Chart

AuraTrader/AuraTrader.dproj

@@ -4,7 +4,7 @@
         <ProjectVersion>20.3</ProjectVersion>
         <FrameworkType>FMX</FrameworkType>
         <Base>True</Base>
-        <Config Condition="'$(Config)'==''">Debug</Config>
+        <Config Condition="'$(Config)'==''">Release</Config>
         <Platform Condition="'$(Platform)'==''">Win64</Platform>
         <ProjectName Condition="'$(ProjectName)'==''">AuraTrader</ProjectName>
         <TargetedPlatforms>3</TargetedPlatforms>

AuraTrader/MainForm.fmx

@@ -166,6 +166,8 @@ object Form1: TForm1
           StyleLookup = ''
           TabOrder = 0
           Text = 'Modules'
+          ExplicitSize.cx = 66.00000000000000000
+          ExplicitSize.cy = 26.00000000000000000
           object TreeView: TTreeView
             Align = Client
             Size.Width = 169.00000000000000000

AuraTrader/MainForm.pas

@@ -130,10 +130,6 @@ begin
     tab.Text := ws.Caption;
     tab.Tag := NativeInt(ws);
 
-    var tabBtn := TSpeedButton.Create(Self);
-    tabBtn.Parent := tab;
-    tabBtn.Align := TAlignLayout.Right;
-
     var scrollbox := TVertScrollBox.Create(Self);
     scrollbox.Parent := tab;
     scrollbox.Align := TAlignLayout.Client;
@@ -152,8 +148,6 @@ end;
 
 procedure TForm1.TreeViewDblClick(Sender: TObject);
 begin
-    var addnew := false;
-
     var sel := TreeView.Selected as TTreeViewItem;
 
     var parent := sel.ParentItem;
@@ -372,14 +366,14 @@ begin
             nil,
             function: TState
             begin
-                var Prices := TDataSeries<TAskBidItem>.CreateWriteable(width);
+                var Prices := TDataSeries<TAskBidItem>.CreateDataSeries(width);
                 Result :=
                     FServer.ProcessData(
                         Symbol,
                         FTerminate.Signal,
                         procedure(const Values: TArray<TDataPoint<TAskBidItem>>; const Terminated: TState)
                         begin
-                            Prices.Add(Values);
+                            Prices := Prices.Add(Values);
                             currLog.Value := Prices.TotalCount.ToString;
 
                             var PathData := TPathData.Create;

Src/Myc.Aura.Module.pas

@@ -413,21 +413,17 @@ type
     private
         FName: TWriteable<String>;
         function GetName: TWriteable<String>;
-        procedure Serialize(const Write: TJsonWriter);
+        procedure Serialize(const Write: TJsonWriter); virtual;
     public
         constructor Create(const AName: string);
     end;
 
     // Generic implementation for a collection of child nodes.
-    TMycAuraNode = class(TInterfacedObject, IAuraNode)
+    TMycAuraNode = class(TMycAuraObject, IAuraNode)
     private
-        FName: TWriteable<String>;
-        function GetName: TWriteable<String>;
     protected
         function GetCaption: string; virtual;
-        procedure Serialize(const Write: TJsonWriter);
+        procedure Serialize(const Write: TJsonWriter); override;
-    public
-        constructor Create(const AName: string);
     end;
 
     // Generic implementation for a collection of child nodes.
@@ -502,23 +498,11 @@ end;
 
 { TMycAuraNode }
 
-constructor TMycAuraNode.Create(const AName: string);
-begin
-    inherited Create;
-    FName := TWriteable<String>.CreateWriteable;
-    FName.Value := AName;
-end;
-
 function TMycAuraNode.GetCaption: string;
 begin
     Result := FName.Value;
 end;
 
-function TMycAuraNode.GetName: TWriteable<String>;
-begin
-    Result := FName;
-end;
-
 procedure TMycAuraNode.Serialize(const Write: TJsonWriter);
 begin
     Write.WriteStartObject;

Src/Myc.Core.Futures.pas

@@ -18,9 +18,13 @@ type
     end;
 
     TMycNullFuture<T> = class(TMycFuture<T>)
+    private
+        FValue: T;
     protected
         function GetValue: T; override;
         function GetDone: TState; override;
+    public
+        constructor Create(const AValue: T);
     end;
 
     TMycGateFuncFuture<T> = class(TMycFuture<T>)
@@ -56,6 +60,12 @@ begin
     Assert(GetDone.IsSet, 'Trying to destroy an unfinished future');
 end;
 
+constructor TMycNullFuture<T>.Create(const AValue: T);
+begin
+    inherited Create;
+    FValue := AValue;
+end;
+
 { TMycNullFuture<T> }
 
 function TMycNullFuture<T>.GetDone: TState;
@@ -65,7 +75,7 @@ end;
 
 function TMycNullFuture<T>.GetValue: T;
 begin
-    Result := Default(T);
+    Result := FValue;
 end;
 
 { TMycGateFuncFuture<T> }

Src/Myc.Futures.pas

@@ -45,6 +45,7 @@ type
 
         class function Construct(const Proc: TFunc<T>): TFuture<T>; overload; static;
         class function Construct(const Gate: TState; const Proc: TFunc<T>): TFuture<T>; overload; static;
+        class function Construct(const ConstVal: T): TFuture<T>; overload; static;
 
         class property Null: IFuture read FNull;
 
@@ -55,10 +56,17 @@ type
         function Chain(const Proc: TProcConst<T, TState>): TState; overload;
         function WaitFor: T;
 
+        class function WhenAll<S>(const Futures: TArray<IFuture>; const Func: TFuncConst<TArray<T>, S>): TFuture<S>; static; experimental;
+
         property Done: TState.IState read GetDone;
         property Value: T read GetValue;
     end;
 
+    TFuture = record
+    public
+        class function FromArray<T>(const Arr: TArray<TFuture<T>>): TFuture<TArray<T>>; static;
+    end;
+
     IObjectRef<T: class> = interface
         function GetObj: T;
         function Pop: T;
@@ -89,7 +97,7 @@ end;
 
 class constructor TFuture<T>.CreateClass;
 begin
-    FNull := TMycNullFuture<T>.Create;
+    FNull := TMycNullFuture<T>.Create(Default(T));
 end;
 
 function TFuture<T>.Chain(const Proc: TProcConst<T, TState>): TState;
@@ -121,6 +129,11 @@ begin
     Result := TMycGateFuncFuture<T>.Create(TaskManager, Gate, Proc);
 end;
 
+class function TFuture<T>.Construct(const ConstVal: T): TFuture<T>;
+begin
+    Result := TMycNullFuture<T>.Create(ConstVal);
+end;
+
 function TFuture<T>.GetDone: TState.IState;
 begin
     Result := FFuture.Done;
@@ -143,6 +156,29 @@ begin
     Result := FFuture.Value;
 end;
 
+class function TFuture<T>.WhenAll<S>(const Futures: TArray<IFuture>; const Func: TFuncConst<TArray<T>, S>): TFuture<S>;
+var
+    DoneStates: TArray<TState>;
+begin
+    SetLength(DoneStates, Length(Futures));
+    for var i := 0 to High(DoneStates) do
+        DoneStates[i] := Futures[i].Done;
+    var cFutures := Futures;
+    Result :=
+        TFuture<S>.Construct(
+            TState.All(DoneStates),
+            function: S
+            var
+                Vals: TArray<T>;
+            begin
+                SetLength(Vals, Length(cFutures));
+                for var i := 0 to High(Vals) do
+                    Vals[i] := Futures[i].Value;
+                Result := Func(Vals);
+            end
+        );
+end;
+
 class operator TFuture<T>.Implicit(const A: IFuture): TFuture<T>;
 begin
     Result.Create(A);
@@ -181,4 +217,25 @@ begin
     FreeAndNil(FObj);
 end;
 
+class function TFuture.FromArray<T>(const Arr: TArray<TFuture<T>>): TFuture<TArray<T>>;
+var
+    DoneStates: TArray<TState>;
+begin
+    var cFutures := Arr;
+    SetLength(DoneStates, Length(cFutures));
+    for var i := 0 to High(DoneStates) do
+        DoneStates[i] := cFutures[i].Done;
+
+    Result :=
+        TFuture<TArray<T>>.Construct(
+            TState.All(DoneStates),
+            function: TArray<T>
+            begin
+                SetLength(Result, Length(cFutures));
+                for var i := 0 to High(Result) do
+                    Result[i] := cFutures[i].Value;
+            end
+        );
+end;
+
 end.

Src/Myc.Test.Trade.DataPoint.pas

@@ -9,12 +9,11 @@ uses
     Myc.Trade.DataPoint;
 
 type
-
     [TestFixture]
-    TTestDataArray = class(TObject)
+    TTestDataSeries = class(TObject)
     private
-        FArray: TDataSeries<TAskBidItem>;
+        FSeries: TDataSeries<TAskBidItem>;
-        procedure SetupSeriesWithData(ItemCount: Integer = 10; MaxLookBack: Int64 = 0);
+        procedure SetupSeriesWithData(ItemCount: Integer = 10; MaxLookBack: Int64 = 10);
     public
         [Setup]
         procedure Setup;
@@ -32,15 +31,6 @@ type
         [Test]
         procedure TestGetItemsIndexing;
 
-        // Tests for MaxLookback
-        [Test]
-        procedure TestCountIsCappedByMaxLookback_NoTrim;
-        [Test]
-        procedure TestCountIsCappedByMaxLookback_WithTrim;
-        [Test]
-        [IgnoreMemoryLeaks]
-        procedure TestLoopIsSafeWithMaxLookback;
-
         // Tests for bulk Add
         [Test]
         procedure TestBulkAddIncreasesCount;
@@ -61,19 +51,7 @@ type
         [Test]
         procedure TestTotalCountIgnoresTrimming;
         [Test]
-        procedure TestTotalCountResetsOnClear;
+        procedure TestTotalCountResetsOnRecreate;
-    end;
-
-    [TestFixture]
-    TTestDataSeries = class(TObject)
-    private
-        FSeries: TDataSeries<TAskBidItem>;
-        procedure SetupSeriesWithData(ItemCount: Integer = 10; MaxLookBack: Int64 = 0);
-    public
-        [Setup]
-        procedure Setup;
-        [Teardown]
-        procedure Teardown;
 
         // Tests for IndexOf
         [Test]
@@ -94,48 +72,65 @@ type
         procedure TestIndexOfSingleItemSeries;
         [Test]
         procedure TestIndexOfRespectsMaxLookback;
+        [Test]
+        procedure TestIndexOfWithTrimmedData;
 
-        // Tests for Copy
+        // Tests for Copy (Immutability)
         [Test]
         procedure TestCopyHasSameContent;
         [Test]
         procedure TestCopyIsImmutableAfterOriginalChanges;
         [Test]
         procedure TestCopyRespectsMaxLookback;
+
+        // Tests for Lookback
+        [Test]
+        procedure TestCountIsCappedByMaxLookback_NoTrim;
+        [Test]
+        procedure TestCountIsCappedByMaxLookback_WithTrim;
+        [Test]
+        [IgnoreMemoryLeaks]
+        procedure TestLoopIsSafeWithMaxLookback;
+        [Test]
+        procedure TestDataAndTimePropertiesRespectLookback;
+        [Test]
+        procedure TestLookbackZero;
+        [Test]
+        procedure TestLookbackOne;
     end;
 
 implementation
 
-{ TTestDataArray }
+{ TTestDataSeries }
 
-procedure TTestDataArray.Setup;
+procedure TTestDataSeries.Setup;
 begin
-    FArray := TDataSeries<TAskBidItem>.CreateWriteable(0);
+    FSeries := TDataSeries<TAskBidItem>.CreateDataSeries(1);
 end;
 
