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How to use insertBefore method of prog Package

Best Syzkaller code snippet using prog.insertBefore

mutation.go

Source:mutation.go

...138		c = p.Calls[idx]139	}140	s := analyze(ctx.ct, p, c)141	calls := r.generateCall(s, p)142	p.insertBefore(c, calls)143	return true144}145func (ctx *mutator) removeCall() bool {146	p, r := ctx.p, ctx.r147	if len(p.Calls) == 0 {148		return false149	}150	idx := r.Intn(len(p.Calls))151	p.RemoveCall(idx)152	return true153}154func (ctx *mutator) mutateArg() bool {155	p, r := ctx.p, ctx.r156	if len(p.Calls) == 0 {157		return false158	}159	c := p.Calls[r.Intn(len(p.Calls))]160	if len(c.Args) == 0 {161		return false162	}163	s := analyze(ctx.ct, p, c)164	updateSizes := true165	for stop, ok := false, false; !stop; stop = ok && r.oneOf(3) {166		ok = true167		ma := &mutationArgs{target: p.Target}168		ForeachArg(c, ma.collectArg)169		if len(ma.args) == 0 {170			return false171		}172		idx := r.Intn(len(ma.args))173		arg, ctx := ma.args[idx], ma.ctxes[idx]174		calls, ok1 := p.Target.mutateArg(r, s, arg, ctx, &updateSizes)175		if !ok1 {176			ok = false177			continue178		}179		p.insertBefore(c, calls)180		if updateSizes {181			p.Target.assignSizesCall(c)182		}183		p.Target.SanitizeCall(c)184	}185	return true186}187func (target *Target) mutateArgForDependencyResource(r *randGen, s *state, arg Arg, ctx ArgCtx, updateSizes *bool) ([]*Call, bool) {188	var baseSize uint64189	if ctx.Base != nil {190		baseSize = ctx.Base.Res.Size()191	}192	calls, retry, preserve := arg.Type().mutate(r, s, arg, ctx)193	if retry {194		return nil, false195	}196	if preserve {197		*updateSizes = false198	}199	// Update base pointer if size has increased.200	if base := ctx.Base; base != nil && baseSize < base.Res.Size() {201		newArg := r.allocAddr(s, base.Type(), base.Res.Size(), base.Res)202		replaceArg(base, newArg)203	}204	for _, c := range calls {205		target.SanitizeCall(c)206	}207	return calls, true208}209func (target *Target) mutateArg(r *randGen, s *state, arg Arg, ctx ArgCtx, updateSizes *bool) ([]*Call, bool) {210	var baseSize uint64211	if ctx.Base != nil {212		baseSize = ctx.Base.Res.Size()213	}214	calls, retry, preserve := arg.Type().mutate(r, s, arg, ctx)215	if retry {216		return nil, false217	}218	if preserve {219		*updateSizes = false220	}221	// Update base pointer if size has increased.222	if base := ctx.Base; base != nil && baseSize < base.Res.Size() {223		newArg := r.allocAddr(s, base.Type(), base.Res.Size(), base.Res)224		replaceArg(base, newArg)225	}226	for _, c := range calls {227		target.SanitizeCall(c)228	}229	return calls, true230}231func regenerate(r *randGen, s *state, arg Arg) (calls []*Call, retry, preserve bool) {232	var newArg Arg233	newArg, calls = r.generateArg(s, arg.Type())234	replaceArg(arg, newArg)235	return236}237func mutateInt(r *randGen, s *state, arg Arg) (calls []*Call, retry, preserve bool) {238	if r.bin() {239		return regenerate(r, s, arg)240	}241	a := arg.(*ConstArg)242	switch {243	case r.nOutOf(1, 3):244		a.Val += uint64(r.Intn(4)) + 1245	case r.nOutOf(1, 2):246		a.Val -= uint64(r.Intn(4)) + 1247	default:248		a.Val ^= 1 << uint64(r.Intn(64))249	}250	return251}252func (t *IntType) mutate(r *randGen, s *state, arg Arg, ctx ArgCtx) (calls []*Call, retry, preserve bool) {253	return mutateInt(r, s, arg)254}255func (t *FlagsType) mutate(r *randGen, s *state, arg Arg, ctx ArgCtx) (calls []*Call, retry, preserve bool) {256	return mutateInt(r, s, arg)257}258func (t *LenType) mutate(r *randGen, s *state, arg Arg, ctx ArgCtx) (calls []*Call, retry, preserve bool) {259	if !r.mutateSize(arg.(*ConstArg), *ctx.Parent) {260		retry = true261		return262	}263	preserve = true264	return265}266func (t *ResourceType) mutate(r *randGen, s *state, arg Arg, ctx ArgCtx) (calls []*Call, retry, preserve bool) {267	return regenerate(r, s, arg)268}269func (t *VmaType) mutate(r *randGen, s *state, arg Arg, ctx ArgCtx) (calls []*Call, retry, preserve bool) {270	return regenerate(r, s, arg)271}272func (t *ProcType) mutate(r *randGen, s *state, arg Arg, ctx ArgCtx) (calls []*Call, retry, preserve bool) {273	return regenerate(r, s, arg)274}275func (t *BufferType) mutate(r *randGen, s *state, arg Arg, ctx ArgCtx) (calls []*Call, retry, preserve bool) {276	a := arg.(*DataArg)277	switch t.Kind {278	case BufferBlobRand, BufferBlobRange:279		data := append([]byte{}, a.Data()...)280		minLen, maxLen := uint64(0), maxBlobLen281		if t.Kind == BufferBlobRange {282			minLen, maxLen = t.RangeBegin, t.RangeEnd283		}284		a.data = mutateData(r, data, minLen, maxLen)285	case BufferString:286		data := append([]byte{}, a.Data()...)287		if r.bin() {288			minLen, maxLen := uint64(0), maxBlobLen289			if t.TypeSize != 0 {290				minLen, maxLen = t.TypeSize, t.TypeSize291			}292			a.data = mutateData(r, data, minLen, maxLen)293		} else {294			a.data = r.randString(s, t)295		}296	case BufferFilename:297		a.data = []byte(r.filename(s, t))298	case BufferText:299		data := append([]byte{}, a.Data()...)300		a.data = r.mutateText(t.Text, data)301	default:302		panic("unknown buffer kind")303	}304	return305}306func (t *ArrayType) mutate(r *randGen, s *state, arg Arg, ctx ArgCtx) (calls []*Call, retry, preserve bool) {307	// TODO: swap elements of the array308	a := arg.(*GroupArg)309	count := uint64(0)310	switch t.Kind {311	case ArrayRandLen:312		for count == uint64(len(a.Inner)) {313			count = r.randArrayLen()314		}315	case ArrayRangeLen:316		if t.RangeBegin == t.RangeEnd {317			panic("trying to mutate fixed length array")318		}319		for count == uint64(len(a.Inner)) {320			count = r.randRange(t.RangeBegin, t.RangeEnd)321		}322	}323	if count > uint64(len(a.Inner)) {324		for count > uint64(len(a.Inner)) {325			newArg, newCalls := r.generateArg(s, t.Type)326			a.Inner = append(a.Inner, newArg)327			calls = append(calls, newCalls...)328			for _, c := range newCalls {329				s.analyze(c)330			}331		}332	} else if count < uint64(len(a.Inner)) {333		for _, arg := range a.Inner[count:] {334			removeArg(arg)335		}336		a.Inner = a.Inner[:count]337	}338	return339}340func (t *PtrType) mutate(r *randGen, s *state, arg Arg, ctx ArgCtx) (calls []*Call, retry, preserve bool) {341	a := arg.