Performance patches in Go 1,11

imikay

2019/04/26 发布于 书籍 分类

文字内容
1. Performance patches in Go 1.11 Aliaksandr Valialkin, VictoriaMetrics
2. About me ● I like Go and performance optimizations ● I’m the author of fasthttp, fastjson, fastrpc, fastrand, quicktemplate and many other projects - see https://github.com/valyala/ ● Now I work on the fastest time series DB - VictoriaMetrics. It is written in Go
3. Agenda ● Compiler and runtime optimizations ● Math/big optimizations (aka ‘crypto-optimizations’) ● Standard library optimizations ● Arch-specific optimizations
4. Compiler and runtime optimizations
5. 109918 cmd/compile: refactor inlining parameters; inline panic
6. What is inlining? ● ● ● ● Inlining is the process of embedding function code into the place of function call Inlining eliminates function call overhead Inlining opens additional optimization opportunities for the compiler Inlining may improve performance
7. What is inlining? ● ● ● ● But sometimes inlining may hurt performance Big functions’ inlining may lead to binary size bloat and bad performance if the resulting binary code stops fitting CPU instruction cache So it is better to inline small functions Go compiler performs basic inlining
8. Inline functions with panic ● Go 1.11 may inline functions with panic() ● Panic may be implicit: ○ If slice element is accessed without explicit or provable bounds check, then the compiler translates a[i] into if i < 0 i >= len(a) { panic(“out of bounds access”) } a[i]
9. Inline functions with panic ● Go 1.11 may inline functions with panic() ● Panic may be implicit: ○ If struct field is accessed via struct pointer without explicit or provable nill check, then the compiler may translate foo.bar for foo *T into if foo == nil { panic(“nil dereference”) } foo.bar
10. Inline functions with panic ● Go 1.11 is able to inline the following function: type T struct { N int } func f(a []int, b *T) { b.N = a[2] }
11. 110055 cmd/compile: optimize map-clearing range idiom
12. Optimize map-clearing range idiom ● Go 1.11 now detects and optimizes the following code func clearMap(m map[K]V) { for k := range m { delete(m, k) } }
13. Optimize map-clearing range idiom ● It is substituted by something like: func clearMap(m map[K]V) { // fastClearMap is an optimized function // for clearing the map. It preserves m capacity // in order to reduce overhead during // subsequent additions into the map fastClearMap(m) }
14. 109517 cmd/compile: optimize append(x, make([]T, y)...) slice extension
15. Optimize append(x, make([]T, y)...) ● Previously the following code was frequently used for fast slice extension: func growSlice(a []T, itemsToAdd int) []T { newSize := len(a) + itemsToAdd for cap(a) < newSize { a = append(a[:cap(a)], T{}) } return a[:newSize] }
16. Optimize append(x, make([]T, y)...) ● Now this code may be substituted by simpler and faster code: func growSlice(a []T, itemsToAdd int) []T { return append(x, make([]T, itemsToAdd)...) } ● Previously such code wasn’t optimal, since Go performed an unnecessary allocation for make([]T, itemsToAdd).
17. 91557 cmd/compile: avoid extra mapaccess in "m[k] op= r"
18. Avoid extra mapaccess in “m[k] op= r” ● Now the following code works faster: func countWords(words []string) map[string]int { m := make(map[string]int) for _, w := range words { m[w] += 1 } return m } // This line works faster in Go 1.11
19. 100838 cmd/compile: avoid mapaccess at m[k]=append(m[k]..