-procedure TTestDataArray.Teardown;
+procedure TTestDataSeries.Teardown;
 begin
-    FArray := nil;
+    FSeries := Default(TDataSeries<TAskBidItem>);
 end;
 
-procedure TTestDataArray.SetupSeriesWithData(ItemCount: Integer = 10; MaxLookBack: Int64 = 0);
+procedure TTestDataSeries.SetupSeriesWithData(ItemCount: Integer = 10; MaxLookBack: Int64 = 10);
 var
     i: Integer;
     DataPoint: TDataPoint<TAskBidItem>;
     baseTime: TDateTime;
 begin
-    FArray := TDataSeries<TAskBidItem>.CreateWriteable(MaxLookBack);
+    FSeries := TDataSeries<TAskBidItem>.CreateDataSeries(MaxLookBack);
     baseTime := EncodeDate(2020, 7, 7);
 
     // Add data points with increasing timestamps.
     for i := 0 to ItemCount - 1 do
     begin
         DataPoint := TDataPoint<TAskBidItem>.Create(baseTime + i, TAskBidItem.Create(i * 1.0, i * 1.0 + 0.1));
-        FArray.Add(DataPoint);
+        FSeries := FSeries.Add([DataPoint], 0, 1);
     end;
 end;
 
-procedure TTestDataArray.TestSetupSeriesWithDataVerification;
+procedure TTestDataSeries.TestSetupSeriesWithDataVerification;
 var
     i: Integer;
     baseTime, expectedTime: TDateTime;
@@ -144,38 +139,39 @@ begin
     SetupSeriesWithData;
     baseTime := EncodeDate(2020, 7, 7);
 
-    Assert.AreEqual(Int64(10), FArray.Count, 'Setup should create exactly 10 items');
+    Assert.AreEqual(Int64(10), FSeries.Count, 'Setup should create exactly 10 items');
 
     // Check all items to ensure correct reverse chronological order.
-    for i := 0 to FArray.Count - 1 do
+    for i := 0 to FSeries.Count - 1 do
     begin
         expectedTime := baseTime + (9 - i);
         expectedAsk := Single(9 - i);
-        Assert.AreEqual(expectedTime, FArray[i].Time, 'Item at logical index should have correct reversed timestamp');
+        Assert.AreEqual(expectedTime, FSeries[i].Time, 'Item at logical index should have correct reversed timestamp');
-        Assert.AreEqual(expectedAsk, FArray[i].Data.Ask, 'Item at logical index should have correct reversed data');
+        Assert.AreEqual(expectedAsk, FSeries[i].Data.Ask, 'Item at logical index should have correct reversed data');
     end;
 end;
 
-procedure TTestDataArray.TestAddAndCount;
+procedure TTestDataSeries.TestAddAndCount;
 var
     DataPoint: TDataPoint<TAskBidItem>;
     newTime: TDateTime;
 begin
-    SetupSeriesWithData;
+    SetupSeriesWithData(10, 11);
     newTime := EncodeDate(2020, 7, 17);
 
-    Assert.AreEqual(Int64(10), FArray.Count, 'Initial count should be 10');
+    Assert.AreEqual(Int64(10), FSeries.Count, 'Initial count should be 10');
 
     DataPoint := TDataPoint<TAskBidItem>.Create(newTime, TAskBidItem.Create(100.0, 100.1));
-    FArray.Add(DataPoint);
+    FSeries := FSeries.Add([DataPoint], 0, 1);
 
-    Assert.AreEqual(Int64(11), FArray.Count, 'Count should be 11 after adding one more');
+    Assert.AreEqual(Int64(11), FSeries.Count, 'Count should be 11 after adding one more');
-    Assert.AreEqual(newTime, FArray.Items[0].Time, 'Newest item should be at index 0');
+    Assert.AreEqual(newTime, FSeries.Items[0].Time, 'Newest item should be at index 0');
 end;
 
-procedure TTestDataArray.TestAddOrderAssertion;
+procedure TTestDataSeries.TestAddOrderAssertion;
 var
     olderTime: TDateTime;
+    DataPoint: TDataPoint<TAskBidItem>;
 begin
     SetupSeriesWithData; // Newest item is at 2020-07-16
     olderTime := EncodeDate(2020, 7, 15);
@@ -183,15 +179,15 @@ begin
     Assert.WillRaise(
         procedure
         begin
-            var DataPoint := TDataPoint<TAskBidItem>.Create(olderTime, TAskBidItem.Create(0.0, 0.0));
+            DataPoint := TDataPoint<TAskBidItem>.Create(olderTime, TAskBidItem.Create(0.0, 0.0));
-            FArray.Add(DataPoint);
+            FSeries.Add([DataPoint], 0, 1);
         end,
         EAssertionFailed,
         'Adding item with older timestamp should raise an assert error'
     );
 end;
 
-procedure TTestDataArray.TestGetItemsIndexing;
+procedure TTestDataSeries.TestGetItemsIndexing;
 var
     i: Integer;
     expectedTime: TDateTime;
@@ -203,68 +199,22 @@ begin
     for i := 0 to 9 do
     begin
         expectedTime := baseTime + (9 - i);
-        Assert.AreEqual(expectedTime, FArray.Items[i].Time, 'Item at logical index should have reversed chronological time');
+        Assert.AreEqual(expectedTime, FSeries.Items[i].Time, 'Item at logical index should have reversed chronological time');
-        Assert.AreEqual(Single(9 - i), FArray.Items[i].Data.Ask, 'Item data at logical index should match reversed insertion order');
+        Assert.AreEqual(Single(9 - i), FSeries.Items[i].Data.Ask, 'Item data at logical index should match reversed insertion order');
     end;
 end;
 
-procedure TTestDataArray.TestCountIsCappedByMaxLookback_NoTrim;
+//--------------------------------------------------------------------------------------------------
-begin
+// Tests for bulk Add
-    SetupSeriesWithData(500, 400); // Less than one chunk
+//--------------------------------------------------------------------------------------------------
 
-    // The public Count must now be the MaxLookback value, even though
+procedure TTestDataSeries.TestBulkAddIncreasesCount;
-    // no chunk was freed and FCount is still 500 internally.
-    Assert.AreEqual(Int64(400), FArray.Count, 'Public count should be capped by MaxLookback even if no chunk is freed');
-end;
-
-procedure TTestDataArray.TestCountIsCappedByMaxLookback_WithTrim;
-const
-    ITEMS_TO_ADD = 2000;
-    LOOKBACK_LIMIT = 900;
-begin
-    SetupSeriesWithData(ITEMS_TO_ADD, LOOKBACK_LIMIT);
-
-    // Internally, FCount will be 976 after one chunk is freed.
-    // The public Count should still be capped at the lookback limit.
-    Assert.AreEqual(Int64(LOOKBACK_LIMIT), FArray.Count, 'Public count should be capped by MaxLookback after trimming');
-end;
-
-procedure TTestDataArray.TestLoopIsSafeWithMaxLookback;
-var
-    dummy: TDataPoint<TAskBidItem>;
-begin
-    SetupSeriesWithData(500, 400);
-    Assert.AreEqual(Int64(400), FArray.Count, 'Pre-condition: Count must be capped at 400');
-
-    // This test proves that a standard loop based on the public Count is safe
-    // and will not access an invalid index.
-    Assert.WillNotRaise(
-        procedure
-        begin
-            for var i := 0 to FArray.Count - 1 do
-            begin
-                dummy := FArray[i];
-            end;
-        end,
-        nil,
-        'Looping up to the public Count should not raise an exception'
-    );
-
-    // Also test the assert when going one item beyond the public count
-    Assert.WillRaise(
-        procedure begin dummy := FArray[400]; end,
-        EAssertionFailed,
-        'Accessing index at the limit of MaxLookback should raise an exception'
-    );
-end;
-
-procedure TTestDataArray.TestBulkAddIncreasesCount;
 var
     newData: TArray<TDataPoint<TAskBidItem>>;
     baseTime, newTime: TDateTime;
     i: Integer;
 begin
-    SetupSeriesWithData(10);
+    SetupSeriesWithData(10, 15);
     baseTime := EncodeDate(2020, 7, 7);
 
     SetLength(newData, 5);
@@ -274,13 +224,13 @@ begin
         newData[i] := TDataPoint<TAskBidItem>.Create(newTime, TAskBidItem.Create(i, i));
     end;
 
-    FArray.Add(newData);
+    FSeries := FSeries.Add(newData, 0, Length(newData));
 
-    Assert.AreEqual(Int64(15), FArray.Count, 'Count should be increased by the number of items in the bulk add');
+    Assert.AreEqual(Int64(15), FSeries.Count, 'Count should be increased by the number of items in the bulk add');
-    Assert.AreEqual(baseTime + 10 + High(newData), FArray[0].Time, 'Newest item should be the last item from the added array');
+    Assert.AreEqual(baseTime + 10 + High(newData), FSeries[0].Time, 'Newest item should be the last item from the added array');
 end;
 
-procedure TTestDataArray.TestBulkAddChronologicalAssertion_Internal;
+procedure TTestDataSeries.TestBulkAddChronologicalAssertion_Internal;
 var
     newData: TArray<TDataPoint<TAskBidItem>>;
 begin
@@ -290,13 +240,13 @@ begin
     newData[1] := TDataPoint<TAskBidItem>.Create(Now, TAskBidItem.Create(2, 2)); // Not sorted
 
     Assert.WillRaise(
-        procedure begin FArray.Add(newData); end,
+        procedure begin FSeries.Add(newData, 0, Length(newData)); end,
         EAssertionFailed,
         'Bulk Add should fail if the input array is not chronologically sorted'
     );
 end;
 
-procedure TTestDataArray.TestBulkAddChronologicalAssertion_External;
+procedure TTestDataSeries.TestBulkAddChronologicalAssertion_External;
 var
     newData: TArray<TDataPoint<TAskBidItem>>;
     olderTime: TDateTime;
@@ -308,13 +258,13 @@ begin
     newData[0] := TDataPoint<TAskBidItem>.Create(olderTime, TAskBidItem.Create(1, 1));
 
     Assert.WillRaise(
-        procedure begin FArray.Add(newData); end,
+        procedure begin FSeries.Add(newData, 0, Length(newData)); end,
         EAssertionFailed,
         'Bulk Add should fail if its first item is older than the series last item'
     );
 end;
 
-procedure TTestDataArray.TestBulkAddSpanningMultipleChunks;
+procedure TTestDataSeries.TestBulkAddSpanningMultipleChunks;
 const
     CHUNK_SIZE = 1024;
 var
@@ -322,8 +272,8 @@ var
     lastTimeBeforeAdd, firstNewTime, lastNewTime: TDateTime;
     i: Integer;
 begin
-    SetupSeriesWithData(CHUNK_SIZE - 4); // Almost fill the first chunk
+    SetupSeriesWithData(CHUNK_SIZE - 4, CHUNK_SIZE + 8); // Almost fill the first chunk
-    lastTimeBeforeAdd := FArray[0].Time;
+    lastTimeBeforeAdd := FSeries[0].Time;
 
     SetLength(newData, 8); // Add 8 items, which will span the chunk boundary
     for i := 0 to High(newData) do
@@ -334,20 +284,20 @@ begin
     firstNewTime := newData[0].Time;
     lastNewTime := newData[High(newData)].Time;
 