(*PointerArg)342	if r.oneOf(1000) {343		removeArg(a.Res)344		index := r.rand(len(r.target.SpecialPointers))345		newArg := MakeSpecialPointerArg(t, index)346		replaceArg(arg, newArg)347		return348	}349	newArg := r.allocAddr(s, t, a.Res.Size(), a.Res)350	replaceArg(arg, newArg)351	return352}353func (t *StructType) mutate(r *randGen, s *state, arg Arg, ctx ArgCtx) (calls []*Call, retry, preserve bool) {354	gen := r.target.SpecialTypes[t.Name()]355	if gen == nil {356		panic("bad arg returned by mutationArgs: StructType")357	}358	var newArg Arg359	newArg, calls = gen(&Gen{r, s}, t, arg)360	a := arg.(*GroupArg)361	for i, f := range newArg.(*GroupArg).Inner {362		replaceArg(a.Inner[i], f)363	}364	return365}366func (t *UnionType) mutate(r *randGen, s *state, arg Arg, ctx ArgCtx) (calls []*Call, retry, preserve bool) {367	if gen := r.target.SpecialTypes[t.Name()]; gen != nil {368		var newArg Arg369		newArg, calls = gen(&Gen{r, s}, t, arg)370		replaceArg(arg, newArg)371	} else {372		a := arg.(*UnionArg)373		current := -1374		for i, option := range t.Fields {375			if a.Option.Type().FieldName() == option.FieldName() {376				current = i377				break378			}379		}380		if current == -1 {381			panic("can't find current option in union")382		}383		newIdx := r.Intn(len(t.Fields) - 1)384		if newIdx >= current {385			newIdx++386		}387		optType := t.Fields[newIdx]388		removeArg(a.Option)389		var newOpt Arg390		newOpt, calls = r.generateArg(s, optType)391		replaceArg(arg, MakeUnionArg(t, newOpt))392	}393	return394}395func (t *CsumType) mutate(r *randGen, s *state, arg Arg, ctx ArgCtx) (calls []*Call, retry, preserve bool) {396	panic("CsumType can't be mutated")397}398func (t *ConstType) mutate(r *randGen, s *state, arg Arg, ctx ArgCtx) (calls []*Call, retry, preserve bool) {399	panic("ConstType can't be mutated")400}401type mutationArgs struct {402	target        *Target403	args          []Arg404	ctxes         []ArgCtx405	ignoreSpecial bool406}407func (ma *mutationArgs) collectArg(arg Arg, ctx *ArgCtx) {408	ignoreSpecial := ma.ignoreSpecial409	ma.ignoreSpecial = false410	switch typ := arg.Type().(type) {411	case *StructType:412		if ma.target.SpecialTypes[typ.Name()] == nil || ignoreSpecial {413			return // For structs only individual fields are updated.414		}415		// These special structs are mutated as a whole.416		ctx.Stop = true417	case *UnionType:418		if ma.target.SpecialTypes[typ.Name()] == nil && len(typ.Fields) == 1 || ignoreSpecial {419			return420		}421		ctx.Stop = true422	case *ArrayType:423		// Don't mutate fixed-size arrays.424		if typ.Kind == ArrayRangeLen && typ.RangeBegin == typ.RangeEnd {425			return426		}427	case *CsumType:428		return // Checksum is updated when the checksummed data changes.429	case *ConstType:430		return // Well, this is const.431	case *BufferType:432		if typ.Kind == BufferString && len(typ.Values) == 1 {433			return // string const434		}435	case *PtrType:436		if arg.(*PointerArg).IsSpecial() {437			// TODO: we ought to mutate this, but we don't have code for this yet.438			return439		}440	}441	typ := arg.Type()442	if typ == nil || typ.Dir() == DirOut || !typ.Varlen() && typ.Size() == 0 {443		return444	}445	ma.args = append(ma.args, arg)446	ma.ctxes = append(ma.ctxes, *ctx)447}448func mutateData(r *randGen, data []byte, minLen, maxLen uint64) []byte {449	for stop := false; !stop; stop = stop && r.oneOf(3) {450		f := mutateDataFuncs[r.Intn(len(mutateDataFuncs))]451		data, stop = f(r, data, minLen, maxLen)452	}453	return data454}455const maxInc = 35456var mutateDataFuncs = [...]func(r *randGen, data []byte, minLen, maxLen uint64) ([]byte, bool){457	// TODO(dvyukov): duplicate part of data.458	// Flip bit in byte.459	func(r *randGen, data []byte, minLen, maxLen uint64) ([]byte, bool) {460		if len(data) == 0 {461			return data, false462		}463		byt := r.Intn(len(data))464		bit := r.Intn(8)465		data[byt] ^= 1 << uint(bit)466		return data, true467	},468	// Insert random bytes.469	func(r *randGen, data []byte, minLen, maxLen uint64) ([]byte, bool) {470		if len(data) == 0 {471			return data, false472		}473		n := r.Intn(16) + 1474		if r := int(maxLen) - len(data); n > r {475			n = r476		}477		pos := r.Intn(len(data))478		for i := 0; i < n; i++ {479			data = append(data, 0)480		}481		copy(data[pos+n:], data[pos:])482		for i := 0; i < n; i++ {483			data[pos+i] = byte(r.Int31())484		}485		if uint64(len(data)) > maxLen || r.bin() {486			data = data[:len(data)-n] // preserve original length487		}488		return data, true489	},490	// Remove bytes.491	func(r *randGen, data []byte, minLen, maxLen uint64) ([]byte, bool) {492		if len(data) == 0 {493			return data, false494		}495		n := r.Intn(16) + 1496		if n > len(data) {497			n = len(data)498		}499		pos := 0500		if n < len(data) {501			pos = r.Intn(len(data) - n)502		}503		copy(data[pos:], data[pos+n:])504		data = data[:len(data)-n]505		if uint64(len(data)) < minLen || r.bin() {506			for i := 0; i < n; i++ {507				data = append(data, 0) // preserve original length508			}509		}510		return data, true511	},512	// Append a bunch of bytes.513	func(r *randGen, data []byte, minLen, maxLen uint64) ([]byte, bool) {514		if uint64(len(data)) >= maxLen {515			return data, false516		}517		const max = 256518		n := max - r.biasedRand(max, 10)519		if r := int(maxLen) - len(data); n > r {520			n = r521		}522		for i := 0; i < n; i++ {523			data = append(data, byte(r.rand(256)))524		}525		return data, true526	},527	// Replace int8/int16/int32/int64 with a random value.528	func(r *randGen, data []byte, minLen, maxLen uint64) ([]byte, bool) {529		width := 1 << uint(r.Intn(4))530		if len(data) < width {531			return data, false532		}533		i := r.Intn(len(data) - width + 1)534		storeInt(data[i:], r.Uint64(), width)535		return data, true536	},537	// Add/subtract from an int8/int16/int32/int64.538	func(r *randGen, data []byte, minLen, maxLen uint64) ([]byte, bool) {539		width := 1 << uint(r.Intn(4))540		if len(data) < width {541			return data, false542		}543		i := r.Intn(len(data) - width + 1)544		v := loadInt(data[i:], width)545		delta := r.rand(2*maxInc+1) - maxInc546		if delta == 0 {547			delta = 1548		}549		if r.oneOf(10) {550			v = swapInt(v, width)551			v += delta552			v = swapInt(v, width)553		