klee-float
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klee-float hangs when calling external function.
Hello, I am trying to use klee-float to generate test cases for bessel_J0.c in gsl. But when calling the external function cos (), klee hangs.
Compiled as follows:
clang -I ../include -I gsl-2.6 -emit-llvm -fsanitize=signed-integer-overflow -fsanitize=unsigned-integer-overflow -c -g -O0 bessel_J0.c
Run as follows:
~/klee/DataVolumeContainer $ klee -libc=uclibc -libm -link-llvm-lib=/usr/local/lib/libgsl.bca -link-llvm-lib=/usr/local/lib/libgslcblas.bca -link-llvm-lib=gsl-2.6/specfunc/libgamma.bca -link-llvm-lib=gsl-2.6/specfunc/libhy.bca -link-llvm-lib=gsl-2.6/specfunc/libhyperg.bca -link-llvm-lib=gsl-2.6/sys/libminmax.bca -allow-external-sym-calls -pc-float-constants-as-hex-float bessel_J0.bc
KLEE: Linking with libm
KLEE: NOTE: Using klee-uclibc : /usr/local/lib64/klee/runtime/klee-uclibc.bca
KLEE: Linking in library: /usr/local/lib/libgsl.bca.
KLEE: Linking in library: /usr/local/lib/libgslcblas.bca.
KLEE: Linking in library: gsl-2.6/specfunc/libgamma.bca.
KLEE: Linking in library: gsl-2.6/specfunc/libhy.bca.
KLEE: Linking in library: gsl-2.6/specfunc/libhyperg.bca.
KLEE: Linking in library: gsl-2.6/sys/libminmax.bca.
KLEE: output directory is "/home/user/klee/DataVolumeContainer/klee-out-44"
KLEE: Using Z3 solver backend
KLEE: Replacing function "__isnan" with "klee_internal_isnan"
KLEE: Replacing function "__isinf" with "klee_internal_isinf"
KLEE: Replacing function "__finite" with "klee_internal_finite"
KLEE: Replacing function "sqrt" with "klee_internal_sqrt"
KLEE: Replacing function "fabs" with "klee_internal_fabs"
KLEE: WARNING: undefined reference to function: acos
KLEE: WARNING: undefined reference to function: acosh
KLEE: WARNING: undefined reference to function: asin
KLEE: WARNING: undefined reference to function: atan
KLEE: WARNING: undefined reference to function: atan2
KLEE: WARNING: undefined reference to function: atanh
KLEE: WARNING: undefined reference to function: ceil
KLEE: WARNING: undefined reference to function: cos
KLEE: WARNING: undefined reference to function: cosh
KLEE: WARNING: undefined reference to function: exp
KLEE: WARNING: undefined reference to function: exp2
KLEE: WARNING: undefined reference to function: fcntl
KLEE: WARNING: undefined reference to function: fflush
KLEE: WARNING: undefined reference to function: floor
KLEE: WARNING: undefined reference to function: fmod
KLEE: WARNING: undefined reference to function: fprintf
KLEE: WARNING: undefined reference to function: fstat
KLEE: WARNING: undefined reference to function: fwrite
KLEE: WARNING: undefined reference to function: hypot
KLEE: WARNING: undefined reference to function: ioctl
KLEE: WARNING: undefined reference to function: log
KLEE: WARNING: undefined reference to function: log1p
KLEE: WARNING: undefined reference to function: open
KLEE: WARNING: undefined reference to function: pow
KLEE: WARNING: undefined reference to function: sin
KLEE: WARNING: undefined reference to function: sinh
KLEE: WARNING: undefined reference to function: tan
KLEE: WARNING: undefined reference to function: tanh
KLEE: WARNING: undefined reference to function: write
KLEE: WARNING ONCE: calling external: ioctl(0, 21505, 73912336)
KLEE: WARNING ONCE: calling __user_main with extra arguments.
