systematic derivation of static analyses for software product lines
DESCRIPTION
V AR . A BS . I NT. Systematic Derivation of Static Analyses for Software Product Lines. Jan Midtgaard Aarhus Universtity. Claus Brabrand IT University of Copenhagen. Andrzej Wasowski IT University of Copenhagen. < Outline >. Introduction The ' IMP ' and ' IMP ' Language s - PowerPoint PPT PresentationTRANSCRIPT
VARIETE workshop, ITU Variational Abstract Interpretation Nov 28, 2013
Claus BrabrandIT University of Copenhagen
Jan MidtgaardAarhus Universtity
Andrzej WasowskiIT University of Copenhagen
Systematic Derivation ofStatic Analyses forSoftware Product LinesVAR.ABS.INT
[ 4 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
< Outline >
IntroductionThe 'IMP' and 'IMP' LanguagesAbstract Interpretation of IMPVariational Abstract Interpretation of IMPRelated WorkConclusion
[ 5 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
IntroductionSoftware Product Lines:
Brute force analysis:
x := 0; #ifdef INC x := x + 1; #endif #ifdef NEG x := -x; #endif output x;
x := 0;
output x;
x := 0; x := x + 1;
output x;
x := 0;
x := -x; output x;
x := 0; x := x + 1; x := -x; output x;
x is 0
x is 1
x is -0
x is -1
Ø: {INC}: {NEG}: {INC,NEG}:
generateO(n = 2|F|)
analyze analyze analyze analyze
"generate'n'analyze"
...
[ 6 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
Analyses for SPLsAnalyses for SPLs (lifted analysis):
Previous work on:How to lift:
...efficiently:
"Intraprocedural Dataflow Analysis for Software Product Lines" ( Brabrand, Ribeiro, Toledo, Winther, Borba ) TAOSD 2012
"SPLLIFT: Statically Analyzing Software Product Lines in Minutes instead of Years" ( Bodden, Toledo, Ribeiro, Brabrand, Borba, Mezini ) PLDI 2013
x := 0; #ifdef INC x := x + 1; #endif #ifdef NEG x := -x; #endif output x;
{INC}: x is 1Ø & {NEG}: x is 0{INC,NEG}: x is -1
analyze SPL directly!
[ 7 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
MotivationSystematic liftingof other static analyses:
Correctness: derivation of correct SPL analyses:
Approximation in theanalyses on variability:
Understanding space offamily-based analyses:
x := 0; #ifdef INC x := x + 1; #endif #ifdef NEG x := -x; #endif output x;
{INC}: x is 1Ø & {NEG}: x is 0{INC,NEG}: x is -1
Systematicderivation
?
x := 0; #ifdef XYZ x := x + 1; #endif #ifdef XYZ x := -x; #endif output x;
Understanding?
LiftedanalysisLiftedlanguage
analysislanguage
Correctness
of analysis?
Ø: x is 0{XYZ}: x is
⊤
Approximate
variability?
Lifted...■control-flow analysis?■dataflow analysis?■model checking?■type systems?■verification?■testing?■...?
[ 8 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
Abstract InterpretationThe Abstract Interpretation Process:
Collecting Semantics: Approximate Analysis: Constant Propagation:C B A
No approximation(Undecidable)
Some approximation(Undecidable)
More approximation(Decidable!)derive derive
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Variational Abstract Interpretation
LIFT
Abstract Interpretation: Abstract Interpretation:
LIFT LIFT LIFTLIFT LIFT
SPL
Variational
[ 10 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
Motivation: 'Var.Abs.Int'Systematic lifting ofother kinds of analyses:
Correctness: derivation of correct SPL analyses:
Approximation in theanalyses on variability:
Understanding space offamily-based analyses:
Correctnessof
analyses!Systemati
cderivation!
Approximate
variability!Understanding
!
Lifted...■control-flow analysis?■dataflow analysis?■model checking?■type systems?■verification?■testing?■...?