20. Avoid mapaccess at m[k]=append(m[k]...) ● Now the following code works faster: func groupWordsByLen(words []string) map[int][]string { m := make(map[int][]string) for _, w := range words { wLen := len(w) // The following line works faster in Go 1.11 m[wLen] = append(m[wLen], w) } return m }
21. 84055 cmd/compile/internal/ssa: update regalloc in loops
22. Update regalloc in loops ● Improves performance for the following code by using better register allocation inside loops: for ... { if hard_case { call() } // simple case, without call }
23. 100718 cmd/compile: specialize Move up to 79B on amd64
24. Specialize Move up to 79B on amd64 ● ● Improves performance when copying structs and arrays with sizes from 32 bytes to 79 bytes Benchmark results: CopyFat24-4 0.80ns ± 0% 0.40ns ± 0% -50.00% (p=0.001 n=8+9) CopyFat32-4 2.01ns ± 0% 0.40ns ± 0% -80.10% (p=0.000 n=8+8) CopyFat64-4 2.87ns ± 0% 0.40ns ± 0% -86.07% (p=0.000 n=8+10)
25. Bounds check elimination (BCE) improvements
26. What is bounds check elimination (BCE)? ● ● ● ● For a[i] go checks whether i exceeds a bounds by adding the following guard code before each a[i]: if i < 0 i >= len(a) { panic(“out of bounds access”) } This code sometimes becomes redundant if a similar check already exists before a[i] Detection with subsequent removal of such guard code is called BCE BCE improves performance
27. BCE improvements ● Go 1.11 contains many patches for detecting and eliminating more bounds checks comparing to previous go versions. Here are a few of such patches: ○ ○ ○ ○ ○ ○ ○ ○ ○ 104037 cmd/compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile: in prove, complete support for OpIsInBounds/OpIsSliceInBounds 100277 cmd/compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile: in prove, add transitive closure of relations 100278 cmd/compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile: in prove, infer unsigned relations while branching 104038 cmd/compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile: implement loop BCE in prove 104041 cmd/compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile: in prove, detect loops with negative increments 105635 cmd/compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile: teach prove to handle expressions like len(s)-delta 109776 cmd/compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile: simplify shifts using bounds from prove pass 102601 cmd/compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile: teach prove about relations between constants 102602 cmd/compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile:'>compile: derive len/cap relations in factsTable.update
28. BCE improvements example 1 ● The following code works faster in go 1.11: func HasSuffix(s, suffix string) bool { return len(s) >= len(suffix) && s[len(s)-len(suffix):] == suffix } ● Because the compiler became smart enough to eliminate redundant bounds check for s[len(s)-len(suffix):]
29. BCE improvements example 2 ● The following code works faster in go 1.11: x := 0 for i := len(a); i > 0; i-- { x += int(a[i-1]) } return x ● Because the compiler is smart enough to detect that a[i-1] cannot go out of bounds inside the loop
30. BCE improvements example 3 ● The following code works faster in go 1.11: if i < 0 i >= len(b) { return } for j := 0; j < i; j++ { b[j]++ } ● Because the compiler removes redundant bounds check at b[j]
31. 105257 cmd/compile: in escape analysis, propagate loop depth to field
32. What is escape analysis? ● ● ● ● Working with heap variables is usually slower than working with stack variables due to garbage collector overhead Initially all the variables go to heap, since it is unsafe to store certain variables on stack Go compiler tries detecting which variables don’t escape from the stack scope and may be safely put on stack This process is called escape analysis
33. Escape analysis improvements in Go 1.11 ● Now the following code works faster: type T struct { x int } func f(t *T) { var y *int for i := 0; i < 2; i++ { y = &t.x *y = 1 } } ● Because the compiler puts t on stack instead of heap
34. 80144 runtime: use private futexes on Linux
35. Use private futexes on Linux ● ● ● Previously Go unnecessarily used shared futexes for synchronization primitives. Now code with heavy use of synchronization primitives should work slightly faster on Linux. See https://lwn.net/Articles/229668/ for differences between shared and private futexes.
