You've already forked lazarus-ccr
systools: Add units StRandom and StStat (and demo for StRandom).
git-svn-id: https://svn.code.sf.net/p/lazarus-ccr/svn@6141 8e941d3f-bd1b-0410-a28a-d453659cc2b4
This commit is contained in:
84
components/systools/examples/random/exrandom.lpi
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84
components/systools/examples/random/exrandom.lpi
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@ -0,0 +1,84 @@
|
||||
<?xml version="1.0" encoding="UTF-8"?>
|
||||
<CONFIG>
|
||||
<ProjectOptions>
|
||||
<Version Value="11"/>
|
||||
<PathDelim Value="\"/>
|
||||
<General>
|
||||
<Flags>
|
||||
<UseDefaultCompilerOptions Value="True"/>
|
||||
</Flags>
|
||||
<SessionStorage Value="InProjectDir"/>
|
||||
<MainUnit Value="0"/>
|
||||
<Title Value="exrandom"/>
|
||||
<Scaled Value="True"/>
|
||||
<ResourceType Value="res"/>
|
||||
<UseXPManifest Value="True"/>
|
||||
<XPManifest>
|
||||
<DpiAware Value="True"/>
|
||||
</XPManifest>
|
||||
<Icon Value="0"/>
|
||||
</General>
|
||||
<BuildModes Count="1">
|
||||
<Item1 Name="Default" Default="True"/>
|
||||
</BuildModes>
|
||||
<PublishOptions>
|
||||
<Version Value="2"/>
|
||||
</PublishOptions>
|
||||
<RunParams>
|
||||
<FormatVersion Value="2"/>
|
||||
<Modes Count="0"/>
|
||||
</RunParams>
|
||||
<RequiredPackages Count="2">
|
||||
<Item1>
|
||||
<PackageName Value="laz_systools"/>
|
||||
</Item1>
|
||||
<Item2>
|
||||
<PackageName Value="LCL"/>
|
||||
</Item2>
|
||||
</RequiredPackages>
|
||||
<Units Count="2">
|
||||
<Unit0>
|
||||
<Filename Value="exrandom.lpr"/>
|
||||
<IsPartOfProject Value="True"/>
|
||||
</Unit0>
|
||||
<Unit1>
|
||||
<Filename Value="exrndu.pas"/>
|
||||
<IsPartOfProject Value="True"/>
|
||||
<ComponentName Value="Form1"/>
|
||||
<HasResources Value="True"/>
|
||||
<ResourceBaseClass Value="Form"/>
|
||||
<UnitName Value="ExRndU"/>
|
||||
</Unit1>
|
||||
</Units>
|
||||
</ProjectOptions>
|
||||
<CompilerOptions>
|
||||
<Version Value="11"/>
|
||||
<PathDelim Value="\"/>
|
||||
<Target>
|
||||
<Filename Value="exrandom"/>
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||||
</Target>
|
||||
<SearchPaths>
|
||||
<UnitOutputDirectory Value="lib\$(TargetCPU)-$(TargetOS)"/>
|
||||
</SearchPaths>
|
||||
<Linking>
|
||||
<Options>
|
||||
<Win32>
|
||||
<GraphicApplication Value="True"/>
|
||||
</Win32>
|
||||
</Options>
|
||||
</Linking>
|
||||
</CompilerOptions>
|
||||
<Debugging>
|
||||
<Exceptions Count="3">
|
||||
<Item1>
|
||||
<Name Value="EAbort"/>
|
||||
</Item1>
|
||||
<Item2>
|
||||
<Name Value="ECodetoolError"/>
|
||||
</Item2>
|
||||
<Item3>
|
||||
<Name Value="EFOpenError"/>
|
||||
</Item3>
|
||||
</Exceptions>
|
||||
</Debugging>
|
||||
</CONFIG>
|
43
components/systools/examples/random/exrandom.lpr
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43
components/systools/examples/random/exrandom.lpr
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@ -0,0 +1,43 @@
|
||||
(* ***** BEGIN LICENSE BLOCK *****
|
||||
* Version: MPL 1.1
|
||||
*
|
||||
* The contents of this file are subject to the Mozilla Public License Version
|
||||
* 1.1 (the "License"); you may not use this file except in compliance with
|
||||
* the License. You may obtain a copy of the License at
|
||||
* http://www.mozilla.org/MPL/
|
||||
*
|
||||
* Software distributed under the License is distributed on an "AS IS" basis,
|
||||
* WITHOUT WARRANTY OF ANY KIND, either express or implied. See the License
|
||||
* for the specific language governing rights and limitations under the
|
||||
* License.
|
||||
*
|
||||
* The Original Code is TurboPower SysTools
|
||||
*
|
||||
* The Initial Developer of the Original Code is
|
||||
* TurboPower Software
|
||||
*
|
||||
* Portions created by the Initial Developer are Copyright (C) 1996-2002
|
||||
* the Initial Developer. All Rights Reserved.
|
||||
*
|
||||
* Contributor(s):
|
||||
*
|
||||
* ***** END LICENSE BLOCK ***** *)
|
||||
|
||||
{$IFDEF FPC}
|
||||
{$mode DELPHI}
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||||
{$ENDIF}
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||||
|
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program ExRandom;
|
||||
|
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uses
|
||||
Interfaces,
|
||||
Forms,
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||||
ExRndU in 'ExRndU.pas' {Form1};
|
||||
|
||||
{$R *.res}
|
||||
|
||||
begin
|
||||
Application.Initialize;
|
||||
Application.CreateForm(TForm1, Form1);
|
||||
Application.Run;
|
||||
end.
|
146
components/systools/examples/random/exrndu.lfm
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146
components/systools/examples/random/exrndu.lfm
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@ -0,0 +1,146 @@
|
||||
object Form1: TForm1
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Left = 192
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||||
Height = 498
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||||
Top = 114
|
||||
Width = 462
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||||
Caption = 'Random Distributions '
|
||||
ClientHeight = 498
|
||||
ClientWidth = 462
|
||||
Color = clBtnFace
|
||||
Font.Color = clWindowText
|
||||
OnCreate = FormCreate
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||||
OnDestroy = FormDestroy
|
||||
LCLVersion = '1.9.0.0'
|
||||
object imgGraph: TImage
|
||||
Left = 32
|
||||
Height = 250
|
||||
Top = 200
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||||
Width = 400
|
||||
end
|
||||
object lblPrompt: TLabel
|
||||
Left = 32
|
||||
Height = 15
|
||||
Top = 24
|
||||
Width = 159
|
||||
Caption = 'Select the distribution to view:'
|
||||
ParentColor = False
|
||||
end
|
||||
object lblGraphTitle: TLabel
|
||||
Left = 32
|
||||
Height = 1
|
||||
Top = 184
|
||||
Width = 1
|
||||
ParentColor = False
|
||||
end
|
||||
object lblParms: TLabel
|
||||
Left = 32
|
||||
Height = 15
|
||||
