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242 lines
10 KiB
Go
242 lines
10 KiB
Go
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// Copyright 2022 Google LLC
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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package interpreter
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import (
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"math"
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"github.com/google/cel-go/common"
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"github.com/google/cel-go/common/overloads"
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"github.com/google/cel-go/common/types"
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"github.com/google/cel-go/common/types/ref"
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"github.com/google/cel-go/common/types/traits"
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)
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// WARNING: Any changes to cost calculations in this file require a corresponding change in checker/cost.go
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// ActualCostEstimator provides function call cost estimations at runtime
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// CallCost returns an estimated cost for the function overload invocation with the given args, or nil if it has no
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// estimate to provide. CEL attempts to provide reasonable estimates for its standard function library, so CallCost
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// should typically not need to provide an estimate for CELs standard function.
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type ActualCostEstimator interface {
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CallCost(function, overloadID string, args []ref.Val, result ref.Val) *uint64
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}
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// CostObserver provides an observer that tracks runtime cost.
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func CostObserver(tracker *CostTracker) EvalObserver {
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observer := func(id int64, programStep interface{}, val ref.Val) {
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switch t := programStep.(type) {
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case ConstantQualifier:
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// TODO: Push identifiers on to the stack before observing constant qualifiers that apply to them
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// and enable the below pop. Once enabled this can case can be collapsed into the Qualifier case.
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tracker.cost++
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case InterpretableConst:
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// zero cost
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case InterpretableAttribute:
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switch a := t.Attr().(type) {
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case *conditionalAttribute:
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// Ternary has no direct cost. All cost is from the conditional and the true/false branch expressions.
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tracker.stack.drop(a.falsy.ID(), a.truthy.ID(), a.expr.ID())
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default:
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tracker.stack.drop(t.Attr().ID())
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tracker.cost += common.SelectAndIdentCost
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}
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case *evalExhaustiveConditional:
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// Ternary has no direct cost. All cost is from the conditional and the true/false branch expressions.
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tracker.stack.drop(t.attr.falsy.ID(), t.attr.truthy.ID(), t.attr.expr.ID())
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// While the field names are identical, the boolean operation eval structs do not share an interface and so
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// must be handled individually.
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case *evalOr:
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tracker.stack.drop(t.rhs.ID(), t.lhs.ID())
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case *evalAnd:
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tracker.stack.drop(t.rhs.ID(), t.lhs.ID())
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case *evalExhaustiveOr:
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tracker.stack.drop(t.rhs.ID(), t.lhs.ID())
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case *evalExhaustiveAnd:
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tracker.stack.drop(t.rhs.ID(), t.lhs.ID())
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case *evalFold:
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tracker.stack.drop(t.iterRange.ID())
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case Qualifier:
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tracker.cost++
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case InterpretableCall:
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if argVals, ok := tracker.stack.dropArgs(t.Args()); ok {
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tracker.cost += tracker.costCall(t, argVals, val)
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}
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case InterpretableConstructor:
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tracker.stack.dropArgs(t.InitVals())
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switch t.Type() {
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case types.ListType:
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tracker.cost += common.ListCreateBaseCost
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case types.MapType:
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tracker.cost += common.MapCreateBaseCost
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default:
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tracker.cost += common.StructCreateBaseCost
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}
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}
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tracker.stack.push(val, id)
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if tracker.Limit != nil && tracker.cost > *tracker.Limit {
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panic(EvalCancelledError{Cause: CostLimitExceeded, Message: "operation cancelled: actual cost limit exceeded"})
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}
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}
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return observer
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}
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// CostTracker represents the information needed for tacking runtime cost
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type CostTracker struct {
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Estimator ActualCostEstimator
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Limit *uint64
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cost uint64
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stack refValStack
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}
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// ActualCost returns the runtime cost
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func (c CostTracker) ActualCost() uint64 {
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return c.cost
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}
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func (c CostTracker) costCall(call InterpretableCall, argValues []ref.Val, result ref.Val) uint64 {
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var cost uint64
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if c.Estimator != nil {
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callCost := c.Estimator.CallCost(call.Function(), call.OverloadID(), argValues, result)
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if callCost != nil {
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cost += *callCost
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return cost
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}
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}
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// if user didn't specify, the default way of calculating runtime cost would be used.
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// if user has their own implementation of ActualCostEstimator, make sure to cover the mapping between overloadId and cost calculation
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switch call.OverloadID() {
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// O(n) functions
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case overloads.StartsWithString, overloads.EndsWithString, overloads.StringToBytes, overloads.BytesToString:
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cost += uint64(math.Ceil(float64(c.actualSize(argValues[0])) * common.StringTraversalCostFactor))
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case overloads.InList:
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// If a list is composed entirely of constant values this is O(1), but we don't account for that here.
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// We just assume all list containment checks are O(n).