36. Stack copy optimizations
37. Stack copy optimizations ● ● ● ● Go copies goroutine stack each time the stack must grow beyond its’ capacity Initial goroutine stack capacity is 2Kb When it outgrows 2Kb, go copies the stack into a new memory with bigger size Stack copies may become a bottleneck for a program with frequently created goroutines with deep call stacks. For instance, busy web server with a lot of middleware
38. Stack copy optimizations ● Go 1.11 contains the following optimizations for stack copy: ○ ○ ○ ○ ○ ○ ● 94029 runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime: speed up stack copying a little 104737 runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime: avoid calling adjustpointers unnecessarily 108945 runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime: add fast version of getArgInfo 109716 runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime: iterate over set bits in adjustpointers 109001 runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime:'>runtime: allow inlining of stackmapdata 104175 cmd/compile: shrink liveness maps These optimizations collectively improve stack copy performance by ~2X
39. math/big optimizations
40. math/big optimizations ● ● ● math/big is mostly used in public key cryptography Public key cryptography is used in https during session establishing So, math/big optimizations usually speed up https
41. 99838 math/big: reduce amount of copying in Montgomery multiplication
42. What is Montgomery modular multiplication? ● ● ● Montgomery modular multiplication is an optimized algorithm for calculating a * b (mod q), where a and b - big integers and q - big prime number See boring details at https://en.wikipedia.org/wiki/Montgomery_modular_multiplication Modular multiplication is the core of many public key cryptography algorithms
43. Reduce amount of copying in Montgomery multiplication ● Benchmark results: name old time/op new time/op delta RSA2048Decrypt-8 1.73ms ± 2% 1.55ms ± 2% -10.19% (p=0.000 n=10+10) RSA2048Sign-8 2.17ms ± 2% 2.00ms ± 2% -7.93% (p=0.000 n=10+10) 3PrimeRSA2048Decrypt-8 1.10ms ± 2% 0.96ms ± 2% -13.03% (p=0.000 n=10+9)
44. 99615 math/big: implement Atkin's ModSqrt for 5 mod 8 primes
45. What is Atkin’s ModSqrt for 5 mod 8 algorithm? ● ● ● ● ● This is an algorithm for fast calculating sqrt(x) (mod q) for Atkin’s prime q = 2^n+1 (mod 2^(n+1)) where n = 2 q=13 is the first such Atkin’s prime, since 13 (mod 8) = 5. Boring details are available at https://ieeexplore.ieee.org/document/6504967/ It looks like the algorithm covers 1/7 or 14% of all the primes So the patch speeds up ModSqrt calculation in 14% cases
46. Implement Atkin’s ModSqrt for 5 mod 8 primes ● This improves performance for big.Int.ModSqrt in 14% cases: ModSqrt231_5Mod8-4 1.03ms ± 2% 0.36ms ± 5% -65.06% (p=0.008 n=5+5)
47. 105075 math/big: specialize Karatsuba implementation for squaring
48. What is squaring? ● ● ● ● ● ● Squaring is just X * X calculation. Simple. Isn’t it? This is simple for small integers. What about big integers with thouthands of decimal digits? Squaring becomes complicated and slows down for big integers Squaring is used in more complex algorithms such as a pow b calculation These algorithms are used in more powerful algorithms for public key cryptography There are special algorithms that may improve squaring performance for big integers
49. What is Karatsuba squaring? ● ● ● ● Karatsuba multiplication is an optimized multiplication algorithm for big integers Boring details may be found at https://www.hindawi.com/journals/jam/2014/107109/ . Squaring is a special case for multiplication So, Karatsuba squaring is just a special case for Karatsuba multiplication
50. Specialize Karatsuba implementation for squaring ● Improves performance for x*x where x - big integer: NatSqr/500-4 NatSqr/800-4 NatSqr/1000-4 81.9µs ± 1% 161µs ± 1% 245µs ± 1% 67.0µs ± 1% 140µs ± 1% 207µs ± 1% -18.25% -13.29% -15.17% (p=0.000 n=48+48) (p=0.000 n=47+48) (p=0.000 n=49+49)
51. 78755 math/big: implement Lehmer's extended GCD algorithm