[ 11 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
< Outline >
IntroductionThe 'IMP' and 'IMP' LanguagesAbstract Interpretation of IMPVariational Abstract Interpretation of IMPRelated WorkConclusion
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'IMP'Syntax:
Semantics (small-step SOS):
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'IMP'Syntax of (two-staged) IMP:
Set of Features:Configurations:
Satisfiability of '#if' formulae, :
x := 0; #if INC x := x + 1; #endif #if NEG x := -x; #endif output x;
= { INC, NEG }
= { Ø, {INC}, {NEG}, {INC,NEG} }
✔
✘
k = {NEG}
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'IMP'Semantics via preprocessor: x := 0;
#if INC x := x + 1; #endif #if NEG x := -x; #endif output x;
x := 0;
x := -x; output x;
{NEG}:
k = {NEG}
P : IMP × ➞ IMP
[ 15 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
< Outline >
IntroductionThe 'IMP' and 'IMP' LanguagesAbstract Interpretation of IMPVariational Abstract Interpretation of IMPRelated WorkConclusion
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Starting Point:SOS Semantics:
CStore Store➞
Like Semantics, but working on sets of stores!Undecidable analysis prepared for subsequent approximation
Collecting Semantics:
2Store 2➞ Store
...ordered by ' '⊆
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Galois ConnectionGalois Connection:
Pair of functions:abstraction:concretization:
Satisfying:
relatingtwo domains
viaabstraction!(wrt info lossbtwn them)
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Galois ConnectionLots of interesting properties:
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AbstractionFrom functions on C to functions on A:
Define 'F : A ➞ A' in terms of 'f : C ➞ C'1) concretize2) apply ' f '3) abstract
Hence:
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GC from C to B...A specific Galois Connection:
Sets-of-Stores:2Store = 2Var Val➞
AbstractStore:Var 2➞ Val
abstract
output x*y;{ 2 }
output x*y;{ 1, 2,
4 }⊆
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From C to B !
BC
Collecting Semantics:
Approximate Analysis:(2Var Val➞ ) ➞ (2Var Val➞ )
(Var 2➞ Val) (Var 2➞ ➞ Val)Note: independent of C !
[ 22 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
Derivation: C to BSystematic derivation: from C[if] to B[if] !
NB: This is also proof of correctness:
B = α ◦ C ◦
γ
expand definition of
C
β reduction
α is a CJM
overapproximation:C and α monotone
function composition
IH: B = α ◦ C ◦ γ
Note: independent of C !
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From C to B !
BC
Collecting Semantics:
Approximate Analysis:(2Var Val➞ ) ➞ (2Var Val➞ )
(Var 2➞ Val) (Var 2➞ ➞ Val)Note: independent of C !Note': Still undecidable analysis!
[ 24 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
GC from B to A...Another specific Galois Connection:
abstractb =[ x {1,2}, y {1} ]
a = αBA(b) =[ x , y 1 ]
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From B to A !
BApproximate Analysis:
(Var 2➞ Val) (Var 2➞ ➞ Val)
(Var Const) (Var Const)➞ ➞ ➞
AConstant Propagation:
Note: independent of B !
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Derivation: B to ASystematic derivation: from B[if] to A[if] !
NB: Again, this is also proof of correctness:Note: independent of B !
Soundness:Transitively
[ 27 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
From B to A !
BApproximate Analysis:
(Var 2➞ Val) (Var 2➞ ➞ Val)
(Var Const) (Var Const)➞ ➞ ➞
AConstant Propagation:
Note: independent of B !
Note': decidable analysis!
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Extracting Dataflow EquationsConstant propagation analysis:
ADataflow Equations:
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< Outline >
IntroductionThe 'IMP' and 'IMP' LanguagesAbstract Interpretation of IMPVariational Abstract Interpretation of IMPRelated WorkConclusion
[ 30 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
Lifting DomainsA domain:
is lifted to:
where
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Lifting GC'sLifting Galois Connections:
Note: Pointwise lifting
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Lifting State Xformers1 Complex Function
Problems:Interference! (tuples not independent)Complicate proofs!
|K| Simple Functions
Well-behaved subset of
Independent functions!Intuition: runanalyses in parallel
✔However, (ab)use this notation !!!
...vs...
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Lifting State XformersStraightforward way of analyzing config, k:
Note: we end up at the bottom of the diagram!
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Lifting State XformersStraightforward way of analyzing config, k:
LIFT: Simply apply to all :
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From A to A !Constant Propagation:
(Var Const) (Var Const)➞ ➞ ➞
A LiftedConstant Propagation:
(Var Const)➞ K (Var Const)➞ ➞ K
A
Note: independent of A !
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Derivation: A to ASystematic derivation: from A[if] to A[if] !
NB: Again, this is also proof of correctness!Note: independent of A !
[ 37 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
From A to A !Constant Propagation:
(Var Const) (Var Const)➞ ➞ ➞
A LiftedConstant Propagation:
(Var Const)➞ K (Var Const)➞ ➞ K
A
Note: independent of A !
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Lifted Dataflow EquationsLifted Constant Propagation:
A Lifted Dataflow Equations:
Soundness:
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Overview: 'Var.Abs.Int'
CommutingDiagram !!!
