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Introduction to ROOT 1 Summer Students Lecture 10 July 2007 René Brun CERN/PH/SFT Introduction to ROOT http://root.cern.ch
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Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

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Page 1: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 1

Summer Students Lecture10 July 2007

René Brun CERN/PH/SFT

Introduction to ROOT

http://root.cern.ch

Page 2: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 2

ROOT in a Nutshell The ROOT system is an Object Oriented framework for large

scale data handling applications. It is written in C++. Provides, among others,

an efficient data storage and access system designed to support structured data sets (PetaBytes)

a query system to extract data from these data sets a C++ interpreter advanced statistical analysis algorithms (multi dimensional

histogramming, fitting, minimization and cluster finding) scientific visualization tools with 2D and 3D graphics an advanced Graphical User Interface

The user interacts with ROOT via a graphical user interface, the command line or scripts

The command and scripting language is C++, thanks to the embedded CINT C++ interpreter, and large scripts can be compiled and dynamically loaded.

A Python shell is also provided.

Page 3: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 3

The ROOT Libraries Over 1500

classes

1,550,000 lines of code

CORE (8 Mbytes) CINT (2 Mbytes) Green libraries

linked on demand via plug-in manager (only a subset shown)

100 shared libs

Page 4: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 4

ROOT: An Open Source Project

The project was started in 1995. The project is developed as a collaboration

between: Full time developers:

11 people full time at CERN (PH/SFT) +4 developers at Fermilab/USA, Protvino , JINR/Dubna

(Russia) Large number of part-time contributors (155 in CREDITS

file) A long list of users giving feedback, comments,

bug fixes and many small contributions 2400 registered to RootForum 10,000 posts per year

An Open Source Project, source available under the LGPL license

Page 5: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 5

ROOT: a Framework and a Library

User classes

User can define new classes interactively

Either using calling API or sub-classing API

These classes can inherit from ROOT classes

Dynamic linking

Interpreted code can call compiled code

Compiled code can call interpreted code

Macros can be dynamically compiled & linked

This is the normaloperation mode

Interesting featurefor GUIs &

event displays

Script Compilerroot > .x file.C++

Page 6: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 6

ROOT Application Domains

Data Storage: Local, Network

Data Analysis & Visualization

General Fram

ework

Page 7: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 7

Three User Interfaces GUI

windows, buttons, menus

Command lineCINT (C++ interpreter)

Macros, applications, libraries (C++ compiler and interpreter)

Page 8: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 8

CINT Interpreter

Page 9: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 9

CINT in ROOT CINT is used in ROOT:

As command line interpreter As script interpreter To generate class dictionaries To generate function/method calling

stubs Signals/Slots with the GUI

The command line, script and programming language become the same

Large scripts can be compiled for optimal performance

Page 10: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 10

Compiled versus Interpreted

Why compile?! Faster execution, CINT has limitations…

Why interpret?! Faster Edit → Run → Check result → Edit

cycles ("rapid prototyping"). Scripting is sometimes just easier.

Are Makefiles dead?! No! if you build/compile a very large

application! Yes! ACLiC is even platform independent!

Page 11: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 11

Running Code

To run function mycode() in file mycode.C:root [0] .x mycode.C

Equivalent: load file and run function:root [1] .L mycode.C

root [2] mycode()

All of CINT's commands (help):root [3] .h

Page 12: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 12

Running Code

Macro: file that is interpreted by CINT (.x)

Execute with .x mymacro.C(42)Unnamed macro: no function, just

statements – e.g. cannot have arguments. .x myunnamed.C

int mymacro(int value) { int ret = 42; ret += value; return ret;}

Page 13: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 13

Unnamed Macros

No functions, just statements

Execute with .x mymacro.C No functions thus no arguments!

Named macro recommended!Compiler prefers it, too…

{ float ret = 0.42; return sin(ret);}

Page 14: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 14

Running Code – Libraries

"Library": compiled code, shared libraryCINT can call its functions!Building a library from a macro: ACLiC!