52. Boring details about extended GCD algorithm ● Extended GCD is an extension to the Euclidean algorithm for finding the following numbers: ○ ○ ● ● ● ● Greatest common divisor for two integers, a and b, i.e. gcd(a, b). For instance gcd(10, 15)=5, because 10/5=2 and 15/5=3. Remember, how you did this in elementary school? :) Integer coefficients, x and y, such that ax + by = gcd(a,b). For instance, 10*(-1) + 15*1 = 5 GCD(a, b) = 1 if a and b have no common divisors, i.e. if they are co-prime Co-prime numbers are frequently used in public key cryptography Cryptographers like calculating x = 1 / a (mod b) such that ax = 1 (mod b) aka modular multiplicative inverse . This is essentially x coefficient from the extended GCD It is used in RSA algorithm, which may be used in https handshake
53. What is the Lehmer’s GCD algorithm? ● ● ● ● ● Lehmer’s GCD algorithm is a modern optimized version of the ancient algorithm from Euclide. Read boring details at https://en.wikipedia.org/wiki/Lehmer%27s_GCD_algorithm :) Lehmer’s GCD algorithm outperforms Euclidean algorithm for big integers Big integers are used in public key cryptography Public key cryptography is used in https So, Lehmer’s GCD algorithm should improve https performance
54. Improve performance for extended GCD algorithm ● ● Improves performance of big.Int.ModInverse used in https handshake Benchmark results: name GCD100x100/WithXY-4 GCD100x1000/WithXY-4 GCD100x10000/WithXY-4 GCD100x100000/WithXY-4 GCD1000x1000/WithXY-4 GCD1000x10000/WithXY-4 GCD1000x100000/WithXY-4 GCD10000x10000/WithXY-4 GCD10000x100000/WithXY-4 GCD100000x100000/WithXY-4 old time/op 19.3µs ± 0% 22.8µs ± 1% 75.1µs ± 2% 542µs ± 2% 329µs ± 0% 607µs ± 9% 3.64ms ± 1% 7.44ms ± 1% 37.3ms ± 0% 505ms ± 1% new time/op 3.9µs ± 1% 7.5µs ±10% 30.5µs ± 2% 267µs ± 2% 42µs ± 1% 123µs ± 1% 0.93ms ± 1% 1.00ms ± 0% 7.3ms ± 1% 56ms ± 1% delta -79.58% -67.00% -59.38% -50.79% -87.12% -79.70% -74.41% -86.58% -80.45% -88.92% (p=0.008 (p=0.008 (p=0.008 (p=0.008 (p=0.008 (p=0.008 (p=0.016 (p=0.008 (p=0.008 (p=0.008 n=5+5) n=5+5) n=5+5) n=5+5) n=5+5) n=5+5) n=4+5) n=5+5) n=5+5) n=5+5)
55. 74851 math/big: speed-up addMulVVW on amd64
56. Speed up addMulVVW on amd64 ● ● This is arch-specific patch for GOARCH=amd64, which improves performance for a += b * c calculations on big integers Improves performance for https handshake: RSA2048Decrypt-8 RSA2048Sign-8 3PrimeRSA2048Decrypt-8 1.61ms ± 1% 1.93ms ± 1% 932µs ± 0% HandshakeServer/RSA-8 901µs ± 1% HandshakeServer/ECDHE-8 1.01ms ± 1% 1.38ms ± 1% 1.70ms ± 1% 828µs ± 0% -14.13% -11.86% -11.15% 777µs ± 0% -13.70% 0.90ms ± 0% -11.53% (p=0.000 n=10+10) (p=0.000 n=10+10) (p=0.000 n=10+10) (p=0.000 n=10+8) (p=0.000 n=10+9)
57. Standard library optimizations
58. 97255 strings: speed-up replace for byteStringReplacer
59. Improve performance for strings.Replace ● Benchmark results: Escape-6 EscapeNone-6 ByteStringMatch-6 HTMLEscapeNew-6 HTMLEscapeOld-6 34.2µs ± 2% 7.04µs ± 1% 20.8µs ± 2% 1.05µs ± 0% 1.59µs ± 2% 390ns ± 2% 621ns ± 2% -39.06% -85.03% 1.17µs ± 2% 337ns ± 2% 603ns ± 2% (p=0.000 n=10+10) (p=0.000 n=10+10) -26.35% -13.62% -2.95% (p=0.000 n=10+10) (p=0.000 n=10+10) (p=0.000 n=10+9)
60. 101715 regexp: use sync.Pool to cache regexp.machine objects
61. Use sync.Pool to cache regexp.machine objects ● ● Removes lock contention when a single regexp is used from concurrently running goroutines Benchmark results: BenchmarkMatchParallelShared-4 361 77.9 -78.42%
62. 102235 compress/flate: optimize huffSym
63. Improve gzip decompression speed ● Benchmark results: name Decode/Digits/Huffman/1e4-6 Decode/Digits/Huffman/1e5-6 Decode/Digits/Huffman/1e6-6 Decode/Twain/Huffman/1e4-6 Decode/Twain/Huffman/1e5-6 Decode/Twain/Huffman/1e6-6 Decode/Twain/Compression/1e4-6 Decode/Twain/Compression/1e5-6 Decode/Twain/Compression/1e6-6 old time/op 278µs ± 1% 2.38ms ± 1% 23.4ms ± 1% 316µs ± 2% 2.62ms ± 0% 25.7ms ± 1% 272µs ± 1% 2.01ms ± 0% 19.1ms ± 0% new time/op 240µs ± 2% 2.05ms ± 1% 19.9ms ± 0% 267µs ± 3% 2.22ms ± 0% 21.8ms ± 0% 250µs ± 4% 1.84ms ± 1% 17.4ms ± 1% delta -13.72% -14.12% -14.69% -15.30% -15.24% -15.19% -8.20% -8.57% -8.75% (p=0.000 (p=0.000 (p=0.000 (p=0.000 (p=0.000 (p=0.000 (p=0.000 (p=0.000 (p=0.000 n=10+10) n=10+10) n=9+9) n=9+10) n=10+10) n=10+10) n=9+10) n=9+10) n=9+10)
