atof accuracy with double is causing grief - c

I have an ascii "15605632.68128593" and I wish to convert
it to a double without losing accuracy
double d;
d=(double)atof("15605632.68128593");
printf("%f",d);
printed result is 15605632.681286
Any ideas?

It's likely you're not getting all the trailing decimal places. Try printf("%.8f", d).
You might also try sscanf("15605632.68128593", "%lf", &d) in place of the atof call.
It's also not necessary to cast the result of atof to double. It's already a double. But the cast does no harm.
Note that - at least about 6 years ago when I looked at this in detail - many printf and scanf implementations were buggy in the sense that they didn't function as perfect inverses as you'd assume. Visual C/C++ and gcc both had problems in their native implementations. This paper is a useful reference.
Cygwin with gcc 4.3.4:
#include <stdio.h>
int main(void)
{
double x;
sscanf("15605632.68128593", "%lf", &x);
printf("%.8f\n", x);
return 0;
}
And then:
# gcc foo.c
# ./a
15605632.68128593

Goal: Convert "15605632.68128593" to a double without losing accuracy.
atof() accomplished that to best the program could do. But since "15605632.68128593" (a 16-digit number) is not exactly representable as a double in your C, it was approximated to 1.560563268128593080...e+07. Thus accuracy was lost, albeit a small loss.
Typical double can represent about 264 different numbers. The nearby candidates and OP's string are shown below for reference.
15605632.68128 592893... previous double
"15605632.68128 593" code's string
15605632.68128 593080... closest double
15605632.68128 6 output
The grief comes when attempting to print, thinking that what printed was the exact value of x. Instead the nearby double value was printed. Printout is also rounded. Using the %f specifier defaults to 6 places to the right of the '.' giving the reported 15605632.681286, a 14 digit number.
A better way to see all the significant digits for all double is to use the %e format with DBL_DIG or DBL_DECIMAL_DIG. DBL_DIG is the most number of digits to the right of the '.', in decimal exponential notation %e, to show all the digits needed to "round-trip" a double (string to double to string without a string difference). Since %e always shows 1 digit to the left of '.', the print below shows 1 + DBL_DIG significant digits. DBL_DECIMAL_DIG is 17 on my mine and many C environments, but it vary.
If you wish to show all the significant digits, you need to qualify what is significant. The nextafter() function shows the next representable double. So we might want to show at least enough digits to distinguish x and the next x. I recommend DBL_DECIMAL_DIG. Details
The exact value the program used for your "1.560563268128593e+07" is 15605632.68128593079745769500732421875. There are few situations where you need to see all those digits. Even is you request lots of digits, at some point, printf() just gives you zeros.
#include <stdio.h>
#include <float.h>
#include <tgmath.h>
int main(int argc, char *argv[]) {
double x;
x = atof("15605632.68128593");
printf("%.*le\n",DBL_DIG, x); // All digits "round-trip" string-to-double-string w/o loss
printf("%.*le\n",DBL_DIG + 1, x); // All the significant digit "one-way" double-string
printf("%.*le\n",DBL_DIG + 1, nextafter(x, 2*x)); // The next representable double
printf("%.*le\n",DBL_DIG + 3, x); // What happens with a few more
printf("%.*le\n",DBL_DIG + 30, x); // What happens if you are a bit loony
return 0;
}
1.560563268128593e+07
1.5605632681285931e+07
1.5605632681285933e+07
1.560563268128593080e+07
1.560563268128593079745769500732421875000000000e+07

double does not have that much precision. It can only round-trip 15 (DBL_DIG from float.h) decimal places from decimal string to double back to decimal string.
Edit: While, in general, my claim is true, it doesn't seem to be your problem here. While there exist 16-decimal-place numbers which can't be round-tripped, this particular input can.

Related

Why double and %f don't want to print 10 decimals?