} else {554			v += delta555		}556		storeInt(data[i:], v, width)557		return data, true558	},559	// Set int8/int16/int32/int64 to an interesting value.560	func(r *randGen, data []byte, minLen, maxLen uint64) ([]byte, bool) {561		width := 1 << uint(r.Intn(4))562		if len(data) < width {563			return data, false564		}565		i := r.Intn(len(data) - width + 1)566		value := r.randInt()567		if r.oneOf(10) {568			value = swap64(value)569		}570		storeInt(data[i:], value, width)571		return data, true572	},573}574func swap16(v uint16) uint16 {575	v0 := byte(v >> 0)576	v1 := byte(v >> 8)577	v = 0578	v |= uint16(v1) << 0579	v |= uint16(v0) << 8580	return v581}582func swap32(v uint32) uint32 {583	v0 := byte(v >> 0)584	v1 := byte(v >> 8)585	v2 := byte(v >> 16)586	v3 := byte(v >> 24)587	v = 0588	v |= uint32(v3) << 0589	v |= uint32(v2) << 8590	v |= uint32(v1) << 16591	v |= uint32(v0) << 24592	return v593}594func swap64(v uint64) uint64 {595	v0 := byte(v >> 0)596	v1 := byte(v >> 8)597	v2 := byte(v >> 16)598	v3 := byte(v >> 24)599	v4 := byte(v >> 32)600	v5 := byte(v >> 40)601	v6 := byte(v >> 48)602	v7 := byte(v >> 56)603	v = 0604	v |= uint64(v7) << 0605	v |= uint64(v6) << 8606	v |= uint64(v5) << 16607	v |= uint64(v4) << 24608	v |= uint64(v3) << 32609	v |= uint64(v2) << 40610	v |= uint64(v1) << 48611	v |= uint64(v0) << 56612	return v613}614func swapInt(v uint64, size int) uint64 {615	switch size {616	case 1:617		return v618	case 2:619		return uint64(swap16(uint16(v)))620	case 4:621		return uint64(swap32(uint32(v)))622	case 8:623		return swap64(v)624	default:625		panic(fmt.Sprintf("swapInt: bad size %v", size))626	}627}628func loadInt(data []byte, size int) uint64 {629	p := unsafe.Pointer(&data[0])630	switch size {631	case 1:632		return uint64(*(*uint8)(p))633	case 2:634		return uint64(*(*uint16)(p))635	case 4:636		return uint64(*(*uint32)(p))637	case 8:638		return *(*uint64)(p)639	default:640		panic(fmt.Sprintf("loadInt: bad size %v", size))641	}642}643func storeInt(data []byte, v uint64, size int) {644	p := unsafe.Pointer(&data[0])645	switch size {646	case 1:647		*(*uint8)(p) = uint8(v)648	case 2:649		*(*uint16)(p) = uint16(v)650	case 4:651		*(*uint32)(p) = uint32(v)652	case 8:653		*(*uint64)(p) = v654	default:655		panic(fmt.Sprintf("storeInt: bad size %v", size))656	}657}658func (p *Prog) Splice(rp *Prog, idx uint32, ncalls int) bool {659	p0c := rp.Clone()660	p.Calls = append(p.Calls[:idx], append(p0c.Calls, p.Calls[idx:]...)...)661	for i := len(p.Calls) - 1; i >= ncalls; i-- {662		p.RemoveCall(i)663	}664	return true665}666func (p *Prog) MutateIoctl1Arg(rs rand.Source, idx int, ct *ChoiceTable) bool {667	r := newRand(p.Target, rs)668	c := p.Calls[idx]669	if len(c.Args) == 0 {670		return false671	}672	s := analyze(ct, p, c)673	updateSizes := true674	for stop, ok := false, false; !stop; stop = ok && r.oneOf(3) {675		ok = true676		ma := &mutationArgs{target: p.Target}677		ForeachArg(c, ma.collectArg)678		log.Logf(1, "len(ma.args) : %v", len(ma.args))679		var idx int680		if len(ma.args) == 0 {681			return false682		} else {683			idx = 0684		}685		arg, ctx := ma.args[idx], ma.ctxes[idx]686		calls, ok1 := p.Target.mutateArgForDependencyResource(r, s, arg, ctx, &updateSizes)687		if !ok1 {688			ok = false689			continue690		}691		p.insertBefore(c, calls)692		if updateSizes {693			p.Target.assignSizesCall(c)694		}695		p.Target.SanitizeCall(c)696	}697	return true698}699func (p *Prog) MutateIoctl3Arg(rs rand.Source, idx int, ct *ChoiceTable) bool {700	r := newRand(p.Target, rs)701	c := p.Calls[idx]702	if len(c.Args) == 0 {703		return false704	}705	s := analyze(ct, p, c)706	updateSizes := true707	for stop, ok := false, false; !stop; stop = ok && r.oneOf(4) {708		ok = true709		ma := &mutationArgs{target: p.Target}710		ForeachArg(c, ma.collectArg)711		log.Logf(1, "len(ma.args) : %v", len(ma.args))712		var idx int713		if len(ma.args) == 0 || len(ma.args) == 1 {714			return false715		} else {716			idx = r.Intn(len(ma.args)-1) + 1717		}718		arg, ctx := ma.args[idx], ma.ctxes[idx]719		calls, ok1 := p.Target.mutateArg(r, s, arg, ctx, &updateSizes)720		if !ok1 {721			ok = false722			continue723		}724		p.insertBefore(c, calls)725		if updateSizes {726			p.Target.assignSizesCall(c)727		}728		p.Target.SanitizeCall(c)729	}730	return true731}732func (p *Prog) GetCall(rs rand.Source, meta *Syscall, idx uint32, ct *ChoiceTable) []*Call {733	r := newRand(p.Target, rs)734	c := p.Calls[idx]735	s := analyze(ct, p, c)736	c0c := r.generateParticularCall(s, meta)737	var cc *Call738	if len(c0c) == 2 {739		cc = c0c[1]740	} else if len(c0c) == 1 {741		cc = c0c[0]742	} else {743		log.Fatalf("GetCall more than 2")744	}745	for i, arg := range cc.Args {746		switch arg.(type) {747		case *ResultArg:748			cc.Args[i] = c.Args[i]749		default:750		}751	}752	var rcc []*Call753	rcc = append(rcc, cc)754	return c0c755}756func (p *Prog) InsertCall(c0c []*Call, idx uint32, ncalls int) {757	c := p.Calls[idx]758	p.insertBefore(c, c0c)759	for i := len(p.Calls) - 1; i >= ncalls; i-- {760		p.RemoveCall(i)761	}762}763func (p *Prog) RepeatCall(idx int) {764	c := p.Calls[idx]765	//newargs := make(map[*ResultArg]*ResultArg)766	//c1 := new(Call)767	//c1.Meta = c.Meta768	//if c.Ret != nil {769	//	c1.Ret = clone(c.Ret, newargs).(*ResultArg)770	//}771	//c1.Args = make([]Arg, len(c.Args))772	//for ai, arg := range c.Args {773	//	c1.Args[ai] = clone(arg, newargs)774	//}775	var c0c []*Call776	c0c = append(c0c, c)777	p.insertBefore(c, c0c)778}779func (p *Prog) mutateArgForCall(r *randGen, ct *ChoiceTable, c *Call) bool {780	// Change args of a call.781	s := analyze(ct, p, c)782	updateSizes := true783	retryArg := false784	for stop := false; !stop || retryArg; stop = r.oneOf(3) {785		retryArg = false786		ma := &mutationArgs{target: p.Target}787		ForeachArg(c, ma.collectArg)788		if len(ma.args) == 0 {789			return true790		}791		idx := r.Intn(len(ma.args))792		arg, ctx := ma.args[idx], ma.ctxes[idx]793		calls, ok := p.Target.mutateArg(r, s, arg, ctx, &updateSizes)794		if !ok {795			retryArg = true796			continue797		}798		p.insertBefore(c, calls)799		//p.replaceAt(c, calls)800		if updateSizes {801			p.Target.assignSizesCall(c)802		}803		p.Target.SanitizeCall(c)804	}805	return false806}...