-    FArray.Add(newData);
+    FSeries := FSeries.Add(newData, 0, Length(newData));
-    Assert.AreEqual(Int64(CHUNK_SIZE + 4), FArray.Count, 'Count should be correct after spanning a chunk');
+    Assert.AreEqual(Int64(CHUNK_SIZE + 4), FSeries.Count, 'Count should be correct after spanning a chunk');
-    Assert.AreEqual(lastNewTime, FArray[0].Time, 'Newest item should be correct');
+    Assert.AreEqual(lastNewTime, FSeries[0].Time, 'Newest item should be correct');
-    Assert.AreEqual(firstNewTime, FArray[7].Time, 'Oldest of the new items should be at the correct logical index');
+    Assert.AreEqual(firstNewTime, FSeries[7].Time, 'Oldest of the new items should be at the correct logical index');
 end;
 
-procedure TTestDataArray.TestBulkAddWithMaxLookback;
+procedure TTestDataSeries.TestBulkAddWithMaxLookback;
 var
     newData: TArray<TDataPoint<TAskBidItem>>;
     i: Integer;
     baseTime: TDateTime;
 begin
     SetupSeriesWithData(400, 500);
-    baseTime := FArray[0].Time;
+    baseTime := FSeries[0].Time;
 
     SetLength(newData, 200);
     for i := 0 to High(newData) do
@@ -355,157 +305,65 @@ begin
         newData[i] := TDataPoint<TAskBidItem>.Create(baseTime + 1 + i, TAskBidItem.Create(i, i));
     end;
 
-    FArray.Add(newData);
+    FSeries := FSeries.Add(newData, 0, Length(newData));
 
     // Total items would be 600, but MaxLookback is 500.
-    // Trim does not free chunks (100 to remove < 1024).
     // The public Count must be capped at 500.
-    Assert.AreEqual(Int64(500), FArray.Count, 'Count should be capped by MaxLookback after bulk add');
+    Assert.AreEqual(Int64(500), FSeries.Count, 'Count should be capped by MaxLookback after bulk add');
 end;
 
-procedure TTestDataArray.TestTotalCountIncrementsCorrectly;
+//--------------------------------------------------------------------------------------------------
+// Tests for TotalCount
+//--------------------------------------------------------------------------------------------------
+
+procedure TTestDataSeries.TestTotalCountIncrementsCorrectly;
 var
     newData: TArray<TDataPoint<TAskBidItem>>;
     i: Integer;
+    DataPoint: TDataPoint<TAskBidItem>;
 begin
-    Assert.AreEqual(Int64(0), FArray.TotalCount, 'TotalCount should be 0 on creation');
+    Assert.AreEqual(Int64(0), FSeries.TotalCount, 'TotalCount should be 0 on creation');
 
     // Test single add
-    FArray.Add(TDataPoint<TAskBidItem>.Create(Now, TAskBidItem.Create(1, 1)));
+    DataPoint := TDataPoint<TAskBidItem>.Create(Now, TAskBidItem.Create(1, 1));
-    Assert.AreEqual(Int64(1), FArray.TotalCount, 'TotalCount should be 1 after single add');
+    FSeries := FSeries.Add([DataPoint], 0, 1);
+    Assert.AreEqual(Int64(1), FSeries.TotalCount, 'TotalCount should be 1 after single add');
 
     // Test bulk add
     SetLength(newData, 10);
     for i := 0 to High(newData) do
         newData[i] := TDataPoint<TAskBidItem>.Create(Now + 1 + i, TAskBidItem.Create(i, i));
 
-    FArray.Add(newData);
+    FSeries := FSeries.Add(newData, 0, Length(newData));
-    Assert.AreEqual(Int64(11), FArray.TotalCount, 'TotalCount should be 11 after bulk add');
+    Assert.AreEqual(Int64(11), FSeries.TotalCount, 'TotalCount should be 11 after bulk add');
 end;
 
-procedure TTestDataArray.TestTotalCountIgnoresTrimming;
+procedure TTestDataSeries.TestTotalCountIgnoresTrimming;
 begin
     // Create series with a lookback that will cause trimming
     SetupSeriesWithData(20, 10);
 
     // The visible count is capped by MaxLookback
-    Assert.AreEqual(Int64(10), FArray.Count, 'Count should be capped by MaxLookback');
+    Assert.AreEqual(Int64(10), FSeries.Count, 'Count should be capped by MaxLookback');
     // The total count should reflect all items that were ever added
-    Assert.AreEqual(Int64(20), FArray.TotalCount, 'TotalCount must not be affected by trimming');
+    Assert.AreEqual(Int64(20), FSeries.TotalCount, 'TotalCount must not be affected by trimming');
 end;
 
-procedure TTestDataArray.TestTotalCountResetsOnClear;
+procedure TTestDataSeries.TestTotalCountResetsOnRecreate;
 begin
     SetupSeriesWithData(15);
-    Assert.IsTrue(FArray.TotalCount > 0, 'Pre-condition: TotalCount should be greater than 0');
+    Assert.IsTrue(FSeries.TotalCount > 0, 'Pre-condition: TotalCount should be greater than 0');
 
-    FArray.Clear;
+    // Re-create the series to clear it
+    FSeries := TDataSeries<TAskBidItem>.CreateDataSeries(0);
 
-    Assert.AreEqual(Int64(0), FArray.TotalCount, 'TotalCount should be 0 after Clear');
+    Assert.AreEqual(Int64(0), FSeries.TotalCount, 'TotalCount should be 0 after re-creation');
-    Assert.AreEqual(Int64(0), FArray.Count, 'Count should be 0 after Clear');
+    Assert.AreEqual(Int64(0), FSeries.Count, 'Count should be 0 after re-creation');
 end;
 
-{ TTestDataSeries }
+//--------------------------------------------------------------------------------------------------
-
+// Tests for IndexOf
-procedure TTestDataSeries.Setup;
+//--------------------------------------------------------------------------------------------------
-begin
-    FSeries := TDataSeries<TAskBidItem>.CreateWriteable(0);
-end;
-
-procedure TTestDataSeries.Teardown;
-begin
-    FSeries := Default(TDataSeries<TAskBidItem>);
-end;
-
-procedure TTestDataSeries.SetupSeriesWithData(ItemCount: Integer = 10; MaxLookBack: Int64 = 0);
-var
-    i: Integer;
-    DataPoint: TDataPoint<TAskBidItem>;
-    baseTime: TDateTime;
-begin
-    FSeries := TDataSeries<TAskBidItem>.CreateWriteable(MaxLookBack);
-    baseTime := EncodeDate(2020, 7, 7);
-
-    // Add data points with increasing timestamps.
-    for i := 0 to ItemCount - 1 do
-    begin
-        DataPoint := TDataPoint<TAskBidItem>.Create(baseTime + i, TAskBidItem.Create(i * 1.0, i * 1.0 + 0.1));
-        FSeries.Add(DataPoint);
-    end;
-end;
-
-procedure TTestDataSeries.TestCopyHasSameContent;
-var
-    copy: TDataSeries<TAskBidItem>;
-    i: Integer;
-begin
-    SetupSeriesWithData(15);
-
-    copy := FSeries.Immutable;
-
-    Assert.AreEqual(FSeries.Count, copy.Count, 'Copy must have the same count as the original');
-    Assert.AreEqual(FSeries.TotalCount, copy.TotalCount, 'Copy must have the same total count as the original');
-
-    for i := 0 to FSeries.Count - 1 do
-    begin
-        Assert.AreEqual(FSeries[i].Time, copy[i].Time, 'Copied item timestamp must match original');
-        Assert.AreEqual(FSeries[i].Data.Ask, copy[i].Data.Ask, 'Copied item data must match original');
-    end;
-end;
-
-procedure TTestDataSeries.TestCopyIsImmutableAfterOriginalChanges;
-var
-    copy: TDataSeries<TAskBidItem>;
-    originalCount, originalTotalCount: Int64;
-    newPoint: TDataPoint<TAskBidItem>;
-    lastTime: TDateTime;
-begin
-    SetupSeriesWithData(10);
-
-    // Create the copy
-    copy := FSeries.Immutable;
-    originalCount := copy.Count;
-    originalTotalCount := copy.TotalCount;
-
-    // Modify the original series
-    lastTime := FSeries[0].Time;
-    newPoint := TDataPoint<TAskBidItem>.Create(lastTime + 1, TAskBidItem.Create(99, 99.1));
-    FSeries.Add(newPoint);
-
-    Assert.AreEqual(Int64(11), FSeries.Count, 'Original array count should have increased');
-
-    // Verify the copy remains unchanged
-    Assert.AreEqual(originalCount, copy.Count, 'Copy count must not change after original is modified');
-    Assert.AreEqual(originalTotalCount, copy.TotalCount, 'Copy total count must not change after original is modified');
-    Assert.AreNotEqual(FSeries[0].Time, copy[0].Time, 'Newest item in copy should not be the new item from original');
-end;
-
-procedure TTestDataSeries.TestCopyRespectsMaxLookback;
-var
-    copy: TDataSeries<TAskBidItem>;
-    newPoint: TDataPoint<TAskBidItem>;
-    lastTime: TDateTime;
-begin
-    SetupSeriesWithData(20, 15); // 20 items total, but series count is capped at 15
-
-    Assert.AreEqual(Int64(15), FSeries.Count, 'Pre-condition: Series count should be capped by MaxLookback');
-    Assert.AreEqual(Int64(20), FSeries.TotalCount, 'Pre-condition: Series total count should be 20');
-
-    copy := FSeries.Immutable;
-
-    // Verify the copy reflects the MaxLookback state
-    Assert.AreEqual(Int64(15), copy.Count, 'Copy count should be the MaxLookback value of the original');
-    Assert.AreEqual(Int64(20), copy.TotalCount, 'Copy total count should be the total items added to the original');
-
-    // Modify original
-    lastTime := FSeries[0].Time;
-    newPoint := TDataPoint<TAskBidItem>.Create(lastTime + 1, TAskBidItem.Create(99, 99.1));
-    FSeries.Add(newPoint);
-
-    // Verify the copy is still unchanged
-    Assert.AreEqual(Int64(15), copy.Count, 'Copy count must remain unchanged after original is modified');
-    Assert.AreEqual(Int64(20), copy.TotalCount, 'Copy total count must remain unchanged after original is modified');
-end;
 
 procedure TTestDataSeries.TestIndexOfExistingTimeStamp;
 var
@@ -513,14 +371,10 @@ var
     expectedIndex: Int64;
 begin
     SetupSeriesWithData;
-    ATimeStamp := EncodeDate(2020, 7, 7); // Oldest item
+    ATimeStamp := EncodeDate(2020, 7, 7) + 9; // Newest item
-    expectedIndex := 9;
+    expectedIndex := 0;
 
-    Assert.AreEqual(
+    Assert.AreEqual(expectedIndex, FSeries.IndexOf(ATimeStamp), 'IndexOf for the newest existing item timestamp should return 0');
-        expectedIndex,
-        FSeries.IndexOf(ATimeStamp),
-        'IndexOf for the oldest existing item timestamp should return its correct index'
-    );
 end;
 
 procedure TTestDataSeries.TestIndexOfNonExistingBetween;
@@ -529,8 +383,11 @@ var
     expectedIndex: Int64;
 begin
     SetupSeriesWithData;
-    ATimeStamp := EncodeDate(2020, 7, 7) + 0.5; // 12:00 on the day of the oldest item
+    // Time is between item 8 (2020-07-15) and 9 (2020-07-16)
-    expectedIndex := Int64(9); // Should find the item from 00:00
+    ATimeStamp := EncodeDate(2020, 7, 15) + 0.5;
+    // Should return the index of the preceding item, which is the one at 2020-07-15.
+    // Its logical index is 1 (0 is newest at 2020-07-16)
+    expectedIndex := Int64(1);
 
