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Loop Invariants

Loop Invariants

esbmc file.c --loop-invariant

ESBMC supports user-provided loop invariants as an alternative to expensive loop unwinding. This is particularly beneficial for programs with large loop bounds or unbounded loops, where traditional k-induction may become computationally prohibitive or hit iteration limits.

Like function contracts, loop invariants are expressed with built-in constructs placed in the source. The core construct is __ESBMC_loop_invariant(condition), placed before the loop as a statement ending with ;.

Choosing a Mode

ESBMC provides two distinct modes, and picking the wrong one is the most common reason a correct invariant appears not to help. The deciding question is what your post-loop property needs in order to follow:

Your property follows from…UseCost in the loop bound
the invariant alone--loop-invariantindependent — closes at k = 2
the invariant together with the negated loop condition--loop-invariant-checkindependent — loop is cut

The second row is easy to miss. An invariant like i <= N && sum == i * 10 only yields sum == N * 10 once you also know !(i < N), i.e. i == N at exit. That final step is exit reasoning, and only --loop-invariant-check performs it. Under --loop-invariant such a property falls back to bounded unrolling and will report VERIFICATION UNKNOWN once the bound exceeds the k-induction step limit.

Properties over an array filled by the loop — __ESBMC_forall(&i, !(i < N) || p[i] == 0) and friends — are almost always in the second row, since they need i == N at exit.

Verification Modes

--loop-invariant — Combined Mode

Integrates invariant checking with k-induction. The invariant is used as an assumption that strengthens the inductive step, so whenever the property follows from the invariant alone, verification closes at a small k regardless of how large the loop bound is.

Note: --loop-invariant implicitly enables k-induction. No extra flags are required.

do-while loops are verified by this mode. A do-while head is the first instruction of the body rather than a guard, so the verification branch used to copy an empty body and discharge the inductive step against no iteration at all — every invariant passed, including a plainly wrong one, and a false post-loop assertion was proved (#7497).

How it works — two-branch transformation:

IF !nondet_bool() GOTO loop_head       // Non-deterministically skip to Branch 2

// --- Branch 1: Inductivity Check ---
ASSERT(INV)                            // Base case: invariant holds on entry
HAVOC(loop_vars)
ASSUME(INV)
ASSUME(loop_entry_cond)
ASSERT(INV)                            // Inductive step: invariant still holds
ASSUME(false)                          // Terminate Branch 1

loop_head:
// --- Branch 2: K-Induction ---
ASSUME(INV)                            // Use invariant as a hint for k-induction
GOTO loop_head

Expected outcomes:

Invariant QualityBranch 1 ResultK-Induction Result
Wrong (not inductive)ASSERT fails — clear “invariant not inductive” error—
Correct but weakPassesProves property via forward condition
Correct and strongPassesCloses at inductive step

The last row holds when the property follows from the invariant alone. If it also needs the negated loop condition, the inductive step cannot close and k-induction falls back to unrolling — see Choosing a Mode.

--loop-invariant-check — Havoc Abstraction Mode

Applies the classic Hoare rule, replacing the annotated loop with:

  1. Base-case assertion — invariant holds on entry
  2. Havoc + Assume — abstracts the loop body nondeterministically
  3. Inductive-step assertion — invariant still holds after one iteration

The loop is then cut, so this mode avoids loop unrolling entirely and its cost does not grow with the loop bound. It is the only mode that performs exit reasoning (invariant && !condition at the loop exit), which makes it the required choice for the second row of Choosing a Mode.

Three caveats:

  • A claim after the loop is checked against the abstraction, not against the program, so a correct but too weak invariant admits states the program cannot reach. Such a claim is reported UNKNOWN rather than FAILED, with the reason attached — an over-approximation can prove a claim, never refute it:

    ** Results:
    main.c, function main
      PASSED   [main.assertion.1]  line 11  loop invariant base case
      PASSED   [main.assertion.2]  line 11  loop invariant inductive step
      UNKNOWN  [main.assertion.3]  line 16  assertion s == 3 (loop invariant too
               weak to prove this claim: the counterexample is against the havoc
               abstraction, not a reachable state of the program)
    
    ** 0 of 3 properties failed, 2 passed, 1 unknown
    WARNING: every violated claim lies downstream of a loop invariant havoc, so
    its counterexample is against the abstraction rather than the program;
    strengthen the invariant to decide the claim
    
    VERIFICATION UNKNOWN

    Strengthen the invariant until it entails the property.

    The downgrade is not unconditional. Before reporting UNKNOWN, ESBMC asks the solver whether the claim can hold at all on a feasible abstract path. If that probe is UNSAT, no abstract state satisfies the claim; the concrete states are a subset of the abstract ones, so the violation is real and the claim is reported FAILED. An invariant strong enough to pin the counterexample — sn == (i - 1) * a over an accumulator loop — therefore refutes a false post-loop assertion in this mode, which it could not do before (#7626). What is downgraded is the case the probe leaves open: the abstraction admits the claim holding and admits it failing, so the counterexample is the abstraction’s and not the program’s.