Top = 56
|
||||
Width = 62
|
||||
Caption = 'Parameters:'
|
||||
ParentColor = False
|
||||
end
|
||||
object lblParm1: TLabel
|
||||
Left = 48
|
||||
Height = 1
|
||||
Top = 80
|
||||
Width = 1
|
||||
ParentColor = False
|
||||
end
|
||||
object lblParm2: TLabel
|
||||
Left = 48
|
||||
Height = 1
|
||||
Top = 104
|
||||
Width = 1
|
||||
ParentColor = False
|
||||
end
|
||||
object lblLeft: TLabel
|
||||
Left = 32
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||||
Height = 1
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||||
Top = 456
|
||||
Width = 1
|
||||
ParentColor = False
|
||||
end
|
||||
object lblRight: TLabel
|
||||
Left = 429
|
||||
Height = 1
|
||||
Top = 456
|
||||
Width = 1
|
||||
Alignment = taRightJustify
|
||||
ParentColor = False
|
||||
end
|
||||
object lblMaxY: TLabel
|
||||
Left = 8
|
||||
Height = 1
|
||||
Top = 184
|
||||
Width = 1
|
||||
ParentColor = False
|
||||
end
|
||||
object cboDist: TComboBox
|
||||
Left = 200
|
||||
Height = 23
|
||||
Top = 21
|
||||
Width = 145
|
||||
ItemHeight = 15
|
||||
OnChange = cboDistChange
|
||||
Sorted = True
|
||||
Style = csDropDownList
|
||||
TabOrder = 0
|
||||
end
|
||||
object btnGenerate: TButton
|
||||
Left = 32
|
||||
Height = 25
|
||||
Top = 144
|
||||
Width = 145
|
||||
Caption = 'Generate graph'
|
||||
Default = True
|
||||
OnClick = btnGenerateClick
|
||||
TabOrder = 3
|
||||
end
|
||||
object prgGenProgress: TProgressBar
|
||||
Left = 32
|
||||
Height = 16
|
||||
Top = 472
|
||||
Width = 400
|
||||
TabOrder = 6
|
||||
end
|
||||
object edtParm1: TEdit
|
||||
Left = 200
|
||||
Height = 23
|
||||
Top = 74
|
||||
Width = 121
|
||||
MaxLength = 10
|
||||
TabOrder = 1
|
||||
end
|
||||
object edtParm2: TEdit
|
||||
Left = 200
|
||||
Height = 23
|
||||
Top = 98
|
||||
Width = 121
|
||||
MaxLength = 10
|
||||
TabOrder = 2
|
||||
end
|
||||
object updRight: TUpDown
|
||||
Left = 440
|
||||
Height = 24
|
||||
Top = 448
|
||||
Width = 16
|
||||
Min = 1
|
||||
OnClick = updRightClick
|
||||
Position = 1
|
||||
TabOrder = 5
|
||||
Wrap = False
|
||||
end
|
||||
object updLeft: TUpDown
|
||||
Left = 8
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||||
Height = 24
|
||||
Top = 448
|
||||
Width = 16
|
||||
Max = 0
|
||||
Min = -100
|
||||
OnClick = updLeftClick
|
||||
Position = 0
|
||||
TabOrder = 4
|
||||
Wrap = False
|
||||
end
|
||||
end
|
523
components/systools/examples/random/exrndu.pas
Normal file
523
components/systools/examples/random/exrndu.pas
Normal file
@ -0,0 +1,523 @@
|
||||
(* ***** BEGIN LICENSE BLOCK *****
|
||||
* Version: MPL 1.1
|
||||
*
|
||||
* The contents of this file are subject to the Mozilla Public License Version
|
||||
* 1.1 (the "License"); you may not use this file except in compliance with
|
||||
* the License. You may obtain a copy of the License at
|
||||
* http://www.mozilla.org/MPL/
|
||||
*
|
||||
* Software distributed under the License is distributed on an "AS IS" basis,
|
||||
* WITHOUT WARRANTY OF ANY KIND, either express or implied. See the License
|
||||
* for the specific language governing rights and limitations under the
|
||||
* License.
|
||||
*
|
||||
* The Original Code is TurboPower SysTools
|
||||
*
|
||||
* The Initial Developer of the Original Code is
|
||||
* TurboPower Software
|
||||
*
|
||||
* Portions created by the Initial Developer are Copyright (C) 1996-2002
|
||||
* the Initial Developer. All Rights Reserved.
|
||||
*
|
||||
* Contributor(s):
|
||||
*
|
||||
* ***** END LICENSE BLOCK ***** *)
|
||||
|
||||
{$IFDEF FPC}
|
||||
{$mode DELPHI}
|
||||
{$ENDIF}
|
||||
|
||||
unit ExRndU;
|
||||
|
||||
interface
|
||||
|
||||
uses
|
||||
{$IFNDEF FPC}
|
||||
Windows, Messages,
|
||||
{$ENDIF}
|
||||
SysUtils, Classes, Graphics, Controls, Forms,
|
||||
Dialogs, ComCtrls, StdCtrls, ExtCtrls,
|
||||
|
||||
StRandom;
|
||||
|
||||
type
|
||||
TGetRandom = function : double of object;
|
||||
|
||||
type
|
||||
TForm1 = class(TForm)
|
||||
imgGraph: TImage;
|
||||
cboDist: TComboBox;
|
||||
lblPrompt: TLabel;
|
||||
btnGenerate: TButton;
|
||||
prgGenProgress: TProgressBar;
|
||||
lblGraphTitle: TLabel;
|
||||
lblParms: TLabel;
|
||||
lblParm1: TLabel;
|
||||
lblParm2: TLabel;
|
||||
edtParm1: TEdit;
|
||||
edtParm2: TEdit;
|
||||
lblLeft: TLabel;
|
||||
lblRight: TLabel;
|
||||
updRight: TUpDown;
|
||||
updLeft: TUpDown;
|
||||
lblMaxY: TLabel;
|
||||
procedure btnGenerateClick(Sender: TObject);
|
||||
procedure cboDistChange(Sender: TObject);
|
||||
procedure FormCreate(Sender: TObject);
|
||||
procedure updRightClick(Sender: TObject; Button: TUDBtnType);
|
||||
procedure updLeftClick(Sender: TObject; Button: TUDBtnType);
|
||||
procedure FormDestroy(Sender: TObject);
|
||||
private
|
||||
{ Private declarations }
|
||||
public
|
||||
{ Public declarations }
|
||||
GraphLeft : double;
|
||||
GraphRight : double;
|
||||
Value1 : double;
|
||||
Value2 : double;
|
||||
PRNG : TStRandomBase;
|
||||
GetRandom : TGetRandom;
|
||||
|
||||
procedure GenerateGraph(aDistInx : integer);
|
||||
|
||||
procedure PrepForBeta;
|
||||
procedure PrepForCauchy;
|
||||
procedure PrepForChiSquared;
|
||||
procedure PrepForErlang;
|
||||
procedure PrepForExponential;
|
||||
procedure PrepForF;
|
||||
procedure PrepForGamma;
|
||||
procedure PrepForLogNormal;
|
||||
procedure PrepForNormal;
|
||||
procedure PrepForT;
|
||||
procedure PrepForUniform;
|
||||
procedure PrepForWeibull;
|
||||
|
||||
function GetBeta : double;
|
||||
function GetCauchy : double;
|
||||
function GetChiSquared : double;
|
||||
function GetErlang : double;
|
||||
function GetExponential : double;
|
||||
function GetF : double;
|
||||
function GetGamma : double;
|
||||
function GetLogNormal : double;
|
||||
function GetNormal : double;
|
||||
function GetT : double;
|
||||
function GetUniform : double;
|
||||
function GetWeibull : double;
|
||||
|
||||
end;
|
||||
|
||||
var
|
||||
Form1: TForm1;
|
||||
|
||||
implementation
|
||||