rewrite.go

Source:rewrite.go

1// adapted from code by Ivan Daniluk from https://github.com/divan2package instrument3import (4	"bytes"5	"go/ast"6	"go/printer"7	"go/token"8	"io/ioutil"9	"path/filepath"10	"golang.org/x/tools/go/ast/astutil"11	"golang.org/x/tools/go/loader"12	"log"13	"strconv"14	_"reflect"15	"fmt"16	"strings"17	"util"18)19// injects and rewrite source in app.OrigPath20// rewritten file(s) are stored in app.NewPath21// nothing returns22func (app *AppExec) RewriteSource() error {23	var data []byte24	var err error25	// debugging info26	log.Println("RewriteSource: Add code to ",app.OrigPath)27	if util.Debug{28		fmt.Println("RewriteSource: Add code to ",app.OrigPath)29	}30	// add tracing code31	data, err = addCode(app.OrigPath,app.Timeout)32	if err != nil {33		fmt.Println("Error in addCode:", err)34		return err35	}36	// create files to store rewritten data37	filename := filepath.Join(app.NewPath, strings.Split(filepath.Base(app.OrigPath),".")[0]+"_mod.go")38	err = ioutil.WriteFile(filename, data, 0666)39	log.Println("RewriteSource: Writes data to ",filename)40	if util.Debug{41		fmt.Println("RewriteSource: Writes data to ",filename)42	}43	if err != nil {44		panic(err)45		return err46	}47	return nil48}49// injects and rewrite source in app.OrigPath50// rewritten file(s) are stored in app.NewPath51// nothing returns52func (app *AppTest) RewriteSourceSched(ver int) error {53	var data []byte54	var err error55	// debugging info56	log.Println("RewriteSourceSched: Add sched code to ",app.OrigPath)57	if util.Debug{58		fmt.Println("RewriteSourceSched: Add sched code to ",app.OrigPath)59	}60	// add sched calls61	data, err = addCodeSched(app.OrigPath,app.Depth,app.ConcUsage,ver)62	if err != nil {63		panic(err)64	}65	// create files to store rewritten data66	filename := filepath.Join(app.TestPath, app.Name+"_s"+strconv.Itoa(ver)+"_sched.go")67	err = ioutil.WriteFile(filename, data, 0666)68	log.Println("writes data to ",filename)69	if err != nil {70		panic(err)71	}72	return nil73}74// This function:75//    - traverses the AST76//    - finds the main package, file, function77//    - adds needed imports78//    - adds tracing mechanism (start/stop)79//    - adds constant depth, struct type, global counter and Reschedule function declaration80func addCode(path string, timeout int) ([]byte, error) {81	var conf loader.Config82	if _, err := conf.FromArgs([]string{path}, false); err != nil {83		return nil, err84	}85	prog, err := conf.Load()86	if err != nil {87		return nil, err88	}89	pkg := prog.Created[0]90	// TODO: find file with main func inside91	astFile := pkg.Files[0]92	// add imports93	log.Println("AddCode: Add imports")94	astutil.AddImport(prog.Fset, astFile, "os")95	astutil.AddImport(prog.Fset, astFile, "runtime/trace")96	astutil.AddImport(prog.Fset, astFile, "time")97	if timeout > 0{98		astutil.AddNamedImport(prog.Fset, astFile, "_", "net")99	}100	// add start/stop code101	log.Println("AddCode: Add trace")102	ast.Inspect(astFile, func(n ast.Node) bool {103		switch x := n.(type) {104		case *ast.FuncDecl:105			// find 'main' function106			if x.Name.Name == "main" && x.Recv == nil {107				stmts := createTraceStmts(timeout)108				stmts = append(stmts, x.Body.List...)109				x.Body.List = stmts110				return true111			}112		}113		return true114	})115	var buf bytes.Buffer116	err = printer.Fprint(&buf, prog.Fset, astFile)117	if err != nil {118		return nil, err119	}120	return buf.Bytes(), nil121}122// This function:123//    - traverses the AST124//    - finds the main package, file, function125//    - adds needed imports126//    - adds tracing mechanism (start/stop)127//    - adds constant depth, struct type, global counter and Reschedule function declaration128func addCodeSched(path string,depth int,concUsage map[string]int, ver int) ([]byte, error) {129	var conf loader.Config130	var s string131	if _, err := conf.FromArgs([]string{path}, false); err != nil {132		return nil, err133	}134	prog, err := conf.Load()135	if err != nil {136		return nil, err137	}138	pkg := prog.Created[0]139	// TODO: find file with main func inside140	astFile := pkg.Files[0]141	// add imports142	log.Println("AddCodeSched: Add imports")143	astutil.AddImport(prog.Fset, astFile, "sync")144	astutil.AddImport(prog.Fset, astFile, "runtime")145	astutil.AddImport(prog.Fset, astFile, "math/rand")146	//fmt.Println(" >>> Added Imports")147	// add constant, struct type, global counter, function declration148	// if this is the first iteration, continue as stated above149	// otherwise, remove Reschedules and add them again based on new concurrency usage150	if ver == 0{151		log.Println("AddCodeSched: Add constants, struct, global counter, func. decl.")152		ast.Inspect(astFile, func(n ast.Node) bool {153			switch x := n.(type) {154			case *ast.File:155				// add constant, struct type, global counter, function declration156				decls := newDecls(depth)157				decls2 := x.Decls158				decls = append(decls2,decls...)159				x.Decls = decls160				return true161			}162			return true163		})164		// add GOMACPROCS165		ast.Inspect(astFile, func(n ast.Node) bool {166			switch x := n.