     Assert.AreEqual(
         expectedIndex,
@@ -602,7 +459,7 @@ begin
     // Use default setup, but add one item
     testTime := EncodeDate(2025, 1, 1);
     DataPoint := TDataPoint<TAskBidItem>.Create(testTime, TAskBidItem.Create(1.0, 2.0));
-    FSeries.Add(DataPoint);
+    FSeries := FSeries.Add([DataPoint], 0, 1);
 
     Assert.AreEqual(Int64(1), FSeries.Count);
     Assert.AreEqual(Int64(0), FSeries.IndexOf(testTime), 'IndexOf for exact single item should be 0');
@@ -620,19 +477,282 @@ begin
     Assert.AreEqual(Int64(400), FSeries.Count, 'Pre-condition: Count must be 400');
 
     // The oldest *physically present* item has a timestamp of baseTime+0.
-    // This item is at logical index 499, which is outside the MaxLookback range.
+    // This item is outside the MaxLookback range.
     // IndexOf must not find it.
     searchTime := baseTime; // Time of oldest physical item.
     Assert.AreEqual(Int64(-1), FSeries.IndexOf(searchTime), 'IndexOf should not find items outside the MaxLookback range');
 
     // The oldest *logically valid* item is at index 399.
-    // Its physical index is 500 - 399 - 1 = 100.
+    // This item corresponds to the 100th item added (i=100), since 500-400=100 items are trimmed from the start.
     // Its timestamp is baseTime + 100.
     searchTime := baseTime + 100;
     Assert.AreEqual(Int64(399), FSeries.IndexOf(searchTime), 'IndexOf should find the oldest valid item at the edge of MaxLookback');
 end;
 
+procedure TTestDataSeries.TestIndexOfWithTrimmedData;
+var
+    baseTime, searchTime: TDateTime;
+begin
+    SetupSeriesWithData(500, 400); // Oldest visible item has time baseTime+100
+    baseTime := EncodeDate(2020, 7, 7);
+
+    // Search for an exact timestamp that was trimmed
+    searchTime := baseTime + 50; // Added, but now outside the lookback window
+    Assert.AreEqual(Int64(-1), FSeries.IndexOf(searchTime), 'IndexOf should not find an exact timestamp that has been trimmed');
+
+    // Search for a non-exact timestamp in the trimmed range
+    searchTime := baseTime + 99.5; // This would resolve to item 99, which is trimmed.
+    Assert.AreEqual(Int64(-1), FSeries.IndexOf(searchTime), 'IndexOf should return -1 when the preceding item is trimmed');
+
+    // Search for a non-exact timestamp that should resolve to the oldest visible item
+    searchTime := baseTime + 100.5; // This should resolve to item 100 (logical index 399)
+    Assert.AreEqual(
+        Int64(399),
+        FSeries.IndexOf(searchTime),
+        'IndexOf should find the oldest visible item when searching just after its timestamp'
+    );
+end;
+
+//--------------------------------------------------------------------------------------------------
+// Tests for Copy (Immutability)
+//--------------------------------------------------------------------------------------------------
+
+procedure TTestDataSeries.TestCopyHasSameContent;
+var
+    copy: TDataSeries<TAskBidItem>;
+    i: Integer;
+begin
+    SetupSeriesWithData(15);
+
+    copy := FSeries;
+
+    Assert.AreEqual(FSeries.Count, copy.Count, 'Copy must have the same count as the original');
+    Assert.AreEqual(FSeries.TotalCount, copy.TotalCount, 'Copy must have the same total count as the original');
+
+    for i := 0 to FSeries.Count - 1 do
+    begin
+        Assert.AreEqual(FSeries[i].Time, copy[i].Time, 'Copied item timestamp must match original');
+        Assert.AreEqual(FSeries[i].Data.Ask, copy[i].Data.Ask, 'Copied item data must match original');
+    end;
+end;
+
+procedure TTestDataSeries.TestCopyIsImmutableAfterOriginalChanges;
+var
+    copy: TDataSeries<TAskBidItem>;
+    originalCount, originalTotalCount: Int64;
+    newPoint: TDataPoint<TAskBidItem>;
+    lastTime: TDateTime;
+begin
+    SetupSeriesWithData(10, 11);
+
+    // Create the copy
+    copy := FSeries;
+    originalCount := copy.Count;
+    originalTotalCount := copy.TotalCount;
+
+    // Modify the original series by creating a new one
+    lastTime := FSeries[0].Time;
+    newPoint := TDataPoint<TAskBidItem>.Create(lastTime + 1, TAskBidItem.Create(99, 99.1));
+    FSeries := FSeries.Add([newPoint], 0, 1);
+
+    Assert.AreEqual(Int64(11), FSeries.Count, 'Original series count should have increased');
+
+    // Verify the copy remains unchanged
+    Assert.AreEqual(originalCount, copy.Count, 'Copy count must not change after original is modified');
+    Assert.AreEqual(originalTotalCount, copy.TotalCount, 'Copy total count must not change after original is modified');
+    Assert.AreNotEqual(FSeries[0].Time, copy[0].Time, 'Newest item in copy should not be the new item from original');
+end;
+
+procedure TTestDataSeries.TestCopyRespectsMaxLookback;
+var
+    copy: TDataSeries<TAskBidItem>;
+    newPoint: TDataPoint<TAskBidItem>;
+    lastTime: TDateTime;
+begin
+    SetupSeriesWithData(20, 15); // 20 items total, but series count is capped at 15
+
+    Assert.AreEqual(Int64(15), FSeries.Count, 'Pre-condition: Series count should be capped by MaxLookback');
+    Assert.AreEqual(Int64(20), FSeries.TotalCount, 'Pre-condition: Series total count should be 20');
+
+    copy := FSeries;
+
+    // Verify the copy reflects the MaxLookback state
+    Assert.AreEqual(Int64(15), copy.Count, 'Copy count should be the MaxLookback value of the original');
+    Assert.AreEqual(Int64(20), copy.TotalCount, 'Copy total count should be the total items added to the original');
+
+    // Modify original
+    lastTime := FSeries[0].Time;
+    newPoint := TDataPoint<TAskBidItem>.Create(lastTime + 1, TAskBidItem.Create(99, 99.1));
+    FSeries := FSeries.Add([newPoint], 0, 1);
+
+    // Verify the copy is still unchanged
+    Assert.AreEqual(Int64(15), copy.Count, 'Copy count must remain unchanged after original is modified');
+    Assert.AreEqual(Int64(20), copy.TotalCount, 'Copy total count must remain unchanged after original is modified');
+end;
+
+//--------------------------------------------------------------------------------------------------
+// Tests for Lookback
+//--------------------------------------------------------------------------------------------------
+
+procedure TTestDataSeries.TestCountIsCappedByMaxLookback_NoTrim;
+begin
+    SetupSeriesWithData(500, 400); // Less than one chunk
+
+    // The public Count must now be the MaxLookback value, even though
+    // no chunk was freed and FCount is still 500 internally.
+    Assert.AreEqual(Int64(400), FSeries.Count, 'Public count should be capped by MaxLookback even if no chunk is freed');
+end;
+
+procedure TTestDataSeries.TestCountIsCappedByMaxLookback_WithTrim;
+const
+    ITEMS_TO_ADD = 2000;
+    LOOKBACK_LIMIT = 900;
+begin
+    SetupSeriesWithData(ITEMS_TO_ADD, LOOKBACK_LIMIT);
+
+    // Internally, the item count will be trimmed.
+    // The public Count should be capped at the lookback limit.
+    Assert.AreEqual(Int64(LOOKBACK_LIMIT), FSeries.Count, 'Public count should be capped by MaxLookback after trimming');
+end;
+
+procedure TTestDataSeries.TestLoopIsSafeWithMaxLookback;
+var
+    dummy: TDataPoint<TAskBidItem>;
+begin
+    SetupSeriesWithData(500, 400);
+    Assert.AreEqual(Int64(400), FSeries.Count, 'Pre-condition: Count must be capped at 400');
+
+    // This test proves that a standard loop based on the public Count is safe
+    // and will not access an invalid index.
+    Assert.WillNotRaise(
+        procedure
+        begin
+            for var i := 0 to FSeries.Count - 1 do
+            begin
+                dummy := FSeries[i];
+            end;
+        end,
+        EAssertionFailed, // Using EAssertionFailed here to catch potential internal range checks
+        'Looping up to the public Count should not raise an exception'
+    );
+
+    // Also test the assert when going one item beyond the public count
+    Assert.WillRaise(
+        procedure begin dummy := FSeries[400]; end,
+        EAssertionFailed,
+        'Accessing index at the limit of MaxLookback should raise an exception'
+    );
+end;
+
+procedure TTestDataSeries.TestDataAndTimePropertiesRespectLookback;
+var
+    baseTime: TDateTime;
+    expectedOldestTime: TDateTime;
+    expectedOldestAsk: Single;
+    expectedNewestTime: TDateTime;
+    expectedNewestAsk: Single;
+begin
+    SetupSeriesWithData(20, 15); // Add 20 items, lookback 15.
+    // Visible items are those originally at index 5 through 19.
+    baseTime := EncodeDate(2020, 7, 7);
+
+    // Newest item in series is from i=19. Time = baseTime + 19. Logical index = 0.
+    expectedNewestTime := baseTime + 19;
+    expectedNewestAsk := 19.0;
+    // Oldest visible item is from i=5. Time = baseTime + 5. Logical index = 14.
+    expectedOldestTime := baseTime + 5;
+    expectedOldestAsk := 5.0;
+
+    Assert.AreEqual(Int64(15), FSeries.Count, 'Pre-condition: Count must be 15');
+
+    // Check Data and Time properties at the boundaries
+    Assert.AreEqual(expectedNewestTime, FSeries.Time[0], 'Time[0] should be the newest visible item''s time');
+    Assert.AreEqual(expectedNewestAsk, FSeries.Data[0].Ask, 'Data[0] should be the newest visible item''s data');
+
+    Assert.AreEqual(expectedOldestTime, FSeries.Time[14], 'Time[Count-1] should be the oldest visible item''s time');
+    Assert.AreEqual(expectedOldestAsk, FSeries.Data[14].Ask, 'Data[Count-1] should be the oldest visible item''s data');
+
+    // Check access will fail beyond the lookback-limited count
+    Assert.WillRaise(
+        procedure begin var dummy := FSeries.Data[15]; end,
+        EAssertionFailed,
+        'Accessing Data property beyond public count should fail'
+    );
+    Assert.WillRaise(
+        procedure begin var dummy := FSeries.Time[15]; end,
+        EAssertionFailed,
+        'Accessing Time property beyond public count should fail'
+    );
+end;
+
+procedure TTestDataSeries.TestLookbackZero;
+var
+    DataPoint: TDataPoint<TAskBidItem>;
+begin
+    FSeries := TDataSeries<TAskBidItem>.CreateDataSeries(0);
+    Assert.AreEqual(Int64(0), FSeries.Lookback, 'Lookback should be 0');
+    Assert.AreEqual(Int64(0), FSeries.Count, 'Count on new series should be 0');
+    Assert.AreEqual(Int64(0), FSeries.TotalCount, 'TotalCount on new series should be 0');
+
+    // Add an item
+    DataPoint := TDataPoint<TAskBidItem>.Create(Now, TAskBidItem.Create(1, 1.1));
+    FSeries := FSeries.Add([DataPoint], 0, 1);
+
+    // Count should still be 0, but TotalCount should be 1
+    Assert.AreEqual(Int64(0), FSeries.Count, 'Count must remain 0 when Lookback is 0');
+    Assert.AreEqual(Int64(1), FSeries.TotalCount, 'TotalCount should increment even with Lookback 0');
+
+    // Accessing any item should fail
+    Assert.WillRaise(
+        procedure begin var dummy := FSeries[0]; end,
+        EAssertionFailed,
+        'Accessing item[0] on a series with Lookback=0 should raise an error'
+    );
+
+    // IndexOf should also find nothing
+    Assert.AreEqual(Int64(-1), FSeries.IndexOf(Now), 'IndexOf on a series with Lookback=0 should return -1');
+end;
+
+procedure TTestDataSeries.TestLookbackOne;
+var
+    DataPoint1, DataPoint2, DataPoint3: TDataPoint<TAskBidItem>;
+    time1, time2, time3: TDateTime;
+begin
+    FSeries := TDataSeries<TAskBidItem>.CreateDataSeries(1);
+    Assert.AreEqual(Int64(1), FSeries.Lookback, 'Lookback should be 1');
+
+    // Add first item
+    time1 := Now;
+    DataPoint1 := TDataPoint<TAskBidItem>.Create(time1, TAskBidItem.Create(1, 1.1));
+    FSeries := FSeries.Add([DataPoint1], 0, 1);
+    Assert.AreEqual(Int64(1), FSeries.Count, 'Count should be 1 after one add');
+    Assert.AreEqual(Int64(1), FSeries.TotalCount, 'TotalCount should be 1');
+    Assert.AreEqual(time1, FSeries[0].Time, 'The first item should be at index 0');
+
+    // Add second item
+    time2 := time1 + EncodeTime(0, 0, 1, 0);
+    DataPoint2 := TDataPoint<TAskBidItem>.Create(time2, TAskBidItem.Create(2, 2.1));
+    FSeries := FSeries.Add([DataPoint2], 0, 1);
+    Assert.AreEqual(Int64(1), FSeries.Count, 'Count must be capped at 1');
+    Assert.AreEqual(Int64(2), FSeries.TotalCount, 'TotalCount should be 2');
+    Assert.AreEqual(time2, FSeries[0].Time, 'The newest item should now be at index 0');
+
+    // Add third item
+    time3 := time2 + EncodeTime(0, 0, 1, 0);
+    DataPoint3 := TDataPoint<TAskBidItem>.Create(time3, TAskBidItem.Create(3, 3.1));
+    FSeries := FSeries.Add([DataPoint3], 0, 1);
+    Assert.AreEqual(Int64(1), FSeries.Count, 'Count must still be capped at 1');
+    Assert.AreEqual(Int64(3), FSeries.TotalCount, 'TotalCount should be 3');
+    Assert.AreEqual(time3, FSeries[0].Time, 'The third item should now be at index 0');
+
+    // Accessing index 1 should fail
+    Assert.WillRaise(
+        procedure begin var dummy := FSeries[1]; end,
+        EAssertionFailed,
+        'Accessing item[1] on a series with Lookback=1 should raise an error'
+    );
+end;
+
 initialization
-    TDUnitX.RegisterTestFixture(TTestDataArray);
     TDUnitX.RegisterTestFixture(TTestDataSeries);
 end.

