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Extended Static Checking for Java. Cormac Flanagan. Slides courtesy of Rustan Leino. Motivation. Software development problem. Software construction and maintenance are expensive Reliability is costly and difficult to achieve. Vision.
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Extended Static Checkingfor Java Cormac Flanagan Slides courtesy of Rustan Leino
Software development problem • Software construction and maintenance are expensive • Reliability is costly and difficult to achieve
Vision • Increased programmer productivity and program reliability through increased rigor Record design decisions + Utilize automatic checking= Detect more errors and reduce costs
User's view Error messages Program with specifications Program checker public class Bag { private /*@non_null*/ int[] a; private int n; //@ invariant 0 <= n && n <= a.length; public Bag(/*@non_null*/ int[] initialElements) { n = initialElements.length; a = new int[n]; System.arraycopy(initialElements, 0, a, 0, n); } public void add(int x) { if (n == a.length) { int[] b = new int[2*(a.length+1)]; System.arraycopy(a, 0, b, 0, n); a = b; } a[n] = x; n++; } public int extractMin() { int m = Integer.MAX_VALUE; int mindex = 0; for (int i = 0; i < n; i++) { if (a[i] < m) { mindex = i; m = a[i]; } } if (0 < n) { n--; a[mindex] = a[n]; } return m; } // The program text continues down here, but if you’re // reading this, you probably aren’t paying attention to // the talk. Bag.java:18: Array index possibly too large
Extended Static Checker for Java (ESC/Java) • Built at Systems Research Center • Input: Java + user-supplied annotations • Annotation language captures programmer design decisions • Powered by • weakest precondition semantics • automatic theorem proving • Performs modular checking
Weakest Preconditions in Practice • Given procedure //@ requires Pre //@ ensures Post procedure m() { c } // c is an IMP command • Generate verification condition Pre => WP( c, Post ) • Check this VC is valid (true in all states) • If so, then any execution of m() from a Pre–state is guaranteed to terminate only in Post–states. • Use automatic theorem proving to check VC • Performs modular checking, requires annotations
Program checker design tradeoffs • Missed errors • Spurious warnings • Annotation overhead • Performance
ESC/Java architecture Annotated Java program Translator Verification condition Valid Automatic theorem prover Resource exhausted Counterexample context Post processor Warning messages
Tool architecture, detail Annotated Java program Sugared command Translator Primitive command Passive command Verification condition Automatic theorem prover Counterexample context Post processor Warning messages
Annotated Java program Annotated Java program Sugared command Sugared command Primitive command Translator Translator Primitive command Passive command Passive command Verification condition Verification condition Automatictheorem prover Automatic theorem prover Counterexample context Counterexample context Post processor Post processor Warning messages Warning messages Tool architecture, detail
Annotation language Annotated Java program • Simple • non_null • Method annotations • requires E; • ensures E; • exsures (T x) E; • modifies w; • Object invariants • invariantE; Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Annotation language Annotated Java program • Simple • non_null • Method annotations • requires E; • modifies w; • ensures E; • exsures (T x) E; • Object invariants • invariantE; Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Annotation language Annotated Java program • Specification expressions • side-effect free Java expressions • no ++, no method calls • result • ensuresresult >= 0; • old(E) • ensuresx == old(x)+1; • (forall T x; E), (exists T x; E), ==> • (forallint j; 0 <= j && j < n ==> a[j] > 0); Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Annotation language Annotated Java program • Specification expressions • side-effect free Java expressions • no ++, no method calls • result • ensuresresult >= 0; • old(E) • ensuresx == old(x)+1; • (forall T x; E), (exists T x; E), ==> • (forallint j; 0 <= j && j < n ==> a[j] > 0); Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Annotation language Annotated Java program • Miscellaneous • assert E; • assume E; • assume x >= 0; // because x == y*y • nowarn • x = a[j]; //@ nowarn • axiom E; • axiom (forallint x; x ≫ 2 >= 0); • Concurrency, ghost variables Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Sugared commands Annotated Java program • S,T ::= assert E | assume E | x = E | raise | S ; T | S ! T | S [] T | loop {inv E} S T end | call x = m(E) | … Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Sugared commands Annotated Java program • x = t.f.g; assert t ≠ null; tmp = select(f, t); assert tmp ≠ null; x = select(g, tmp) • if (x < 0) { x = -x; }/*@ assert x >= 0; */ ( assume x < 0; x = -x [] assume¬(x < 0) ); assert x >= 0 Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Sugared commands Annotated Java program • x = t.f.g; assert lblneg(“Null@58.9”, t ≠ null); tmp = select(f, t); assert lblneg(“Null@58.11”, tmp ≠ null); x = select(g, tmp) • if (x < 0) { x = -x; }/*@ assert x >= 0; */ ( assume x < 0;assume lblpos(“Then^280:7”, true); x = -x [] assume ¬ (x < 0);assume lblpos(“Else^280:7”, true) ); assert x >= 0 Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Primitive commands Annotated Java program • S,T ::= assert E | assume E | x = E | raise | S ; T | S ! T | S [] T | loop {inv E} S T end | call x = m(E) | … Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Primitive commands Annotated Java program • //@ requires Pre; modifies w; ensures Post;void m(U u); • call x = m(E) var u in u = E; assert Pre; var w0in w0 = w; havoc w; assume Post; x = result end end Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
| raise | S ; T | S ! T | S [] T Passive commands Annotated Java program • S,T ::= assert E | assume E | x = E Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
private int scanPunctuation(int nextchr) { try { boolean possibleFloatingPointNumber = (nextchr == '.'); text[0] = (char)nextchr; textlen = 1; m_in.mark(); // All paths out of the try must unmark the stream!! PunctuationPrefixTree prefix = punctuationTable; PunctuationPrefixTree lastPunctuation = prefix; int lastPunctuationLength = 0; int index = nextchr - '!'; if (index < 0 || PunctuationPrefixTree.CHILDLEN <= index) prefix = null; else prefix = prefix.children[nextchr - '!']; nextchr = m_in.read(); if (possibleFloatingPointNumber && Character.isDigit((char)nextchr)) { m_in.clearMark(); return finishFloatingPointLiteral(nextchr); } this.append(nextchr); if (prefix != null && prefix.code != TagConstants.NULL) { lastPunctuation = prefix; lastPunctuationLength = textlen - 1; m_in.mark(); } while(prefix != null) { index = nextchr - '!'; if (index < 0 || PunctuationPrefixTree.CHILDLEN <= index) prefix = null; else prefix = prefix.children[nextchr - '!']; nextchr = m_in.read(); this.append(nextchr); if (prefix != null && prefix.code != TagConstants.NULL) { lastPunctuation = prefix; lastPunctuationLength = textlen - 1; m_in.mark(); } } m_in.reset(); textlen = lastPunctuationLength; endingLoc = m_in.getLocation(); ttype = lastPunctuation.code; if (ttype != TagConstants.C_COMMENT&& ttype != TagConstants.EOL_COMMENT) nextchr = m_in.read(); return ttype; } catch (IOException e) { m_in.clearMark(); ErrorSet.fatal(m_in.getLocation(), e.toString()); return TagConstants.NULL; // Dummy } }
Passive commands Annotated Java program • if (x < 0) { x= -x; }/*@ assert x >= 0; */ ( assume x0 < 0; x1 = -x0;x2 = x1 [] assume ¬(x0 < 0);x2 = x0 ); assert x2 >= 0 Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Passive commands Annotated Java program • if (x < 0) { x= -x; }/*@ assert x >= 0; */ ( assume x0 < 0; assume x1 == -x0;assume x2 == x1 [] assume ¬(x0 < 0);assume x2 == x0 ); assert x2 >= 0 Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Weakest preconditions Annotated Java program • A Hoare triple{P}S{Q}says that if command S is started in a state satisfying P, then S terminates without error in a state satisfying Q • The weakest precondition of a command S with respect to a postcondition Q, written wp(S,Q), is the weakest P such that{P}S{Q} Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Weakest preconditions Annotated Java program • wp(assert E, Q) = E && Q • wp(assume E, Q) = E ==> Q • wp(S;T, Q) = wp(S, wp(T,Q)) • wp(S [] T, Q) = wp(S, Q) && wp(T, Q) • wp(x := E, Q) = Q[ x := E ] Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