(Automatic Compiler of Libraries for CINT).x mymacro.C(42)++

Use "+" instead of writing a Makefile…

CINT knows all functions in mymacro_C.so/.dllmymacro(42)

Page 15: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 15

My first session

root [0] 344+76.8(const double)4.20800000000000010e+002root [1] float x=89.7;root [2] float y=567.8;root [3] x+sqrt(y)(double)1.13528550991510710e+002root [4] float z = x+2*sqrt(y/6);root [5] z(float)1.09155929565429690e+002root [6] .q

root

root

root [0] try up and down arrows

See file $HOME/.root_hist

Page 16: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 16

My second session

root [0] .x session2.Cfor N=100000, sum= 45908.6

root [1] sum(double)4.59085828512453370e+004

Root [2] r.Rndm()(Double_t)8.29029321670533560e-001

root [3] .q

root

{ int N = 100000; TRandom r; double sum = 0; for (int i=0;i<N;i++) { sum += sin(r.Rndm()); } printf("for N=%d, sum= %g\n",N,sum);}

session2.C

unnamed macroexecutes in global scope

Page 17: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 17

My third session

root [0] .x session3.Cfor N=100000, sum= 45908.6

root [1] sumError: Symbol sum is not defined in current scope*** Interpreter error recovered ***

Root [2] .x session3.C(1000)for N=1000, sum= 460.311

root [3] .q

root

void session3 (int N=100000) { TRandom r; double sum = 0; for (int i=0;i<N;i++) { sum += sin(r.Rndm()); } printf("for N=%d, sum= %g\n",N,sum);}

session3.C

Named macroNormal C++ scope

rules

Page 18: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 18

My third session with ACLIC

root [0] gROOT->Time();root [1] .x session4.C(10000000)for N=10000000, sum= 4.59765e+006Real time 0:00:06, CP time 6.890

root [2] .x session4.C+(10000000)

for N=10000000, sum= 4.59765e+006 Real time 0:00:09, CP time 1.062

root [3] session4(10000000)for N=10000000, sum= 4.59765e+006Real time 0:00:01, CP time 1.052

root [4] .q

#include “TRandom.h”void session4 (int N) { TRandom r; double sum = 0; for (int i=0;i<N;i++) { sum += sin(r.Rndm()); } printf("for N=%d, sum= %g\n",N,sum);}

session4.C

File session4.CAutomatically compiled

and linked by thenative compiler.

Must be C++ compliant

Page 19: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 19

Macros with more than one function

root [0] .x session5.C >session5.logroot [1] .q

void session5(int N=100) { session5a(N); session5b(N); gROOT->ProcessLine(“.x session4.C+(1000)”);}void session5a(int N) { for (int i=0;i<N;i++) { printf("sqrt(%d) = %g\n",i,sqrt(i)); }}void session5b(int N) { double sum = 0; for (int i=0;i<N;i++) { sum += i; printf("sum(%d) = %g\n",i,sum); }}

session5.C

.x session5.Cexecutes the function

session5 in session5.C

root [0] .L session5.Croot [1] session5(100); >session5.logroot [2] session5b(3)sum(0) = 0sum(1) = 1sum(2) = 3

root [3] .q

use gROOT->ProcessLineto execute a macro from a

macro or from compiled code

Page 20: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 20

Generating a Dictionary

MyClass.h

MyClass.cxx rootcint –f MyDict.cxx –c MyClass.h

compile and link

libMyClass.so

MyDict.hMyDict.cxx

Page 21: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 21

Graphics & GUI

Page 22: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 22

TPad: main graphics container

Hello

Root > TLine line(.1,.9,.6,.6)

Root > line.Draw()

Root > TText text(.5,.2,”Hello”)

Root > text.Draw()

The Draw function adds the object to the list of primitives of the current pad.

If no pad exists, a pad is automatically created with a default range [0,1].

When the pad needs to be drawn or redrawn, the object Paint function is called.