|
||||
{$R *.lfm}
|
||||
|
||||
const
|
||||
DistNames : array [0..11] of string = (
|
||||
'Beta', 'Cauchy', 'ChiSquared', 'Erlang', 'Exponential',
|
||||
'F', 'Gamma', 'LogNormal', 'Normal', 'Student''s t',
|
||||
'Uniform', 'Weibull');
|
||||
|
||||
const
|
||||
RandomCount = 1000000;
|
||||
|
||||
procedure TForm1.GenerateGraph(aDistInx : integer);
|
||||
var
|
||||
Buckets : array[0..400] of integer;
|
||||
i : integer;
|
||||
R : double;
|
||||
Inx : integer;
|
||||
MaxHt : integer;
|
||||
MaxLineFactor : double;
|
||||
GraphWidth : double;
|
||||
OldPercent : integer;
|
||||
NewPercent : integer;
|
||||
begin
|
||||
{zero out the buckets}
|
||||
FillChar(Buckets, sizeof(Buckets), 0);
|
||||
|
||||
{calculate random numbers according to distribution, convert to a
|
||||
bucket index, and increment that bucket count}
|
||||
OldPercent := -1;
|
||||
GraphWidth := imgGraph.Width;
|
||||
for i := 1 to RandomCount do begin
|
||||
NewPercent := (i * 100) div RandomCount;
|
||||
if (NewPercent <> OldPercent) then begin
|
||||
prgGenProgress.Position := NewPercent;
|
||||
OldPercent := NewPercent;
|
||||
end;
|
||||
R := GetRandom;
|
||||
if (GraphLeft <= R) and (R <= GraphRight) then begin
|
||||
Inx := trunc((R - GraphLeft) * GraphWidth / (GraphRight - GraphLeft));
|
||||
if (0 <= Inx) and (Inx <= 400) then
|
||||
inc(Buckets[Inx]);
|
||||
end;
|
||||
end;
|
||||
|
||||
{calculate the largest bucket}
|
||||
MaxHt := 1;
|
||||
for i := 0 to 400 do
|
||||
if (MaxHt < Buckets[i]) then
|
||||
MaxHt := Buckets[i];
|
||||
|
||||
{draw the graph}
|
||||
imgGraph.Canvas.Lock;
|
||||
try
|
||||
imgGraph.Canvas.FillRect(Rect(0, 0, imgGraph.Width, imgGraph.Height));
|
||||
MaxLineFactor := imgGraph.Height / MaxHt;
|
||||
imgGraph.Canvas.Pen.Color := clRed;
|
||||
for i := 0 to 400 do begin
|
||||
imgGraph.Canvas.PenPos := Point(i, imgGraph.Height);
|
||||
imgGraph.Canvas.LineTo(i, imgGraph.Height - trunc(Buckets[i] * MaxLineFactor));
|
||||
end;
|
||||
finally
|
||||
imgGraph.Canvas.Unlock;
|
||||
end;
|
||||
|
||||
lblMaxY.Caption := Format('Max: %8.6f', [MaxHt / RandomCount]);
|
||||
end;
|
||||
|
||||
procedure TForm1.btnGenerateClick(Sender: TObject);
|
||||
begin
|
||||
if (edtParm1.Text = '') then
|
||||
Value1 := 0.0
|
||||
else
|
||||
Value1 := StrToFloat(edtParm1.Text);
|
||||
if (edtParm2.Text = '') then
|
||||
Value2 := 0.0
|
||||
else
|
||||
Value2 := StrToFloat(edtParm2.Text);
|
||||
GenerateGraph(cboDist.ItemIndex);
|
||||
end;
|
||||
|
||||
procedure TForm1.cboDistChange(Sender: TObject);
|
||||
begin
|
||||
case cboDist.ItemIndex of
|
||||
0 : PrepForBeta;
|
||||
1 : PrepForCauchy;
|
||||
2 : PrepForChiSquared;
|
||||
3 : PrepForErlang;
|
||||
4 : PrepForExponential;
|
||||
5 : PrepForF;
|
||||
6 : PrepForGamma;
|
||||
7 : PrepForLogNormal;
|
||||
8 : PrepForNormal;
|
||||
9 : PrepForT;
|
||||
10: PrepForUniform;
|
||||
11: PrepForWeibull
|
||||
end;
|
||||
updRightClick(Self, btNext);
|
||||
updLeftClick(Self, btNext);
|
||||
edtParm1.Text := FloatToStr(Value1);
|
||||
edtParm2.Text := FloatToStr(Value2);
|
||||
end;
|
||||
|
||||
procedure TForm1.PrepForBeta;
|
||||
begin
|
||||
lblParm1.Caption := 'Shape 1:';
|
||||
lblParm1.Visible := true;
|
||||
lblParm2.Caption := 'Shape 2:';
|
||||
lblParm2.Visible := true;
|
||||
edtParm1.Visible := true;
|
||||
edtParm1.Enabled := true;
|
||||
edtParm2.Visible := true;
|
||||
edtParm2.Enabled := true;
|
||||
updLeft.Position := 0;
|
||||
updRight.Position := 1;
|
||||
Value1 := 2.0;
|
||||
Value2 := 4.0;
|
||||
GetRandom := GetBeta;
|
||||
end;
|
||||
|
||||
procedure TForm1.PrepForCauchy;
|
||||
begin
|
||||
lblParm1.Caption := '(none)';
|
||||
lblParm1.Visible := true;
|
||||
lblParm2.Visible := false;
|
||||
edtParm1.Visible := false;
|
||||
edtParm1.Enabled := false;
|
||||
edtParm2.Visible := false;
|
||||
edtParm2.Enabled := false;
|
||||
updLeft.Position := -5;
|
||||
updRight.Position := 5;
|
||||
Value1 := 0.0;
|
||||
Value2 := 0.0;
|
||||
GetRandom := GetCauchy;
|
||||
end;
|
||||
|
||||
procedure TForm1.PrepForChiSquared;
|
||||
begin
|
||||
lblParm1.Caption := 'Degrees of freedom:';
|
||||
lblParm1.Visible := true;
|
||||
lblParm2.Visible := false;
|
||||
edtParm1.Visible := true;
|
||||
edtParm1.Enabled := true;
|
||||
edtParm2.Visible := false;
|
||||
edtParm2.Enabled := false;
|
||||
updLeft.Position := 0;
|
||||
updRight.Position := 20;
|
||||
Value1 := 5.0;
|
||||
Value2 := 0.0;
|
||||
GetRandom := GetChiSquared;
|
||||
end;
|
||||
|
||||
procedure TForm1.PrepForErlang;
|
||||
begin
|
||||
lblParm1.Caption := 'Mean:';
|
||||
lblParm1.Visible := true;
|
||||
lblParm2.Caption := 'Order:';
|
||||
lblParm2.Visible := true;
|
||||
edtParm1.Visible := true;
|
||||
edtParm1.Enabled := true;
|
||||
edtParm2.Visible := true;
|
||||
edtParm2.Enabled := true;
|
||||
updLeft.Position := 0;
|
||||
updRight.Position := 5;
|
||||
Value1 := 1.0;
|
||||
Value2 := 4.0;
|
||||
GetRandom := GetErlang;
|
||||
end;
|
||||
|
||||
procedure TForm1.PrepForExponential;
|
||||
begin
|
||||
lblParm1.Caption := 'Mean:';
|
||||
lblParm1.Visible := true;
|
||||
lblParm2.Visible := false;
|
||||
edtParm1.Visible := true;
|
||||
edtParm1.Enabled := true;
|
||||
edtParm2.Visible := false;
|
||||
edtParm2.Enabled := false;
|
||||
updLeft.Position := 0;
|
||||
updRight.Position := 10;
|
||||
Value1 := 1.0;
|
||||
Value2 := 0.0;
|
||||
GetRandom := GetExponential;
|
||||
end;
|
||||
|
||||
procedure TForm1.PrepForF;
|
||||
begin
|
||||
lblParm1.Caption := 'Degrees of freedom 1:';
|
||||
lblParm1.Visible := true;
|
||||
lblParm2.Caption := 'Degrees of freedom 2:';
|
||||
lblParm2.Visible := true;
|
||||
edtParm1.Visible := true;
|
||||
edtParm1.Enabled := true;
|
||||
edtParm2.Visible := true;
|
||||
edtParm2.Enabled := true;
|
||||
updLeft.Position := 0;
|
||||
updRight.Position := 20;
|
||||
Value1 := 10.0;
|
||||
Value2 := 5.0;
|
||||
GetRandom := GetF;
|
||||
end;
|
||||
|
||||
