英文:
Slice chunking in Go
问题
我有一个包含大约210万个日志字符串的切片,我想创建一个切片的切片,使得字符串尽可能均匀地分布。
以下是我目前的代码:
// logs是一个包含大约210万个字符串的切片。
var divided = make([][]string, 0)
NumCPU := runtime.NumCPU()
ChunkSize := len(logs) / NumCPU
for i := 0; i < NumCPU; i++ {
temp := make([]string, 0)
idx := i * ChunkSize
end := i * ChunkSize + ChunkSize
for x := range logs[idx:end] {
temp = append(temp, logs[x])
}
if i == NumCPU {
for x := range logs[idx:] {
temp = append(temp, logs[x])
}
}
divided = append(divided, temp)
}
idx := i * ChunkSize
将给出当前块的起始索引,end := i * ChunkSize + ChunkSize
将给出块的结束索引。我找不到关于如何在Go中分块/拆分切片或在有限范围内迭代的文档或示例,所以这是我想出的方法。然而,它只是多次复制第一个块,所以它不起作用。
如何(尽可能均匀地)分块一个切片在Go中?
英文:
I have a slice with ~2.1 million log strings in it, and I would like to create a slice of slices with the strings being as evenly distributed as possible.
Here is what I have so far:
// logs is a slice with ~2.1 million strings in it.
var divided = make([][]string, 0)
NumCPU := runtime.NumCPU()
ChunkSize := len(logs) / NumCPU
for i := 0; i < NumCPU; i++ {
temp := make([]string, 0)
idx := i * ChunkSize
end := i * ChunkSize + ChunkSize
for x := range logs[idx:end] {
temp = append(temp, logs[x])
}
if i == NumCPU {
for x := range logs[idx:] {
temp = append(temp, logs[x])
}
}
divided = append(divided, temp)
}
The idx := i * ChunkSize
will give me the current "chunk start" for the logs
index, and end := i * ChunkSize + ChunkSize
will give me the "chunk end", or the end of the range of that chunk. I couldn't find any documentation or examples on how to chunk/split a slice or iterate over a limited range in Go, so this is what I came up with. However, it only copies the first chunk multiple times, so it doesn't work.
How do I (as evenly as possible) chunk an slice in Go?
答案1
得分: 99
你不需要创建新的切片,只需将logs
的切片追加到divided
切片中。
var divided [][]string
chunkSize := (len(logs) + numCPU - 1) / numCPU
for i := 0; i < len(logs); i += chunkSize {
end := i + chunkSize
if end > len(logs) {
end = len(logs)
}
divided = append(divided, logs[i:end])
}
fmt.Printf("%#v\n", divided)
链接:http://play.golang.org/p/vyihJZlDVy
英文:
You don't need to make new slices, just append slices of logs
to the divided
slice.
http://play.golang.org/p/vyihJZlDVy
var divided [][]string
chunkSize := (len(logs) + numCPU - 1) / numCPU
for i := 0; i < len(logs); i += chunkSize {
end := i + chunkSize
if end > len(logs) {
end = len(logs)
}
divided = append(divided, logs[i:end])
}
fmt.Printf("%#v\n", divided)
答案2
得分: 13
使用泛型(Go版本>=1.18):
func chunkBy[T any](items []T, chunkSize int) (chunks [][]T) {
for chunkSize < len(items) {
items, chunks = items[chunkSize:], append(chunks, items[0:chunkSize:chunkSize])
}
return append(chunks, items)
}
或者如果你想手动设置容量:
func chunkBy[T any](items []T, chunkSize int) [][]T {
var _chunks = make([][]T, 0, (len(items)/chunkSize)+1)
for chunkSize < len(items) {
items, _chunks = items[chunkSize:], append(_chunks, items[0:chunkSize:chunkSize])
}
return append(_chunks, items)
}
英文:
Using generics (Go version >=1.18):
func chunkBy[T any](items []T, chunkSize int) (chunks [][]T) {
for chunkSize < len(items) {
items, chunks = items[chunkSize:], append(chunks, items[0:chunkSize:chunkSize])
}
return append(chunks, items)
}
Or if you want to manually set the capacity:
func chunkBy[T any](items []T, chunkSize int) [][]T {
var _chunks = make([][]T, 0, (len(items)/chunkSize)+1)
for chunkSize < len(items) {
items, _chunks = items[chunkSize:], append(_chunks, items[0:chunkSize:chunkSize])
}
return append(_chunks, items)
}
答案3
得分: 5
另一种变体。它的运行速度比JimB提出的方法快大约2.5倍。测试和基准数据在这里。
https://play.golang.org/p/WoXHqGjozMI
func chunks(xs []string, chunkSize int) [][]string {
if len(xs) == 0 {
return nil
}
divided := make([][]string, (len(xs)+chunkSize-1)/chunkSize)
prev := 0
i := 0
till := len(xs) - chunkSize
for prev < till {
next := prev + chunkSize
divided[i] = xs[prev:next]
prev = next
i++
}
divided[i] = xs[prev:]
return divided
}
英文:
Another variant. It works about 2.5 times faster than the one proposed by JimB. The tests and benchmarks are here.