I am learning c programming language and am figuring out format specifiers, but it seems as if double and %f are not working corectly.
Here is my code
#include <stdio.h>
int main(void)
{
double a = 15.1234567899876;
printf("%13.10f", a);
}
In my textbook it's stated that in "%13.10f" 13 stands for total number of digits we want to be printed(including dot) and 10 is number of decimals. So i expected to get 15.1234567899 but didn't.
After running it I get 15.1234567900. It's not just not enough decimals, but decimals are not printed correctly. Variable a has 8 after 7 and before 9, but printed number does not.
Can someone please tell me where am I wrong.
Thank you. Lp
printf is supposed to round the result to the number of digits you asked for.
you asked: 15.1234567899876
you got: 15.1234567900
digit count: 1234567890
So printf is behaving correctly.
You should beware, though, that both types float and double have finite precision. Also their finite precision is as a number of binary bits, not decimal digits. So after about 7 digits for a float, and about 16 digits for a double, you'll start seeing results that can seem quite strange if you don't realize what's going on. You can see this if you start printing more digits:
printf("%18.15f\n", a);
you asked: 15.1234567899876
you got: 15.123456789987600
So that's okay. But:
printf("%23.20f\n", a);
you asked: 15.1234567899876
you got: 15.12345678998759979095
Here we see that, at the 15th digit, the number actually stored internally begins to differ slightly from the number you asked for. You can read more about this at Is floating point math broken?
Footnote: What was the number actually stored internally? It was the hexadecimal floating-point number 0xf.1f9add3b7744, or expressed in C's %a format, 0x1.e3f35ba76ee88p+3. Converted back to decimal, it's exactly 15.1234567899875997909475699998438358306884765625. All those other renditions (15.1234567900, 15.123456789987600, and 15.12345678998759979095) are rounded to some smaller number of digits. The internal value makes the most sense, perhaps, expressed in binary, where it's 0b1111.0001111110011010110111010011101101110111010001000, with exactly 53 significant bits, of which 52 are explicit and one implicit, per IEEE-754 double precision.

Is there a way to automatically printf a float to the number of decimal places it has?

I've written a program to display floats to the appropriate number of decimal places:
#include <stdio.h>
int main() {
printf("%.2f, %.10f, %.5f, %.5f\n", 1.27, 345.1415926535, 1.22013, 0.00008);
}
Is there any kind of conversion character that is like %.(however many decimal places the number has)f or do they always have to be set manually?
Is there a way to automatically printf a float to the number of decimal places it has?
Use "%g". "%g" lops off trailing zero digits.
... unless the # flag is used, any trailing zeros are removed from the fractional portion of the result and the decimal-point character is removed if there is no fractional portion remaining. C17dr § 7.21.6.1 8.
All finite floating point values are exactly representable in decimal - some need many digits to print exactly. Up to DBL_DECIMAL_DIG from <float.h> (typically 17) significant digits is sufficient - rarely a need for more.
Pass in a precision to encourage enough output, but not too much.
Remember values like 0.00008 are not exactly encoded in the typical binary floating point double, but a nearby value is used like 8.00000000000000065442...e-05
printf("%.*g\n", DBL_DECIMAL_DIG, some_double);
printf("%.17g, %.17g, %.17g, %.17g\n", 1.27, 345.1415926535, 1.22013, 0.00008);
// 1.27, 345.14159265350003, 1.2201299999999999, 8.0000000000000007e-05
DBL_DIG (e.g. 15) may better meet OP's goal.
printf("%.15g, %.15g, %.15g, %.15g\n", 1.27, 345.1415926535, 1.22013, 0.00008);
// 1.27, 345.1415926535, 1.22013, 8e-05
Function to print a double - exactly may take 100s of digits.
sprintf() could help you
There is no direct way to do this in my experience
here is a simple algorithm to help you with this function
munber = float/double input
n = number of decimal places in float/double
char format[999];
sprintf(format ,"%%.%df" ,n);
printf(format, number);
sprintf is like printf but instead of writing to stdout, sprintf writes to a string.
Now you are left with finding number of digits after the precision.

How do I print in double precision?