64. 107715 net: add support for splice(2) in (*TCPConn).ReadFrom on Linux
65. What is splice(2)? ● ● ● Splice is a Linux system call for fast data transfer. See `man 2 splice` or http://man7.org/linux/man-pages/man2/splice.2.html Splice avoids data copy between kernel space and user space. This is sometimes called zero-copy See https://lwn.net/Articles/178199/ for boring details about splice internals
66. Add splice(2) in TCPConn.ReadFrom on Linux ● ● ● Go 1.11 transparently uses splice when io.Copy is used for copying data between two tcp connections See details at https://acln.ro/articles/go-splice Benchmark results: benchmark BenchmarkTCPReadFrom/8192-4 BenchmarkTCPReadFrom/16384-4 BenchmarkTCPReadFrom/32768-4 BenchmarkTCPReadFrom/65536-4 BenchmarkTCPReadFrom/131072-4 BenchmarkTCPReadFrom/262144-4 BenchmarkTCPReadFrom/524288-4 BenchmarkTCPReadFrom/1048576-4 old ns/op 5219 8708 16349 35246 72920 149311 306704 674174 new ns/op 4779 8008 14973 27406 52382 95094 181856 357406 delta -8.43% -8.04% -8.42% -22.24% -28.17% -36.31% -40.71% -46.99%
67. 116378 net/http: remove an allocation in ServeMux
68. Remove an allocation in ServeMux ● ● This is just classical optimization based on reducing memory allocations Improves performance for net/http.ServeMux: name ServeMux_SkipServe-4 old time/op 74.2µs ± 2% new time/op 60.6µs ± 1% delta -18.31% (p=0.000 n=10+9) name ServeMux_SkipServe-4 old alloc/op 2.62kB ± 0% new alloc/op 0.00kB ±NaN% delta -100.00% (p=0.000 n=10+10) name ServeMux_SkipServe-4 old allocs/op 180 ± 0% new allocs/op 0 ±NaN% delta -100.00% (p=0.000 n=10+10)
69. Arch-specific optimizations
70. Arch-specific optimizations ● Go may build programs for many architectures, not only for GOARCH=amd64 ● GOARCH=arm becomes popular. It is used in smartphones and in energy effective servers. See https://blog.cloudflare.com/arm-takes-wing/ . ● Go 1.11 has patches significantly optimizing performance for GOARCH=arm
71. Performance patches for arm ● 98095 runtime:'>runtime: use vDSO for clock_gettime on linux/arm ○ ○ ● This improves time.Now() performance by 2.5x The patch substitutes system call with access to vDSO - a shared memory visible to all the processes, where system time may be read 83799 runtime:'>runtime: improve arm64 memmove implementation ○ ○ ○ Memmove is the most frequently executed code in the majority of programs Memmove just copies byte slice from one place to another The patch improves memove performance by up to 2x
72. Performance patches for arm ● There are pending patches for arm, which may still be merged into go 1.11: ○ 99755 crypto/elliptic: implement P256 for arm64. Improves https handshake performance by up to 10x ○ 81877 cmd/compile: improve atomic add intrinsics with ARMv8.1 new instruction. Improves atomic.Add* performance by up to 50X ○ 107298 crypto/aes: implement AES-GCM AEAD for arm64. Improves https performance by up to 10x
73. There are many other (performance) patches went into Go 1.11… Interested readers may go to https://go-review.googlesource.com/q/status:merged+project:go
74. Summary
75. Summary ● ● ● ● ● Each new Go version contains performance improvements Programs built with Go 1.11 should work faster comparing to builds with previous Go versions The future Go versions will be optimized further Everybody may take part in this process This is fun and is easier than optimizing gcc / llvm, since the majority of the Go compiler, runtime and standard library is written in Go
76. Useful links ● ● ● https://go-review.googlesource.com/q/status:open - patches (with review comments) that may go into the next Go version https://go-review.googlesource.com/q/status:merged - patches recently merged into Go https://golang.org/doc/contribute.html - how to contribute to Go. It’s easy - just do it! :)
77. Questions?