    What reports FAILED regardless of the probe is a claim ahead of every havoc, the invariant’s own inductive step and its assigns-compliance check, and a loop the schema declined. An outermost loop’s base case does too, since no havoc precedes it; an inner loop’s base case sits inside the outer body, downstream of the outer havoc, so it is treated with everything else there.

  • Storage a loop writes through a dereference has no symbol for the modified-variable analysis to name, so the pointee is havocked through the pointer and symex resolves it against its own value set. That covers a stack, heap or __ESBMC_is_fresh pointee alike, including one written by a callee (#7518). Before this, (*p)-- in the body left p’s pointee at its pre-loop value, and an assertion about it after the loop was decided against state the loop had overwritten.

  • Where even that leaves nothing to havoc, the schema declines the loop instead of claiming a proof. Such a loop is left to the unwinder, with a warning — loop invariant at <location> not checked beyond its base case: the loop writes through a pointer the havoc cannot cover — and its base case is still checked, since that runs from the concrete pre-loop state.

  • Cutting the loop establishes partial correctness only: termination is not proved. Use --termination separately if you need it.

Example: Property Follows From the Invariant Alone

x == y is exactly what the assertion needs, so the inductive step closes at k = 2 and the loop bound is irrelevant — this verifies as quickly at 100000 as at 10.

#include <assert.h>

int main(void) {
    unsigned int x = 0;
    unsigned int y = 0;

    __ESBMC_loop_invariant(x == y);
    while (x < 100000) {
        x++;
        y++;
    }

    assert(x == y);
    return 0;
}
esbmc file.c --loop-invariant
# VERIFICATION SUCCESSFUL — Solution found by the inductive step (k = 2)

Example: Property Needs the Exit Condition

Here sum == 10000 follows only from sum == i * 10 and i == 1000, and the latter needs !(i < 1000) at exit. This is the case that requires --loop-invariant-check; under --loop-invariant it reports VERIFICATION UNKNOWN because the bound exceeds the k-induction step limit.

#include <assert.h>

int main(void) {
    unsigned int i = 0;
    unsigned int sum = 0;

    __ESBMC_loop_invariant(i <= 1000 && sum == i * 10);
    while (i < 1000) {
        sum += 10;
        i++;
    }

    assert(sum == 10000);
    return 0;
}
esbmc file.c --loop-invariant-check
# VERIFICATION SUCCESSFUL

The same shape appears whenever a loop fills an array and the postcondition quantifies over it, which is why array contracts under --enforce-contract normally want --loop-invariant-check:

__ESBMC_ensures(__ESBMC_forall(&i, !(i < N) || (a->e[i] >= 0 && a->e[i] < Q)));

__ESBMC_loop_invariant(i <= N && __ESBMC_forall(&j, !(j < i) ||
                       (a->e[j] >= 0 && a->e[j] < Q)));
for (i = 0; i < N; i++)
  a->e[i] = reduce(a->e[i]);

With --loop-invariant-check this discharges in a fraction of a second for any N, and --unwind only has to cover the rest of the function rather than the loop.

Companion Options

The following options can be combined with the k-induction proof rule to produce or strengthen inductive invariants:

  • --interval-analysis — Enable interval analysis for integer variables and inject assume statements into the program.
  • --add-symex-value-sets — Enable value-set analysis for pointers and inject assume statements.
  • --loop-invariant — Use user-provided loop invariants with the combined k-induction mode (described above).

Known Limitations

Nested Loop Support: The current implementation does not correctly handle nested loops with multiple invariants. State management between inner and outer loops requires further refinement.

Manual Invariant Specification: Outside --synthesise-loop-invariants, which covers one loop shape, users must write the invariants themselves. ESBMC does not infer or validate an invariant before verification. An incorrect invariant leads to a failed base-case assertion in --loop-invariant mode, or an undecided claim in --loop-invariant-check mode.

Note: --loop-invariant-check havocs every loop-modified variable, so an invariant that does not constrain them enough leaves the claims after the loop undecided (commonly an integer-overflow report), and they are reported UNKNOWN. --loop-invariant does not have this failure mode. If you hit it, either strengthen the invariant or, when the property follows from the invariant alone, switch to --loop-invariant.

--k-induction-parallel still reports a downgraded claim as FAILED. The downgrade is recorded in the parallel driver but the verdict does not follow it back across the fork (#7516).

Mode Summary

Unrolls the loopExit reasoningWeak invariant
--loop-invariantyesnofalls back to unrolling
--loop-invariant-checknoyesreports UNKNOWN unless the invariant refutes the claim

Programs without loop invariant annotations continue to use the standard k-induction unwinding approach under either flag.

Synthesising Invariants for Affine Loops

esbmc file.c --synthesise-loop-invariants

k-induction cannot prove a property that needs a relation between a loop counter and an accumulator. The interval domain is non-relational, so at the loop head it knows the counter’s range and nothing tying the accumulator to it. --synthesise-loop-invariants recognises affine counter/accumulator loops and emits the closed form as a LOOP_INVARIANT, which the existing --loop-invariant-check schema then discharges.