(type) {167			case *ast.FuncDecl:168				// find 'main' function169				if x.Name.Name == "main" && x.Recv == nil {170					stmts := goMaxProcs()171					stmts = append(stmts, x.Body.List...)172					x.Body.List = stmts173					return true174				}175			}176			return true177		})178		log.Println("AddCodeSched: Add Gosched() invocations")179		astutil.Apply(astFile, func(cr *astutil.Cursor) bool{180			//_,ok := cr.Node().(*ast.GoStmt)181			n := cr.Node()182			if n != nil{183				t1 := n.Pos()184				t2 := prog.Fset.Position(t1)185				s = fmt.Sprintf("%v",t2)186				if !matches(n,concUsage,s) {187					return true188				}189			} else{190				return true191			}192			cr.InsertBefore(callFuncSched())193			return true194		},nil)195	}else{196		// remove if (Reschedule) ..197		astutil.Apply(astFile, func(cr *astutil.Cursor) bool{198			n := cr.Node()199			if n != nil && isCallReschedule(n){200				cr.Delete()201				return true202			}203			return true204		},nil)205		// add if (Reschedule) ..206		log.Println("AddCodeSched: Add Gosched() invocations")207		astutil.Apply(astFile, func(cr *astutil.Cursor) bool{208			//_,ok := cr.Node().(*ast.GoStmt)209			n := cr.Node()210			if n != nil{211				t1 := n.Pos()212				t2 := prog.Fset.Position(t1)213				s = fmt.Sprintf("%v",t2)214				if !matches(n,concUsage,s) {215					return true216				}217			} else{218				return true219			}220			cr.InsertBefore(callFuncSched())221			return true222		},nil)223	}224	// write modified ast225	var buf bytes.Buffer226	err = printer.Fprint(&buf, prog.Fset, astFile)227	if err != nil {228		return nil, err229	}230	return buf.Bytes(), nil231}232// wrapper for trace statments233func createTraceStmts(timeout int) []ast.Stmt {234	ret := make([]ast.Stmt, 2)235	// trace.Start(os.Stderr)236	ret[0] = &ast.ExprStmt{237		X: &ast.CallExpr{238			Fun: &ast.SelectorExpr{239				X:   &ast.Ident{Name: "trace"},240				Sel: &ast.Ident{Name: "Start"},241			},242			Args: []ast.Expr{243				&ast.SelectorExpr{244					X:   &ast.Ident{Name: "os"},245					Sel: &ast.Ident{Name: "Stderr"},246				},247			},248		},249	}250	if timeout > 0{251		// go func(){ <-time.After(5 * time.Second) trace.Stop() os.Exit(1) }()252		ret[1] = &ast.GoStmt{253			Call: &ast.CallExpr{254				Fun: &ast.FuncLit{255					Body: &ast.BlockStmt{256						List: []ast.Stmt{257							&ast.ExprStmt{258								X: &ast.CallExpr{259									Fun: &ast.SelectorExpr{260										X:   &ast.Ident{Name: "time"},261										Sel: &ast.Ident{Name: "Sleep"},262									},263									Args: []ast.Expr{264										&ast.BinaryExpr{265											X:  &ast.BasicLit{Kind: token.INT, Value: strconv.Itoa(timeout)},266											Op: token.MUL,267											Y: &ast.SelectorExpr{268												X:   &ast.Ident{Name: "time"},269												Sel: &ast.Ident{Name: "Second"},270											},271										},272									},273								},274							},275							&ast.ExprStmt{276								X: &ast.CallExpr{277									Fun: &ast.SelectorExpr{278										X:   &ast.Ident{Name: "trace"},279										Sel: &ast.Ident{Name: "Stop"},280									},281								},282							},283							&ast.ExprStmt{284								X: &ast.CallExpr{285									Fun: &ast.SelectorExpr{286										X:   &ast.Ident{Name: "os"},287										Sel: &ast.Ident{Name: "Exit"},288									},289									Args: []ast.Expr{290										&ast.BasicLit{Kind: token.INT, Value: "0"},291									},292								},293							},294						},295					},296					Type: &ast.FuncType{Params: &ast.FieldList{}},297				},298			},299		}300	} else{301		// defer func(){ time.Sleep(50*time.Millisecond; trace.Stop() }()302		ret[1] = &ast.DeferStmt{303			Call: &ast.CallExpr{304				Fun: &ast.FuncLit{305					Body: &ast.BlockStmt{306						List: []ast.Stmt{307							&ast.ExprStmt{308								X: &ast.CallExpr{309									Fun: &ast.SelectorExpr{310										X:   &ast.Ident{Name: "time"},311										Sel: &ast.Ident{Name: "Sleep"},312									},313									Args: []ast.Expr{314										&ast.BinaryExpr{315											X:  &ast.BasicLit{Kind: token.INT, Value: "50"},316											Op: token.MUL,317											Y: &ast.SelectorExpr{318												X:   &ast.Ident{Name: "time"},319												Sel: &ast.Ident{Name: "Millisecond"},320											},321										},322									},323								},324							},325							&ast.ExprStmt{326								X: &ast.CallExpr{327									Fun: &ast.SelectorExpr{328										X:   &ast.Ident{Name: "trace"},329										Sel: &ast.Ident{Name: "Stop"},330									},331								},332							},333						},334					},335					Type: &ast.FuncType{Params: &ast.FieldList{}},336				},337			},338		}339	}340	return ret341}342// checks if current AST node matches with any concUsage instances343func matches(n ast.Node, conc map[string]int, location string) bool{344	if location != "-"{345		t := strings.Split(filepath.Base(location),":")[0] + ":" + strings.Split(filepath.Base(location),":")[1]346		if val,ok := conc[t]; ok && val != 2 {347			conc[t] = 2348			log.Println("ConcUsage Matches: Return True > ",t)349			return true350		}351		return false352	}353	return false354}355// check if current node is (if Reschedule() ...)356func isCallReschedule(n interface{}) bool{357	switch x := n.(type){358	case *ast.IfStmt:359		_ = x360		iff := n.(*ast.IfStmt)361		cond := iff.Cond362		switch y := cond.(type) {363		case *ast.CallExpr:364			_ = y365			callx := cond.(*ast.CallExpr)366			z := callx.Fun.(*ast.Ident)367			if z.Name == "Reschedule"{368				return true369			}370			return false371		}372		return false373	}374	return false375}...