Src/Myc.Trade.Core.DataPoint.pas

@@ -3,11 +3,13 @@ unit Myc.Trade.Core.DataPoint;
 interface
 
 uses
+    System.Generics.Collections,
+    System.TimeSpan,
     Myc.Trade.DataPoint;
 
 type
-    // The implementation class for IDataSeries<T>.
+    TMycDataArray<T> = record
-    TDataArray<T> = class(TInterfacedObject, IDataSeries<T>, IDataSeriesWriter<T>)
+    private
         const
             ChunkSize = 1024;
         type
@@ -15,26 +17,34 @@ type
     private
         FChunks: TArray<TChunk>;
         FCount: Int64;
-        FLookback: Int64;
-        FTotalCount: Int64;
 
         function LogicalToPhysicalIndex(LogicalIndex: Int64): Int64; inline;
-        function IsIndexInLimits(LogicalIndex: Int64): Boolean;
+        function GetItems(Idx: Int64): TDataPoint<T>; inline;
-        procedure Trim;
+    public
+        constructor Create(const AChunks: TArray<TChunk>; ACount: Int64);
+        function Add(const Data: array of TDataPoint<T>; First, Count, Lookback: Int64): TMycDataArray<T>;
+        class function CreateEmpty: TMycDataArray<T>; static;
+        // Helper to create a data array from a raw TArray.
+        class function CreateFromArray(const AData: TArray<TDataPoint<T>>; First, Count: Integer): TMycDataArray<T>; static;
+        property Count: Int64 read FCount;
+        property Items[Idx: Int64]: TDataPoint<T> read GetItems; default;
+    end;
 
-        // IDataSeries<T> implementation
+    // The implementation class for IDataSeries<T>.
+    TMycDataSeries<T> = class(TInterfacedObject, IDataSeries<T>)
+    private
+        FData: TMycDataArray<T>;
+        FLookback: Int64;
+        FTotalCount: Int64;
         function GetCount: Int64;
         function GetItems(Idx: Int64): TDataPoint<T>;
         function GetLookback: Int64;
         function GetTotalCount: Int64;
-        function GetWriter: IDataSeriesWriter<T>;
     public
-        constructor Create(ALookback: Int64);
+        constructor Create(ALookback: Int64; const AData: TMycDataArray<T>; ATotalCount: Int64);
-        procedure Add(const Data: TDataPoint<T>); overload;
+        destructor Destroy; override;
-        procedure Add(const Data: array of TDataPoint<T>; NumToAdd: Integer = -1); overload;
+        function Add(const Data: TArray<TDataPoint<T>>; First, Count: Integer): IDataSeries<T>;
-        procedure Clear;
+        class function CreateDataSeries(Lookback: Int64; const AData: TMycDataArray<T>; ATotalCount: Int64): IDataSeries<T>; static;
-        function Immutable: IDataSeries<T>;
-        property Lookback: Int64 read GetLookback;
     end;
 
     // Null object implementation for IDataSeries<T>
@@ -43,217 +53,247 @@ type
         class var
             FNull: IDataSeries<T>;
     private
-        class constructor CreateClass;
+        FTotalCount: Int64;
-        function GetWriter: IDataSeriesWriter<T>;
-    public
         function GetCount: Int64;
         function GetItems(Idx: Int64): TDataPoint<T>;
         function GetTotalCount: Int64;
-        function IndexOf(TimeStamp: TDateTime): Int64;
+        function GetLookback: Int64;
-        function Immutable: IDataSeries<T>;
+        class constructor CreateClass;
+    public
+        constructor Create(ATotalCount: Int64);
+        function Add(const Data: TArray<TDataPoint<T>>; First, Count: Integer): IDataSeries<T>;
         class property Null: IDataSeries<T> read FNull;
     end;
 
-    // The implementation class for IDataSeries<T>.
+    // A virtual series that combines a base series and an array of new data without copying.
-    TStaticDataSeries<T> = class(TInterfacedObject, IDataSeries<T>)
+    TCompositeDataSeries<T> = class(TInterfacedObject, IDataSeries<T>)
     private
-        FChunks: TArray<TDataArray<T>.TChunk>;
+        FBaseSeries: IDataSeries<T>;
-        FCount: Int64;
+        FAddedData: TMycDataArray<T>;
         FLookback: Int64;
-        FTotalCount: Int64;
+        FCount: Int64;
-
-        function LogicalToPhysicalIndex(LogicalIndex: Int64): Int64; inline;
-        function IsIndexInLimits(LogicalIndex: Int64): Boolean;
-
-        // IDataSeries<T> implementation
         function GetCount: Int64;
         function GetItems(Idx: Int64): TDataPoint<T>;
         function GetLookback: Int64;
         function GetTotalCount: Int64;
-        function GetWriter: IDataSeriesWriter<T>;
-
     public
-        constructor Create(const AChunks: TArray<TDataArray<T>.TChunk>; ACount, ALookback, ATotalCount: Int64);
+        constructor Create(const ABaseSeries: IDataSeries<T>; const AAddedData: TMycDataArray<T>);
-        function Immutable: IDataSeries<T>;
+        function Add(const Data: TArray<TDataPoint<T>>; First, Count: Integer): IDataSeries<T>;
-        property Lookback: Int64 read GetLookback;
+        class function CreateComposite(
+            const BaseSeries: IDataSeries<T>;
+            const Data: TArray<TDataPoint<T>>;
+            First, Count: Integer
+        ): IDataSeries<T>; static;
+    end;
+
+    TConvertSeries<T, S> = class(TInterfacedObject, IDataSeries<S>)
+    private
+        FSource: IDataSeries<T>;
+        FConvertFunc: TDataSeries<T>.TConvertFunc<S>;
+        function GetCount: Int64;
+        function GetItems(Idx: Int64): TDataPoint<S>;
+        function GetLookback: Int64;
+        function GetTotalCount: Int64;
+    public
+        constructor Create(const ASource: IDataSeries<T>; const AConvertFunc: TDataSeries<T>.TConvertFunc<S>);
+        function Add(const Data: TArray<TDataPoint<S>>; First, Count: Integer): IDataSeries<S>;
+    end;
+
+    TAggregateDataSeries<T, S> = class(TInterfacedObject, IDataSeries<S>)
+    public
+        // Defines the function signature for aggregating a set of source data points into a single target value.
+        type
+            TAggregateFunc = reference to function(const ASourcePoints: TArray<TDataPoint<T>>): S;
+    private
+        FSource: IDataSeries<T>;
+        FTimeFrame: TDateTime;
+        FAggregateFunc: TAggregateFunc;
+        FCachedItems: TDictionary<Int64, TDataPoint<S>>;
+        FBaseTime: TDateTime;
+        FAggregatedCount: Int64;
+        function GetCount: Int64;
+        function GetItems(Idx: Int64): TDataPoint<S>;
+        function GetLookback: Int64;
+        function GetTotalCount: Int64;
+        procedure CalculateAggregatedCount;
+    public
+        constructor Create(const ASource: IDataSeries<T>; ATimeFrame: TDateTime; const AAggregateFunc: TAggregateFunc);
+        destructor Destroy; override;
+        function Add(const Data: TArray<TDataPoint<S>>; First, Count: Integer): IDataSeries<S>;
     end;
 
 implementation
 
-{ TDataArray<T> }
+uses
+    System.SysUtils,
+    System.Math;
 
-constructor TDataArray<T>.Create(ALookback: Int64);
+{ TMycDataArray<T> }
+
+constructor TMycDataArray<T>.Create(const AChunks: TArray<TChunk>; ACount: Int64);
 begin
-    inherited Create;
+    FChunks := AChunks;
-    FLookback := ALookback;
+    FCount := ACount;
-    FCount := 0;
-    FTotalCount := 0;
-    FChunks := nil;
 end;
 
-procedure TDataArray<T>.Add(const Data: TDataPoint<T>);
+class function TMycDataArray<T>.CreateEmpty: TMycDataArray<T>;
 begin
-    Assert((FCount = 0) or (Data.Time >= GetItems(0).Time), 'Time stamp older than last item');
+    Result.FChunks := nil;
-
+    Result.FCount := 0;
-    var ci := FCount div ChunkSize;
-    var di := FCount mod ChunkSize;
-
-    if (di = 0) then
-    begin
-        SetLength(FChunks, ci + 1);
-        SetLength(FChunks[ci], ChunkSize);
 end;
 
-    FChunks[ci][di] := Data;
+class function TMycDataArray<T>.CreateFromArray(const AData: TArray<TDataPoint<T>>; First, Count: Integer): TMycDataArray<T>;
-    Inc(FCount);
+begin
-    Inc(FTotalCount);
+    // Use the Add method on an empty array to perform the chunking logic.
-
+    Result := CreateEmpty.Add(AData, First, Count, Count);
-    Trim;
 end;
 
