TLDR: 32 bit g++ by default does all of its floating point arithmetic with (80 bit) long double.

I'm writing this blog because of the large number of blogs asking about why they get strange floating arithmetic behavior in C++. For example:

"WA using GNU C++17 (64) and AC using GNU C++17" https://codeforces.net/blog/entry/78094

"Why does this happen?" https://codeforces.net/blog/entry/51884

"Why can this code work strangely?" https://codeforces.net/blog/entry/18005

and many many more.

The issue is caused by something called excess precision. In C and C++ there are different modes (referred to as methods) of how floating point arithmetic is done, see (https://en.wikipedia.org/wiki/C99#IEEE_754_floating-point_support). You can detect which one is being used by the value of FLT_EVAL_METHOD found in cfloat. In mode 2 (which is what 32 bit g++ uses by default) all floating point arithmetic is done using long double. In mode 0 (which is what 64 bit g++ uses by default) the arithmetic is done using each corresponding type, so there is no excess precision.

Here is a simple example of how to detect excess precision (partly taken from https://stackoverflow.com/a/20870774)

// #pragma GCC target("fpmath=sse,sse2") // Turns off excess precision
// #pragma GCC target("fpmath=387") // Turns on excess precision

#include <iostream>
#include <cstdlib>
#include <cfloat>
using namespace std;

int main() {
  cout << "This is compiled in mode "<< FLT_EVAL_METHOD << '\n';
  cout << "0 means no excess precision.\n";
  cout << "2 means there is excess precision.\n\n";
  
  cout << "The following test detects excess precision\n";
  cout << "0 if no excess precision, or 8e-17 if there is excess precision.\n";
  double a = atof("1.2345678");
  double b = a*a;
  cout << b - 1.52415765279683990130 << '\n';
  return 0;
}

If b is rounded (as one would "expect" since it is a double), then the result is zero. Otherwise it is something like 8e-17 because of excess precision. I tried running this in custom invocation. MSVC(C++17), Clang and g++17(64bit) all use mode 0 and round b to 0, while g++11, g++14 and g++17 as expected all use mode 2 and b = 8e-17.

The culprit behind all of this misery is the old x87 instruction set, which only supports (80 bit) long double arithmetic. The modern solution is to on top of this use the SSE instruction set (version 2 or later), which supports both float and double arithmetic. On GCC you can turn this on with the flags -mfpmath=sse -msse2. This will not change the value of FLT_EVAL_METHOD, but it will effectively turn off excess precision, see 81993714.

It is also possible to effectively turn on excess precision with -mfpmath=387, see 81993724.