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main.go
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package main
type DotF32 func([]float32, []float32) float32
type DotI8 func([]int8, []int8) int32
func DotNaive(a, b []float32) float32 {
sum := float32(0)
for i := 0; i < len(a) && i < len(b); i++ {
sum += a[i] * b[i]
}
return sum
}
func DotUnroll4(a, b []float32) float32 {
if len(a)%4 != 0 {
panic("slice length must be multiple of 4")
}
sum := float32(0)
for i := 0; i < len(a); i += 4 {
s0 := a[i] * b[i]
s1 := a[i+1] * b[i+1]
s2 := a[i+2] * b[i+2]
s3 := a[i+3] * b[i+3]
sum += s0 + s1 + s2 + s3
}
return sum
}
func DotUnroll8(a, b []float32) float32 {
if len(a)%8 != 0 {
panic("slice length must be multiple of 4")
}
sum := float32(0)
for i := 0; i < len(a); i += 8 {
s0 := a[i] * b[i]
s1 := a[i+1] * b[i+1]
s2 := a[i+2] * b[i+2]
s3 := a[i+3] * b[i+3]
s4 := a[i+4] * b[i+4]
s5 := a[i+5] * b[i+5]
s6 := a[i+6] * b[i+6]
s7 := a[i+7] * b[i+7]
sum += s0 + s1 + s2 + s3 + s4 + s5 + s6 + s7
}
return sum
}
func DotBCEOnly(a, b []float32) float32 {
if len(a) != len(b) {
panic("slices must have equal lengths")
}
if len(a)%4 != 0 {
panic("slice length must be multiple of 4")
}
sum := float32(0)
for i := 0; i < len(a); i += 1 {
sum += a[i] * b[i]
}
return sum
}
func DotBCE(a, b []float32) float32 {
if len(a) != len(b) {
panic("slices must have equal lengths")
}
if len(a)%4 != 0 {
panic("slice length must be multiple of 4")
}
sum := float32(0)
for i := 0; i < len(a); i += 4 {
aTmp := a[i : i+4 : i+4]
bTmp := b[i : i+4 : i+4]
s0 := aTmp[0] * bTmp[0]
s1 := aTmp[1] * bTmp[1]
s2 := aTmp[2] * bTmp[2]
s3 := aTmp[3] * bTmp[3]
sum += s0 + s1 + s2 + s3
}
return sum
}
func DotInt8Naive(a, b []int8) int32 {
sum := int32(0)
for i := 0; i < len(a) && i < len(b); i++ {
sum += int32(a[i]) * int32(b[i])
}
return sum
}
func DotInt8Unroll4(a, b []int8) int32 {
sum := int32(0)
for i := 0; i < len(a); i += 4 {
s0 := int32(a[i]) * int32(b[i])
s1 := int32(a[i+1]) * int32(b[i+1])
s2 := int32(a[i+2]) * int32(b[i+2])
s3 := int32(a[i+3]) * int32(b[i+3])
sum += s0 + s1 + s2 + s3
}
return sum
}
func DotInt8Unroll8(a, b []int8) int32 {
sum := int32(0)
for i := 0; i < len(a); i += 8 {
s0 := int32(a[i]) * int32(b[i])
s1 := int32(a[i+1]) * int32(b[i+1])
s2 := int32(a[i+2]) * int32(b[i+2])
s3 := int32(a[i+3]) * int32(b[i+3])
s4 := int32(a[i+4]) * int32(b[i+4])
s5 := int32(a[i+5]) * int32(b[i+5])
s6 := int32(a[i+6]) * int32(b[i+6])
s7 := int32(a[i+7]) * int32(b[i+7])
sum += s0 + s1 + s2 + s3 + s4 + s5 + s6 + s7
}
return sum
}
func DotInt8BCE(a, b []int8) int32 {
if len(a) != len(b) {
panic("slices must have equal lengths")
}
if len(a)%4 != 0 {
panic("slice length must be multiple of 4")
}
sum := int32(0)
for i := 0; i < len(a); i += 4 {
aTmp := a[i : i+4 : i+4]
bTmp := b[i : i+4 : i+4]
s0 := int32(aTmp[0]) * int32(bTmp[0])
s1 := int32(aTmp[1]) * int32(bTmp[1])
s2 := int32(aTmp[2]) * int32(bTmp[2])
s3 := int32(aTmp[3]) * int32(bTmp[3])
sum += s0 + s1 + s2 + s3
}
return sum
}
var f32Dots = []DotF32{
DotNaive,
DotUnroll4,
DotUnroll8,
DotBCE,
DotBCEOnly,
}
var int8Dots = []DotI8{
DotInt8Naive,
DotInt8Unroll4,
DotInt8Unroll8,
DotInt8BCE,
}