-procedure TDataArray<T>.Add(const Data: array of TDataPoint<T>; NumToAdd: Integer = -1);
+function TMycDataArray<T>.Add(const Data: array of TDataPoint<T>; First, Count, Lookback: Int64): TMycDataArray<T>;
 var
-    sourceIdx, itemsToCopy, spaceInChunk: Integer;
+    destPhysicalIdx, sourcePhysicalIdx: Int64;
-    ci, di: Int64;
+    itemsToSkip: Int64;
-    i: Integer;
+    numNewChunks: Integer;
-    resolvedNumToAdd: Integer;
+    newChunks: TArray<TChunk>;
+    destChunkIdx, destSubIdx: Integer;
+    sumCount, newCount: Int64;
 begin
-    if NumToAdd < 0 then
+    if Count < 0 then
-        resolvedNumToAdd := Length(Data)
+        Count := Length(Data) - First;
-    else
+    if (Lookback <= 0) or (Count = 0) then
-        resolvedNumToAdd := NumToAdd;
+        exit(Self);
 
-    if resolvedNumToAdd = 0 then
+    Assert(Count <= (Length(Data) - First), 'Count cannot be larger than the source array');
-        Exit;
+    for var i := First + 1 to First + Count - 1 do
-
-    Assert(resolvedNumToAdd <= Length(Data), 'NumToAdd cannot be larger than the source array');
-
-    for i := 1 to resolvedNumToAdd - 1 do
         Assert(Data[i].Time >= Data[i - 1].Time, 'Input array for Add is not chronologically sorted');
+    if FCount > 0 then
+        Assert(Data[First].Time >= Self.Items[0].Time, 'First new item is older than last existing item');
 
-    Assert((FCount = 0) or (Data[0].Time >= GetItems(0).Time), 'First new item is older than last existing item');
+    sumCount := FCount + Count;
+    newCount := sumCount;
+    if (Lookback > 0) and (newCount > Lookback) then
+        newCount := Lookback;
+    itemsToSkip := sumCount - newCount;
 
-    Inc(FTotalCount, resolvedNumToAdd);
+    numNewChunks := 0;
+    if newCount > 0 then
+        numNewChunks := (newCount - 1) div ChunkSize + 1;
+    SetLength(newChunks, numNewChunks);
 
-    var newTotalCount := FCount + resolvedNumToAdd;
+    for destPhysicalIdx := 0 to newCount - 1 do
-    var requiredChunks := (newTotalCount + ChunkSize - 1) div ChunkSize;
-    if requiredChunks = 0 then
-        requiredChunks := 1;
-
-    if requiredChunks > Length(FChunks) then
-        SetLength(FChunks, requiredChunks);
-
-    sourceIdx := 0;
-    while sourceIdx < resolvedNumToAdd do
     begin
-        ci := FCount div ChunkSize;
+        destChunkIdx := destPhysicalIdx div ChunkSize;
-        di := FCount mod ChunkSize;
+        destSubIdx := destPhysicalIdx mod ChunkSize;
 
-        if di = 0 then
+        if destSubIdx = 0 then
-            SetLength(FChunks[ci], ChunkSize);
+            SetLength(newChunks[destChunkIdx], ChunkSize);
 
-        spaceInChunk := ChunkSize - di;
+        sourcePhysicalIdx := itemsToSkip + destPhysicalIdx;
-        itemsToCopy := resolvedNumToAdd - sourceIdx;
-        if spaceInChunk < itemsToCopy then
-            itemsToCopy := spaceInChunk;
 
-        System.Move(Data[sourceIdx], FChunks[ci][di], itemsToCopy * SizeOf(TDataPoint<T>));
+        if sourcePhysicalIdx < FCount then
-
-        Inc(FCount, itemsToCopy);
-        Inc(sourceIdx, itemsToCopy);
-
-        Trim;
-    end;
-end;
-
-procedure TDataArray<T>.Clear;
         begin
-    FChunks := nil;
+            newChunks[destChunkIdx][destSubIdx] := FChunks[sourcePhysicalIdx div ChunkSize][sourcePhysicalIdx mod ChunkSize];
-    FCount := 0;
+        end
-    FTotalCount := 0;
+        else
-end;
-
-function TDataArray<T>.Immutable: IDataSeries<T>;
         begin
-    Result := TStaticDataSeries<T>.Create(FChunks, FCount, FLookback, FTotalCount);
+            newChunks[destChunkIdx][destSubIdx] := Data[First + (sourcePhysicalIdx - FCount)];
+        end;
     end;
 
-function TDataArray<T>.GetCount: Int64;
+    Result := TMycDataArray<T>.Create(newChunks, newCount);
-begin
-    Result := FCount;
-    if (FLookback > 0) and (Result > FLookback) then
-        Result := FLookback;
 end;
 
-function TDataArray<T>.GetItems(Idx: Int64): TDataPoint<T>;
+function TMycDataArray<T>.GetItems(Idx: Int64): TDataPoint<T>;
 var
     physicalIndex: Int64;
 begin
-    Assert(IsIndexInLimits(Idx), 'Index is outside of the configured Lookback limits.');
+    Assert((Idx >= 0) and (Idx < FCount), 'Logical index is out of bounds.');
     physicalIndex := LogicalToPhysicalIndex(Idx);
     Result := FChunks[physicalIndex div ChunkSize][physicalIndex mod ChunkSize];
 end;
 
-function TDataArray<T>.GetLookback: Int64;
+function TMycDataArray<T>.LogicalToPhysicalIndex(LogicalIndex: Int64): Int64;
+begin
+    Result := FCount - LogicalIndex - 1;
+end;
+
+{ TMycDataSeries<T> }
+
+constructor TMycDataSeries<T>.Create(ALookback: Int64; const AData: TMycDataArray<T>; ATotalCount: Int64);
+begin
+    inherited Create;
+    FLookback := ALookback;
+    FData := AData;
+    FTotalCount := ATotalCount;
+end;
+
+destructor TMycDataSeries<T>.Destroy;
+begin
+    inherited;
+end;
+
+class function TMycDataSeries<T>.CreateDataSeries(Lookback: Int64; const AData: TMycDataArray<T>; ATotalCount: Int64): IDataSeries<T>;
+begin
+    if Lookback > 0 then
+        Result := TMycDataSeries<T>.Create(Lookback, AData, ATotalCount)
+    else
+        Result := TNullDataSeries<T>.Null;
+end;
+
+function TMycDataSeries<T>.Add(const Data: TArray<TDataPoint<T>>; First, Count: Integer): IDataSeries<T>;
+var
+    newData: TMycDataArray<T>;
+    newTotalCount: Int64;
+begin
+    if Count < 0 then
+        Count := Length(Data) - First;
+    newData := FData.Add(Data, First, Count, FLookback);
+    newTotalCount := FTotalCount + Count;
+    Result := TMycDataSeries<T>.Create(FLookback, newData, newTotalCount);
+end;
+
+function TMycDataSeries<T>.GetCount: Int64;
+begin
+    Result := FData.Count;
+end;
+
+function TMycDataSeries<T>.GetItems(Idx: Int64): TDataPoint<T>;
+begin
+    Assert((Idx >= 0) and (Idx < FData.Count), 'Index is out of bounds.');
+    Result := FData.Items[Idx];
+end;
+
+function TMycDataSeries<T>.GetLookback: Int64;
 begin
     Result := FLookback;
 end;
 
-function TDataArray<T>.GetTotalCount: Int64;
+function TMycDataSeries<T>.GetTotalCount: Int64;
 begin
     Result := FTotalCount;
 end;
 
-function TDataArray<T>.GetWriter: IDataSeriesWriter<T>;
+{ TNullDataSeries<T> }
-begin
-    Result := Self;
-end;
-
-function TDataArray<T>.IsIndexInLimits(LogicalIndex: Int64): Boolean;
-begin
-    Result := (FLookback <= 0) or (LogicalIndex < FLookback);
-end;
-
-function TDataArray<T>.LogicalToPhysicalIndex(LogicalIndex: Int64): Int64;
-begin
-    Assert((LogicalIndex >= 0) and (LogicalIndex < FCount), 'Logical index is out of bounds.');
-    Result := FCount - LogicalIndex - 1;
-end;
-
-procedure TDataArray<T>.Trim;
-var
-    itemsToRemove, chunksToRemove: Int64;
-begin
-    if (FCount = 0) or (FLookback <= 0) then
-        Exit;
-
-    itemsToRemove := 0;
-    if FCount > FLookback then
-        itemsToRemove := FCount - FLookback;
-
-    if itemsToRemove <= 0 then
-        Exit;
-
-    chunksToRemove := itemsToRemove div ChunkSize;
-
-    if chunksToRemove > 0 then
-    begin
-        var itemsInFreedChunks := chunksToRemove * ChunkSize;
-        FChunks := Copy(FChunks, chunksToRemove, Length(FChunks) - chunksToRemove);
-        FCount := FCount - itemsInFreedChunks;
-    end;
-end;
-
-{ TNullDataSeries<T> Interface Helper }
 
 class constructor TNullDataSeries<T>.CreateClass;
 begin
-    FNull := TNullDataSeries<T>.Create;
+    FNull := TNullDataSeries<T>.Create(0);
 end;
 
-function TNullDataSeries<T>.Immutable: IDataSeries<T>;
+constructor TNullDataSeries<T>.Create(ATotalCount: Int64);
 begin
-    Result := FNull;
+    inherited Create;
+    FTotalCount := ATotalCount;
+end;
+
+function TNullDataSeries<T>.Add(const Data: TArray<TDataPoint<T>>; First, Count: Integer): IDataSeries<T>;
+begin
+    if Count < 0 then
+        Count := Length(Data) - First;
+
+    if Count > 0 then
+        Result := TNullDataSeries<T>.Create(FTotalCount + Count)
+    else
+        Result := Self;
 end;
 
 function TNullDataSeries<T>.GetCount: Int64;
@@ -263,81 +303,259 @@ end;
 
 function TNullDataSeries<T>.GetItems(Idx: Int64): TDataPoint<T>;
 begin
-    Assert(false, 'Index out of bounds.');
+    Assert(false, 'Data series is empty.');
     Result := Default(TDataPoint<T>);
 end;
 
-function TNullDataSeries<T>.GetTotalCount: Int64;
+function TNullDataSeries<T>.GetLookback: Int64;
 begin
     Result := 0;
 end;
 
-function TNullDataSeries<T>.GetWriter: IDataSeriesWriter<T>;
+function TNullDataSeries<T>.GetTotalCount: Int64;
-begin
-    Result := nil;
-end;
-
-function TNullDataSeries<T>.IndexOf(TimeStamp: TDateTime): Int64;
-begin
-    Result := -1;
-end;
-
-{ TStaticDataSeries<T> }
-
-constructor TStaticDataSeries<T>.Create(const AChunks: TArray<TDataArray<T>.TChunk>; ACount, ALookback, ATotalCount: Int64);
-begin
-    inherited Create;
-    FChunks := AChunks;
-    FCount := ACount;
-    FLookback := ALookback;
-    FTotalCount := ATotalCount;
-end;
-
-function TStaticDataSeries<T>.Immutable: IDataSeries<T>;
-begin
-    Result := Self;
-end;
-
-function TStaticDataSeries<T>.GetCount: Int64;
-begin
-    Result := FCount;
-    if (FLookback > 0) and (Result > FLookback) then
-        Result := FLookback;
-end;
-
-function TStaticDataSeries<T>.GetItems(Idx: Int64): TDataPoint<T>;
-var
-    physicalIndex: Int64;
-begin
-    Assert(IsIndexInLimits(Idx), 'Index is outside of the configured Lookback limits.');
-    physicalIndex := LogicalToPhysicalIndex(Idx);
-    Result := FChunks[physicalIndex div TDataArray<T>.ChunkSize][physicalIndex mod TDataArray<T>.ChunkSize];
-end;
-
-function TStaticDataSeries<T>.GetLookback: Int64;
-begin
-    Result := FLookback;
-end;
-
-function TStaticDataSeries<T>.GetTotalCount: Int64;
 begin
     Result := FTotalCount;
 end;
 