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cost += c.actualSize(argValues[1])
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// O(min(m, n)) functions
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case overloads.LessString, overloads.GreaterString, overloads.LessEqualsString, overloads.GreaterEqualsString,
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overloads.LessBytes, overloads.GreaterBytes, overloads.LessEqualsBytes, overloads.GreaterEqualsBytes,
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overloads.Equals, overloads.NotEquals:
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// When we check the equality of 2 scalar values (e.g. 2 integers, 2 floating-point numbers, 2 booleans etc.),
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// the CostTracker.actualSize() function by definition returns 1 for each operand, resulting in an overall cost
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// of 1.
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lhsSize := c.actualSize(argValues[0])
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rhsSize := c.actualSize(argValues[1])
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minSize := lhsSize
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if rhsSize < minSize {
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minSize = rhsSize
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}
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cost += uint64(math.Ceil(float64(minSize) * common.StringTraversalCostFactor))
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// O(m+n) functions
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case overloads.AddString, overloads.AddBytes:
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// In the worst case scenario, we would need to reallocate a new backing store and copy both operands over.
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cost += uint64(math.Ceil(float64(c.actualSize(argValues[0])+c.actualSize(argValues[1])) * common.StringTraversalCostFactor))
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// O(nm) functions
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case overloads.MatchesString:
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// https://swtch.com/~rsc/regexp/regexp1.html applies to RE2 implementation supported by CEL
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// Add one to string length for purposes of cost calculation to prevent product of string and regex to be 0
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// in case where string is empty but regex is still expensive.
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strCost := uint64(math.Ceil((1.0 + float64(c.actualSize(argValues[0]))) * common.StringTraversalCostFactor))
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// We don't know how many expressions are in the regex, just the string length (a huge
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// improvement here would be to somehow get a count the number of expressions in the regex or
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// how many states are in the regex state machine and use that to measure regex cost).
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// For now, we're making a guess that each expression in a regex is typically at least 4 chars
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// in length.
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regexCost := uint64(math.Ceil(float64(c.actualSize(argValues[1])) * common.RegexStringLengthCostFactor))
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cost += strCost * regexCost
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case overloads.ContainsString:
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strCost := uint64(math.Ceil(float64(c.actualSize(argValues[0])) * common.StringTraversalCostFactor))
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substrCost := uint64(math.Ceil(float64(c.actualSize(argValues[1])) * common.StringTraversalCostFactor))
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cost += strCost * substrCost
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default:
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// The following operations are assumed to have O(1) complexity.
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// - AddList due to the implementation. Index lookup can be O(c) the
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// number of concatenated lists, but we don't track that is cost calculations.
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// - Conversions, since none perform a traversal of a type of unbound length.
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// - Computing the size of strings, byte sequences, lists and maps.
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// - Logical operations and all operators on fixed width scalars (comparisons, equality)
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// - Any functions that don't have a declared cost either here or in provided ActualCostEstimator.
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cost++
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}
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return cost
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}
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// actualSize returns the size of value
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func (c CostTracker) actualSize(value ref.Val) uint64 {
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if sz, ok := value.(traits.Sizer); ok {
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return uint64(sz.Size().(types.Int))
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}
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return 1
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}
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type stackVal struct {
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Val ref.Val
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ID int64
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}
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// refValStack keeps track of values of the stack for cost calculation purposes
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type refValStack []stackVal
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func (s *refValStack) push(val ref.Val, id int64) {
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value := stackVal{Val: val, ID: id}
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*s = append(*s, value)
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}
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// TODO: Allowing drop and dropArgs to remove stack items above the IDs they are provided is a workaround. drop and dropArgs
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// should find and remove only the stack items matching the provided IDs once all attributes are properly pushed and popped from stack.
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// drop searches the stack for each ID and removes the ID and all stack items above it.
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// If none of the IDs are found, the stack is not modified.
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// WARNING: It is possible for multiple expressions with the same ID to exist (due to how macros are implemented) so it's
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// possible that a dropped ID will remain on the stack. They should be removed when IDs on the stack are popped.
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func (s *refValStack) drop(ids ...int64) {
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for _, id := range ids {
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for idx := len(*s) - 1; idx >= 0; idx-- {
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if (*s)[idx].ID == id {
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*s = (*s)[:idx]
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break
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}
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}
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}
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}
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// dropArgs searches the stack for all the args by their IDs, accumulates their associated ref.Vals and drops any
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// stack items above any of the arg IDs. If any of the IDs are not found the stack, false is returned.
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// Args are assumed to be found in the stack in reverse order, i.e. the last arg is expected to be found highest in
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// the stack.
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// WARNING: It is possible for multiple expressions with the same ID to exist (due to how macros are implemented) so it's
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// possible that a dropped ID will remain on the stack. They should be removed when IDs on the stack are popped.
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func (s *refValStack) dropArgs(args []Interpretable) ([]ref.Val, bool) {
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result := make([]ref.Val, len(args))
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argloop:
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for nIdx := len(args) - 1; nIdx >= 0; nIdx-- {
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for idx := len(*s) - 1; idx >= 0; idx-- {
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if (*s)[idx].ID == args[nIdx].ID() {
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el := (*s)[idx]
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*s = (*s)[:idx]
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result[nIdx] = el.Val
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continue argloop
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}
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}
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return nil, false
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}
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return result, true
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}
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