https://play.golang.org/p/WoXHqGjozMI
func chunks(xs []string, chunkSize int) [][]string {
if len(xs) == 0 {
return nil
}
divided := make([][]string, (len(xs)+chunkSize-1)/chunkSize)
prev := 0
i := 0
till := len(xs) - chunkSize
for prev < till {
next := prev + chunkSize
divided[i] = xs[prev:next]
prev = next
i++
}
divided[i] = xs[prev:]
return divided
}
答案4
得分: 3
根据Slice Tricks中的说明,以下是使用最小内存分配进行批处理的示例代码:
actions := []int{0, 1, 2, 3, 4, 5, 6, 7, 8, 9}
batchSize := 3
batches := make([][]int, 0, (len(actions) + batchSize - 1) / batchSize)
for batchSize < len(actions) {
actions, batches = actions[batchSize:], append(batches, actions[0:batchSize:batchSize])
}
batches = append(batches, actions)
执行以上代码后,将得到以下结果:
[[0 1 2] [3 4 5] [6 7 8] [9]]
英文:
Per Slice Tricks
Batching with minimal allocation
> Useful if you want to do batch processing on large slices.
actions := []int{0, 1, 2, 3, 4, 5, 6, 7, 8, 9}
batchSize := 3
batches := make([][]int, 0, (len(actions) + batchSize - 1) / batchSize)
for batchSize < len(actions) {
actions, batches = actions[batchSize:], append(batches, actions[0:batchSize:batchSize])
}
batches = append(batches, actions)
Yields the following:
[[0 1 2] [3 4 5] [6 7 8] [9]]
答案5
得分: 1
func chunkSlice(items []int32, chunkSize int32) (chunks [][]int32) {
// 当剩余的元素数量大于 chunkSize 时...
for chunkSize < int32(len(items)) {
// 我们从 items 数组中取出大小为 chunkSize 的切片,并将其追加到新数组中
chunks = append(chunks, items[0:chunkSize])
// 然后我们从 items 数组中移除这些元素
items = items[chunkSize:]
}
// 最后,我们将剩余的元素追加到新数组中并返回
return append(chunks, items)
}
可视化示例
假设我们要将一个数组分成大小为 3 的块
items: [1,2,3,4,5,6,7]
chunks: []
items: [1,2,3,4,5,6,7]
chunks: [[1,2,3]]
items: [4,5,6,7]
chunks: [[1,2,3]]
items: [4,5,6,7]
chunks: [[1,2,3],[4,5,6]]
items: [7]
chunks: [[1,2,3],[4,5,6]]
items: [7]
chunks: [[1,2,3],[4,5,6],[7]]
return
英文:
func chunkSlice(items []int32, chunkSize int32) (chunks [][]int32) {
//While there are more items remaining than chunkSize...
for chunkSize < int32(len(items)) {
//We take a slice of size chunkSize from the items array and append it to the new array
chunks = append(chunks, items[0:chunkSize])
//Then we remove those elements from the items array
items = items[chunkSize:]
}
//Finally we append the remaining items to the new array and return it
return append(chunks, items)
}
Visual example
Say we want to split an array into chunks of 3
items: [1,2,3,4,5,6,7]
chunks: []
items: [1,2,3,4,5,6,7]
chunks: [[1,2,3]]
items: [4,5,6,7]
chunks: [[1,2,3]]
items: [4,5,6,7]
chunks: [[1,2,3],[4,5,6]]
items: [7]
chunks: [[1,2,3],[4,5,6]]
items: [7]
chunks: [[1,2,3],[4,5,6],[7]]
return
答案6
得分: 0
使用reflect包来处理任意类型的切片[]T。
package main
import (
"fmt"
"github.com/kirito41dd/xslice"
)
func main() {
s := []int{0, 1, 2, 3, 4, 5, 6, 7, 8, 9}
i := xslice.SplitToChunks(s, 3)
ss := i.([][]int)
fmt.Println(ss) // [[0 1 2] [3 4 5] [6 7 8] [9]]
}
在这个例子中,使用了github.com/kirito41dd/xslice
包中的SplitToChunks
函数对切片进行分块操作。具体实现可以参考这里。
func SplitToChunks(slice interface{}, chunkSize int) interface{} {
sliceType := reflect.TypeOf(slice)
sliceVal := reflect.ValueOf(slice)
length := sliceVal.Len()
if sliceType.Kind() != reflect.Slice {
panic("parameter must be []T")
}
n := 0
if length%chunkSize > 0 {
n = 1
}
SST := reflect.MakeSlice(reflect.SliceOf(sliceType), 0, length/chunkSize+n)
st, ed := 0, 0
for st < length {