KLEE: WARNING ONCE: calling external: printf(48144816, (ReadLSB w64 0 x), 4607182418800017408)
J0(0)=1.000000000000000000e+00
J0(2.98023e-08)=9.999999999999995559e-01
KLEE: WARNING ONCE: calling external: sin((FAbs w64 (ReadLSB w64 0 x)))
KLEE: WARNING ONCE: calling external: cos((FAbs w64 (ReadLSB w64 0 x)))
The file:
#include <gsl/gsl_math.h>
#include <gsl/gsl_errno.h>
#include <gsl/gsl_mode.h>
#include <specfunc/bessel.h>
#include <specfunc/bessel_amp_phase.h>
#include <gsl/gsl_sf_trig.h>
#include <specfunc/gsl_sf_bessel.h>
#include <klee/klee.h>
#include <specfunc/cheb_eval.c>
static double bj0_data[13] = {
0.100254161968939137,
-0.665223007764405132,
0.248983703498281314,
-0.0332527231700357697,
0.0023114179304694015,
-0.0000991127741995080,
0.0000028916708643998,
-0.0000000612108586630,
0.0000000009838650793,
-0.0000000000124235515,
0.0000000000001265433,
-0.0000000000000010619,
0.0000000000000000074,
};
static cheb_series bj0_cs = {
bj0_data,
12,
-1, 1,
9
};
/*-*-*-*-*-*-*-*-*-*-*-* Functions with Error Codes *-*-*-*-*-*-*-*-*-*-*-*/
int gsl_sf_bessel_J0_ee(const double x, gsl_sf_result * result)
{
double y = fabs(x);
/* CHECK_POINTER(result) */
if(y < 2.0*GSL_SQRT_DBL_EPSILON) {
result->val = 1.0;
result->err = y*y;
return GSL_SUCCESS;
}
else if(y <= 4.0) {
return cheb_eval_e(&bj0_cs, 0.125*y*y - 1.0, result);
}
else {
const double z = 32.0/(y*y) - 1.0;
gsl_sf_result ca;
gsl_sf_result ct;
gsl_sf_result cp;
const int stat_ca = cheb_eval_e(&_gsl_sf_bessel_amp_phase_bm0_cs, z, &ca);
const int stat_ct = cheb_eval_e(&_gsl_sf_bessel_amp_phase_bth0_cs, z, &ct);
const int stat_cp = gsl_sf_bessel_cos_pi4_e(y, ct.val/y, &cp);
const double sqrty = sqrt(y);
const double ampl = (0.75 + ca.val) / sqrty;
result->val = ampl * cp.val;
result->err = fabs(cp.val) * ca.err/sqrty + fabs(ampl) * cp.err;
result->err += GSL_DBL_EPSILON * fabs(result->val);
return GSL_ERROR_SELECT_3(stat_ca, stat_ct, stat_cp);
}
}
/*-*-*-*-*-*-*-*-*-* Functions w/ Natural Prototypes *-*-*-*-*-*-*-*-*-*-*/
#include <specfunc/eval.h>
double gsl_sf_bessel_J00(const double x)
{
EVAL_RESULT(gsl_sf_bessel_J0_ee(x, &result));
}
int main(void)
{
double x;
klee_make_symbolic(&x, sizeof(x), "x" );
double y = gsl_sf_bessel_J00(x);
printf("J0(%g)=%.18e\n", x, y);
return 0;
}
Then I used the same method to test Hypergeometric Functions hyperg_1F1.c in gsl. An overflow error has occurred and hangs again after running for a long time.
d9c3ffba2519:~/klee/DataVolumeContainer $ klee -link-llvm-lib=/usr/local/lib/libgsl.bca -link-llvm-lib=/usr/local/lib/libgslcblas.bca -link-llvm-lib=gsl-2.6/specfunc/libgamma.bca -link-llvm-lib=gsl-2.6/specfunc/libhy.bca -link-llvm-lib=gsl-2.6/specfunc/libhyperg.bca -link-llvm-lib=gsl-2.6/sys/libminmax.bca -allow-external-sym-calls hyperg_1F1.bc
KLEE: Linking in library: /usr/local/lib/libgsl.bca.
KLEE: Linking in library: /usr/local/lib/libgslcblas.bca.
KLEE: Linking in library: gsl-2.6/specfunc/libgamma.bca.
