// Copyright 2022 Google LLC // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. package checker import ( "math" "github.com/google/cel-go/common" "github.com/google/cel-go/common/ast" "github.com/google/cel-go/common/overloads" "github.com/google/cel-go/common/types" "github.com/google/cel-go/parser" exprpb "google.golang.org/genproto/googleapis/api/expr/v1alpha1" ) // WARNING: Any changes to cost calculations in this file require a corresponding change in interpreter/runtimecost.go // CostEstimator estimates the sizes of variable length input data and the costs of functions. type CostEstimator interface { // EstimateSize returns a SizeEstimate for the given AstNode, or nil if // the estimator has no estimate to provide. The size is equivalent to the result of the CEL `size()` function: // length of strings and bytes, number of map entries or number of list items. // EstimateSize is only called for AstNodes where // CEL does not know the size; EstimateSize is not called for values defined inline in CEL where the size // is already obvious to CEL. EstimateSize(element AstNode) *SizeEstimate // EstimateCallCost returns the estimated cost of an invocation, or nil if // the estimator has no estimate to provide. EstimateCallCost(function, overloadID string, target *AstNode, args []AstNode) *CallEstimate } // CallEstimate includes a CostEstimate for the call, and an optional estimate of the result object size. // The ResultSize should only be provided if the call results in a map, list, string or bytes. type CallEstimate struct { CostEstimate ResultSize *SizeEstimate } // AstNode represents an AST node for the purpose of cost estimations. type AstNode interface { // Path returns a field path through the provided type declarations to the type of the AstNode, or nil if the AstNode does not // represent type directly reachable from the provided type declarations. // The first path element is a variable. All subsequent path elements are one of: field name, '@items', '@keys', '@values'. Path() []string // Type returns the deduced type of the AstNode. Type() *types.Type // Expr returns the expression of the AstNode. Expr() *exprpb.Expr // ComputedSize returns a size estimate of the AstNode derived from information available in the CEL expression. // For constants and inline list and map declarations, the exact size is returned. For concatenated list, strings // and bytes, the size is derived from the size estimates of the operands. nil is returned if there is no // computed size available. ComputedSize() *SizeEstimate } type astNode struct { path []string t *types.Type expr *exprpb.Expr derivedSize *SizeEstimate } func (e astNode) Path() []string { return e.path } func (e astNode) Type() *types.Type { return e.t } func (e astNode) Expr() *exprpb.Expr { return e.expr } func (e astNode) ComputedSize() *SizeEstimate { if e.derivedSize != nil { return e.derivedSize } var v uint64 switch ek := e.expr.GetExprKind().(type) { case *exprpb.Expr_ConstExpr: switch ck := ek.ConstExpr.GetConstantKind().(type) { case *exprpb.Constant_StringValue: // converting to runes here is an O(n) operation, but // this is consistent with how size is computed at runtime, // and how the language definition defines string size v = uint64(len([]rune(ck.StringValue))) case *exprpb.Constant_BytesValue: v = uint64(len(ck.BytesValue)) case *exprpb.Constant_BoolValue, *exprpb.Constant_DoubleValue, *exprpb.Constant_DurationValue, *exprpb.Constant_Int64Value, *exprpb.Constant_TimestampValue, *exprpb.Constant_Uint64Value, *exprpb.Constant_NullValue: v = uint64(1) default: return nil } case *exprpb.Expr_ListExpr: v = uint64(len(ek.ListExpr.GetElements())) case *exprpb.Expr_StructExpr: if ek.StructExpr.GetMessageName() == "" { v = uint64(len(ek.StructExpr.GetEntries())) } default: return nil } return &SizeEstimate{Min: v, Max: v} } // SizeEstimate represents an estimated size of a variable length string, bytes, map