Characteristics
This package provides extended precision versions of Float64, Float32, Float16.
| type name | significand | exponent | ◊ | base type | significand | exponent |
|---|---|---|---|---|---|---|
Double64 | 106 bits | 11 bits | ◊ | Float64 | 53 bits | 11 bits |
Double32 | 48 bits | 8 bits | ◊ | Float32 | 24 bits | 8 bits |
Double16 | 22 bits | 5 bits | ◊ | Float16 | 11 bits | 5 bits |
Representation
Double64is a magnitude ordered, nonoverlapping pair ofFloat64
Double32is a magnitude ordered, nonoverlapping pair ofFloat32
Double16is a magnitude ordered, nonoverlapping pair ofFloat16
- (
+,-,*) are error-free, (/,sqrt) are least-error - elementary functions are quite accurate
- often better than C "double-double" libraries
ComplexDF64is a (real, imag) pair ofDouble64
ComplexDF32is a (real, imag) pair ofDouble32
ComplexDF16is a (real, imag) pair ofDouble16
- elementary functions are quite accurate
- functions and their inverses round-trip well
Accuracy
For Double64 arguments within 0.0..2.0
- expect the
abserrof elementary functions to be 1e-30 or better - expect the
relerrof elementary functions to be 1e-28 or better
When used with reasonably sized values, expect successive DoubleFloat ops to add no more than 10⋅𝘂² to the cumulative relative error (𝘂 is the relative rounding unit, usually 𝘂 = eps(x)/2). Relative error can accrue steadily. After 100,000 DoubleFloat ops with reasonably sized values, the relerr could approach 100,000 * 10⋅𝘂². In practice these functions are considerably more resiliant: our algorithms come frome seminal papers and extensive numeric investigation.
Absolute and Relative Error
results for f(x), x in 0..1
| function | abserr | relerr |
|---|---|---|
| exp | 1.0e-31 | 1.0e-31 |
| log | 1.0e-31 | 1.0e-31 |
| sin | 1.0e-31 | 1.0e-31 |
| cos | 1.0e-31 | 1.0e-31 |
| tan | 1.0e-31 | 1.0e-31 |
| asin | 1.0e-31 | 1.0e-31 |
| acos | 1.0e-31 | 1.0e-31 |
| atan | 1.0e-31 | 1.0e-31 |
| sinh | 1.0e-31 | 1.0e-29 |
| cosh | 1.0e-31 | 1.0e-31 |
| tanh | 1.0e-31 | 1.0e-29 |
| asinh | 1.0e-31 | 1.0e-29 |
| atanh | 1.0e-31 | 1.0e-30 |
results for f(x), x in 1..2
| function | abserr | relerr |
|---|---|---|
| exp | 1.0e-30 | 1.0e-31 |
| log | 1.0e-31 | 1.0e-31 |
| sin | 1.0e-31 | 1.0e-31 |
| cos | 1.0e-31 | 1.0e-28 |
| tan | 1.0e-30 | 1.0e-30 |
| atan | 1.0e-31 | 1.0e-31 |
| sinh | 1.0e-30 | 1.0e-31 |
| cosh | 1.0e-30 | 1.0e-31 |
| tanh | 1.0e-31 | 1.0e-31 |
| asinh | 1.0e-31 | 1.0e-31 |