procedure TForm1.PrepForGamma;
|
||||
begin
|
||||
lblParm1.Caption := 'Shape:';
|
||||
lblParm1.Visible := true;
|
||||
lblParm2.Caption := 'Scale:';
|
||||
lblParm2.Visible := true;
|
||||
edtParm1.Visible := true;
|
||||
edtParm1.Enabled := true;
|
||||
edtParm2.Visible := true;
|
||||
edtParm2.Enabled := true;
|
||||
updLeft.Position := 0;
|
||||
updRight.Position := 10;
|
||||
Value1 := 2.0;
|
||||
Value2 := 1.0;
|
||||
GetRandom := GetGamma;
|
||||
end;
|
||||
|
||||
procedure TForm1.PrepForLogNormal;
|
||||
begin
|
||||
lblParm1.Caption := 'Mean:';
|
||||
lblParm1.Visible := true;
|
||||
lblParm2.Caption := 'Standard deviation:';
|
||||
lblParm2.Visible := true;
|
||||
edtParm1.Visible := true;
|
||||
edtParm1.Enabled := true;
|
||||
edtParm2.Visible := true;
|
||||
edtParm2.Enabled := true;
|
||||
updLeft.Position := 0;
|
||||
updRight.Position := 10;
|
||||
Value1 := 0.0;
|
||||
Value2 := 1.0;
|
||||
GetRandom := GetLogNormal;
|
||||
end;
|
||||
|
||||
procedure TForm1.PrepForNormal;
|
||||
begin
|
||||
lblParm1.Caption := 'Mean:';
|
||||
lblParm1.Visible := true;
|
||||
lblParm2.Caption := 'Standard deviation:';
|
||||
lblParm2.Visible := true;
|
||||
edtParm1.Visible := true;
|
||||
edtParm1.Enabled := true;
|
||||
edtParm2.Visible := true;
|
||||
edtParm2.Enabled := true;
|
||||
updLeft.Position := -5;
|
||||
updRight.Position := 5;
|
||||
Value1 := 0.0;
|
||||
Value2 := 1.0;
|
||||
GetRandom := GetNormal;
|
||||
end;
|
||||
|
||||
procedure TForm1.PrepForT;
|
||||
begin
|
||||
lblParm1.Caption := 'Degrees of freedom:';
|
||||
lblParm1.Visible := true;
|
||||
lblParm2.Visible := false;
|
||||
edtParm1.Visible := true;
|
||||
edtParm1.Enabled := true;
|
||||
edtParm2.Visible := false;
|
||||
edtParm2.Enabled := false;
|
||||
updLeft.Position := -10;
|
||||
updRight.Position := 10;
|
||||
Value1 := 10.0;
|
||||
Value2 := 0.0;
|
||||
GetRandom := GetT;
|
||||
end;
|
||||
|
||||
procedure TForm1.PrepForUniform;
|
||||
begin
|
||||
lblParm1.Caption := '(none)';
|
||||
lblParm1.Visible := true;
|
||||
lblParm2.Visible := false;
|
||||
edtParm1.Visible := false;
|
||||
edtParm1.Enabled := false;
|
||||
edtParm2.Visible := false;
|
||||
edtParm2.Enabled := false;
|
||||
updLeft.Position := 0;
|
||||
updRight.Position := 1;
|
||||
Value1 := 0.0;
|
||||
Value2 := 0.0;
|
||||
GetRandom := GetUniform;
|
||||
end;
|
||||
|
||||
procedure TForm1.PrepForWeibull;
|
||||
begin
|
||||
lblParm1.Caption := 'Shape:';
|
||||
lblParm1.Visible := true;
|
||||
lblParm2.Caption := 'Scale:';
|
||||
lblParm2.Visible := true;
|
||||
edtParm1.Visible := true;
|
||||
edtParm1.Enabled := true;
|
||||
edtParm2.Visible := true;
|
||||
edtParm2.Enabled := true;
|
||||
updLeft.Position := 0;
|
||||
updRight.Position := 10;
|
||||
Value1 := 2.0;
|
||||
Value2 := 3.0;
|
||||
GetRandom := GetWeibull;
|
||||
end;
|
||||
|
||||
function TForm1.GetBeta : double;
|
||||
begin
|
||||
Result := PRNG.AsBeta(Value1, Value2)
|
||||
end;
|
||||
|
||||
function TForm1.GetCauchy : double;
|
||||
begin
|
||||
Result := PRNG.AsCauchy
|
||||
end;
|
||||
|
||||
function TForm1.GetChiSquared : double;
|
||||
begin
|
||||
if (Value1 > 65535.0) then
|
||||
raise Exception.Create(
|
||||
'TForm1.GetChiSquared: the degrees of freedom value 1 is too large for this example program');
|
||||
Result := PRNG.AsChiSquared(trunc(Value1))
|
||||
end;
|
||||
|
||||
function TForm1.GetErlang : double;
|
||||
begin
|
||||
Result := PRNG.AsErlang(Value1, trunc(Value2))
|
||||
end;
|
||||
|
||||
function TForm1.GetExponential : double;
|
||||
begin
|
||||
Result := PRNG.AsExponential(Value1)
|
||||
end;
|
||||
|
||||
function TForm1.GetF : double;
|
||||
begin
|
||||
if (Value1 > 65535.0) then
|
||||
raise Exception.Create(
|
||||
'TForm1.GetF: the degrees of freedom value 1 is too large for this example program');
|
||||
if (Value2 > 65535.0) then
|
||||
raise Exception.Create(
|
||||
'TForm1.GetF: the degrees of freedom value 2 is too large for this example program');
|
||||
Result := PRNG.AsF(trunc(Value1), trunc(Value2))
|
||||
end;
|
||||
|
||||
function TForm1.GetGamma : double;
|
||||
begin
|
||||
Result := PRNG.AsGamma(Value1, Value2)
|
||||
end;
|
||||
|
||||
function TForm1.GetLogNormal : double;
|
||||
begin
|
||||
Result := PRNG.AsLogNormal(Value1, Value2)
|
||||
end;
|
||||
|
||||
function TForm1.GetNormal : double;
|
||||
begin
|
||||
Result := PRNG.AsNormal(Value1, Value2)
|
||||
end;
|
||||
|
||||
function TForm1.GetT : double;
|
||||
begin
|
||||
if (Value1 > 65535.0) then
|
||||
raise Exception.Create(
|
||||
'TForm1.GetT: the degrees of freedom value is too large for this example program');
|
||||
Result := PRNG.AsT(trunc(Value1))
|
||||
end;
|
||||
|
||||
function TForm1.GetUniform : double;
|
||||
begin
|
||||
Result := PRNG.AsFloat
|
||||
end;
|
||||
|
||||
function TForm1.GetWeibull : double;
|
||||
begin
|
||||
Result := PRNG.AsWeibull(Value1, Value2)
|
||||
end;
|
||||
|
||||
procedure TForm1.FormCreate(Sender: TObject);
|
||||
var
|
||||
i : integer;
|
||||
UniformInx : integer;
|
||||
begin
|
||||
cboDist.Items.Clear;
|
||||
UniformInx := -1;
|
||||
for i := 0 to high(DistNames) do begin
|
||||
cboDist.Items.Add(DistNames[i]);
|
||||
if (Copy(DistNames[i], 1, 7) = 'Uniform') then
|
||||
UniformInx := i;
|
||||
end;
|
||||
cboDist.ItemIndex := UniformInx;
|
||||
cboDistChange(Self);
|
||||
PRNG := TStRandomSystem.Create(0);
|
||||
end;
|
||||
|
||||
procedure TForm1.updRightClick(Sender: TObject; Button: TUDBtnType);
|
||||
begin
|
||||
lblRight.Caption := IntToStr(updRight.Position);
|
||||
GraphRight := updRight.Position;
|
||||
end;
|
||||
|
||||
procedure TForm1.updLeftClick(Sender: TObject; Button: TUDBtnType);
|
||||
begin
|
||||
lblLeft.Caption := IntToStr(updLeft.Position);
|
||||
GraphLeft := updLeft.Position;
|
||||
end;
|
||||
|
||||
procedure TForm1.FormDestroy(Sender: TObject);
|
||||
begin
|
||||
PRNG.Free;
|
||||
end;
|
||||
|
||||
end.