I'm completely new to C and I'm trying to complete an assignment. The exercise is to print tan(x) with x incrementing from 0 to pi/2.
We need to print this in float and double. I wrote a program that seems to work, but I only printed floats, while I expected double.
#include <stdio.h>
#include <stdlib.h>
#include <math.h>
int main()
{
double x;
double pi;
pi = M_PI;
for (x = 0; x<=pi/2; x+= pi/20)
{
printf("x = %lf, tan = %lf\n",x, tan(x));
}
exit(0);
}
My question is:
Why do I get floats, while I defined the variables as double and used %lf in the printf function?
What do I need to change to get doubles as output?
"...but I only printed floats, while I expected double"
You are actually outputting double values.
float arguments to variadic functions (including printf()) are implicitly promoted to double in general. reference.
So even if your statement
printf("x = %lf, tan = %lf\n",x, tan(x));
were changed to:
printf("x = %f, tan = %f\n",x, tan(x));
It would still output double as both "%f" and "%lf" are used as double format specifiers for printf() (and other variadic functions).
Edit to address following statement/questions in comments:
"I know that a double notation has 15 digits of [precision]."
Yes. But there is a difference between the actual IEEE 754 specified characteristics of the float/double data types, and the way that they can be _made to appear using format specifiers in the printf() function.
In simplest terms:
double has double (2x) the precision of a float.
float is a 32 bit IEEE 754 single precision Floating Point Number with 1 bit for the sign, 8 bits for the exponent, and 24* for the value, resulting in 7 decimal digits of precision.
double is a 64 bit IEEE 754 double precision Floating Point Number with 1 bit for the sign, 11 bits for the exponent, and 53* bits for the value resulting in 15 decimal digits of precision.
* - including the implicit bit (which always equals 1 for normal numbers, and 0 for subnormal numbers. This implicit bit is not stored in memory), but not the sign bit.
"...But with %.20f I was able to print more digits, how is that possible and where do the digits come from?"
The extra digits are inaccuracies caused by binary representation of analog numbers, coupled with using a width specifier to force more information to display than what is actually represented by the stored value.
Although width specifiers have there rightful place, they can also result in providing misleading results.
Why do I get floats, while I defined the variables as double and used %lf in the printf function?
Code is not getting "floats", output is simply text. Even if the argument coded is a float or a double, the output is the text translation of the floating point number - often rounded.
printf() simply follows the behavior of "%lf": print a floating point value with 6 places after the decimal point. With printf(), "%lf" performs exactly like "%f".
printf("%lf\n%lf\n%f\n%f\n", 123.45, 123.45f, 123.45, 123.45f);
// 123.450000
// 123.449997
// 123.450000
// 123.449997
What do I need to change to get doubles as output?
Nothing, the output is text, not double. To see more digits, print with greater precision.
printf("%.50f\n%.25f\n", 123.45, 123.45f);
// 123.45000000000000284217094304040074348449710000000000
// 123.4499969482421875000000000
how do I manipulate the code so that my output is in float notation?
Try "%e", "%a" for exponential notation. For a better idea of how many digits to print: Printf width specifier to maintain precision of floating-point value.
printf("%.50e\n%.25e\n", 123.45, 123.45f);
printf("%a\n%a\n", 123.45, 123.45f);
// 1.23450000000000002842170943040400743484497100000000e+02
// 1.2344999694824218750000000e+02
// 0x1.edccccccccccdp+6
// 0x1.edccccp+6
printf("%.*e\n%.*e\n", DBL_DECIMAL_DIG-1, 123.45, FLT_DECIMAL_DIG-1,123.45f);
// 1.2345000000000000e+02
// 1.23449997e+02

Using floorf to reduce the number of decimals

I would like to use the first five digits of a number for computation.
For example,
A floating point number: 4.23654897E-05
I wish to use 4.2365E-05.I tried the following
#include <math.h>
#include <stdio.h>
float num = 4.23654897E-05;
int main(){
float rounded_down = floorf(num * 10000) / 10000;
printf("%f",rounded_down);
return 0;
}
The output is 0.000000.The desired output is 4.2365E-05.
In short,say 52 bits are allocated for storing the mantissa.Is there a way to reduce the number of bits being allocated?
Any suggestions on how this can be done?
A number x that is positive and within the normal range can be rounded down approximately to five significant digits with:
double l = pow(10, floor(log10(x)) - 4);
double y = l * floor(x / l);
This is useful only for tinkering with floating-point arithmetic as a learning tool. The exact mathematical result is generally not exactly representable, because binary floating-point cannot represent most decimal values exactly. Additionally, rounding errors can occur in the pow, /, and * operations that may cause the result to differ slightly from the true mathematical result of rounding x to five significant digits. Also, poor implementations of log10 or pow can cause the result to differ from the true mathematical result.
I'd go:
printf("%.6f", num);
Or you can try using snprintf() from stdlib.h:
float num = 4.23654897E-05; char output[50];
snprintf(output, 50, "%f", num);
printf("%s", output);
The result is expected. The multiplication by 10000 yield 0.423.. the nearest integer to it is 0. So the result is 0. Rounding can be done using format specifier %f to print the result upto certain decimal places after decimal point.
If you check the return value of floorf you will see it returns If no errors occur, the largest integer value not greater than arg, that is ⌊arg⌋, is returned. where arg is the passed argument.
Without using floatf you can use %e or (%E)format specifier to print it accordingly.
printf("%.4E",num);
which outputs:
4.2365E-05
After David's comment:
Your way of doing things is right but the number you multiplied is wrong. The thing is 4.2365E-05 is 0.00004235.... Now if you multiply it with 10000 then it will 0.42365... Now you said I want the expression to represent in that form. floorf returns float in this case. Store it in a variable and you will be good to go. The rounded value will be in that variable. But you will see that the rounded down value will be 0. That is what you got.
float rounded_down = floorf(num * 10000) / 10000;
This will hold the correct value rounded down to 4 digits after . (not in exponent notation with E or e). Don't confuse the value with the format specifier used to represent it.
What you need to do in order to get the result you want is move the decimal places to the right. To do that multiply with larger number. (1e7 or 1e8 or as you want it to).
I would like to use the first five digits of a number for computation.
In general, floating point numbers are encoded using binary and OP wants to use 5 significant decimal digits. This is problematic as numbers like 4.23654897E-05 and 4.2365E-05 are not exactly representable as a float/double. The best we can do is get close.
The floor*() approach has problems with 1) negative numbers (should have used trunc()) and 2) values near x.99995 that during rounding may change the number of digits. I strongly recommend against it here as such solutions employing it fail many corner cases.
The *10000 * power10, round, /(10000 * power10) approach suffers from 1) power10 calculation (1e5 in this case) 2) rounding errors in the multiple, 3) overflow potential. The needed power10 may not be exact. * errors show up with cases when the product is close to xxxxx.5. Often this intermediate calculation is done using wider double math and so the corner cases are rare. Bad rounding using (some_int_type) which has limited range and is a truncation instead of the better round() or rint().
An approach that gets close to OP's goal: print to 5 significant digits using %e and convert back. Not highly efficient, yet handles all cases well.
int main(void) {
float num = 4.23654897E-05f;
// sign d . dddd e sign expo + \0
#define N (1 + 1 + 1 + 4 + 1 + 1 + 4 + 1)
char buf[N*2]; // Use a generous buffer - I like 2x what I think is needed.
// OP wants 5 significant digits so print 4 digits after the decimal point.
sprintf(buf, "%.4e", num);
float rounded = (float) atof(buf);
printf("%.5e %s\n", rounded, buf);
}
Output
4.23650e-05 4.2365e-05
Why 5 in %.5e: Typical float will print up to 6 significant decimal digits as expected (research FLT_DIG), so 5 digits after the decimal point are printed. The exact value of rounded in this case was about 4.236500171...e-05 as 4.2365e-05 is not exactly representable as a float.