-function TStaticDataSeries<T>.GetWriter: IDataSeriesWriter<T>;
+{ TCompositeDataSeries<T> }
+
+constructor TCompositeDataSeries<T>.Create(const ABaseSeries: IDataSeries<T>; const AAddedData: TMycDataArray<T>);
 begin
-    Result := nil;
+    inherited Create;
+    FBaseSeries := ABaseSeries;
+    FAddedData := AAddedData;
+    FLookback := FBaseSeries.Lookback;
+    Assert(FLookback > 0);
+
+    FCount := FBaseSeries.Count + FAddedData.Count;
+    if FCount > FLookback then
+        FCount := FLookback;
 end;
 
-function TStaticDataSeries<T>.IsIndexInLimits(LogicalIndex: Int64): Boolean;
+function TCompositeDataSeries<T>.Add(const Data: TArray<TDataPoint<T>>; First, Count: Integer): IDataSeries<T>;
+var
+    newAddedData: TMycDataArray<T>;
+    itemsInBase: Int64;
+    lookbackForAdd: Int64;
 begin
-    Result := (FLookback <= 0) or (LogicalIndex < FLookback);
+    if Count < 0 then
+        Count := Length(Data) - First;
+    if Count = 0 then
+        exit(Self);
+
+    itemsInBase := FBaseSeries.Count;
+    lookbackForAdd := FLookback - itemsInBase;
+    if lookbackForAdd < 0 then
+        lookbackForAdd := 0;
+
+    newAddedData := FAddedData.Add(Data, First, Count, lookbackForAdd);
+
+    // Optimization: If the added data fills the entire lookback window,
+    // the base series is no longer relevant. We can return a simpler TMycDataSeries.
+    if newAddedData.Count >= FLookback then
+    begin
+        Result := TMycDataSeries<T>.Create(FLookback, newAddedData, GetTotalCount + Count);
+    end
+    else
+    begin
+        Result := TCompositeDataSeries<T>.Create(FBaseSeries, newAddedData);
+    end;
 end;
 
-function TStaticDataSeries<T>.LogicalToPhysicalIndex(LogicalIndex: Int64): Int64;
+class function TCompositeDataSeries<T>.CreateComposite(
+    const BaseSeries: IDataSeries<T>;
+    const Data: TArray<TDataPoint<T>>;
+    First, Count: Integer
+): IDataSeries<T>;
 begin
-    Assert((LogicalIndex >= 0) and (LogicalIndex < FCount), 'Logical index is out of bounds.');
+    if Count < 0 then
-    Result := FCount - LogicalIndex - 1;
+        Count := Length(Data) - First;
+    if Count = 0 then
+        exit(BaseSeries);
+
+    Result := TCompositeDataSeries<T>.Create(BaseSeries, TMycDataArray<T>.CreateFromArray(Data, First, Count));
+end;
+
+function TCompositeDataSeries<T>.GetCount: Int64;
+begin
+    Result := FCount;
+end;
+
+function TCompositeDataSeries<T>.GetItems(Idx: Int64): TDataPoint<T>;
+var
+    addedCount: Int64;
+begin
+    Assert((Idx >= 0) and (Idx < FCount), 'Logical index is out of bounds.');
+    addedCount := FAddedData.Count;
+    if Idx < addedCount then
+    begin
+        Result := FAddedData.Items[Idx];
+    end
+    else
+    begin
+        Result := FBaseSeries.Items[Idx - addedCount];
+    end;
+end;
+
+function TCompositeDataSeries<T>.GetLookback: Int64;
+begin
+    Result := FLookback;
+end;
+
+function TCompositeDataSeries<T>.GetTotalCount: Int64;
+begin
+    Result := FBaseSeries.TotalCount + FAddedData.Count;
+end;
+
+{ TConvertSeries<T, S> }
+
+constructor TConvertSeries<T, S>.Create(const ASource: IDataSeries<T>; const AConvertFunc: TDataSeries<T>.TConvertFunc<S>);
+begin
+    inherited Create;
+    FSource := ASource;
+    FConvertFunc := AConvertFunc;
+end;
+
+function TConvertSeries<T, S>.Add(const Data: TArray<TDataPoint<S>>; First, Count: Integer): IDataSeries<S>;
+begin
+    Result := TCompositeDataSeries<S>.CreateComposite(Self, Data, First, Count);
+end;
+
+function TConvertSeries<T, S>.GetCount: Int64;
+begin
+    Result := FSource.Count;
+end;
+
+function TConvertSeries<T, S>.GetItems(Idx: Int64): TDataPoint<S>;
+var
+    P: TDataPoint<T>;
+begin
+    P := FSource[Idx];
+    Result.Create(P.Time, FConvertFunc(P));
+end;
+
+function TConvertSeries<T, S>.GetLookback: Int64;
+begin
+    Result := FSource.Lookback;
+end;
+
+function TConvertSeries<T, S>.GetTotalCount: Int64;
+begin
+    Result := FSource.TotalCount;
+end;
+
+{ TAggregateDataSeries<T, S> }
+
+constructor TAggregateDataSeries<T, S>.Create(const ASource: IDataSeries<T>; ATimeFrame: TDateTime; const AAggregateFunc: TAggregateFunc);
+begin
+    inherited Create;
+    FSource := ASource;
+    FTimeFrame := ATimeFrame;
+    FAggregateFunc := AAggregateFunc;
+    FCachedItems := TDictionary<Int64, TDataPoint<S>>.Create;
+    FAggregatedCount := -1; // -1 indicates that it has not been calculated yet
+end;
+
+destructor TAggregateDataSeries<T, S>.Destroy;
+begin
+    FCachedItems.Free;
+    inherited;
+end;
+
+procedure TAggregateDataSeries<T, S>.CalculateAggregatedCount;
+var
+    totalTimeSpan: Double;
+begin
+    if FSource.Count = 0 then
+    begin
+        FBaseTime := 0;
+        FAggregatedCount := 0;
+    end
+    else
+    begin
+        // The timestamp of the oldest element serves as the anchor for our time grid.
+        FBaseTime := FSource.Items[FSource.Count - 1].Time;
+        // Total duration covered by the source series.
+        totalTimeSpan := FSource.Items[0].Time - FBaseTime;
+        if totalTimeSpan >= 0 then
+            FAggregatedCount := Trunc(totalTimeSpan / FTimeFrame) + 1
+        else
+            FAggregatedCount := 0;
+    end;
+end;
+
+function TAggregateDataSeries<T, S>.Add(const Data: TArray<TDataPoint<S>>; First, Count: Integer): IDataSeries<S>;
+begin
+    // Adding to an aggregated series is complex.
+    // The most straightforward approach is to create a composite series.
+    Result := TCompositeDataSeries<S>.CreateComposite(Self, Data, First, Count);
+end;
+
+function TAggregateDataSeries<T, S>.GetCount: Int64;
+begin
+    if FAggregatedCount = -1 then
+        CalculateAggregatedCount;
+    Result := FAggregatedCount;
+end;
+
+function TAggregateDataSeries<T, S>.GetItems(Idx: Int64): TDataPoint<S>;
+var
+    startTime, endTime: TDateTime;
+    sourcePoints: TList<TDataPoint<T>>;
+    sourceIdx: Int64;
+begin
+    Assert((Idx >= 0) and (Idx < GetCount), 'Index is out of bounds.');
+
+    if FCachedItems.TryGetValue(Idx, Result) then
+        exit;
+
+    // Calculate the time window for the requested aggregated data point.
+    // Index 0 is the newest, so we calculate backwards from the total count.
+    endTime := FBaseTime + (FAggregatedCount - Idx) * FTimeFrame;
+    startTime := endTime - FTimeFrame;
+
+    sourcePoints := TList<TDataPoint<T>>.Create;
+    try
+        // Find all source data points that fall into this time window.
+        // We can optimize the start of the search using the IndexOf function.
+        sourceIdx := TDataSeries<T>(FSource).IndexOf(endTime);
+        if sourceIdx = -1 then
+            sourceIdx := 0; // If endTime is after the last element, start at the newest.
+
+        while (sourceIdx < FSource.Count) do
+        begin
+            var P := FSource.Items[sourceIdx];
+            if P.Time < startTime then
+                break; // We have moved past our time window
+
+            if P.Time < endTime then // Time is within [startTime, endTime)
+            begin
+                sourcePoints.Add(P);
+            end;
+            Inc(sourceIdx);
+        end;
+
+        // The aggregation function expects the data in chronological order (oldest first),
+        // but we collected it in reverse. So we reverse the list.
+        sourcePoints.Reverse;
+        Result.Create(endTime, FAggregateFunc(sourcePoints.ToArray));
+    finally
+        sourcePoints.Free;
+    end;
+
+    // Cache the result for future calls
+    FCachedItems.Add(Idx, Result);
+end;
+
+function TAggregateDataSeries<T, S>.GetLookback: Int64;
+begin
+    Result := FSource.Lookback; // The lookback is defined by the source series.
+end;
+
+function TAggregateDataSeries<T, S>.GetTotalCount: Int64;
+begin
+    // The total count of aggregated items is simply its current count, as it's a view.
+    Result := GetCount;
 end;
 
 end.

Src/Myc.Trade.DataPoint.pas

@@ -2,6 +2,9 @@ unit Myc.Trade.DataPoint;
 
 interface
 
+uses
+    System.TimeSpan;
+
 type
     // A data record for an Ask/Bid price pair.
     TAskBidItem = packed record
@@ -10,6 +13,15 @@ type
         constructor Create(AAsk, ABid: Single);
     end;
 
+    TOhlcItem = record
+        Open: Single;
+        High: Single;
+        Low: Single;
+        Close: Single;
+        Volume: Single;
+        constructor Create(AOpen, AHigh, ALow, AClose, AVolume: Single);
+    end;
+
     // Represents a time-stamped data point in a series.
     TDataPoint<T> = record
         Time: TDateTime;
@@ -17,41 +29,38 @@ type
         constructor Create(ATime: TDateTime; const AData: T);
     end;
 
-    IDataSeriesWriter<T> = interface
-        procedure Add(const Data: TDataPoint<T>); overload;
-        procedure Add(const Data: array of TDataPoint<T>; NumToAdd: Integer = -1); overload;
-        procedure Clear;
-    end;
-
     // A time-ordered series of data points, optimized for chronological additions.
     // The most recently added element has the logical index 0.
     IDataSeries<T> = interface
         function GetCount: Int64;
         function GetItems(Idx: Int64): TDataPoint<T>;
         function GetTotalCount: Int64;
-        function Immutable: IDataSeries<T>;
+        function GetLookback: Int64;
-        function GetWriter: IDataSeriesWriter<T>;
+        function Add(const Data: TArray<TDataPoint<T>>; First, Count: Integer): IDataSeries<T>;
         property Count: Int64 read GetCount;
         // Accesses data points by their logical index.
         // Index 0 is the newest element, Index (Count - 1) is the oldest.
         property Items[Idx: Int64]: TDataPoint<T> read GetItems; default;
+        // The maximum number of adressable items. Count will never be bigger than the Lookback.
+        property Lookback: Int64 read GetLookback;
         // The total number of items ever added to the series.
         property TotalCount: Int64 read GetTotalCount;
-        property Writer: IDataSeriesWriter<T> read GetWriter;
     end;
 
