Errors during floating point operation are often ignored by the applications; instead much effort is only in validating the operands before an operation.
This recommendation suggests ways to capture errors during floating point operations. What makes it difficult to detect these errors is that the application will not abort or even complain when these exceptions occur. For example, while the following statement
int j = 0; int iResult = 1 / j;
readily generates a runtime error / exception , whereas
double x = 0.0; double dResult = 1 / x;
generates no error messages.
Though the floating point exception conditions and handling is standardized by IEEE [1], the Operating Systems implement support for handling floating point errors and other conditions in different ways.
Operating System |
Handling FP errors |
|
---|---|---|
Linux |
C99 FP functions - These functions are declared in fenv.h [2] |
|
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Windows |
Structured Exception Handling - user defined handler _fpieee_flt [3] |
Non-Compliant Code Example
In this NCCE, floating point operations are carried out and there is no observation for errors during floating point operations. Please note the range check on various operands for the operations has been intentionally ignored, since our intention is capture the errors during a floating point operation.
fpOper_noErrorChecking() { ... double a = 1e-40, b, c = 0.1; float x = 0, y; // inexact and underflows y = a; // divide by zero operation b = y / x; // inexact (loss of precision) c = sin(30) * a; ... }
Compliant Solution
Here is an example that demonstrates how to handle FP operations using the FP functions as standardized in C99.
#include <fenv.h> fpOper_fenv() { double a = 1e-40, b, c = 0.1; float x = 0, y; int fpeRaised; /* ... */ feclearexcept(FE_ALL_EXCEPT); // Store a into y is inexact and underflows: y = a; fpeRaised = fetestexcept(FE_ALL_EXCEPT); // fpeRaised has FE_INEXACT and FE_UNDERFLOW feclearexcept(FE_ALL_EXCEPT); // divide by zero operation b = y / x; fpeRaised = fetestexcept(FE_ALL_EXCEPT); // fpeRaised has FE_DIVBYZERO feclearexcept(FE_ALL_EXCEPT); c = sin(30) * a; fpeRaised = fetestexcept(FE_ALL_EXCEPT); // fpeRaised has FE_INEXACT feclearexcept(FE_ALL_EXCEPT); ..... }
Implementation-Specific Details
Windows OS nor the libraries with MS Visual studio support C99 functions, instead Structured Exception Handling is used to handle for FP operation. Windows also provides an alternative method to get the FP exception code - using _statusfp/_statusfp2 and/or _clearfp.
fpOper_usingStatus() { .... double a = 1e-40, b, c; float x = 0, y; unsigned int rv = _clearfp() ; // Store into y is inexact and underflows: y = a; rv = _clearfp() ; //rv has _SW_INEXACT and _SW_UNDERFLOW // zero-divide b = y / x; rv = _clearfp() ; //rv has _SW_ZERODIVIDE // inexact c = sin(30) * a; rv = _clearfp() ;//rv has _SW_INEXACT .... }
Using the SEH allows the programmer to change the results of the FP operation that caused the error condition. Using SEH also provides more information about the error condition.
fp_usingSEH() { /* ... */ double a = 1e-40, b, c = 0.1; float x = 0, y; unsigned int rv ; unmask_fp(); _try { // Store into y is inexact and underflows: y = a; // divide by zero operation b = y / x; // inexact c = sin(30) * a; } _except (_fpieee_flt (GetExceptionCode(), GetExceptionInformation(), fpieee_handler)) { printf ("fpieee_handler: EXCEPTION_EXECUTE_HANDLER"); } ... } void unmask_fpsr(void) { unsigned int u; unsigned int control_word; _controlfp_s(&control_word, 0, 0); u = control_word & ~(_EM_INVALID \| _EM_DENORMAL \| _EM_ZERODIVIDE | _EM_OVERFLOW | _EM_UNDERFLOW | _EM_INEXACT); _controlfp_s( &control_word, u, _MCW_EM); return ; } int fpieee_handler (_FPIEEE_RECORD *ieee) { // ... switch(ieee->RoundingMode) { case _FpRoundNearest: // .... break; /* Other RMs include _FpRoundMinusInfinity, _FpRoundPlusInfinity, _FpRoundChopped */ // .... } switch(ieee->Precision) { case _FpPrecision24: // .... break; /* Other Ps include _FpPrecision53*/ // .... } switch(ieee->Operation) { case _FpCodeAdd: // ... break; /* Other Ops include _FpCodeSubtract, _FpCodeMultiply, _FpCodeDivide, _FpCodeSquareRoot, _FpCodeCompare, _FpCodeConvert, _FpCodeConvertTrunc */ // .... } // process the bitmap ieee->Cause // process the bitmap ieee->Enable // process the bitmap ieee->Status // process the Operand ieee->Operand1, evaluate format and Value // process the Operand ieee->Operand2, evaluate format and Value // process the Result ieee->Result, evaluate format and Value // the result should be set according to the operation specified in ieee->Cause and the result format as specified in ieee->Result // the Result set is based on the // ... }
Risk Assessment
The Floating point exceptions if they go undetected will cause one or more of these conditions - security vulnerability, lower program efficiency and generate inaccurate results. Most processors stall for significant duration (sometimes upto a second or even more on 32bit desktop processors) when an operation incur a NaN.
References
[1] IEEE standard for binary floating-point arithmetic
http://ieeexplore.ieee.org/xpl/standardstoc.jsp?isnumber=1316
[2] fenv.h - Floating point environment
http://www.opengroup.org/onlinepubs/009695399/basedefs/fenv.h.html
[3] MSDN - CRT - fpieee_flt
http://msdn2.microsoft.com/en-us/library/te2k2f2t(VS.80).aspx
[4] Floating-Point IEEE Filter for Microsoft* Windows* 2000 on the Intel® Itanium⢠Architecture
ftp://download.intel.com/software/opensource/libraries/ieee/ieee_filter_windows2000.pdf
[5] Linux Kernel Floating Point Exception Handler Local Denial of Service Vulnerability
http://www.securityfocus.com/bid/10538/discuss
[6] ARM support for floating-point computations
http://www.keil.com/support/man/docs/armlib/armlib_bihbjiea.htmhttp://www.keil.com/support/man/docs/armlib/armlib_bihbjiea.htm