ast.go

Source:ast.go

1package ast2import (3	"fmt"4	"go/ast"5	"go/parser"6	"go/token"7	"go/types"8	"path/filepath"9	"github.com/go-toolsmith/astcopy"10	"github.com/pkg/errors"11	"golang.org/x/tools/go/ast/astutil"12	"golang.org/x/tools/go/loader"13)14func NewProgram(fileName string) (*loader.Program, error) {15	lo := &loader.Config{16		Fset:       token.NewFileSet(),17		ParserMode: parser.ParseComments}18	dirPath := filepath.Dir(fileName)19	packages, err := parser.ParseDir(lo.Fset, dirPath, nil, parser.Mode(0))20	if err != nil {21		return nil, errors.Wrap(err, "failed to parse dir: "+dirPath)22	}23	var files []*ast.File24	for _, pkg := range packages {25		for _, file := range pkg.Files {26			files = append(files, file)27		}28	}29	lo.CreateFromFiles("main", files...)30	return lo.Load()31}32func ConvertErrorFuncToMustFunc(prog *loader.Program, currentPkg *loader.PackageInfo, orgFuncDecl *ast.FuncDecl) (*ast.FuncDecl, bool) {33	funcDecl := astcopy.FuncDecl(orgFuncDecl)34	if !IsErrorFunc(funcDecl) {35		return nil, false36	}37	results := funcDecl.Type.Results.List38	funcDecl.Type.Results.List = results[:len(results)-1]39	replaceReturnStmtByPanicIfErrorExist(prog, currentPkg, funcDecl)40	addPrefixToFunc(funcDecl, "Must")41	return funcDecl, true42}43func GenerateErrorFuncWrapper(currentPkg *loader.PackageInfo, orgFuncDecl *ast.FuncDecl) (*ast.FuncDecl, bool) {44	funcDecl := astcopy.FuncDecl(orgFuncDecl)45	if !IsErrorFunc(funcDecl) {46		return nil, false47	}48	results := getFuncDeclResults(funcDecl)49	funcDecl.Type.Results.List = funcDecl.Type.Results.List[:len(funcDecl.Type.Results.List)-1]50	wrappedCallExpr := generateCallExpr(extractRecvName(funcDecl), funcDecl.Name.Name, funcDecl.Type.Params.List)51	var lhs []string52	for _, result := range results {53		for _, name := range result.Names {54			lhs = append(lhs, name.Name)55		}56	}57	if len(lhs) == 0 {58		for range results {59			tempValueName := getAvailableValueName(currentPkg.Pkg, "v", funcDecl.Body.Pos())60			lhs = append(lhs, tempValueName)61		}62		tempErrValueName := getAvailableValueName(currentPkg.Pkg, "err", funcDecl.Body.Pos())63		lhs[len(lhs)-1] = tempErrValueName64	}65	funcDecl.Body = &ast.BlockStmt{66		List: []ast.Stmt{67			generateAssignStmt(lhs, wrappedCallExpr),68			generatePanicIfErrorExistStmtAst(lhs[len(lhs)-1]),69			&ast.ReturnStmt{Results: identsToExprs(newIdents(lhs[:len(lhs)-1]))},70		},71	}72	addPrefixToFunc(funcDecl, "Must")73	return funcDecl, true74}75func replaceReturnStmtByPanicIfErrorExist(orgProg *loader.Program, currentPkg *loader.PackageInfo, funcDecl *ast.FuncDecl) *ast.FuncDecl {76	newFuncDeclNode := astutil.Apply(funcDecl, func(cr *astutil.Cursor) bool {77		returnStmt, ok := cr.Node().(*ast.ReturnStmt)78		if !ok {79			return true80		}81		returnResults := returnStmt.Results82		if len(returnResults) == 0 {83			return true84		}85		lastReturnResult := returnResults[len(returnResults)-1]86		returnStmt.Results = returnResults[:len(returnResults)-1]87		if lastReturnResultIdent, ok := lastReturnResult.(*ast.Ident); ok {88			if lastReturnResultIdent.Name == "nil" {89				return true90			}91			panicIfErrExistIfStmt := generatePanicIfErrorExistStmtAst(lastReturnResultIdent.Name)92			cr.InsertBefore(panicIfErrExistIfStmt)93			return true94		}95		if lastReturnResultCallExpr, ok := lastReturnResult.(*ast.CallExpr); ok {96			typeNames, err := getCallExprReturnTypes(orgProg, currentPkg, lastReturnResultCallExpr)97			if err != nil {98				panic(err)99			}100			var lhs []string101			for range typeNames {102				tempValueName := getAvailableValueName(currentPkg.Pkg, "v", lastReturnResultCallExpr.Pos())103				lhs = append(lhs, tempValueName)104			}105			tempErrValueName := getAvailableValueName(currentPkg.Pkg, "err", lastReturnResultCallExpr.Pos())106			lhs[len(lhs)-1] = tempErrValueName107			for _, lh := range lhs[:len(lhs)-1] {108				returnStmt.Results = append(returnStmt.Results, ast.NewIdent(lh))109			}110			assignStmt := generateAssignStmt(lhs, lastReturnResultCallExpr)111			panicIfErrExistIfStmt := generatePanicIfErrorExistStmtAst(tempErrValueName)112			cr.InsertBefore(assignStmt)113			cr.InsertBefore(panicIfErrExistIfStmt)114		}115		return true116	}, nil)117	newFuncDecl := newFuncDeclNode.(*ast.FuncDecl)118	return newFuncDecl119}120func identsToExprs(idents []*ast.Ident) (exprs []ast.Expr) {121	for _, ident := range idents {122		exprs = append(exprs, ast.Expr(ident))123	}124	return125}126func newIdents(identNames []string) (idents []*ast.Ident) {127	for _, identName := range identNames {128		idents = append(idents, &ast.Ident{129			Name: identName,130		})131	}132	return133}134func getAvailableValueName(currentPkg *types.Package, valName string, pos token.Pos) string {135	innerMost := currentPkg.Scope().Innermost(pos)136	s, _ := innerMost.LookupParent(valName, pos)137	if s == nil {138		return valName139	}140	cnt := 0141	valNameWithNumber := fmt.Sprintf("%v%v", valName, cnt)142	for {143		s, _ := innerMost.LookupParent(valNameWithNumber, pos)144		if s == nil {145			return valNameWithNumber146		}147		cnt++148		valNameWithNumber = fmt.Sprintf("%v%v", valName, cnt)149	}150}151func extractRecvName(funcDecl *ast.FuncDecl) string {152	if funcDecl.Recv == nil || len(funcDecl.Recv.List) <= 0 {153		return ""154	}155	names := funcDecl.Recv.List[0].Names156	if len(names) <= 0 {157		panic(fmt.Sprintf("unexpected recv names: %v from %v", names, funcDecl.Name.Name))158	}159	return names[0].Name160}...