Only objects derivingfrom TObject may be drawn

in a padRoot Objects or User objects

Page 23: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 23

Basic Primitives

TButton

TLine TArrow TEllipse

TCurvyLine

TPaveLabel

TPave

TDiamond

TPavesText

TPolyLine

TLatex

TCrown

TMarker

TText

TCurlyArc

TBox

Page 24: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 24

Full LateX

support on

screen and

postscript

TCurlyArcTCurlyLineTWavyLine

and other building blocks for Feynmann diagrams

Formula or diagrams can be

edited with the mouse

Feynman.C

latex3.C

Page 25: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 25

Graphs

TGraph(n,x,y)

TCutG(n,x,y)

TGraphErrors(n,x,y,ex,ey)

TGraphAsymmErrors(n,x,y,exl,exh,eyl,eyh)

TMultiGraph

gerrors2.C

Page 26: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 26

Graphics examples

Page 27: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 27

Page 28: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 28

Page 29: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 29

Page 30: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 30

Graphics (2D-3D)

“SURF”“LEGO”

TF3

TH3

TGLParametric

Page 31: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 31

ASImage: Image processor

Page 32: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 32

GUI (Graphical User Interface)

Page 33: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 33

Canvas tool bar/menus/help

Page 34: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 34

Object editor Click on any object to show

its editor

Page 35: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 35

RIDE widget (future default browser)

see $ROOTSYS/test/RootIDE

Page 36: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 36

RIDE widget (future default browser)

Page 37: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 37

GUI C++ code generator

When pressing ctrl+S on any widget it is saved as a C++ macro file thanks to the SavePrimitive methods implemented in all GUI classes. The generated macro can be edited and then executed via CINT

Executing the macro restores the complete original GUI as well as all created signal/slot connections in a global way

// transient frame TGTransientFrame *frame2 = new TGTransientFrame(gClient->GetRoot(),760,590); // group frame TGGroupFrame *frame3 = new TGGroupFrame(frame2,"curve");

TGRadioButton *frame4 = new TGRadioButton(frame3,"gaus",10); frame3->AddFrame(frame4);

root [0] .x example.C

Page 38: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 38

The GUI builder provides GUI tools for developing user interfaces based on the ROOT GUI classes. It includes over 30 advanced widgets and an automatic C++ code generator.

The GUI Builder

Page 39: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 39

More GUI Examples

$ROOTSYS/tutorials/gui

$ROOTSYS/test/RootShower

$ROOTSYS/test/RootIDE

Page 40: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 40

Geometry

The GEOMetry package is used to model very complex detectors (LHC). It includes

-a visualization system

-a navigator (where am I, distances, overlaps, etc)

Page 41: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 41

OpenGL

see $ROOTSYS/tutorials/geom

Page 42: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 42

Math libraries

Page 43: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 43

Peak Finder + Deconvolutions

TSpectrum

Page 44: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 44

Fitters

Minuit

Fumili

LinearFitter

RobustFitter

Roofit

Page 45: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 45

Fit Panel

Page 46: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 46

Roofit: a powerful fitting framework

see $ROOTSYS/tutorials/fit/RoofitDemo.C

Page 47: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 47

Input/Output

Page 48: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 48

I/O

Object in Memory

Object in Memory

Streamer: No need for

transient / persistent classes

http

sockets

File on disk

Net File

Web File

XML XML File

SQL DataBase

LocalB

uffe

r

Page 49: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 49

Object Oriented Concepts

Members: a “has a” relationship to the class.

Inheritance: an “is a” relationship to the class.

Class: the description of a “thing” in the system Object: instance of a class Methods: functions for a class

TObject

Jets Tracks EvNum

Momentum

Segments

Charge

Event

IsA

HasAHasA

HasA

HasAHasAHasA

Page 50: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 50

TFile / TDirectory

A TFile object may be divided in a hierarchy of directories, like a Unix file system.

Two I/O modes are supported Key-mode (TKey). An object is identified by

a name (key), like files in a Unix directory. OK to support up to a few thousand objects, like histograms, geometries, mag fields, etc.

TTree-mode to store event data, when the number of events may be millions, billions.

Page 51: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 51

Self-describing files

Dictionary for persistent classes written to the file.

