(const FileName: string): TAuraDataFile;
@@ -546,7 +509,7 @@ begin
if symbol = '' then
exit;
Result := TAuraDataFile.Create(path, symbol, fileExt, year, month);
Result := TAuraDataFile.Create(path, symbol, fileExt, year, month, baseName);
end;
class function TAuraTABFileServer.ReadCompressedData(const InputStream: TStream): TArray<TArray<TDataPoint<TAuraAskBidFileItem>>>;
@@ -628,7 +591,193 @@ begin
if bytesRead <> SizeOf(TFileRecord) then
raise EReadError.CreateFmt('Read error. Expected %d bytes, read %d.', [SizeOf(TFileRecord), bytesRead]);
Result[chunkIndex][indexInChunk].Create(rec.TimeStamp, rec.Data);
// Corrected syntax: Assign the newly created record instance.
Result[chunkIndex][indexInChunk] := TDataPoint<TAuraAskBidFileItem>.Create(rec.TimeStamp, rec.Data);
Inc(indexInChunk);
end;
end;
end;
{ TAuraM1FileServer }
function TAuraM1FileServer.DoLoad(const FileName: string; const Gate: TLatch): TFuture<TArray<TArray<TDataPoint<TOhlcItem>>>>;
begin
Result := TFuture<TArray<TArray<TDataPoint<TOhlcItem>>>>.Null;
if not TFile.Exists(FileName) then
exit;
var capFileName := FileName;
// M1 files are always compressed with the .m1 extension
if FileName.EndsWith('.m1', True) then
begin
Result :=
TFuture<TBytes>
.Construct(Gate.Enqueue, function: TBytes begin Result := TFile.ReadAllBytes(capFileName); end)
.Chain<TArray<TArray<TDataPoint<TOhlcItem>>>>(
function(bytes: TBytes): TArray<TArray<TDataPoint<TOhlcItem>>>
begin
var compMemoryStream := TBytesStream.Create(bytes);
try
compMemoryStream.Position := 0;
Result := ReadCompressedData(compMemoryStream);
finally
compMemoryStream.Free;
end;
end);
end;
end;
function TAuraM1FileServer.ParseFileName(const FileName: string): TAuraDataFile;
var
path, fileNameNoPath, baseName, ext, symbol: string;
year, month: Integer;
parts, dateParts: TArray<string>;
begin
Result := Default(TAuraDataFile);
path := TPath.GetDirectoryName(FileName);
fileNameNoPath := TPath.GetFileName(FileName);
// M1 files are compressed and have a .m1 extension
if not fileNameNoPath.EndsWith('.m1', True) then
exit;
ext := TPath.GetExtension(fileNameNoPath);
baseName := TPath.GetFileNameWithoutExtension(fileNameNoPath);
// Expected format: SYMBOL_YYYY-MM_YYYY-MM
parts := baseName.Split(['_']);
if Length(parts) < 3 then
exit; // Not enough parts for SYMBOL_START_END
// The symbol can contain underscores, so we take everything before the last two parts.
var startDatePart := parts[High(parts) - 1];
dateParts := startDatePart.Split(['-']);
if Length(dateParts) <> 2 then
exit; // Start date is not YYYY-MM
if not TryStrToInt(dateParts[0], year) then
exit;
if not TryStrToInt(dateParts[1], month) then
exit;
if (month < 1) or (month > 12) or (year <= 0) then
exit;
symbol := string.Join('_', Copy(parts, 0, Length(parts) - 2));
if symbol = '' then
exit;
// The TAuraDataFile only represents the start date of the file batch.
Result := TAuraDataFile.Create(path, symbol, ext, year, month, baseName);
end;
class function TAuraM1FileServer.ReadCompressedData(const InputStream: TStream): TArray<TArray<TDataPoint<TOhlcItem>>>;
var
decompressionStream: TStream;
localHeader: TZipHeader;
entryIndex, i: Integer;
zipFileInstance: TZipFile;
begin
Result := nil;
decompressionStream := nil;
zipFileInstance := nil;
// M1 files are now zip archives containing the actual data file.
if not Assigned(InputStream) or (InputStream.Size = 0) then
exit;
try
InputStream.Position := 0;
zipFileInstance := TZipFile.Create;
zipFileInstance.Open(InputStream, TZipMode.zmRead);
if zipFileInstance.FileCount = 0 then
exit;
// Find the data file entry within the archive.
// The C# code creates an entry with the same name as the base filename, ending in .m1.
entryIndex := -1;
for i := 0 to zipFileInstance.FileCount - 1 do
begin
if zipFileInstance.FileNames[i].EndsWith('.m1', True) then
begin
entryIndex := i;
break;
end;
end;
// Fallback to the first entry if no specific .m1 file is found inside.
if entryIndex = -1 then
entryIndex := 0;
zipFileInstance.Read(entryIndex, decompressionStream, localHeader);
if not Assigned(decompressionStream) then
exit;
// The decompressed stream now contains the raw binary data.
Result := ReadUncompressedData(decompressionStream);
finally
decompressionStream.Free;
zipFileInstance.Free;
end;
end;
class function TAuraM1FileServer.ReadUncompressedData(const InputStream: TStream): TArray<TArray<TDataPoint<TOhlcItem>>>;
type
TFileRecord = TAuraM1FileItem;
var
fileSize: Int64;
totalRecordCount, bytesRead, chunkIndex, indexInChunk, recordIndex: Integer;
rec: TFileRecord;
ohlc: TOhlcItem;
factor: Double;
begin
Result := nil;
InputStream.Position := 0;
fileSize := InputStream.Size;
if (fileSize = 0) or ((fileSize mod SizeOf(TFileRecord)) <> 0) then
exit;
totalRecordCount := fileSize div SizeOf(TFileRecord);
if totalRecordCount > 0 then
begin
var numChunks := (totalRecordCount + ChunkSize - 1) div ChunkSize;
SetLength(Result, numChunks);
chunkIndex := 0;
indexInChunk := 0;
SetLength(Result[chunkIndex], Min(ChunkSize, totalRecordCount));
for recordIndex := 0 to totalRecordCount - 1 do
begin
if indexInChunk >= ChunkSize then
begin
Inc(chunkIndex);
indexInChunk := 0;
var remainingRecords := totalRecordCount - (chunkIndex * ChunkSize);
SetLength(Result[chunkIndex], Min(ChunkSize, remainingRecords));
end;
bytesRead := InputStream.Read(rec, SizeOf(TFileRecord));
if bytesRead <> SizeOf(TFileRecord) then
raise EReadError.CreateFmt('Read error. Expected %d bytes, read %d.', [SizeOf(TFileRecord), bytesRead]);
// Convert from M1 file record to a standard OHLC item
if rec.Digits > 0 then
factor := Power(10, rec.Digits)
else
factor := 1.0;
ohlc.Open := rec.Open / factor;
ohlc.High := rec.High / factor;
ohlc.Low := rec.Low / factor;
ohlc.Close := rec.Close / factor;
ohlc.Volume := rec.TickVolume;
// Corrected syntax: Assign the newly created record instance.
Result[chunkIndex][indexInChunk] := TDataPoint<TOhlcItem>.Create(rec.OADateTime, ohlc);
Inc(indexInChunk);
end;
end;