Get printf to print all float digits

I'm confused about the behavior of printf("%f", M_PI). It prints out 3.141593, but M_PI is 3.14159265358979323846264338327950288. Why does printf do this, and how can I get it to print out the whole float. I'm aware of the %1.2f format specifiers, but if I use them then I get a bunch of unused 0s and the output is ugly. I want the entire precision of the float, but not anything extra.
Why does printf do this, and how can I get it to print out the whole
float.
By default, the printf() function takes precision of 6 for %f and %F format specifiers. From C11 (N1570) §7.21.6.1/p8 The fprintf function (emphasis mine going forward):
If the precision is missing, it is taken as 6; if the precision is
zero and the # flag is not specified, no decimal-point character
appears. If a decimal-point character appears, at least one digit
appears before it. The value is rounded to the appropriate number
of digits.
Thus call is just equivalent to:
printf("%.6f", M_PI);
The is nothing like "whole float", at least not directly as you think. The double objects are likely to be stored in binary IEEE-754 double precision representation. You can see the exact representation using %a or %A format specifier, that prints it as hexadecimal float. For instance:
printf("%a", M_PI);
outputs it as:
0x1.921fb54442d18p+1
which you can think as "whole float".
If all what you need is "longest decimal approximation", that makes sense, then use DBL_DIG from <float.h> header. C11 5.2.4.2.2/p11 Characteristics of floating types :
number of decimal digits, q, such that any floating-point number with
q decimal digits can be rounded into a floating-point number with p
radix b digits and back again without change to the q decimal digits
For instance:
printf("%.*f", DBL_DIG-1, M_PI);
may print:
3.14159265358979
You can use sprintf to print a float to a string with an overkill display precision and then use a function to trim 0s before passing the string to printf using %s to display it. Proof of concept:
#include <math.h>
#include <string.h>
#include <stdio.h>
void trim_zeros(char *x){
int i;
i = strlen(x)-1;
while(i > 0 && x[i] == '0') x[i--] = '\0';
}
int main(void){
char s1[100];
char s2[100];
sprintf(s1,"%1.20f",23.01);
sprintf(s2,"%1.20f",M_PI);
trim_zeros(s1);
trim_zeros(s2);
printf("s1 = %s, s2 = %s\n",s1,s2);
//vs:
printf("s1 = %1.20f, s2 = %1.20f\n",23.01,M_PI);
return 0;
}
Output:
s1 = 23.010000000000002, s2 = 3.1415926535897931
s1 = 23.01000000000000200000, s2 = 3.14159265358979310000
This illustrates that this approach probably isn't quite what you want. Rather than simply trimming zeros you might want to truncate if the number of consecutive zeros in the decimal part exceeds a certain length (which could be passed as a parameter to trim_zeros. Also — you might want to make sure that 23.0 displays as 23.0 rather than 23. (so maybe keep one zero after a decimal place). This is mostly proof of concept — if you are unhappy with printf use sprintf then massage the result.
Once a piece of text is converted to a float or double, "all" the digits is no longer a meaningful concept. There's no way for the computer to know, for example, that it converted "3.14" or "3.14000000000000000275", and they both happened to produce the same float. You'll simply have to pick the number of digits appropriate to your task, based on what you know about the precision of the numbers involved.
If you want to print as many digits as are likely to be distinctly represented by the format, floats are about 7 digits and doubles are about 15, but that's an approximation.

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