#include <stdint.h>
#include <assert.h>

int main(void) {
    uint64_t i = 1, sn = 0;
    uint32_t n;
    uint64_t a;
    __ESBMC_assume(n >= 1);

    while (i <= n) {
        sn = sn + a;
        i++;
    }

    assert(sn == (uint64_t)n * a);
    return 0;
}

The loop bound n is symbolic, so there is no k at which unwinding closes this, and the inductive step has nothing relating sn to i. --k-induction runs for over 300 s without reaching a verdict. --synthesise-loop-invariants derives sn == (i - 1) * a and finishes in under a second:

Synthesised loop invariants for 1 loop
...
** 0 of 3 properties failed, 3 passed
Solver: Bitwuzla 0.9.1 • Decision procedure total time: 0.007s
VERIFICATION SUCCESSFUL

At this width only Bitwuzla — ESBMC’s default — discharges the exit obligation, which is a multiplier-equivalence miter; the program above is pinned as regression/bitwuzla/synth_loop_invariant_sum64, and regression/esbmc/synth_loop_invariant_sum carries the same shape at narrower widths so that every platform runs it.

The synthesised invariant is checked, not assumed. It goes through the same assert / havoc-assume / assert schema a hand-written one does, so a wrong candidate fails a claim rather than producing an unsound proof. The failure mode of synthesis is a spurious failure or a useless invariant, never a false proof.

It trades bug-finding for proving. Cutting the loop removes the bounded traces a plain BMC run would search. Measured over regression/{esbmc,esbmc-unix,k-induction,loop-invariants}, synthesis fires on 87 of 2716 files, of which 9 (10%) lose a bug that bounded BMC finds; no file gains a false proof or a false alarm. It is opt-in and off by default for that reason.

The flag implies --loop-invariant-check, --check-vacuity, and --multi-property unless a k-induction phase is selected. Because --check-vacuity applies to the whole run rather than only to loops the synthesis reached, a program with no loop at all can report UNKNOWN where it reported SUCCESSFUL; --no-vacuity-check turns that back off.

What it recognises, and what it declines

The recognised shape is a loop whose head is IF !(i <op> B) GOTO exit with a straight-line body containing a unit-step counter i = i + 1 and an accumulator s = s + e whose addend e is free of loop-modified variables. From those it emits the accumulator’s closed form and a two- or three-disjunct counter bound.

Two regimes, and the restrictions follow from the cost of discharging the exit obligation rather than from the recogniser:

AddendCounterWhy
symbolicunsigned, entering at 0 or 1The bound must stay at two disjuncts: a third arm leaves the solver proving two 64-bit multiplier circuits equivalent, which does not terminate. Two disjuncts discharge in ~1s; three do not finish in 120s.
literalsigned or unsigned, any literal entryWith no symbolic multiplier there is nothing to miter, so the extra arms are free and establishment is unconditional.

Declined outright:

  • Any program that can reach __ESBMC_spawn_thread. Cutting a loop deletes its interleaving points, so a claim only another thread could violate is no longer reachable in the cut program and would be reported passed.
  • A loop the user has already annotated, and synthesis anywhere inside a function a user invariant’s expression calls, transitively — otherwise the user’s own marker reads a havoc-abstracted return value.
  • Every loop under --unsigned-overflow-check, and a signed loop whose weaker bound is observable (a body that asserts, or signed overflow checking on). The synthesised guards are themselves instrumented by goto_check, so a closed form emitted at a watched type would draw overflow claims on arithmetic the user never wrote.

Decrementing loops and comparisons other than < / <= are not recognised. The restrictions and the design constraint they follow from are documented in src/goto-programs/goto_invariant_synthesis.h.

Loop Frame Rule (--loop-frame-rule)

A loop invariant says what stays true across iterations. The loop frame rule adds the complementary claim: which variables the loop is allowed to change. Variables not listed in __ESBMC_loop_assigns are guaranteed to be untouched — and ESBMC checks this.

int main(void) {
    int i = 0;
    int j = 42;

    __ESBMC_loop_invariant(i >= 0 && i <= 10);
    __ESBMC_loop_assigns(i);
    while (i < 10)
        i++;

    /* j was not listed in loop_assigns — ESBMC can prove it is still 42 */
    __ESBMC_assert(j == 42, "j unchanged");
    return 0;
}

Run with:

esbmc file.c --loop-invariant-check --loop-frame-rule

Without --loop-frame-rule, the havoc step makes every loop-modified variable nondeterministic, so the assertion on j would fail despite j never being touched. With the flag, ESBMC snapshots all variables not in __ESBMC_loop_assigns before the havoc and assumes they are unchanged afterward.

Both macros must be placed before the loop, as statements ending with ;. __ESBMC_loop_assigns supports up to five targets; use __ESBMC_loop_assigns() with no arguments to declare that the loop modifies nothing.

--loop-frame-rule requires --loop-invariant-check. It does not work with --loop-invariant (the combined k-induction mode).