or list. type SizeEstimate struct { Min, Max uint64 } // Add adds to another SizeEstimate and returns the sum. // If add would result in an uint64 overflow, the result is math.MaxUint64. func (se SizeEstimate) Add(sizeEstimate SizeEstimate) SizeEstimate { return SizeEstimate{ addUint64NoOverflow(se.Min, sizeEstimate.Min), addUint64NoOverflow(se.Max, sizeEstimate.Max), } } // Multiply multiplies by another SizeEstimate and returns the product. // If multiply would result in an uint64 overflow, the result is math.MaxUint64. func (se SizeEstimate) Multiply(sizeEstimate SizeEstimate) SizeEstimate { return SizeEstimate{ multiplyUint64NoOverflow(se.Min, sizeEstimate.Min), multiplyUint64NoOverflow(se.Max, sizeEstimate.Max), } } // MultiplyByCostFactor multiplies a SizeEstimate by a cost factor and returns the CostEstimate with the // nearest integer of the result, rounded up. func (se SizeEstimate) MultiplyByCostFactor(costPerUnit float64) CostEstimate { return CostEstimate{ multiplyByCostFactor(se.Min, costPerUnit), multiplyByCostFactor(se.Max, costPerUnit), } } // MultiplyByCost multiplies by the cost and returns the product. // If multiply would result in an uint64 overflow, the result is math.MaxUint64. func (se SizeEstimate) MultiplyByCost(cost CostEstimate) CostEstimate { return CostEstimate{ multiplyUint64NoOverflow(se.Min, cost.Min), multiplyUint64NoOverflow(se.Max, cost.Max), } } // Union returns a SizeEstimate that encompasses both input the SizeEstimate. func (se SizeEstimate) Union(size SizeEstimate) SizeEstimate { result := se if size.Min < result.Min { result.Min = size.Min } if size.Max > result.Max { result.Max = size.Max } return result } // CostEstimate represents an estimated cost range and provides add and multiply operations // that do not overflow. type CostEstimate struct { Min, Max uint64 } // Add adds the costs and returns the sum. // If add would result in an uint64 overflow for the min or max, the value is set to math.MaxUint64. func (ce CostEstimate) Add(cost CostEstimate) CostEstimate { return CostEstimate{ addUint64NoOverflow(ce.Min, cost.Min), addUint64NoOverflow(ce.Max, cost.Max), } } // Multiply multiplies by the cost and returns the product. // If multiply would result in an uint64 overflow, the result is math.MaxUint64. func (ce CostEstimate) Multiply(cost CostEstimate) CostEstimate { return CostEstimate{ multiplyUint64NoOverflow(ce.Min, cost.Min), multiplyUint64NoOverflow(ce.Max, cost.Max), } } // MultiplyByCostFactor multiplies a CostEstimate by a cost factor and returns the CostEstimate with the // nearest integer of the result, rounded up. func (ce CostEstimate) MultiplyByCostFactor(costPerUnit float64) CostEstimate { return CostEstimate{ multiplyByCostFactor(ce.Min, costPerUnit), multiplyByCostFactor(ce.Max, costPerUnit), } } // Union returns a CostEstimate that encompasses both input the CostEstimates. func (ce CostEstimate) Union(size CostEstimate) CostEstimate { result := ce if size.Min < result.Min { result.Min = size.Min } if size.Max > result.Max { result.Max = size.Max } return result } // addUint64NoOverflow adds non-negative ints. If the result is exceeds math.MaxUint64, math.MaxUint64 // is returned. func addUint64NoOverflow(x, y uint64) uint64 { if y > 0 && x > math.MaxUint64-y { return math.MaxUint64 } return x + y } // multiplyUint64NoOverflow multiplies non-negative ints. If the result is exceeds math.MaxUint64, math.MaxUint64 // is returned. func multiplyUint64NoOverflow(x, y uint64) uint64 { if y != 0 && x > math.MaxUint64/y { return math.MaxUint64 } return x * y } // multiplyByFactor multiplies an integer by a cost factor float and returns the nearest integer value, rounded up. func multiplyByCostFactor(x uint64, y float64) uint64 { xFloat := float64(x) if xFloat > 0 && y > 0 && xFloat > math.MaxUint64/y { return math.MaxUint64 } ceil := math.Ceil(xFloat * y) if ceil >= doubleTwoTo64 { return math.MaxUint64 } return uint64(ceil) } var ( selectAndIdentCost = CostEstimate{Min: common.SelectAndIdentCost, Max: common.SelectAndIdentCost} constCost = CostEstimate{Min: common.ConstCost, Max: common.ConstCost} createListBaseCost = CostEstimate{Min: common.ListCreateBaseCost, Max: common.ListCreateBaseCost} createMapBaseCost = CostEstimate{Min: common.MapCreateBaseCost, Max: common.MapCreateBaseCost} createMessageBaseCost = CostEstimate{Min: common.StructCreateBaseCost, Max: common.StructCreateBaseCost} ) type coster struct { // exprPath maps from Expr Id to field path. exprPath map[int64][]string // iterRanges tracks the iterRange of each iterVar. iterRanges iterRangeScopes // computedSizes tracks the computed sizes of call results. computedSizes map[int64]SizeEstimate checkedAST *ast.CheckedAST estimator CostEstimator overloadEstimators map[string]FunctionEstimator // presenceTestCost will either be a zero or one based on whether has() macros count against cost computations. presenceTestCost CostEstimate } // Use a stack of iterVar -> iterRange Expr Ids to handle shadowed variable names. type iterRangeScopes map[string][]int64 func (vs iterRangeScopes) push(varName string, expr *exprpb.Expr) { vs[varName] = append(vs[varName], expr.GetId()) } func (vs iterRangeScopes) pop(varName string) { varStack := vs[varName] vs[varName] = varStack[:len(varStack)-1] } func (vs iterRangeScopes) peek(varName string) (int64, bool) { varStack := vs[varName] if len(varStack) > 0 { return varStack[len(varStack)-1], true } return 0, false } // CostOption configures flags which affect cost computations. type CostOption func(*coster) error // PresenceTestHasCost determines whether presence testing has a cost of one or zero. // // Defaults to presence test has a cost of one. func PresenceTestHasCost(hasCost bool) CostOption { return func(c *coster) error { if hasCost { c.presenceTestCost = selectAndIdentCost return nil } c.presenceTestCost = CostEstimate{Min: 0, Max: 0} return nil } } // FunctionEstimator provides a CallEstimate given the target and arguments for a specific function, overload pair. type FunctionEstimator func(estimator CostEstimator, target *AstNode, args []AstNode) *CallEstimate // OverloadCostEstimate binds a FunctionCoster to a specific function overload ID. // // When a OverloadCostEstimate is provided, it will override the cost calculation of the CostEstimator provided to // the Cost() call. func OverloadCostEstimate(overloadID string, functionCoster FunctionEstimator) CostOption { return func(c *coster) error { c.overloadEstimators[overloadID] = functionCoster return nil } } // Cost estimates the cost of the parsed and type checked CEL expression. func Cost(checker *ast.CheckedAST, estimator CostEstimator, opts ...CostOption) (CostEstimate, error) { c := &coster{ checkedAST: checker, estimator: estimator, overloadEstimators: map[string]FunctionEstimator{}, exprPath: map[int64][]string{}, iterRanges: map[string][]int64{}, computedSizes: map[int64]SizeEstimate{}, presenceTestCost: CostEstimate{Min: 1, Max: 1}, } for _, opt := range opts { err := opt(c) if err != nil { return CostEstimate{}, err } } return c.cost(checker.Expr), nil } func (c *coster) cost(e *exprpb.Expr) CostEstimate { if e == nil { return CostEstimate{} } var cost CostEstimate switch e.GetExprKind().(type) { case *exprpb.Expr_ConstExpr: cost = constCost case *exprpb.Expr_IdentExpr: cost = c.costIdent(e) case *exprpb.Expr_SelectExpr: cost = c.costSelect(e) case *exprpb.Expr_CallExpr: cost = c.costCall(e) case *exprpb.Expr_ListExpr: cost = c.costCreateList(e) case *exprpb.Expr_StructExpr: cost = c.costCreateStruct(e) case *exprpb.Expr_ComprehensionExpr: cost = c.costComprehension(e) default: return CostEstimate{} } return cost } func (c *coster) costIdent(e *exprpb.Expr) CostEstimate { identExpr := e.GetIdentExpr() // build and track the field path if iterRange, ok := c.iterRanges.peek(identExpr.GetName()); ok { switch c.checkedAST.TypeMap[iterRange].Kind() { case types.ListKind: c.addPath(e, append(c.exprPath[iterRange], "@items")) case types.MapKind: c.addPath(e, append(c.exprPath[iterRange], "@keys")) } } else { c.addPath(e, []string{identExpr.GetName()}) } return selectAndIdentCost } func (c *coster) costSelect(e *exprpb.Expr) CostEstimate { sel := e.GetSelectExpr() var sum CostEstimate if sel.GetTestOnly() { // recurse, but do not add any cost // this is equivalent to how evalTestOnly increments the runtime cost counter // but does not add any additional cost for the qualifier, except here we do // the reverse (ident adds cost) sum = sum.Add(c.presenceTestCost) sum = sum.Add(c.cost(sel.GetOperand())) return sum } sum = sum.Add(c.cost(sel.GetOperand())) targetType := c.getType(sel.GetOperand()) switch targetType.Kind() { case types.MapKind, types.StructKind, types.TypeParamKind: sum = sum.Add(selectAndIdentCost) } // build and track the field path c.addPath(e, append(c.getPath(sel.GetOperand()), sel.GetField())) return sum } func (c *coster) costCall(e *exprpb.Expr) CostEstimate { call := e.GetCallExpr() target := call.GetTarget() args := call.GetArgs() var sum CostEstimate argTypes := make([]AstNode, len(args)) argCosts := make([]CostEstimate, len(args)) for i, arg := range args { argCosts[i] = c.cost(arg) argTypes[i] = c.newAstNode(arg) } ref := c.checkedAST.ReferenceMap[e.GetId()] if ref == nil || len(ref.OverloadIDs) == 0 { return CostEstimate{} } var targetType AstNode if target != nil { if call.Target != nil { sum = sum.Add(c.cost(call.GetTarget())) targetType = c.newAstNode(call.GetTarget()) } } // Pick a cost estimate range that covers all the overload cost estimation ranges fnCost := CostEstimate{Min: uint64(math.MaxUint64), Max: 0} var resultSize *SizeEstimate for _, overload := range ref.OverloadIDs { overloadCost := c.functionCost(call.GetFunction(), overload, &targetType, argTypes, argCosts) fnCost = fnCost.Union(overloadCost.CostEstimate) if overloadCost.ResultSize != nil { if resultSize == nil { resultSize = overloadCost.ResultSize } else { size := resultSize.Union(*overloadCost.ResultSize) resultSize = &size } } // build and track the field path for index operations switch overload { case overloads.IndexList: if len(args) > 0 { c.addPath(e, append(c.getPath(args[0]), "@items")) } case overloads.IndexMap: if len(args) > 0 { c.addPath(e, append(c.getPath(args[0]), "@values")) } } } if resultSize != nil { c.computedSizes[e.GetId()] = *resultSize } return sum.Add(fnCost) } func (c *coster) costCreateList(e *exprpb.Expr) CostEstimate { create := e.GetListExpr() var sum CostEstimate for _, e := range create.GetElements() { sum = sum.Add(c.cost(e)) } return sum.Add(createListBaseCost) } func (c *coster) costCreateStruct(e *exprpb.Expr) CostEstimate { str := e.GetStructExpr() if str.MessageName != "" { return c.costCreateMessage(e) } return c.costCreateMap(e) } func (c *coster) costCreateMap(e *exprpb.Expr) CostEstimate { mapVal := e.GetStructExpr() var sum CostEstimate for _, ent := range mapVal.GetEntries() { key := ent.GetMapKey() sum = sum.Add(c.cost(key)) sum = sum.Add(c.cost(ent.GetValue())) } return sum.Add(createMapBaseCost) } func (c *coster) costCreateMessage(e *exprpb.Expr) CostEstimate { msgVal := e.GetStructExpr() var sum CostEstimate for _, ent := range msgVal.GetEntries() { sum = sum.Add(c.cost(ent.GetValue())) } return sum.Add(createMessageBaseCost) } func (c *coster) costComprehension(e *exprpb.Expr) CostEstimate { comp := e.GetComprehensionExpr() var sum CostEstimate sum = sum.Add(c.cost(comp.GetIterRange())) sum = sum.Add(c.cost(comp.GetAccuInit())) // Track the iterRange of each IterVar for field path construction c.iterRanges.push(comp.GetIterVar(), comp.GetIterRange()) loopCost := c.cost(comp.GetLoopCondition()) stepCost := c.cost(comp.GetLoopStep()) c.iterRanges.pop(comp.GetIterVar()) sum = sum.Add(c.cost(comp.Result)) rangeCnt := c.sizeEstimate(c.newAstNode(comp.GetIterRange())) c.computedSizes[e.GetId()] = rangeCnt rangeCost := rangeCnt.MultiplyByCost(stepCost.Add(loopCost)) sum = sum.Add(rangeCost) return sum } func (c *coster) sizeEstimate(t AstNode) SizeEstimate { if l := t.ComputedSize(); l != nil { return *l } if l := c.estimator.EstimateSize(t); l != nil { return *l } // return an estimate of 1 for return types of set // lengths, since strings/bytes/more complex objects could be of // variable length if isScalar(t.Type()) { // TODO: since the logic for size estimation is split between // ComputedSize and isScalar, changing one will likely require changing // the other, so they should be merged in the future if possible return SizeEstimate{Min: 1, Max: 1} } return SizeEstimate{Min: 0, Max: math.MaxUint64} } func (c *coster) functionCost(function, overloadID string, target *AstNode, args []AstNode, argCosts []CostEstimate) CallEstimate { argCostSum := func() CostEstimate { var sum CostEstimate for _, a := range argCosts { sum = sum.Add(a) } return sum } if len(c.overloadEstimators) != 0 { if estimator, found := c.overloadEstimators[overloadID]; found { if est := estimator(c.estimator, target, args); est != nil { callEst := *est return CallEstimate{CostEstimate: callEst.Add(argCostSum()), ResultSize: est.ResultSize} } } } if est := c.estimator.EstimateCallCost(function, overloadID, target, args); est != nil { callEst := *est return CallEstimate{CostEstimate: callEst.Add(argCostSum()), ResultSize: est.ResultSize} } switch overloadID { // O(n) functions case overloads.ExtFormatString: if target != nil { // ResultSize not calculated because we can't bound the max size. return CallEstimate{CostEstimate: c.sizeEstimate(*target).MultiplyByCostFactor(common.StringTraversalCostFactor).Add(argCostSum())} } case overloads.StringToBytes: if len(args) == 1 { sz := c.sizeEstimate(args[0]) // ResultSize max is when each char converts to 4 bytes. return CallEstimate{CostEstimate: sz.MultiplyByCostFactor(common.StringTraversalCostFactor).Add(argCostSum()), ResultSize: &SizeEstimate{Min: sz.Min, Max: sz.Max * 4}} } case overloads.BytesToString: if len(args) == 1 { sz := c.sizeEstimate(args[0]) // ResultSize min is when 4 bytes convert to 1 char. return CallEstimate{CostEstimate: sz.MultiplyByCostFactor(common.StringTraversalCostFactor).Add(argCostSum()), ResultSize: &SizeEstimate{Min: sz.Min / 4, Max: sz.Max}} } case overloads.ExtQuoteString: if len(args) == 1 { sz := c.sizeEstimate(args[0]) // ResultSize max is when each char is escaped. 2 quote chars always added. return CallEstimate{CostEstimate: sz.MultiplyByCostFactor(common.StringTraversalCostFactor).Add(argCostSum()), ResultSize: &SizeEstimate{Min: sz.Min + 2, Max: sz.Max*2 + 2}} } case overloads.StartsWithString, overloads.EndsWithString: if len(args) == 1 { return CallEstimate{CostEstimate: c.sizeEstimate(args[0]).MultiplyByCostFactor(common.StringTraversalCostFactor).Add(argCostSum())} } case overloads.InList: // If a list is composed entirely of constant values this is O(1), but we don't account for that here. // We just assume all list containment checks are O(n). if len(args) == 2 { return CallEstimate{CostEstimate: c.sizeEstimate(args[1]).MultiplyByCostFactor(1).Add(argCostSum())} } // O(nm) functions case overloads.MatchesString: // https://swtch.com/~rsc/regexp/regexp1.html applies to RE2 implementation supported by CEL if target != nil && len(args) == 1 { // Add one to string length for purposes of cost calculation to prevent product of string and regex to be 0 // in case where string is empty but regex is still expensive. strCost := c.sizeEstimate(*target).Add(SizeEstimate{Min: 1, Max: 1}).MultiplyByCostFactor(common.StringTraversalCostFactor) // We don't know how many expressions are in the regex, just the string length (a huge // improvement here would be to somehow get a count the number of expressions in the regex or // how