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arithmetic.go
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package numgo
import (
"fmt"
"math"
"runtime"
"sync"
"github.com/Kunde21/numgo/internal"
)
var nan float64
func init() {
nan = math.NaN()
}
// Add performs element-wise addition
// Arrays must be the same size or able to broadcast.
// This will modify the source array.
func (a *Array64) Add(b *Array64) *Array64 {
if a.valRith(b, "Add") {
return a
}
if b.shape[len(b.shape)-1] == a.shape[len(a.shape)-1] {
asm.Add(a.data, b.data)
return a
}
st := a.strides[len(a.strides)-1] * a.shape[len(a.shape)-1]
for i := 0; i < len(b.data); i++ {
asm.AddC(b.data[i], a.data[i*st:(i+1)*st])
}
return a
}
// AddC adds a constant to all elements of the array.
func (a *Array64) AddC(b float64) *Array64 {
if a.HasErr() {
return a
}
asm.AddC(b, a.data)
return a
}
// Subtr performs element-wise subtraction.
// Arrays must be the same size or albe to broadcast.
// This will modify the source array.
func (a *Array64) Subtr(b *Array64) *Array64 {
if a.valRith(b, "Subtr") {
return a
}
if b.shape[len(b.shape)-1] == a.shape[len(a.shape)-1] {
asm.Subtr(a.data, b.data)
return a
}
st := a.strides[len(a.strides)-1] * a.shape[len(a.shape)-1]
for i := 0; i < len(b.data); i++ {
asm.SubtrC(b.data[i], a.data[i*st:(i+1)*st])
}
return a
}
// SubtrC subtracts a constant from all elements of the array.
func (a *Array64) SubtrC(b float64) *Array64 {
if a.HasErr() {
return a
}
asm.SubtrC(b, a.data)
return a
}
// Mult performs element-wise multiplication.
// Arrays must be the same size or able to broadcast.
// This will modify the source array.
func (a *Array64) Mult(b *Array64) *Array64 {
if a.valRith(b, "Mult") {
return a
}
if b.shape[len(b.shape)-1] == a.shape[len(a.shape)-1] {
asm.Mult(a.data, b.data)
return a
}
st := a.strides[len(a.strides)-1] * a.shape[len(a.shape)-1]
for i := 0; i < len(b.data); i++ {
asm.MultC(b.data[i], a.data[i*st:(i+1)*st])
}
return a
}
// MultC multiplies all elements of the array by a constant.
func (a *Array64) MultC(b float64) *Array64 {
if a.HasErr() {
return a
}
asm.MultC(b, a.data)
return a
}
// Div performs element-wise division
// Arrays must be the same size or able to broadcast.
// Division by zero conforms to IEEE 754
// 0/0 = NaN, +x/0 = +Inf, -x/0 = -Inf
// This will modify the source array.
func (a *Array64) Div(b *Array64) *Array64 {
if a.valRith(b, "Div") {
return a
}
if b.shape[len(b.shape)-1] == a.shape[len(a.shape)-1] {
asm.Div(a.data, b.data)
return a
}
st := a.strides[len(a.strides)-1] * a.shape[len(a.shape)-1]
for i := 0; i < len(b.data); i++ {
asm.DivC(b.data[i], a.data[i*st:(i+1)*st])
}
return a
}
// DivC divides all elements of the array by a constant.
// Division by zero conforms to IEEE 754
// 0/0 = NaN, +x/0 = +Inf, -x/0 = -Inf
func (a *Array64) DivC(b float64) *Array64 {
switch {
case a.HasErr():
return a
}
asm.DivC(b, a.data)
return a
}
// Pow raises elements of a to the corresponding power in b.
// Arrays must be the same size or able to broadcast.
// This will modify the source array.
func (a *Array64) Pow(b *Array64) *Array64 {
if a.valRith(b, "Pow") {
return a
}
if b.shape[len(b.shape)-1] == a.shape[len(a.shape)-1] {
lna, lnb := len(a.data), len(b.data)
for i, j := 0, 0; i < lna; i, j = i+1, j+1 {
if j >= lnb {
j = 0
}
a.data[i] = math.Pow(a.data[i], b.data[j])
}
return a
}
st := a.strides[len(a.strides)-1] * a.shape[len(a.shape)-1]
for i := 0; i < len(b.data); i++ {
for j := i * st; j < (i+1)*st; j++ {
a.data[j] = math.Pow(a.data[j], b.data[i])
}
}
return a
}
// PowC raises all elements to a constant power.
// Negative powers will result in a math.NaN() values.
func (a *Array64) PowC(b float64) *Array64 {
if a.HasErr() {
return a
}
for i := 0; i < len(a.data); i++ {
a.data[i] = math.Pow(a.data[i], b)
}
return a
}
// FMA12 is the fuse multiply add functionality.
// Array x will contain a[i] = x*a[i]+b[i]
func (a *Array64) FMA12(x float64, b *Array64) *Array64 {
if a.valRith(b, "FMA") {
return a
}
if b.strides[0] != a.strides[0] {
cmp, mul := new(sync.WaitGroup), len(a.data)/len(b.data)
cmp.Add(mul)
for k := 0; k < mul; k++ {
go func(m int) {
asm.Fma12(x, a.data[m:m+len(b.data)], b.data)
cmp.Done()
}(k * len(b.data))
}
cmp.Wait()
return a
}
asm.Fma12(x, a.data, b.data)
return a
}
// FMA21 is the fuse multiply add functionality.
// Array x will contain a[i] = a[i]*b[i]+x
func (a *Array64) FMA21(x float64, b *Array64) *Array64 {
if a.valRith(b, "FMA") {
return a
}
if b.strides[0] != a.strides[0] {
cmp, mul := new(sync.WaitGroup), len(a.data)/len(b.data)
cmp.Add(mul)
for k := 0; k < mul; k++ {
go func(m int) {
asm.Fma21(x, a.data[m:m+len(b.data)], b.data)
cmp.Done()
}(k * len(b.data))
}
cmp.Wait()
return a
}
asm.Fma21(x, a.data, b.data)
return a
}
// valAr needs to be called before
func (a *Array64) valRith(b *Array64, mthd string) bool {
var flag bool
switch {
case a.HasErr():
return true
case b == nil:
a.err = NilError
if debug {
a.debug = "Array received by " + mthd + "() is a Nil pointer."
a.stack = string(stackBuf[:runtime.Stack(stackBuf, false)])
}
return true
case b.HasErr():
a.err = b.err
if debug {
a.debug = "Array received by " + mthd + "() is in error."
a.stack = string(stackBuf[:runtime.Stack(stackBuf, false)])
}
return true
case len(a.shape) < len(b.shape):
goto shape
}
for i, j := len(b.shape)-1, len(a.shape)-1; i >= 0; i, j = i-1, j-1 {
if a.shape[j] != b.shape[i] {
flag = true
break
}
}
if !flag {
return false
}
if len(b.shape) != len(a.shape) || b.shape[len(b.shape)-1] != 1 {
goto shape
}
for i := 0; i < len(a.shape)-1; i++ {
if a.shape[i] != b.shape[i] {
goto shape
}
}
return false
shape:
a.err = ShapeError
if debug {
a.debug = fmt.Sprintf("Array received by %s() can not be broadcast. Shape: %v Val shape: %v",
mthd, a.shape, b.shape)
a.stack = string(stackBuf[:runtime.Stack(stackBuf, false)])
}
return true
}