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Add shrinking limits (#297)
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* Add shrinking limits, improve "call removal" logic, fixed a bug where corpus results could re-record if replayed/reshrunk differently

* Removed comment indicating shrinkLimit must be greater than zero (untrue)

* Re-order unexecuted sequences so test result corpus items are replayed first

* change where shrinkIncrement is updated

---------

Co-authored-by: Anish Naik <[email protected]>
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Xenomega and anishnaik authored Feb 28, 2024
1 parent c0c3718 commit c5d7128
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Showing 7 changed files with 107 additions and 59 deletions.
7 changes: 5 additions & 2 deletions fuzzing/config/config.go
Original file line number Diff line number Diff line change
Expand Up @@ -38,14 +38,17 @@ type FuzzingConfig struct {
// so that memory from its underlying chain is freed.
WorkerResetLimit int `json:"workerResetLimit"`

// Timeout describes a time in seconds for which the fuzzing operation should run. Providing negative or zero value
// will result in no timeout.
// Timeout describes a time threshold in seconds for which the fuzzing operation should run. Providing negative or
// zero value will result in no timeout.
Timeout int `json:"timeout"`

// TestLimit describes a threshold for the number of transactions to test, after which it will exit. This number
// must be non-negative. A zero value indicates the test limit should not be enforced.
TestLimit uint64 `json:"testLimit"`

// ShrinkLimit describes a threshold for the iterations (call sequence tests) which shrinking should perform.
ShrinkLimit uint64 `json:"shrinkLimit"`

// CallSequenceLength describes the maximum length a transaction sequence can be generated as.
CallSequenceLength int `json:"callSequenceLength"`

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1 change: 1 addition & 0 deletions fuzzing/config/config_defaults.go
Original file line number Diff line number Diff line change
Expand Up @@ -37,6 +37,7 @@ func GetDefaultProjectConfig(platform string) (*ProjectConfig, error) {
WorkerResetLimit: 50,
Timeout: 0,
TestLimit: 0,
ShrinkLimit: 5_000,
CallSequenceLength: 100,
TargetContracts: []string{},
TargetContractsBalances: []*big.Int{},
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12 changes: 9 additions & 3 deletions fuzzing/corpus/corpus.go
Original file line number Diff line number Diff line change
Expand Up @@ -293,15 +293,21 @@ func (c *Corpus) Initialize(baseTestChain *chain.TestChain, contractDefinitions

// Next we replay every call sequence, checking its validity on this chain and measuring coverage. Valid sequences
// are added to the corpus for mutations, re-execution, etc.
err = c.initializeSequences(c.mutableSequenceFiles, testChain, deployedContracts, true)
//
// The order of initializations here is important, as it determines the order of "unexecuted sequences" to replay
// when the fuzzer's worker starts up. We want to replay test results first, so that other corpus items
// do not trigger the same test failures instead.
err = c.initializeSequences(c.testResultSequenceFiles, testChain, deployedContracts, false)
if err != nil {
return 0, 0, err
}
err = c.initializeSequences(c.immutableSequenceFiles, testChain, deployedContracts, false)

err = c.initializeSequences(c.mutableSequenceFiles, testChain, deployedContracts, true)
if err != nil {
return 0, 0, err
}
err = c.initializeSequences(c.testResultSequenceFiles, testChain, deployedContracts, false)

err = c.initializeSequences(c.immutableSequenceFiles, testChain, deployedContracts, false)
if err != nil {
return 0, 0, err
}
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2 changes: 2 additions & 0 deletions fuzzing/fuzzer.go
Original file line number Diff line number Diff line change
Expand Up @@ -749,6 +749,7 @@ func (f *Fuzzer) printMetricsLoop() {
callsTested := f.metrics.CallsTested()
sequencesTested := f.metrics.SequencesTested()
workerStartupCount := f.metrics.WorkerStartupCount()
workersShrinking := f.metrics.WorkersShrinkingCount()

// Calculate time elapsed since the last update
secondsSinceLastUpdate := time.Since(lastPrintedTime).Seconds()
Expand All @@ -767,6 +768,7 @@ func (f *Fuzzer) printMetricsLoop() {
logBuffer.Append(", seq/s: ", colors.Bold, fmt.Sprintf("%d", uint64(float64(new(big.Int).Sub(sequencesTested, lastSequencesTested).Uint64())/secondsSinceLastUpdate)), colors.Reset)
logBuffer.Append(", coverage: ", colors.Bold, fmt.Sprintf("%d", f.corpus.ActiveMutableSequenceCount()), colors.Reset)
if f.logger.Level() <= zerolog.DebugLevel {
logBuffer.Append(", shrinking: ", colors.Bold, fmt.Sprintf("%v", workersShrinking), colors.Reset)
logBuffer.Append(", mem: ", colors.Bold, fmt.Sprintf("%v/%v MB", memoryUsedMB, memoryTotalMB), colors.Reset)
logBuffer.Append(", resets/s: ", colors.Bold, fmt.Sprintf("%d", uint64(float64(new(big.Int).Sub(workerStartupCount, lastWorkerStartupCount).Uint64())/secondsSinceLastUpdate)), colors.Reset)
}
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14 changes: 14 additions & 0 deletions fuzzing/fuzzer_metrics.go
Original file line number Diff line number Diff line change
Expand Up @@ -19,6 +19,9 @@ type fuzzerWorkerMetrics struct {