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Contributions: 'Var.Abs.Int'Systematic lifting ofother kinds of analyses:
Correctness: derivation of correct SPL analyses:
Approximation in theanalyses on variability:
Understanding space offamily-based analyses:
Correctnessof
analyses!Systemati
cderivation!
Approximate
variability!Understanding
!
Lifted...■control-flow analysis?■dataflow analysis?■model checking?■type systems?■verification?■testing?■...?
[ 41 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
< Outline >
IntroductionThe 'IMP' and 'IMP' LanguagesAbstract Interpretation of IMPVariational Abstract Interpretation of IMPRelated WorkConclusion
[ 42 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
Related WorkLifting representations:
Lifting dataflow analysis:
Lifting other analyses:(see citations in paper)
"The Choice Calculus: A Representation for Software Variation"( Erwig, Walkingshaw ) TOSEM 2011
"Intraprocedural Dataflow Analysis for Software Product Lines" ( Brabrand, Ribeiro, Toledo, Winther, Borba ) TAOSD 2012
"SPLLIFT: Statically Analyzing Software Product Lines in Minutes instead of Years" ( Bodden, Toledo, Ribeiro, Brabrand, Borba, Mezini ) PLDI 2013
"Variability-Aware Parsing in the Presence of Lexical Macros and Cond. Compilation" ( Kastner, Giarrusso, Rendel, Erdweg, Ostermann, Berger ) OOPSLA 2011
■Type systems■Well-formedness checking■Model checking■Verification■Testing
[ 43 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
Related Work (cont'd)Multi-staged program analysis:
Abstract Interpretation:
"Static Analysis of Multi-Staged Programs via Unstaging Translation"( Choi, Aktemur, Yi, Tatsuta ) SIGPLAN Not., 2011
"Two-Level Functional Languages"( Nielson, Nielson ) Tracts in Theoretical Computer Science, 1992
"The Calculational Design of a Generic Abstract Interpreter"( Cousot ) Calculational System Design, 1999
"Systematic Design of Program Analysis Frameworks"( Cousot, Cousot ) POPL 1979
"Calculating Graph Algorithms for Dominance and Shortest Path"( Sergey, Midtgaard, Clarke ) MPC 2012
"A Structural Soundness Proof for Shivers’s Escape Technique: ..."( Midtgaard, Adams, Might ) SAS 2012
[ 44 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
< Outline >
IntroductionThe 'IMP' and 'IMP' LanguagesAbstract Interpretation of IMPVariational Abstract Interpretation of IMPRelated WorkConclusion
[ 45 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
Conclusion: 'Var.Abs.Int'Systematic lifting ofother kinds of analyses:
Correctness: derivation of correct SPL analyses:
Approximation in theanalyses on variability:
Understanding space offamily-based analyses:
Correctnessof
analyses!Systemati
cderivation!
Approximate
variability!Understanding
!
Lifted...■control-flow analysis?■dataflow analysis?■model checking?■type systems?■verification?■testing?■...?
[ 46 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
Learn More...Read (and cite) our Paper:
Including 35 page Appendix (p. 13 – 47):Apx A:
Prerequisite Mathematics
Apx B:Proof overview
Apx C – P:Proofs
"Systematic Derivation of Static Analyses for Software Product Lines" ( Jan Midtgaard, Claus Brabrand, Andrzej Wasowski ) Submitted for publication
VARIETE workshop, ITU Variational Abstract Interpretation Nov 28, 2013
( THANKS )
VARIETE workshop, ITU Variational Abstract Interpretation Nov 28, 2013
BONUS SLIDES
[ 49 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
The 'Var.Abs.Int' MethodologyBASE (classic abstract interpretation):
1) Develop formal SOS semantics2) Devise collecting semantics3) Compose GC's and derive until "good analysis"
LIFT (from program to program families):4) Extend language with preprocessor5) Apply lifting combinator to get to family level6) Simplify to direct expression for lifted analysis–) Correctness (soundness) follows by construction
Variability abstractions:v1) Decide when to lift to program familiesv2) Apply lifting combinator to get to family levelv3) Devise GC's that abstract configuration space!v4) Simplify to direct expression for lifted analysis ++v–) Correctness (soundness) follows by construction
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independent options...
(233) > Earth's Population
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er ]
33
[ 51 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU(2320) > Atoms in Universe
[ C. K
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independent options...320
[ 52 ]Variational Abstract Interpretation Nov 28, 2013VARIETE workshop, ITU
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10 000 configurableoptions...
(210 000): Really BIG Bumber