ROOT files can be read by foreign readers Support for Backward and Forward

compatibility Files created in 2001 must be readable in

2015 Classes (data objects) for all objects in a

file can be regenerated via TFile::MakeProject

Root >TFile f(“demo.root”);

Root > f.MakeProject(“dir”,”*”,”new++”);

Page 52: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 52

Example of key mode

void keywrite() {

TFile f(“keymode.root”,”new”);

TH1F h(“hist”,”test”,100,-3,3);

h.FillRandom(“gaus”,1000);

h.Write()

}void keyRead() {

TFile f(“keymode.root”);

TH1F *h = (TH1F*)f.Get(“hist”);;

h.Draw();

}

Page 53: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 53

A Root file pippa.rootwith two levels of

directories

Objects in directory/pippa/DM/CJ

eg:/pippa/DM/CJ/h15

Page 54: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 54

1 billion people surfing the

Web

LHC: How Much Data?

105

104

103

102

Level 1 Rate (Hz)

High Level-1 Trigger(1 MHz)

High No. ChannelsHigh Bandwidth(500 Gbit/s)

High Data Archive(5 PetaBytes/year)10 Gbits/s in Data base

LHCB

KLOE

HERA-B

CDF II

CDF

H1ZEUS

UA1

LEP

NA49ALICE

Event Size (bytes)

104 105 106

ATLASCMS

106

107

STAR

Page 55: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 55

ROOT Trees

Page 56: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 56

Why Trees ? Trees have been designed to support very

large collections of objects. The overhead in memory is in general less than 4 bytes per entry.

Trees allow direct and random access to any entry (sequential access is the best)

Trees have branches and leaves. One can read a subset of all branches.

High level functions like TTree::Draw loop on all entries with selection expressions.

Trees can be browsed via TBrowser Trees can be analyzed via TTreeViewer

Page 57: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 57

Memory <--> TreeEach Node is a branch in the Tree

0123456789101112131415161718

T.Fill()

T.GetEntry(6)

T

Memory

Page 58: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 58

ROOT I/O -- Split/ClusterTree version

Streamer

File

Branches

Tree in memory

Tree entries

Page 59: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 59

Writing/Reading a Tree class Event : public Something {

Header fHeader;

std::list<Vertex*> fVertices;

std::vector<Track> fTracks;

TOF fTOF;

Calor *fCalor;

}

main() {

Event *event = 0;

TFile f(“demo.root”,”recreate”);

int split = 99; //maximum split

TTree *T = new TTree(“T”,”demo Tree”);

T->Branch(“event”,&event,split);

for (int ev=0;ev<1000;ev++) {

event = new Event(…);

T->Fill();

delete event;

}

t->AutoSave();

}

main() {

Event *event = 0;

TFile f(“demo.root”);

TTree *T = (TTree*)f.Get”T”);

T->SetBranchAddress(“event”,&event);

Long64_t N = T->GetEntries();

for (Long64_t ev=0;ev<N;ev++) {

T->GetEntry(ev);

// do something with event

}

}

Event.h

Write.C Read.C

Page 60: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 60

8 Branches of T

8 leaves of branchElectrons

A double-clickto histogram

the leaf

Browsing a TTree with TBrowser

Page 61: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 61

The TTreeViewer

Page 62: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 62

TTree Selection Syntax

Prints the first 8 variables of the tree.

Prints all the variables of the tree.Specific variables of the tree can be explicit selected by

list them in column separated list:

Prints the values of var1, var2 and var3.A selection can be applied in the second argument:

Prints the values of var1, var2 and var3 for the entries where var1 is exactly 0.