insertBefore

Using AI Code Generation

1import (2func main() {3    m := ir.NewModule()4    foo := m.NewFunc("foo", types.Void)5    entry := foo.NewBlock("entry")6    c := constant.NewInt(types.I32, 10)7    x := m.NewGlobalDef("x", c)8    c = constant.NewInt(types.I32, 20)9    y := m.NewGlobalDef("y", c)10    c = constant.NewInt(types.I32, 30)11    z := m.NewGlobalDef("z", c)12    c = constant.NewInt(types.I32, 40)13    w := m.NewGlobalDef("w", c)14    c = constant.NewInt(types.I32, 50)15    t := m.NewGlobalDef("t", c)16    str := constant.NewGlobalDef("str",

insertBefore

Using AI Code Generation

1import (2func main() {3	m := ir.NewModule()4	f := m.NewFunc("main", ir.Void)5	entry := f.NewBlock("entry")6	i32 := ir.Int32Type()7	fmtStr := m.NewGlobalDef("fmt", constant.NewCharArrayFromString("fmt"))8	lnStr := m.NewGlobalDef("ln", constant.NewCharArrayFromString("ln"))9	helloStr := m.NewGlobalDef("hello", constant.NewCharArrayFromString("Hello, world!"))10	fmtPrintln := m.NewFunc("fmt.Println", ir.Void, ir.NewParam("p", ir.NewPointerType(i32)))11	fmtPrintlnCall := entry.NewCall(fmtPrintln, helloStr)12	entry.NewRet(nil)13	block := f.NewBlock("block")14	fmtPrintlnCall = block.NewCall(fmtPrintln, helloStr)15	block.NewRet(nil)16	block2 := f.NewBlock("block2")17	fmtPrintlnCall = block2.NewCall(fmtPrintln, helloStr)

insertBefore

Using AI Code Generation

1import java.io.*;2import java.util.*;3import java.text.*;4import java.math.*;5import java.util.regex.*;6public class Solution {7    public static void main(String[] args) {8        Scanner in = new Scanner(System.in);9        int n = in.nextInt();10        int k = in.nextInt();11        int q = in.nextInt();12        int a[] = new int[n];13        for(int a_i=0; a_i < n; a_i++){14            a[a_i] = in.nextInt();15        }16        int m = n-k;17        int b[] = new int[m];18        int c[] = new int[k];19        int d[] = new int[n];20        for(int i=0;i<m;i++)21        {22            b[i]=a[i];23        }24        for(int i=0;i<k;i++)25        {26            c[i]=a[m+i];27        }28        for(int i=0;i<k;i++)29        {30            d[i]=c[i];31        }32        for(int i=0;i<m;i++)33        {34            d[i+k]=b[i];35        }36        for(int a0 = 0; a0 < q; a0++){37            int m = in.nextInt();38            System.out.println(d[m]);39        }40    }41}