|
@ -16,7 +16,7 @@
|
||||
<Description Value="Lazarus port of TurboPower SysTools (Delphi version at https://sourceforge.net/projects/tpsystools/) - runtime package"/>
|
||||
<License Value="MPL 1.1"/>
|
||||
<Version Major="4" Release="4"/>
|
||||
<Files Count="21">
|
||||
<Files Count="23">
|
||||
<Item1>
|
||||
<Filename Value="source\run\stbarc.pas"/>
|
||||
<UnitName Value="StBarC"/>
|
||||
@ -101,6 +101,14 @@
|
||||
<Filename Value="source\run\stmoney.pas"/>
|
||||
<UnitName Value="StMoney"/>
|
||||
</Item21>
|
||||
<Item22>
|
||||
<Filename Value="source\run\strandom.pas"/>
|
||||
<UnitName Value="StRandom"/>
|
||||
</Item22>
|
||||
<Item23>
|
||||
<Filename Value="source\run\ststat.pas"/>
|
||||
<UnitName Value="StStat"/>
|
||||
</Item23>
|
||||
</Files>
|
||||
<RequiredPkgs Count="2">
|
||||
<Item1>
|
||||
|
@ -10,7 +10,7 @@ interface
|
||||
uses
|
||||
StBarC, StBase, StConst, StBarPN, StStrL, St2DBarC, StDate, StUtils, StCRC,
|
||||
StHASH, StToHTML, StStrms, StDict, StIniStm, StDecMth, StExpr, StMath,
|
||||
StFIN, StDateSt, StMoney;
|
||||
StFIN, StDateSt, StMoney, StRandom, StStat;
|
||||
|
||||
implementation
|
||||
|
||||
|
@ -126,10 +126,12 @@ uses
|
||||
StRegIni,
|
||||
StSaturn,
|
||||
StSort,
|
||||
*)
|
||||
StStat,
|
||||
StStrL,
|
||||
StStrms,
|
||||
StStrS,
|
||||
(*
|
||||
StStrW,
|
||||
StStrZ,
|
||||
StText,
|
||||
@ -141,15 +143,17 @@ uses
|
||||
StVArr,
|
||||
StVenus,
|
||||
{ new units in ver 4: }
|
||||
*)
|
||||
StIniStm,
|
||||
(*
|
||||
StMerge,
|
||||
StSystem,
|
||||
StTxtDat,
|
||||
StDecMth,
|
||||
*)
|
||||
StMoney
|
||||
StMoney,
|
||||
StRandom
|
||||
(*
|
||||
StRandom,
|
||||
StNTLog,
|
||||
{ !!! StExpEng unit designed to handle problem with initialization }
|
||||
{ section in C++Builder; should NOT be included in Registration unit }
|
||||
|
735
components/systools/source/run/strandom.pas
Normal file
735
components/systools/source/run/strandom.pas
Normal file
@ -0,0 +1,735 @@
|
||||
// Upgraded to Delphi 2009: Sebastian Zierer
|
||||
|
||||
(* ***** BEGIN LICENSE BLOCK *****
|
||||
* Version: MPL 1.1
|
||||
*
|
||||
* The contents of this file are subject to the Mozilla Public License Version
|
||||
* 1.1 (the "License"); you may not use this file except in compliance with
|
||||
* the License. You may obtain a copy of the License at
|
||||
* http://www.mozilla.org/MPL/
|
||||
*
|
||||
* Software distributed under the License is distributed on an "AS IS" basis,
|
||||
* WITHOUT WARRANTY OF ANY KIND, either express or implied. See the License
|
||||
* for the specific language governing rights and limitations under the
|
||||
* License.
|
||||
*
|
||||
* The Original Code is TurboPower SysTools
|
||||
*
|
||||
* The Initial Developer of the Original Code is
|
||||
* TurboPower Software
|
||||
*
|
||||
* Portions created by the Initial Developer are Copyright (C) 1996-2002
|
||||
* the Initial Developer. All Rights Reserved.
|
||||
*
|
||||
* Contributor(s):
|
||||
*
|
||||
* ***** END LICENSE BLOCK ***** *)
|
||||
|
||||
{*********************************************************}
|
||||
{* SysTools: StRandom.pas 4.04 *}
|
||||
{*********************************************************}
|
||||
{* SysTools: Classes for random number distributions *}
|
||||
{*********************************************************}
|
||||
|
||||
{$IFDEF FPC}
|
||||
{$mode DELPHI}
|
||||
{$ENDIF}
|
||||
|
||||
//{$I StDefine.inc}
|
||||
|
||||
unit StRandom;
|
||||
|
||||
interface
|
||||
|
||||
uses
|
||||
{$IFNDEF FPC}
|
||||
Windows,
|
||||
{$ENDIF}
|
||||
SysUtils, Classes,
|
||||
StBase;
|
||||
|
||||
type
|
||||
TStRandomBase = class
|
||||
private
|
||||
protected
|
||||
function rbMarsagliaGamma(aShape : double) : double;
|
||||
function rbMontyPythonNormal : double;
|
||||
public
|
||||
{uniform distributions}
|
||||
function AsFloat : double; virtual; abstract;
|
||||
function AsInt(aUpperLimit : integer) : integer;
|
||||
function AsIntInRange(aLowerLimit : integer;
|
||||
aUpperLimit : integer) : integer;
|
||||
|
||||
{continuous non-uniform distributions}
|
||||
function AsBeta(aShape1, aShape2 : double) : double;
|
||||
function AsCauchy : double;
|
||||
function AsChiSquared(aFreedom : integer) : double;
|
||||
function AsErlang(aMean : double;
|
||||
aOrder : integer) : double;
|
||||
function AsExponential(aMean : double) : double;
|
||||
function AsF(aFreedom1 : integer;
|
||||
aFreedom2 : integer) : double;
|
||||
function AsGamma(aShape : double; aScale : double) : double;
|
||||
function AsLogNormal(aMean : double;
|
||||
aStdDev : double) : double;
|
||||
function AsNormal(aMean : double;
|
||||
aStdDev : double) : double;
|
||||
function AsT(aFreedom : integer) : double;
|
||||
function AsWeibull(aShape : double;
|
||||
aScale : double) : double;
|
||||
end;
|
||||
|
||||
TStRandomSystem = class(TStRandomBase)
|
||||
private
|
||||
FSeed : integer;
|
||||
protected
|
||||
procedure rsSetSeed(aValue : integer);
|
||||
public
|
||||
constructor Create(aSeed : integer);
|
||||
function AsFloat : double; override;
|
||||
property Seed : integer read FSeed write rsSetSeed;
|
||||
end;
|
||||
|
||||
TStRandomCombined = class(TStRandomBase)
|
||||
private
|
||||
FSeed1 : integer;
|
||||
FSeed2 : integer;
|
||||
protected
|
||||
procedure rcSetSeed1(aValue : integer);
|
||||
procedure rcSetSeed2(aValue : integer);
|
||||
public
|
||||
constructor Create(aSeed1, aSeed2 : integer);
|
||||
function AsFloat : double; override;
|
||||
property Seed1 : integer read FSeed1 write rcSetSeed1;
|
||||
property Seed2 : integer read FSeed2 write rcSetSeed2;
|
||||
end;
|
||||
|
||||
TStRandomMother = class(TStRandomBase)
|
||||
private
|
||||
FNminus4 : integer;
|
||||
FNminus3 : integer;
|
||||
FNminus2 : integer;
|
||||
FNminus1 : integer;
|
||||
FC : integer;
|
||||
protected
|
||||
procedure rsSetSeed(aValue : integer);
|
||||
public
|
||||
constructor Create(aSeed : integer);
|
||||
function AsFloat : double; override;
|
||||
property Seed : integer write rsSetSeed;