ed = st + chunkSize
if ed > length {
ed = length
}
SST = reflect.Append(SST, sliceVal.Slice(st, ed))
st = ed
}
return SST.Interface()
}
这个函数接受一个切片和一个块大小作为参数,返回一个分块后的切片。函数内部使用了reflect包来获取切片的类型和值,并进行分块操作。如果传入的参数不是切片类型,会抛出一个panic。最后,函数返回一个接口类型的切片。
英文:
use reflect for any []T
https://github.com/kirito41dd/xslice
package main
import (
"fmt"
"github.com/kirito41dd/xslice"
)
func main() {
s := []int{0, 1, 2, 3, 4, 5, 6, 7, 8, 9}
i := xslice.SplitToChunks(s, 3)
ss := i.([][]int)
fmt.Println(ss) // [[0 1 2] [3 4 5] [6 7 8] [9]]
}
https://github.com/kirito41dd/xslice/blob/e50d91fa75241a3a03d262ad51c8e4cb2ea4b995/split.go#L12
func SplitToChunks(slice interface{}, chunkSize int) interface{} {
sliceType := reflect.TypeOf(slice)
sliceVal := reflect.ValueOf(slice)
length := sliceVal.Len()
if sliceType.Kind() != reflect.Slice {
panic("parameter must be []T")
}
n := 0
if length%chunkSize > 0 {
n = 1
}
SST := reflect.MakeSlice(reflect.SliceOf(sliceType), 0, length/chunkSize+n)
st, ed := 0, 0
for st < length {
ed = st + chunkSize
if ed > length {
ed = length
}
SST = reflect.Append(SST, sliceVal.Slice(st, ed))
st = ed
}
return SST.Interface()
}
答案7
得分: 0
// ChunkStringSlice将[]string划分为chunkSize大小的块。
func ChunkStringSlice(s []string, chunkSize int) [][]string {
chunkNum := int(math.Ceil(float64(len(s)) / float64(chunkSize)))
res := make([][]string, 0, chunkNum)
for i := 0; i < chunkNum-1; i++ {
res = append(res, s[i*chunkSize:(i+1)*chunkSize])
}
res = append(res, s[(chunkNum-1)*chunkSize:])
return res
}
// ChunkStringSlice2将[]string划分为chunkNum个块。
func ChunkStringSlice2(s []string, chunkNum int) [][]string {
res := make([][]string, 0, chunkNum)
chunkSize := int(math.Ceil(float64(len(s)) / float64(chunkNum)))
for i := 0; i < chunkNum-1; i++ {
res = append(res, s[i*chunkSize:(i+1)*chunkSize])
}
res = append(res, s[(chunkNum-1)*chunkSize:])
return res
}
英文:
Summarize:
// ChunkStringSlice divides []string into chunks of chunkSize.
func ChunkStringSlice(s []string, chunkSize int) [][]string {
chunkNum := int(math.Ceil(float64(len(s)) / float64(chunkSize)))
res := make([][]string, 0, chunkNum)
for i := 0; i < chunkNum-1; i++ {
res = append(res, s[i*chunkSize:(i+1)*chunkSize])
}
res = append(res, s[(chunkNum-1)*chunkSize:])
return res
}
// ChunkStringSlice2 divides []string into chunkNum chunks.
func ChunkStringSlice2(s []string, chunkNum int) [][]string {
res := make([][]string, 0, chunkNum)
chunkSize := int(math.Ceil(float64(len(s)) / float64(chunkNum)))
for i := 0; i < chunkNum-1; i++ {
res = append(res, s[i*chunkSize:(i+1)*chunkSize])
}
res = append(res, s[(chunkNum-1)*chunkSize:])
return res
}
答案8
得分: 0
这是一个名为go-deeper/chunks的模块,它允许将任意类型的切片(使用泛型)分割成具有近似相等值总和的块。
package main
import (
"fmt"
"github.com/go-deeper/chunks"
)
func main() {
slice := []int64{1, 2, 3, 4, 5, 6, 7, 8, 9, 10}
sliceChunks := chunks.Split(slice, 7)
fmt.Println(sliceChunks)
}
输出结果:
[[1 2 3 4 5] [6 7 8 9 10]]
英文:
There is go-deeper/chunks module that allows to split a slice of any type (with generics) into chunks with approximately equals sum of values.
package main
import (
"fmt"
"github.com/go-deeper/chunks"
)
func main() {
slice := []int64{1, 2, 3, 4, 5, 6, 7, 8, 9, 10}
sliceChunks := chunks.Split(slice, 7)
fmt.Println(sliceChunks)
}
Output:
[[1 2 3 4 5] [6 7 8 9 10]]
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