KLEE: Linking in library: gsl-2.6/specfunc/libhy.bca.
KLEE: Linking in library: gsl-2.6/specfunc/libhyperg.bca.
KLEE: Linking in library: gsl-2.6/sys/libminmax.bca.
KLEE: output directory is "/home/user/klee/DataVolumeContainer/klee-out-47"
KLEE: Using Z3 solver backend
KLEE: Replacing function "__isnan" with "klee_internal_isnan"
KLEE: Replacing function "__isinf" with "klee_internal_isinf"
KLEE: Replacing function "__finite" with "klee_internal_finite"
KLEE: Replacing function "sqrt" with "klee_internal_sqrt"
KLEE: Replacing function "fabs" with "klee_internal_fabs"
KLEE: WARNING: undefined reference to function: __ubsan_handle_negate_overflow
KLEE: WARNING: undefined reference to function: acos
KLEE: WARNING: undefined reference to function: acosh
KLEE: WARNING: undefined reference to function: asin
KLEE: WARNING: undefined reference to function: atan
KLEE: WARNING: undefined reference to function: atan2
KLEE: WARNING: undefined reference to function: atanh
KLEE: WARNING: undefined reference to function: ceil
KLEE: WARNING: undefined reference to function: cos
KLEE: WARNING: undefined reference to function: cosh
KLEE: WARNING: undefined reference to function: exp
KLEE: WARNING: undefined reference to function: exp2
KLEE: WARNING: undefined reference to function: fflush
KLEE: WARNING: undefined reference to function: floor
KLEE: WARNING: undefined reference to function: fmod
KLEE: WARNING: undefined reference to function: fprintf
KLEE: WARNING: undefined reference to function: fwrite
KLEE: WARNING: undefined reference to function: hypot
KLEE: WARNING: undefined reference to function: log
KLEE: WARNING: undefined reference to function: log1p
KLEE: WARNING: undefined reference to function: pow
KLEE: WARNING: undefined reference to function: printf
KLEE: WARNING: undefined reference to function: sin
KLEE: WARNING: undefined reference to function: sinh
KLEE: WARNING: undefined reference to variable: stderr
KLEE: WARNING: undefined reference to variable: stdout
KLEE: WARNING: undefined reference to function: tan
KLEE: WARNING: undefined reference to function: tanh
KLEE: WARNING ONCE: calling external: exp((ReadLSB w64 0 x))
KLEE: WARNING ONCE: calling external: printf(52212784, (ReadLSB w32 0 m), (ReadLSB w32 0 n), (ReadLSB w64 0 x), 4607182418800017408)
hyperg_1F1(0,0,0)=1.000000000000000000e+00
KLEE: WARNING ONCE: calling external: fprintf(139770400621824, 171217136, 178008688, 1805, 97399824, 96841008)
gsl: hyperg_1F1.c:1805: ERROR: domain error
gsl: exp.c:113: ERROR: underflow
KLEE: WARNING ONCE: calling external: fflush(139770400622048)
KLEE: WARNING ONCE: calling external: fwrite(97400656, 35, 1, 139770400621824)
Default GSL error handler invoked.
KLEE: ERROR: /home/user/klee/DataVolumeContainer/gsl-2.6/err/error.c:47: abort failure
KLEE: NOTE: now ignoring this error at this location
gsl: exp.c:110: ERROR: overflow
Default GSL error handler invoked.
Default GSL error handler invoked.
hyperg_1F1(0,-1,4.45015e-308)=1.000000000000000000e+00
hyperg_1F1(0,0,4.45015e-308)=1.000000000000000000e+00
KLEE: ERROR: /home/user/klee/DataVolumeContainer/hyperg_1F1.c:1816: overflow on unsigned subtraction
KLEE: NOTE: now ignoring this error at this location
gsl: hyperg_1F1.c:1814: ERROR: domain error
Default GSL error handler invoked.