insertBefore

Using AI Code Generation

1import "fmt"2func main() {3    var a []int = []int{1, 2, 3, 4, 5}4    var b []int = []int{6, 7, 8, 9, 10}5    var c []int = []int{11, 12, 13, 14, 15}6    var d []int = []int{16, 17, 18, 19, 20}7    var e []int = []int{21, 22, 23, 24, 25}8    var f []int = []int{26, 27, 28, 29, 30}9    var g []int = []int{31, 32, 33, 34, 35}10    var h []int = []int{36, 37, 38, 39, 40}11    var i []int = []int{41, 42, 43, 44, 45}12    var j []int = []int{46, 47, 48, 49, 50}13    var k []int = []int{51, 52, 53, 54, 55}14    var l []int = []int{56, 57, 58, 59, 60}15    var m []int = []int{61, 62, 63, 64, 65}16    var n []int = []int{66, 67, 68, 69, 70}17    var o []int = []int{71, 72, 73, 74, 75}18    var p []int = []int{76, 77, 78, 79, 80}19    var q []int = []int{81, 82, 83, 84, 85}20    var r []int = []int{86, 87, 88, 89, 90}21    var s []int = []int{91, 92, 93, 94, 95}22    var t []int = []int{96, 97, 98, 99, 100}23    var u []int = []int{101, 102, 103, 104, 105}

insertBefore

Using AI Code Generation

1import (2type node struct {3}4type prog struct {5}6func (p *prog) insertAtEnd(data int) {7	newNode := &node{data: data}8	if p.head == nil {9	} else {10		for currentNode.next != nil {11		}12	}13}14func (p *prog) insertAtStart(data int) {15	newNode := &node{data: data}16	if p.head == nil {17	} else {18	}19}20func (p *prog) insertAtPosition(data, position int) {21	newNode := &node{data: data}22	if p.head == nil {23	} else {24		for i := 1; i < position-1; i++ {25		}26	}27}28func (p *prog) insertBefore(data, before int) {29	newNode := &node{data: data}30	if p.head == nil {31	} else {32		for currentNode.next.data != before {33		}34	}35}36func (p *prog) display() {37	if p.head == nil {38		fmt.Println("The list is empty")39	} else {40		for currentNode != nil {41			fmt.Print(currentNode.data, " ")42		}43		fmt.Println()44	}45}46func main() {47	scanner := bufio.NewScanner(os.Stdin)48	fmt.Println("Enter the elements of the list")49	for scanner.Scan() {50		if scanner.Text() == "" {51		}52		data, err := strconv.Atoi(scanner.Text())53		if err != nil {54			fmt.Println("Invalid input")55		} else {56			p.insertAtEnd(data)

insertBefore

Using AI Code Generation

1import "fmt"2type node struct {3}4type prog struct {5}6func (p *prog) insertBefore(n1, n2 *node) {7if p.head == nil {8}9if p.head == n2 {10}11for n := p.head; n != nil; n = n.next {12if n == n2 {13}14}15}16func (p *prog) insertAtHead(n *node) {17}18func (p *prog) insertAtTail(n *node) {19if p.head == nil {20}21for i := p.head; i != nil; i = i.next {22if i.next == nil {23}24}25}26func (p *prog) insertAtPosition(n *node, pos int) {27if pos == 1 {28}29for i, c := p.head, 1; i != nil; i = i.next {30if c == pos {31}32}33}34func (p *prog) delete(n *node) {35if p.head == nil {36}37if p.head == n {38}39for i := p.head; i != nil; i = i.next {40if i == n {41}42}43}44func (p *prog) print() {45for i := p.head; i != nil; i = i.next {46fmt.Println(i.data)47}48}49func main() {

insertBefore

Using AI Code Generation

1import "fmt"2type node struct {3}4type prog struct {5}6func (p *prog) insertBefore(value int) {7	newNode := &node{data: value}8	if p.head == nil {9	}10}11func (p *prog) printList() {12	for current != nil {13		fmt.Printf("%d ", current.data)14	}15	fmt.Println()16}17func main() {18	p := &prog{}19	p.insertBefore(1)20	p.insertBefore(2)21	p.insertBefore(3)22	p.insertBefore(4)23	p.insertBefore(5)24	p.printList()25}

insertBefore

Using AI Code Generation

1import (2func main() {3	prog := NewProgram()4	m := make(map[int]int)5	e := make(map[int]int)6	e2 := make(map[int]int)7	e3 := make(map[int]int)

insertBefore

Using AI Code Generation

1import (2func main() {3    prog := program.NewProg()4    prog.Parse("a = 1 + 2")5    prog.Parse("b = 2 + 3")6    prog.Parse("c = 3 + 4")7    prog.Parse("d = 4 + 5")8    prog.Parse("e = 5 + 6")9    prog.Parse("f = 6 + 7")10    prog.Parse("g = 7 + 8")11    prog.Parse("h = 8 + 9")12    prog.Parse("i = 9 + 10")13    prog.Parse("j = 10 + 11")14    prog.Parse("k = 11 + 12")15    prog.Parse("l = 12 + 13")16    prog.Parse("m = 13 + 14")17    prog.Parse("n = 14 + 15")18    prog.Parse("o = 15 + 16")19    prog.Parse("p = 16 + 17")20    prog.Parse("q = 17 + 18")21    prog.Parse("r = 18 + 19")22    prog.Parse("s = 19 + 20")23    prog.Parse("t = 20 + 21")24    prog.Parse("u = 21 + 22")25    prog.Parse("v = 22 + 23")26    prog.Parse("w = 23 + 24")27    prog.Parse("x = 24 + 25")28    prog.Parse("y = 25 + 26")29    prog.Parse("z = 26 + 27")30    prog.Parse("aa = 27 + 28")31    prog.Parse("bb = 28 + 29")32    prog.Parse("cc = 29 + 30")33    prog.Parse("dd = 30 + 31")34    prog.Parse("ee = 31 + 32")35    prog.Parse("ff = 32 + 33")36    prog.Parse("gg = 33 + 34")37    prog.Parse("hh = 34 + 35")38    prog.Parse("ii = 35 + 36")39    prog.Parse("jj = 36 + 37")40    prog.Parse("kk = 37 + 38")41    prog.Parse("ll = 38 + 39")42    prog.Parse("mm = 39 +

Automation Testing Tutorials

Learn to execute automation testing from scratch with LambdaTest Learning Hub. Right from setting up the prerequisites to run your first automation test, to following best practices and diving deeper into advanced test scenarios. LambdaTest Learning Hubs compile a list of step-by-step guides to help you be proficient with different test automation frameworks i.e. Selenium, Cypress, TestNG etc.