|
||||
end;
|
||||
|
||||
implementation
|
||||
|
||||
uses
|
||||
StConst;
|
||||
|
||||
var
|
||||
Root2Pi : double;
|
||||
InvRoot2Pi : double;
|
||||
RootLn4 : double;
|
||||
Ln2 : double;
|
||||
MPN_s : double;
|
||||
Ln2MPN_s : double;
|
||||
MPN_sPlus1 : double;
|
||||
|
||||
Mum1 : integer;
|
||||
Mum2 : integer;
|
||||
Mum3 : integer;
|
||||
Mum4 : integer;
|
||||
|
||||
{===Helper routines==================================================}
|
||||
function GetRandomSeed : integer;
|
||||
var
|
||||
Hash : integer;
|
||||
SystemTime: TSystemTime;
|
||||
G : integer;
|
||||
begin
|
||||
{start with the tick count}
|
||||
Hash := integer(GetTickCount);
|
||||
|
||||
{get the current time}
|
||||
GetLocalTime(SystemTime);
|
||||
|
||||
{hash in the milliseconds}
|
||||
Hash := (Hash shl 4) + SystemTime.wMilliseconds;
|
||||
G := Hash and longint($F0000000);
|
||||
if (G <> 0) then
|
||||
Hash := (Hash xor (G shr 24)) xor G;
|
||||
|
||||
{hash in the second}
|
||||
Hash := (Hash shl 4) + SystemTime.wSecond;
|
||||
G := Hash and longint($F0000000);
|
||||
if (G <> 0) then
|
||||
Hash := (Hash xor (G shr 24)) xor G;
|
||||
|
||||
{hash in the minute}
|
||||
Hash := (Hash shl 4) + SystemTime.wMinute;
|
||||
G := Hash and longint($F0000000);
|
||||
if (G <> 0) then
|
||||
Hash := (Hash xor (G shr 24)) xor G;
|
||||
|
||||
{hash in the hour}
|
||||
Hash := (Hash shl 3) + SystemTime.wHour;
|
||||
G := Hash and longint($F0000000);
|
||||
if (G <> 0) then
|
||||
Hash := (Hash xor (G shr 24)) xor G;
|
||||
|
||||
{return the hash}
|
||||
Result := Hash;
|
||||
end;
|
||||
{====================================================================}
|
||||
|
||||
|
||||
{===TStRandomBase====================================================}
|
||||
function TStRandomBase.AsBeta(aShape1, aShape2 : double) : double;
|
||||
var
|
||||
R1, R2 : double;
|
||||
begin
|
||||
if not ((aShape1 > 0.0) and (aShape2 > 0.0)) then
|
||||
raise EStPRNGError.Create(stscPRNGBetaShapeS);
|
||||
|
||||
if (aShape2 = 1.0) then begin
|
||||
repeat
|
||||
R1 := AsFloat;
|
||||
until R1 <> 0.0;
|
||||
Result := exp(ln(R1) / aShape1);
|
||||
end
|
||||
else if (aShape1 = 1.0) then begin
|
||||
repeat
|
||||
R1 := AsFloat;
|
||||
until R1 <> 0.0;
|
||||
Result := 1.0 - exp(ln(R1) / aShape1);
|
||||
end
|
||||
else begin
|
||||
R1 := AsGamma(aShape1, 1.0);
|
||||
R2 := AsGamma(aShape2, 1.0);
|
||||
Result := R1 / (R1 + R2);
|
||||
end;
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomBase.AsCauchy : double;
|
||||
var
|
||||
x : double;
|
||||
y : double;
|
||||
begin
|
||||
repeat
|
||||
repeat
|
||||
x := AsFloat;
|
||||
until (x <> 0.0);
|
||||
y := (AsFloat * 2.0) - 1.0;
|
||||
until sqr(x) + sqr(y) < 1.0;
|
||||
Result := y / x;
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomBase.AsChiSquared(aFreedom : integer) : double;
|
||||
begin
|
||||
if not (aFreedom > 0) then
|
||||
raise EStPRNGError.Create(stscPRNGDegFreedomS);
|
||||
|
||||
Result := AsGamma(aFreedom * 0.5, 2.0)
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomBase.AsErlang(aMean : double;
|
||||
aOrder : integer) : double;
|
||||
var
|
||||
Product : double;
|
||||
i : integer;
|
||||
begin
|
||||
if not (aMean > 0.0) then
|
||||
raise EStPRNGError.Create(stscPRNGMeanS);
|
||||
if not (aOrder > 0) then
|
||||
raise EStPRNGError.Create(stscPRNGErlangOrderS);
|
||||
|
||||
if (aOrder < 10) then begin
|
||||
Product := 1.0;
|
||||
for i := 1 to aOrder do
|
||||
Product := Product * AsFloat;
|
||||
Result := -aMean * ln(Product) / aOrder;
|
||||
end
|
||||
else begin
|
||||
Result := AsGamma(aOrder, aMean);
|
||||
end;
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomBase.AsExponential(aMean : double) : double;
|
||||
var
|
||||
R : double;
|
||||
begin
|
||||
if not (aMean > 0.0) then
|
||||
raise EStPRNGError.Create(stscPRNGMeanS);
|
||||
|
||||
repeat
|
||||
R := AsFloat;
|
||||
until (R <> 0.0);
|
||||
Result := -aMean * ln(R);
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomBase.AsF(aFreedom1 : integer;
|
||||
aFreedom2 : integer) : double;
|
||||
begin
|
||||
Result := (AsChiSquared(aFreedom1) * aFreedom1) /
|
||||
(AsChiSquared(aFreedom2) * aFreedom2);
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomBase.AsGamma(aShape : double; aScale : double) : double;
|
||||
var
|
||||
R : double;
|
||||
begin
|
||||
if not (aShape > 0.0) then
|
||||
raise EStPRNGError.Create(stscPRNGGammaShapeS);
|
||||
if not (aScale > 0.0) then
|
||||
raise EStPRNGError.Create(stscPRNGGammaScaleS);
|
||||
|
||||
{there are three cases:
|
||||
..0.0 < shape < 1.0, use Marsaglia's technique of
|
||||
Gamma(shape) = Gamma(shape+1) * uniform^(1/shape)}
|
||||
if (aShape < 1.0) then begin
|
||||
repeat
|
||||
R := AsFloat;
|
||||
until (R <> 0.0);
|
||||
Result := aScale * rbMarsagliaGamma(aShape + 1.0) *
|
||||
exp(ln(R) / aShape);
|
||||
end
|
||||
|
||||
{..shape = 1.0: this is the same as exponential}
|
||||
else if (aShape = 1.0) then begin
|
||||
repeat
|
||||
R := AsFloat;
|
||||
until (R <> 0.0);
|
||||
Result := aScale * -ln(R);
|
||||
end
|
||||
|
||||
{..shape > 1.0: use Marsaglia./Tsang algorithm}
|
||||
else begin
|
||||
Result := aScale * rbMarsagliaGamma(aShape);
|
||||
end;
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomBase.AsInt(aUpperLimit : integer) : integer;
|
||||
begin
|
||||
if not (aUpperLimit > 0) then
|
||||
raise EStPRNGError.Create(stscPRNGLimitS);
|
||||
|
||||
Result := Trunc(AsFloat * aUpperLimit);
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomBase.AsIntInRange(aLowerLimit : integer;
|
||||
aUpperLimit : integer) : integer;
|
||||
begin
|
||||
if not (aLowerLimit < aUpperLimit) then
|
||||
raise EStPRNGError.Create(stscPRNGUpperLimitS);
|
||||
|
||||
Result := Trunc(AsFloat * (aUpperLimit - aLowerLimit)) + ALowerLimit;
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomBase.AsLogNormal(aMean : double;
|
||||
aStdDev : double) : double;
|
||||
begin
|
||||
Result := exp(AsNormal(aMean, aStdDev));