KLEE: ERROR: /home/user/klee/DataVolumeContainer/hyperg_1F1.c:1820: overflow on unsigned addition
KLEE: NOTE: now ignoring this error at this location
KLEE: ERROR: /home/user/klee/DataVolumeContainer/hyperg_1F1.c:1832: overflow on unsigned subtraction
KLEE: NOTE: now ignoring this error at this location
KLEE: ERROR: /home/user/klee/DataVolumeContainer/hyperg_1F1.c:1816: overflow on unsigned subtraction
KLEE: NOTE: now ignoring this error at this location
KLEE: ERROR: /home/user/klee/DataVolumeContainer/hyperg_1F1.c:1820: overflow on unsigned subtraction
KLEE: NOTE: now ignoring this error at this location
KLEE: WARNING ONCE: calling external: sin((FMul w64 (SIToFP w64 (ReadLSB w32 0 n))
3.1415926535897931E+0))
KLEE: WARNING ONCE: calling external: log((FDiv w64 (FAdd w64 (FAdd w64 (SIToFP w64 (ReadLSB w32 0 n))
-1.0E+0)
7.5E+0)
2.7182818284590451E+0))
KLEE: ERROR: /home/user/klee/DataVolumeContainer/hyperg_1F1.c:950: overflow on unsigned addition
KLEE: NOTE: now ignoring this error at this location
KLEE: ERROR: /home/user/klee/DataVolumeContainer/hyperg_1F1.c:958: overflow on unsigned addition
KLEE: NOTE: now ignoring this error at this location
KLEE: ERROR: /home/user/klee/DataVolumeContainer/hyperg_1F1.c:977: overflow on unsigned multiplication
KLEE: NOTE: now ignoring this error at this location
hyperg_1F1(-1,-2147483648,1.67772e+07)=1.007812500000000000e+00
KLEE: ERROR: /home/user/klee/DataVolumeContainer/hyperg_1F1.c:967: overflow on unsigned addition
KLEE: NOTE: now ignoring this error at this location
main:
int main(void)
{
int m,n;
double x;
klee_make_symbolic(&m, sizeof(m), "m" );
klee_make_symbolic(&n, sizeof(n), "n" );
klee_make_symbolic(&x, sizeof(x), "x" );
double y = gsl_sf_hyperg_1F1_int(m,n,x);
printf("hyperg_1F1(%d,%d,%g)=%.18e\n", m,n,x,y);
return 0;
}
KLEE: ERROR: /home/user/klee/DataVolumeContainer/hyperg_1F1.c:977: overflow on unsigned multiplication
KLEE: NOTE: now ignoring this error at this location
hyperg_1F1(-1,-2147483648,1.67772e+07)=1.007812500000000000e+00
KLEE: ERROR: /home/user/klee/DataVolumeContainer/hyperg_1F1.c:967: overflow on unsigned addition
KLEE: NOTE: now ignoring this error at this location
gsl: exp.c:113: ERROR: underflow
gsl: gamma.c:1227: ERROR: error
KLEE: WARNING ONCE: flushing 4104 bytes on read, may be slow and/or crash: MO255[4104] allocated at global:fact_table
gsl: gamma.c:769: ERROR: error
Default GSL error handler invoked.
Default GSL error handler invoked.
Default GSL error handler invoked.
gsl: exp.c:113: ERROR: underflow
hyperg_1F1(-2,-204472320,124)=1.000001212878472767e+00
Looking at your logs, I can see that your code invokes sin
and cos
with a symbolic argument:
KLEE: WARNING ONCE: calling external: sin((FAbs w64 (ReadLSB w64 0 x)))
KLEE: WARNING ONCE: calling external: cos((FAbs w64 (ReadLSB w64 0 x)))
If you want to reason symbolically about these functions, you have two options:
- Link with an implementation of these functions or
- Represent them as operands in the expression language, as we do for instance for
FAbs
(which you can see in the expressions above)
Option 1 means I should use wllvm to recompile the uclibc to the llvm bitcode(.bca), right?
Because when I use -libc=uclibc
and -libm
options, klee can't find sin() and cos() functions.
@guaguagou yes. You would need to reconfigure it first to make sure the implementations for these functions are included. You should also make sure uclibc provides these functions, but I assume it does.