many states are in the regex state machine and use that to measure regex cost). // For now, we're making a guess that each expression in a regex is typically at least 4 chars // in length. regexCost := c.sizeEstimate(args[0]).MultiplyByCostFactor(common.RegexStringLengthCostFactor) return CallEstimate{CostEstimate: strCost.Multiply(regexCost).Add(argCostSum())} } case overloads.ContainsString: if target != nil && len(args) == 1 { strCost := c.sizeEstimate(*target).MultiplyByCostFactor(common.StringTraversalCostFactor) substrCost := c.sizeEstimate(args[0]).MultiplyByCostFactor(common.StringTraversalCostFactor) return CallEstimate{CostEstimate: strCost.Multiply(substrCost).Add(argCostSum())} } case overloads.LogicalOr, overloads.LogicalAnd: lhs := argCosts[0] rhs := argCosts[1] // min cost is min of LHS for short circuited && or || argCost := CostEstimate{Min: lhs.Min, Max: lhs.Add(rhs).Max} return CallEstimate{CostEstimate: argCost} case overloads.Conditional: size := c.sizeEstimate(args[1]).Union(c.sizeEstimate(args[2])) conditionalCost := argCosts[0] ifTrueCost := argCosts[1] ifFalseCost := argCosts[2] argCost := conditionalCost.Add(ifTrueCost.Union(ifFalseCost)) return CallEstimate{CostEstimate: argCost, ResultSize: &size} case overloads.AddString, overloads.AddBytes, overloads.AddList: if len(args) == 2 { lhsSize := c.sizeEstimate(args[0]) rhsSize := c.sizeEstimate(args[1]) resultSize := lhsSize.Add(rhsSize) switch overloadID { case overloads.AddList: // list concatenation is O(1), but we handle it here to track size return CallEstimate{CostEstimate: CostEstimate{Min: 1, Max: 1}.Add(argCostSum()), ResultSize: &resultSize} default: return CallEstimate{CostEstimate: resultSize.MultiplyByCostFactor(common.StringTraversalCostFactor).Add(argCostSum()), ResultSize: &resultSize} } } case overloads.LessString, overloads.GreaterString, overloads.LessEqualsString, overloads.GreaterEqualsString, overloads.LessBytes, overloads.GreaterBytes, overloads.LessEqualsBytes, overloads.GreaterEqualsBytes, overloads.Equals, overloads.NotEquals: lhsCost := c.sizeEstimate(args[0]) rhsCost := c.sizeEstimate(args[1]) min := uint64(0) smallestMax := lhsCost.Max if rhsCost.Max < smallestMax { smallestMax = rhsCost.Max } if smallestMax > 0 { min = 1 } // equality of 2 scalar values results in a cost of 1 return CallEstimate{CostEstimate: CostEstimate{Min: min, Max: smallestMax}.MultiplyByCostFactor(common.StringTraversalCostFactor).Add(argCostSum())} } // O(1) functions // See CostTracker.costCall for more details about O(1) cost calculations // Benchmarks suggest that most of the other operations take +/- 50% of a base cost unit // which on an Intel xeon 2.20GHz CPU is 50ns. return CallEstimate{CostEstimate: CostEstimate{Min: 1, Max: 1}.Add(argCostSum())} } func (c *coster) getType(e *exprpb.Expr) *types.Type { return c.checkedAST.TypeMap[e.GetId()] } func (c *coster) getPath(e *exprpb.Expr) []string { return c.exprPath[e.GetId()] } func (c *coster) addPath(e *exprpb.Expr, path []string) { c.exprPath[e.GetId()] = path } func (c *coster) newAstNode(e *exprpb.Expr) *astNode { path := c.getPath(e) if len(path) > 0 && path[0] == parser.AccumulatorName { // only provide paths to root vars; omit accumulator vars path = nil } var derivedSize *SizeEstimate if size, ok := c.computedSizes[e.GetId()]; ok { derivedSize = &size } return &astNode{ path: path, t: c.getType(e), expr: e, derivedSize: derivedSize} } // isScalar returns true if the given type is known to be of a constant size at // compile time. isScalar will return false for strings (they are variable-width) // in addition to protobuf.Any and protobuf.Value (their size is not knowable at compile time). func isScalar(t *types.Type) bool { switch t.Kind() { case types.BoolKind, types.DoubleKind, types.DurationKind, types.IntKind, types.TimestampKind, types.UintKind: return true } return false } var ( doubleTwoTo64 = math.Ldexp(1.0, 64) )