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomBase.AsNormal(aMean : double;
|
||||
aStdDev : double) : double;
|
||||
begin
|
||||
if not (aStdDev > 0.0) then
|
||||
raise EStPRNGError.Create(stscPRNGStdDevS);
|
||||
|
||||
Result := (rbMontyPythonNormal * aStdDev) + aMean;
|
||||
|
||||
(*** alternative: The Box-Muller transformation
|
||||
var
|
||||
R1, R2 : double;
|
||||
RadiusSqrd : double;
|
||||
begin
|
||||
{get two random numbers that define a point in the unit circle}
|
||||
repeat
|
||||
R1 := (2.0 * aRandGen.AsFloat) - 1.0;
|
||||
R2 := (2.0 * aRandGen.AsFloat) - 1.0;
|
||||
RadiusSqrd := sqr(R1) + sqr(R2);
|
||||
until (RadiusSqrd < 1.0) and (RadiusSqrd > 0.0);
|
||||
|
||||
{apply Box-Muller transformation}
|
||||
Result := (R1 * sqrt(-2.0 * ln(RadiusSqrd) / RadiusSqrd) * aStdDev)
|
||||
+ aMean;
|
||||
***)
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomBase.AsT(aFreedom : integer) : double;
|
||||
begin
|
||||
if not (aFreedom > 0) then
|
||||
raise EStPRNGError.Create(stscPRNGDegFreedomS);
|
||||
|
||||
Result := rbMontyPythonNormal / sqrt(AsChiSquared(aFreedom) / aFreedom);
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomBase.AsWeibull(aShape : double;
|
||||
aScale : double) : double;
|
||||
var
|
||||
R : double;
|
||||
begin
|
||||
if not (aShape > 0) then
|
||||
raise EStPRNGError.Create(stscPRNGWeibullShapeS);
|
||||
if not (aScale > 0) then
|
||||
raise EStPRNGError.Create(stscPRNGWeibullScaleS);
|
||||
|
||||
repeat
|
||||
R := AsFloat;
|
||||
until (R <> 0.0);
|
||||
Result := exp(ln(-ln(R)) / aShape) * aScale;
|
||||
end;
|
||||
{--------}
|
||||
|
||||
function TStRandomBase.rbMarsagliaGamma(aShape : double) : double;
|
||||
var
|
||||
d : double;
|
||||
c : double;
|
||||
x : double;
|
||||
v : double;
|
||||
u : double;
|
||||
Done : boolean;
|
||||
begin
|
||||
{Notes: implements the Marsaglia/Tsang method of generating random
|
||||
numbers belonging to the gamma distribution:
|
||||
|
||||
Marsaglia & Tsang, "A Simple Method for Generating Gamma
|
||||
Variables", ACM Transactions on Mathematical Software,
|
||||
Vol. 26, No. 3, September 2000, Pages 363-372
|
||||
|
||||
It is pointless to try and work out what's going on in this
|
||||
routine without reading this paper :-)
|
||||
}
|
||||
|
||||
d := aShape - (1.0 / 3.0);
|
||||
c := 1.0 / sqrt(9.0 * d);
|
||||
Done := false;
|
||||
{$IFDEF SuppressWarnings}
|
||||
v := 0.0;
|
||||
{$ENDIF}
|
||||
|
||||
while not Done do begin
|
||||
repeat
|
||||
x := rbMontyPythonNormal;
|
||||
v := 1.0 + (c * x);
|
||||
until (v > 0.0);
|
||||
|
||||
v := v * v * v;
|
||||
u := AsFloat;
|
||||
|
||||
Done := u < (1.0 - 0.0331 * sqr(sqr(x)));
|
||||
|
||||
if not Done then
|
||||
Done := ln(u) < (0.5 * sqr(x)) + d * (1.0 - v + ln(v))
|
||||
end;
|
||||
|
||||
Result := d * v;
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomBase.rbMontyPythonNormal : double;
|
||||
var
|
||||
x : double;
|
||||
y : double;
|
||||
v : double;
|
||||
NonZeroRandom : double;
|
||||
begin
|
||||
{Notes: implements the Monty Python method of generating random
|
||||
numbers belonging to the Normal (Gaussian) distribution:
|
||||
|
||||
Marsaglia & Tsang, "The Monty Python Method for Generating
|
||||
Random Variables", ACM Transactions on Mathematical
|
||||
Software, Vol. 24, No. 3, September 1998, Pages 341-350
|
||||
|
||||
It is pointless to try and work out what's going on in this
|
||||
routine without reading this paper :-)
|
||||
|
||||
Some constants:
|
||||
a = sqrt(ln(4))
|
||||
b = sqrt(2 * pi)
|
||||
s = a / (b - a)
|
||||
}
|
||||
|
||||
{step 1: generate a random number x between +/- sqrt(2*Pi) and
|
||||
return it if its absolute value is less than sqrt(ln(4));
|
||||
note that this exit will happen about 47% of the time}
|
||||
x := ((AsFloat * 2.0) - 1.0) * Root2Pi;
|
||||
if (abs(x) < RootLn4) then begin
|
||||
Result := x;
|
||||
Exit;
|
||||
end;
|
||||
|
||||
{step 2a: generate another random number y strictly between 0 and 1}
|
||||
repeat
|
||||
y := AsFloat;
|
||||
until (y <> 0.0);
|
||||
|
||||
{step 2b: the first quadratic pretest avoids ln() calculation
|
||||
calculate v = 2.8658 - |x| * (2.0213 - 0.3605 * |x|)
|
||||
return x if y < v}
|
||||
v := 2.8658 - Abs(x) * (2.0213 - 0.3605 * Abs(x));
|
||||
if (y < v) then begin
|
||||
Result := x;
|
||||
Exit;
|
||||
end;
|
||||
|
||||
{step 2c: the second quadratic pretest again avoids ln() calculation
|
||||
return s * (b - x) if y > v + 0.0506}
|
||||
if (y > v + 0.0506) then begin
|
||||
if (x > 0) then
|
||||
Result := MPN_s * (Root2Pi - x)
|
||||
else
|
||||
Result := -MPN_s * (Root2Pi + x);
|
||||
Exit;
|
||||
end;
|
||||
|
||||
{step 2d: return x if y < f(x) or
|
||||
ln(y) < ln(2) - (0.5 * x * x) }
|
||||
if (ln(y) < (Ln2 - (0.5 * x * x))) then begin
|
||||
Result := x;
|
||||
Exit;
|
||||
end;
|
||||
|
||||
{step 3: translate x to s * (b - x) and return it if y > g(x) or
|
||||
ln(1 + s - y) < ln(2 * s) - (0.5 * x * x) }
|
||||
if (x > 0) then
|
||||
x := MPN_s * (Root2Pi - x)
|
||||
else
|
||||
x := -MPN_s * (Root2Pi + x);
|
||||
if (ln(MPN_sPlus1 - y) < (Ln2MPN_s - (0.5 * x * x))) then begin
|
||||
Result := x;
|
||||
Exit;
|
||||
end;
|
||||
|
||||
{step 4: the iterative process}
|
||||
repeat
|
||||
repeat
|
||||
NonZeroRandom := AsFloat;
|
||||
until (NonZeroRandom <> 0.0);
|
||||
x := -ln(NonZeroRandom) * InvRoot2Pi;
|
||||
repeat
|
||||
NonZeroRandom := AsFloat;
|
||||
until (NonZeroRandom <> 0.0);
|
||||
y := -ln(NonZeroRandom);
|
||||
until (y + y) > (x * x);
|
||||
if (NonZeroRandom < 0.5) then
|
||||
Result := -(Root2Pi + x)
|
||||
else
|
||||
Result := Root2Pi + x;
|
||||
end;
|
||||
{====================================================================}
|
||||
|
||||
|
||||
{===TStRandomSystem==================================================}
|
||||
constructor TStRandomSystem.Create(aSeed : integer);
|
||||
begin
|
||||
inherited Create;
|
||||
Seed := aSeed;
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomSystem.AsFloat : double;
|