     // Interface Helper for IDataSeries<T>.
     // Provides a safe, value-type-like wrapper around the interface.
     TDataSeries<T> = record
+        type
+            TConvertFunc<S> = reference to function(const Val: TDataPoint<T>): S;
     private
         FDataSeries: IDataSeries<T>;
         function GetCount: Int64;
         function GetItems(Idx: Int64): TDataPoint<T>;
         function GetData(Idx: Int64): T;
-        function GetIsWriteable: Boolean;
         function GetTime(Idx: Int64): TDateTime;
-        class function GetNull: IDataSeries<T>; static;
         function GetTotalCount: Int64;
+        function GetLookback: Int64;
+        class function GetNull: IDataSeries<T>; static;
     public
         constructor Create(ADataSeries: IDataSeries<T>);
 
@@ -61,14 +70,12 @@ type
         class operator Implicit(const A: TDataSeries<T>): IDataSeries<T>;
         class operator Implicit(const A: IDataSeries<T>): TDataSeries<T>;
 
-        class function CreateWriteable(MaxLookback: Int64): TDataSeries<T>; static;
+        class function CreateDataSeries(Lookback: Int64; const Data: TArray<TDataPoint<T>> = nil): TDataSeries<T>; static;
 
-        // Create an immutable version of the given series.
+        function Add(const Data: TArray<TDataPoint<T>>): TDataSeries<T>; overload;
-        function Immutable: TDataSeries<T>;
+        function Add(const Data: TArray<TDataPoint<T>>; First, Count: Integer): TDataSeries<T>; overload;
 
-        // Writing (only if IsWriteable=true)
+        function Convert<S>(const Func: TConvertFunc<S>): TDataSeries<S>;
-        procedure Add(const Data: array of TDataPoint<T>; NumToAdd: Integer = -1);
-        procedure Clear;
 
         // Searches for a data point by its timestamp.
         // Returns the logical index of the matching item.
@@ -76,20 +83,111 @@ type
         // Returns -1 if the timestamp is before the oldest item in the series.
         function IndexOf(TimeStamp: TDateTime): Int64;
 
+        function ToArray: TArray<TDataPoint<T>>;
+        function ToDataArray: TArray<T>;
+
         class property Null: IDataSeries<T> read GetNull;
         property Count: Int64 read GetCount;
+        property TotalCount: Int64 read GetTotalCount;
+        property Lookback: Int64 read GetLookback;
         property Items[Idx: Int64]: TDataPoint<T> read GetItems; default;
         property Data[Idx: Int64]: T read GetData;
-        property IsWriteable: Boolean read GetIsWriteable;
         property Time[Idx: Int64]: TDateTime read GetTime;
-        property TotalCount: Int64 read GetTotalCount;
+    end;
+
+    TDataSeriesDoubleHelper = record helper for TDataSeries<Double>
+        function ToOhlc(TimeFrame: TTimeSpan): TDataSeries<TOhlcItem>;
     end;
 
 implementation
 
 uses
+    System.SysUtils,
+    System.Math,
+    System.Generics.Collections,
     Myc.Trade.Core.DataPoint;
 
+// Optimized helper function using direct TTimeSpan features and integer arithmetic.
+function CeilToTimeSpan(const ATime: TDateTime; const ATimeSpan: TTimeSpan): TDateTime;
+var
+    timeSinceMidnight: TTimeSpan;
+    timeSpanTicks: Int64;
+    numIntervals, ceiledTicks: Int64;
+begin
+    timeSpanTicks := ATimeSpan.Ticks;
+    Assert(timeSpanTicks > 0, 'TimeSpan must be positive.');
+
+    // Get the time portion of ATime directly as a TTimeSpan.
+    timeSinceMidnight := TTimeSpan.Subtract(ATime, Trunc(ATime));
+
+    // Using integer arithmetic to find the ceiling is robust.
+    // This is a standard formula for integer ceiling division: (numerator + denominator - 1) / denominator
+    numIntervals := (timeSinceMidnight.Ticks + timeSpanTicks - 1) div timeSpanTicks;
+
+    ceiledTicks := numIntervals * timeSpanTicks;
+
+    // Construct the final DateTime from the date part and the new, aligned time part.
+    Result := Trunc(ATime) + TTimeSpan.FromTicks(ceiledTicks);
+end;
+
+function TDataSeriesDoubleHelper.ToOhlc(TimeFrame: TTimeSpan): TDataSeries<TOhlcItem>;
+var
+    ohlcPoints: TList<TDataPoint<TOhlcItem>>;
+    currentBar: TOhlcItem;
+    windowEndTime: TDateTime;
+    sourceIdx: Int64;
+    firstPointInBar: Boolean;
+begin
+    if Self.Count = 0 then
+        exit(TDataSeries<TOhlcItem>.Create(TNullDataSeries<TOhlcItem>.Null));
+
+    ohlcPoints := TList<TDataPoint<TOhlcItem>>.Create;
+    try
+        if TimeFrame.Ticks <= 0 then
+            raise EArgumentException.Create('Invalid TimeFrame for OHLC aggregation.');
+
+        sourceIdx := Self.Count - 1; // Start with the oldest data point
+        firstPointInBar := True;
+        windowEndTime := 0;
+
+        // Iterate through all source points chronologically (oldest to newest)
+        while sourceIdx >= 0 do
+        begin
+            var P := Self.Items[sourceIdx];
+
+            if firstPointInBar then
+            begin
+                windowEndTime := CeilToTimeSpan(P.Time, TimeFrame);
+                currentBar.Create(P.Data, P.Data, P.Data, P.Data, 0);
+                firstPointInBar := False;
+            end;
+
+            if P.Time >= windowEndTime then
+            begin
+                ohlcPoints.Add(TDataPoint<TOhlcItem>.Create(windowEndTime, currentBar));
+                firstPointInBar := True;
+                Continue; // Re-evaluate the same point for the next bar
+            end;
+
+            currentBar.High := Max(currentBar.High, P.Data);
+            currentBar.Low := Min(currentBar.Low, P.Data);
+            currentBar.Close := P.Data;
+            currentBar.Volume := currentBar.Volume + 1;
+
+            Dec(sourceIdx);
+        end;
+
+        if not firstPointInBar then
+            ohlcPoints.Add(TDataPoint<TOhlcItem>.Create(windowEndTime, currentBar));
+
+        var dataArray := TMycDataArray<TOhlcItem>.CreateFromArray(ohlcPoints.ToArray, 0, ohlcPoints.Count);
+        var seriesImpl := TMycDataSeries<TOhlcItem>.Create(ohlcPoints.Count, dataArray, ohlcPoints.Count);
+        Result := TDataSeries<TOhlcItem>.Create(seriesImpl);
+    finally
+        ohlcPoints.Free;
+    end;
+end;
+
 { TAskBidItem }
 
 constructor TAskBidItem.Create(AAsk, ABid: Single);
@@ -98,6 +196,17 @@ begin
     Bid := ABid;
 end;
 
+{ TOhlcItem }
+
+constructor TOhlcItem.Create(AOpen, AHigh, ALow, AClose, AVolume: Single);
+begin
+    Open := AOpen;
+    High := AHigh;
+    Low := ALow;
+    Close := AClose;
+    Volume := AVolume;
+end;
+
 { TDataPoint<T> }
 
 constructor TDataPoint<T>.Create(ATime: TDateTime; const AData: T);
@@ -114,26 +223,24 @@ begin
         FDataSeries := Null;
 end;
 
-procedure TDataSeries<T>.Add(const Data: array of TDataPoint<T>; NumToAdd: Integer = -1);
+function TDataSeries<T>.Add(const Data: TArray<TDataPoint<T>>; First, Count: Integer): TDataSeries<T>;
 begin
-    Assert(IsWriteable);
+    Result := FDataSeries.Add(Data, First, Count);
-    FDataSeries.Writer.Add(Data, NumToAdd);
 end;
 
-procedure TDataSeries<T>.Clear;
+function TDataSeries<T>.Add(const Data: TArray<TDataPoint<T>>): TDataSeries<T>;
 begin
-    Assert(IsWriteable);
+    Result := FDataSeries.Add(Data, 0, Length(Data));
-    FDataSeries.Writer.Clear;
 end;
 
-function TDataSeries<T>.Immutable: TDataSeries<T>;
+function TDataSeries<T>.Convert<S>(const Func: TConvertFunc<S>): TDataSeries<S>;
 begin
-    Result := FDataSeries.Immutable;
+    Result := TConvertSeries<T, S>.Create(FDataSeries, Func);
 end;
 
-class function TDataSeries<T>.CreateWriteable(MaxLookback: Int64): TDataSeries<T>;
+class function TDataSeries<T>.CreateDataSeries(Lookback: Int64; const Data: TArray<TDataPoint<T>> = nil): TDataSeries<T>;
 begin
-    Result := TDataArray<T>.Create(MaxLookback);
+    Result := TMycDataSeries<T>.CreateDataSeries(Lookback, TMycDataArray<T>.CreateFromArray(Data, 0, Length(Data)), Length(Data));
 end;
 
 class operator TDataSeries<T>.Finalize(var Dest: TDataSeries<T>);
@@ -171,9 +278,9 @@ begin
     Result := FDataSeries[Idx].Data;
 end;
 
-function TDataSeries<T>.GetIsWriteable: Boolean;
+function TDataSeries<T>.GetLookback: Int64;
 begin
-    Result := Assigned(FDataSeries.Writer);
+    Result := FDataSeries.Lookback;
 end;
 
 function TDataSeries<T>.GetTime(Idx: Int64): TDateTime;
@@ -206,7 +313,7 @@ begin
     while (low <= high) do
     begin
         mid := low + (high - low) div 2;
-        dataPointTime := GetItems(mid).Time; // Use GetItems to stay within the class
+        dataPointTime := FDataSeries[mid].Time;
 
         if (dataPointTime = TimeStamp) then
         begin
@@ -225,4 +332,22 @@ begin
     end;
 end;
 
+function TDataSeries<T>.ToArray: TArray<TDataPoint<T>>;
+begin
+    var n := FDataSeries.Count;
+    SetLength(Result, n);
+    dec(n);
+    for var i := 0 to n do
+        Result[i] := FDataSeries[n - i];
+end;
+
+function TDataSeries<T>.ToDataArray: TArray<T>;
+begin
+    var n := FDataSeries.Count;
+    SetLength(Result, n);
+    dec(n);
+    for var i := 0 to n do
+        Result[i] := FDataSeries[n - i].Data;
+end;
+
 end.

Src/Myc.Trade.DataProvider.pas

@@ -38,7 +38,7 @@ begin
     SetLength(FChunk, AMaxChunkSize);
     FStream := AStream;
     FNewDataAvailable := TFlag.CreateObserver(FStream.HasData);
-    FDataSeries := TDataSeries<T>.CreateWriteable(ALookback);
+    FDataSeries := TDataSeries<T>.CreateDataSeries(ALookback);
 end;
 
 destructor TDataStreamProvider<T>.Destroy;
@@ -57,7 +57,7 @@ begin
     begin
         var cnt := FStream.GetChunk(FChunk);
         if cnt > 0 then
-            FDataSeries.Add(FChunk, cnt);
+            FDataSeries := FDataSeries.Add(FChunk, 0, cnt);
     end;
     Result := FDataSeries;
 end;