MyTree->Scan();

MyTree->Scan("*");

MyTree->Scan("var1:var2:var3");

MyTree->Scan("var1:var2:var3", "var1==0");

Page 63: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 63

Data Volume & Organisation

100MB 1GB 10GB 1TB100GB 100TB 1PB10TB

1 1 10000010000100010010

TTree

TChain

A TChain is a collection of TTrees or/and TChains

A TFile typically contains 1 TTree

A TChain is typically the result of a query to the file catalogue

1000000

Page 64: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 64

Chains of Trees A TChain is a collection of Trees. Same semantics for TChains and TTrees

root > .x h1chain.C root > chain.Process(“h1analysis.C”)

{ //creates a TChain to be used by the h1analysis.C class //the symbol H1 must point to a directory where the H1 data sets //have been installed TChain chain("h42"); chain.Add("$H1/dstarmb.root"); chain.Add("$H1/dstarp1a.root"); chain.Add("$H1/dstarp1b.root"); chain.Add("$H1/dstarp2.root");}

Page 65: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 65

Tree Friends0123456789101112131415161718

0123456789101112131415161718

0123456789101112131415161718

Public

read

Public

read

User

Write

Entry # 8

Page 66: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 66

GRIDs & PROOF

Page 67: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 67

From the desktop to the GRID

Desktop Local/remote

Storage

Online/Offline

Farms

GRID

New data analysis tools must be able to use in parallel remote CPUS, storage elements and networks in a transparent way for a user at a desktop

Page 68: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 68

GRID: Interactive AnalysisCase 1

Data transfer to user’s laptop Optional Run/File catalog Optional GRID software

Optionalrun/FileCatalog

Remotefile servereg xrootd

Trees

Trees

Analysis scripts are interpretedor compiled on the local machine

Page 69: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 69

GRID: Interactive AnalysisCase 2

Remote data processing Optional Run/File catalog Optional GRID software

Optionalrun/FileCatalog

Remotedata analyzer

eg proofd

Trees

Trees

Commands, scripts

histograms

Analysis scripts are interpretedor compiled on the remote machine

Page 70: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 70

GRID: Interactive AnalysisCase 3

Remote data processing Run/File catalog Full GRID software

Run/FileCatalog

Remotedata analyzer

eg proofd

Trees

Trees

Commands, scripts

Histograms,trees

TreesTreesTrees

TreesTreesTrees

slave

slave

slave

slave

slave

slave

Analysis scripts are interpretedor compiled on the remote master(s)

Page 71: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 71

Parallel ROOT Facility The PROOF system allows:

Parallel analysis of trees in a set of files Parallel analysis of objects in a set of files Parallel execution of scripts

on clusters of heterogeneous machines Its design goals are:

Transparency, scalability, adaptability

Page 72: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 72

PROOF Storage

PROOF farm

MASTER

farm perceived as extension of local PC same syntax as in local session

more dynamic use of resources real time feedback automated splitting and merging

commands,commands,scriptsscripts

list of outputlist of outputobjectsobjects

(histograms, (histograms, …)…)

Page 73: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 73

Sample of analysis activity

G. Ganis, CHEP06, 15 Feb 2006

AQ1: 1s query produces a local histogram

AQ2: a 10mn query submitted to PROOF1

AQ3->AQ7: short queries

AQ8: a 10h query submitted to PROOF2BQ1: browse results of AQ2

BQ2: browse temporary results of AQ8

BQ3->BQ6: submit 4 10mn queries to PROOF1

CQ1: Browse results of AQ8, BQ3->BQ6

Monday at 10h15

ROOT sessionon my laptop

Monday at 16h25

ROOT sessionon my laptop

Wednesday at 8h40

Browse from any web browser

Page 74: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 74

ROOT is MORE…. In this talk, I presented the most basic classes

typically used during Physics Analysis. ROOT contains many more libraries, eg

FFT library Oracle, MySQL, etc interfaces XML drivers TMVA (Multi Variate Analysis) GRID and networking classes, threads Interfaces to Castor, Dcache, GFAL, xrootd Interfaces to Pythia, Geant3, Geant4, gdml Matrix packages, Fitting packages, etc

Page 75: Introduction to ROOT1 Summer Students Lecture 10 July 2007 Ren é Brun CERN/PH/SFT Introduction to ROOT .

Introduction to ROOT 75

Documentation

Users Guide and Reference Manuals are available at http://root.cern.ch

Printed copies of the Users Guide are available in Building 32-R-C13 or 32-R-C16

Enjoy Reading

Now Demo