Golang : Accurate and reliable decimal calculations



Tags : golang float decimal-accuracy calculation

If you have been programming for a long time, chances are you will be aware of a well-known issue with the floating-point numbers. The "feature" or inaccuracy is that the floating-point numbers cannot be accurately represented by all base-10 decimals. This effects all programming languages and not isolated to Golang. Let's consider the following code: package main import ( "fmt" ) func main() { // not accurate a := 5.2 b := 4.1 fmt.Println(a + b) fmt.Println((a + b) == 9.3) // will return TRUE c := 5.2 d := 2.1 fmt.Println(c + d) fmt.Println((c + d) == 7.3) // will return FALSE and running the program will produce this output: 9.3 true 7.300000000000001 false As you can see that the calculations are not reliable and inaccurate for the certain decimal values. The inaccuracy is caused by the underlying CPU and the native representation used by Golang (which is faster and optimized for performing a large number of calculations). To get accuracy in performing decimal calculations, you can use the github.com/shopspring/decimal package. package main import ( "fmt" "github.com/shopspring/decimal" ) func main() { // accurate aDec, _ := decimal.NewFromString("5.2") bDec, _ := decimal.NewFromString("4.1") fmt.Println(aDec.Add(bDec)) cDec, _ := decimal.NewFromString("9.3") // wrong way to compare fmt.Println((aDec.Add(bDec)) == cDec) // will still return FALSE dDec := aDec.Add(bDec) fmt.Println(dDec) // still wrong way to compare fmt.Println(dDec == cDec) // will still return FALSE // proper way to compare // see https://godoc.org/github.com/shopspring/decimal#Decimal.Cmp // -1 if cDec < dDec // 0 if cDec == dDec // +1 if cDec > dDec result := cDec.Cmp(dDec) fmt.Println(cDec.Cmp(dDec)) // should return 0 if result == 0 { fmt.Println("true") Output: 9.3 false 9.3 false 0 true For Golang developers that are more comfortable with the standard package such as math/big package. package main import ( "fmt" "math/big" ) func main() { f1 := big.NewFloat(5.2) f2 := big.NewFloat(2.1) var f3, f4 big.Float f3.Add(f1, f2) fmt.Println(f3.String()) f4.Add(f1, f2) fmt.Println(f3.Cmp(&f4)) // should return 0 and zero means equal Output: 7.3 0 Depending on your application domain, most developers will use the standard float..... however, if you are programming applications for science and engineering domain that demand accuracy. Please do consider testing your application for the decimal "feature" or inaccuracy and use the appropriate package to address the inaccuracy. References: https://github.com/golang/go/issues/12127 https://godoc.org/github.com/shopspring/decimal#Decimal.Cmp https://www.socketloop.com/tutorials/golang-compare-floating-point-numbers

  See also : Golang : Compare floating-point numbers



Tags : golang float decimal-accuracy calculation

By Adam Ng

IF you gain some knowledge or the information here solved your programming problem. Please consider donating to the less fortunate or some charities that you like. Apart from donation, planting trees, volunteering or reducing your carbon footprint will be great too.


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