private int scanPunctuation(int nextchr) { try { boolean possibleFloatingPointNumber = (nextchr == '.'); text[0] = (char)nextchr; textlen = 1; m_in.mark(); // All paths out of the try must unmark the stream!! PunctuationPrefixTree prefix = punctuationTable; PunctuationPrefixTree lastPunctuation = prefix; int lastPunctuationLength = 0; int index = nextchr - '!'; if (index < 0 || PunctuationPrefixTree.CHILDLEN <= index) prefix = null; else prefix = prefix.children[nextchr - '!']; nextchr = m_in.read(); if (possibleFloatingPointNumber && Character.isDigit((char)nextchr)) { m_in.clearMark(); return finishFloatingPointLiteral(nextchr); } this.append(nextchr); if (prefix != null && prefix.code != TagConstants.NULL) { lastPunctuation = prefix; lastPunctuationLength = textlen - 1; m_in.mark(); } while(prefix != null) { index = nextchr - '!'; if (index < 0 || PunctuationPrefixTree.CHILDLEN <= index) prefix = null; else prefix = prefix.children[nextchr - '!']; nextchr = m_in.read(); this.append(nextchr); if (prefix != null && prefix.code != TagConstants.NULL) { lastPunctuation = prefix; lastPunctuationLength = textlen - 1; m_in.mark(); } } m_in.reset(); textlen = lastPunctuationLength; endingLoc = m_in.getLocation(); ttype = lastPunctuation.code; if (ttype != TagConstants.C_COMMENT&& ttype != TagConstants.EOL_COMMENT) nextchr = m_in.read(); return ttype; } catch (IOException e) { m_in.clearMark(); ErrorSet.fatal(m_in.getLocation(), e.toString()); return TagConstants.NULL; // Dummy } }
Verification condition Annotated Java program • Universal background predicate • (∀t ・ t <: t) • Type-specific background predicate • Bag <: java.lang.Object • Verification condition:BPUniv && BPT ==> VCmethod Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
(BG_PUSH (AND (<: T_T |T_java.lang.Object|) (EQ T_T (asChild T_T |T_java.lang.Object|)) (DISTINCT arrayType |T_boolean| |T_char| |T_byte| |T_short| |T_int| |T_long| |T_float| |T_double| |T_.TYPE| T_T |T_java.lang.Object|))) (EXPLIES (LBLNEG |vc.T.abs.2.2| (IMPLIES (AND (EQ |elems@pre| elems) (EQ elems (asElems elems)) (< (eClosedTime elems) alloc) (EQ LS (asLockSet LS)) (EQ |alloc@pre| alloc)) (NOT (AND (EQ |@true| (is |x:2.21| T_int)) (OR (AND (OR (AND (< |x:2.21| 0) (LBLPOS |trace.Then^0,3.15| (EQ |@true| |@true|)) (EQ |x:3.17| (- 0 |x:2.21|)) (EQ |x:2.21<1>| |x:3.17|)) (AND (NOT (< |x:2.21| 0)) (LBLPOS |trace.Else^1,3.4| (EQ |@true| |@true|)) (EQ |x:2.21<1>| |x:2.21|))) (NOT (LBLNEG |Assert@4.8| (>= |x:2.21<1>| 0)))) (AND (OR (AND (< |x:2.21| 0) (LBLPOS |trace.Then^0,3.15| (EQ |@true| |@true|)) (EQ |x:3.17| (- 0 |x:2.21|)) (EQ |x:2.21<1>| |x:3.17|)) (AND (NOT (< |x:2.21| 0)) (LBLPOS |trace.Else^1,3.4| (EQ |@true| |@true|)) (EQ |x:2.21<1>| |x:2.21|))) (LBLNEG |Assert@4.8| (>= |x:2.21<1>| 0)) (NOT (LBLNEG |Exception@5.2| (EQ |ecReturn| |ecReturn|))))))))) (AND (DISTINCT |ecReturn|))) Verification condition Annotated Java program • class T { staticint abs(int x) { if (x < 0) { x = -x; } //@ assert x >= 0; } } Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Theorem prover: “Simplify” Annotated Java program • Nelson-Oppen cooperating decision procedures • conguence closure • linear arithmetic • partial orders • quantifiers • Key features: • automatic: no user interaction • refutation based: searches for counterexamples • heuristics tuned for program checking • labels • time limit Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Counterexamples and warnings Annotated Java program • Counterexample: labels: (|IndexTooBig@26.5| |vc.Bag.add.20.2| |trace.Then^0,21.23|) context: (AND (NEQ |tmp1!a:23.23| null) (NEQ this null) (EQ |alloc@pre| alloc) (EQ |tmp4!n:26.6| 0) … (<= alloc (vAllocTime |tmp3!a:26.4|)) ) • Bag: add(int) ...-----------------------------------------------------------Bag.java:26: Warning: Array index possibly too large (IndexTooBig) a[n] = x;^Execution trace information: Executed then branch in "Bag.java", line 21, col 23.----------------------------------------------------------- Sugared command Primitive command Translator Passive command Verification condition Automatictheorem prover Counterexample context Post processor Warning messages
Experience: annotations • Capture common design decisions • Suggested immediately by warnings • Overhead: 4-10% of source code • ~1 annotation per field or parameter • Most common annotations: • non_null • container element types
Experience: performance • 50% of all methods: < 0.5 s • 80% of all methods: < 1 s • time limit: 300 s • total time for Javafe (~40kloc): 65 min.
Related work • ESC/Modula-3 • Full functional specification and verification • JML, LOOP, B, Penelope, ... • Languages and language features • Euclid, Eiffel, Escher, Guava, Vault, Cqual, ... • LCLint, refinement types, Types against races, ... • Other checking techniques • Abstract interpretation, PREfix, SLAM, Bandera,Java PathFinder 2, Canvas, ESP, AST Toolkit, Metal
Conclusions • Using weakest precondition semantics and automatic decision procedures for program analysis works! • Cost effective?
Reading • Read Hudak’s paper on functional programming. • Read at least the initial part of Pierce’s paper on foundational calculi (the part on lambda calculus).