||||
var
|
||||
SaveSeed : integer;
|
||||
begin
|
||||
SaveSeed := RandSeed;
|
||||
RandSeed := FSeed;
|
||||
Result := System.Random;
|
||||
FSeed := RandSeed;
|
||||
RandSeed := SaveSeed;
|
||||
end;
|
||||
{--------}
|
||||
procedure TStRandomSystem.rsSetSeed(aValue : integer);
|
||||
begin
|
||||
if (aValue = 0) then
|
||||
FSeed := GetRandomSeed
|
||||
else
|
||||
FSeed := aValue;
|
||||
end;
|
||||
{====================================================================}
|
||||
|
||||
|
||||
{===TStRandomCombined================================================}
|
||||
const
|
||||
m1 = 2147483563;
|
||||
m2 = 2147483399;
|
||||
{--------}
|
||||
constructor TStRandomCombined.Create(aSeed1, aSeed2 : integer);
|
||||
begin
|
||||
inherited Create;
|
||||
Seed1 := aSeed1;
|
||||
if (aSeed1 = 0) and (aSeed2 = 0) then
|
||||
Sleep(10); // a small delay to enable seed to change
|
||||
Seed2 := aSeed2;
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomCombined.AsFloat : double;
|
||||
const
|
||||
a1 = 40014;
|
||||
q1 = 53668; {equals m1 div a1}
|
||||
r1 = 12211; {equals m1 mod a1}
|
||||
|
||||
a2 = 40692;
|
||||
q2 = 52774; {equals m2 div a2}
|
||||
r2 = 3791; {equals m2 mod a2}
|
||||
|
||||
OneOverM1 : double = 1.0 / m1;
|
||||
var
|
||||
k : longint;
|
||||
Z : longint;
|
||||
begin
|
||||
{advance first PRNG}
|
||||
k := FSeed1 div q1;
|
||||
FSeed1 := (a1 * (FSeed1 - (k * q1))) - (k * r1);
|
||||
if (FSeed1 < 0) then
|
||||
inc(FSeed1, m1);
|
||||
|
||||
{advance second PRNG}
|
||||
k := FSeed2 div q2;
|
||||
FSeed2 := (a2 * (FSeed2 - (k * q2))) - (k * r2);
|
||||
if (FSeed2 < 0) then
|
||||
inc(FSeed2, m2);
|
||||
|
||||
{combine the two seeds}
|
||||
Z := FSeed1 - FSeed2;
|
||||
if (Z <= 0) then
|
||||
Z := Z + m1 - 1;
|
||||
Result := Z * OneOverM1;
|
||||
end;
|
||||
{--------}
|
||||
procedure TStRandomCombined.rcSetSeed1(aValue : integer);
|
||||
begin
|
||||
if (aValue = 0) then
|
||||
FSeed1 := GetRandomSeed
|
||||
else
|
||||
FSeed1 := aValue;
|
||||
end;
|
||||
{--------}
|
||||
procedure TStRandomCombined.rcSetSeed2(aValue : integer);
|
||||
begin
|
||||
if (aValue = 0) then
|
||||
FSeed2 := GetRandomSeed
|
||||
else
|
||||
FSeed2 := aValue;
|
||||
end;
|
||||
{====================================================================}
|
||||
|
||||
|
||||
{===TStRandomMother==================================================}
|
||||
constructor TStRandomMother.Create(aSeed : integer);
|
||||
begin
|
||||
inherited Create;
|
||||
Seed := aSeed;
|
||||
end;
|
||||
{--------}
|
||||
function TStRandomMother.AsFloat : double;
|
||||
const
|
||||
TwoM31 : double = 1.0 / $7FFFFFFF;
|
||||
begin
|
||||
asm
|
||||
push esi
|
||||
push edi
|
||||
push ebx
|
||||
|
||||
{get around a compiler bug where it doesn't notice that edx is
|
||||
being changed in the asm code !!! D5 bug}
|
||||
push edx
|
||||
|
||||
{set ebx to point to self}
|
||||
mov ebx, eax
|
||||
|
||||
{multiply X(n-4) by 21111111}
|
||||
mov eax, [ebx].TStRandomMother.FNMinus4
|
||||
mul [Mum1]
|
||||
mov edi, eax
|
||||
mov esi, edx
|
||||
|
||||
{multiply X(n-3) by 1492 (save it in X(n-4) before though)}
|
||||
mov eax, [ebx].TStRandomMother.FNMinus3
|
||||
mov [ebx].TStRandomMother.FNMinus4, eax
|
||||
mul [Mum2]
|
||||
add edi, eax
|
||||
adc esi, edx
|
||||
|
||||
{multiply X(n-2) by 1776 (save it in X(n-3) before though)}
|
||||
mov eax, [ebx].TStRandomMother.FNMinus2
|
||||
mov [ebx].TStRandomMother.FNMinus3, eax
|
||||
mul [Mum3]
|
||||
add edi, eax
|
||||
adc esi, edx
|
||||
|
||||
{multiply X(n-1) by 5115 (save it in X(n-2) before though)}
|
||||
mov eax, [ebx].TStRandomMother.FNMinus1
|
||||
mov [ebx].TStRandomMother.FNMinus2, eax
|
||||
mul [Mum4]
|
||||
add edi, eax
|
||||
adc esi, edx
|
||||
|
||||
{add in the remainder}
|
||||
add edi, [ebx].TStRandomMother.FC
|
||||
adc esi, 0;
|
||||
|
||||
{save the lower 32 bits in X(n-1), the upper into the remainder}
|
||||
mov [ebx].TStRandomMother.FNMinus1, edi
|
||||
mov [ebx].TStRandomMother.FC, esi
|
||||
|
||||
{get around a compiler bug where it doesn't notice that edx was
|
||||
changed in the asm code !!! D5 bug}
|
||||
pop edx
|
||||
|
||||
pop ebx
|
||||
pop edi
|
||||
pop esi
|
||||
end;
|
||||
Result := (FNMinus1 shr 1) * TwoM31;
|
||||
end;
|
||||
{--------}
|
||||
{$IFOPT Q+}
|
||||
{note: TStRandomMother.rsSetSeed expressly overflows integers (it's
|
||||
equivalent to calculating mod 2^32), so we have to force
|
||||
overflow checks off}
|
||||
{$DEFINE SaveQPlus}
|
||||
{$Q-}
|
||||
{$ENDIF}
|
||||
procedure TStRandomMother.rsSetSeed(aValue : integer);
|
||||
begin
|
||||
if (aValue = 0) then
|
||||
aValue := GetRandomSeed;
|
||||
FNminus4 := aValue;
|
||||
{note: the following code uses the generator
|
||||
Xn := (69069 * Xn-1) mod 2^32
|
||||
from D.E.Knuth, The Art of Computer Programming, Vol. 2
|
||||
(second edition), Addison-Wesley, 1981, pp.102}
|
||||
FNminus3 := 69069 * FNminus4;
|
||||
FNminus2 := 69069 * FNminus3;
|
||||
FNminus1 := 69069 * FNminus2;
|
||||
FC := 69069 * FNminus1;
|
||||
end;
|
||||
{$IFDEF SaveQPlus}
|
||||
{$Q+}
|
||||
{$ENDIF}
|
||||
{====================================================================}
|
||||
|
||||
|
||||
{====================================================================}
|
||||
procedure CalcConstants;
|
||||
begin
|
||||
{for the normal variates}
|
||||
Root2Pi := sqrt(2 * Pi);
|
||||
InvRoot2Pi := 1.0 / Root2Pi;
|
||||
RootLn4 := sqrt(ln(4.0));
|
||||
Ln2 := ln(2.0);
|
||||
MPN_s := RootLn4 / (Root2Pi - RootLn4);
|
||||
Ln2MPN_s := ln(2.0 * MPN_s);
|
||||
MPN_sPlus1 := MPN_s + 1.0;
|
||||
|
||||
Mum1 := 2111111111;
|
||||
Mum2 := 1492;
|
||||
Mum3 := 1776;
|
||||
Mum4 := 5115;
|
||||
end;
|
||||
{====================================================================}
|
||||
|
||||
|
||||
initialization
|
||||
CalcConstants;
|
||||
|
||||
end.
|
2338
components/systools/source/run/ststat.pas
Normal file
2338
components/systools/source/run/ststat.pas
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user