// workerStartupCount describes the amount of times the worker was generated, or re-generated for this index.
workerStartupCount *big.Int

// shrinking indicates whether the fuzzer worker is currently shrinking.
shrinking bool
}

// newFuzzerMetrics obtains a new FuzzerMetrics struct for a given number of workers specified by workerCount.
Expand Down Expand Up @@ -63,3 +66,14 @@ func (m *FuzzerMetrics) WorkerStartupCount() *big.Int {
}
return workerStartupCount
}

// WorkersShrinkingCount returns the amount of workers currently performing shrinking operations.
func (m *FuzzerMetrics) WorkersShrinkingCount() uint64 {
shrinkingCount := uint64(0)
for _, workerMetrics := range m.workerMetrics {
if workerMetrics.shrinking {
shrinkingCount++
}
}
return shrinkingCount
}
128 changes: 75 additions & 53 deletions fuzzing/fuzzer_worker.go
Original file line number Diff line number Diff line change
Expand Up @@ -315,8 +315,8 @@ func (fw *FuzzerWorker) testNextCallSequence() (calls.CallSequence, []ShrinkCall

// If this was not a new call sequence, indicate not to save the shrunken result to the corpus again.
if !isNewSequence {
for _, shrinkRequest := range shrinkCallSequenceRequests {
shrinkRequest.RecordResultInCorpus = false
for i := 0; i < len(shrinkCallSequenceRequests); i++ {
shrinkCallSequenceRequests[i].RecordResultInCorpus = false
}
}

Expand Down Expand Up @@ -391,73 +391,95 @@ func (fw *FuzzerWorker) testShrunkenCallSequence(possibleShrunkSequence calls.Ca
// shrinkCallSequence takes a provided call sequence and attempts to shrink it by looking for redundant
// calls which can be removed, and values which can be minimized, while continuing to satisfy the provided shrink
// verifier.
//
// This function should *always* be called if there are shrink requests, and should always report a result,
// even if it is the original sequence provided.
//
// Returns a call sequence that was optimized to include as little calls as possible to trigger the
// expected conditions, or an error if one occurred.
func (fw *FuzzerWorker) shrinkCallSequence(callSequence calls.CallSequence, shrinkRequest ShrinkCallSequenceRequest) (calls.CallSequence, error) {
// Define a variable to track our most optimized sequence across all optimization iterations.
optimizedSequence := callSequence

// First try to remove any calls we can. We go from start to end to avoid index shifting.
for i := 0; i < len(optimizedSequence); {
// If our fuzzer context is done, exit out immediately without results.
if utils.CheckContextDone(fw.fuzzer.ctx) {
return nil, nil
}

// Recreate our current optimized sequence without the item at this index
possibleShrunkSequence, err := optimizedSequence.Clone()
if err != nil {
return nil, err
}
possibleShrunkSequence = append(possibleShrunkSequence[:i], possibleShrunkSequence[i+1:]...)

// Test the shrunken sequence.
validShrunkSequence, err := fw.testShrunkenCallSequence(possibleShrunkSequence, shrinkRequest)
if err != nil {
return nil, err
}

// If this current sequence satisfied our conditions, set it as our optimized sequence.
if validShrunkSequence {
optimizedSequence = possibleShrunkSequence
} else {
// We didn't remove an item at this index, so we'll iterate to the next one.
i++
}
// Obtain our shrink limits and begin shrinking.
shrinkIteration := uint64(0)
shrinkLimit := fw.fuzzer.config.Fuzzing.ShrinkLimit
shrinkingEnded := func() bool {
return shrinkIteration >= shrinkLimit || utils.CheckContextDone(fw.fuzzer.ctx)
}
if shrinkLimit > 0 {
// The first pass of shrinking is greedy towards trying to remove any unnecessary calls.
// For each call in the sequence, the following removal strategies are used:
// 1) Plain removal (lower block/time gap between surrounding blocks, maintain properties of max delay)
// 2) Add block/time delay to previous call (retain original block/time, possibly exceed max delays)
// At worst, this costs `2 * len(callSequence)` shrink iterations.
fw.workerMetrics().shrinking = true
for removalStrategy := 0; removalStrategy < 2 && !shrinkingEnded(); removalStrategy++ {
for i := len(optimizedSequence) - 1; i >= 0 && !shrinkingEnded(); i-- {
// Recreate our current optimized sequence without the item at this index
possibleShrunkSequence, err := optimizedSequence.Clone()
removedCall := possibleShrunkSequence[i]
if err != nil {
return nil, err
}
possibleShrunkSequence = append(possibleShrunkSequence[:i], possibleShrunkSequence[i+1:]...)

// Exercise the next removal strategy for this call.
if removalStrategy == 0 {
// Case 1: Plain removal.
} else if removalStrategy == 1 {
// Case 2: Add block/time delay to previous call.
if i > 0 {
possibleShrunkSequence[i-1].BlockNumberDelay += removedCall.BlockNumberDelay
possibleShrunkSequence[i-1].BlockTimestampDelay += removedCall.BlockTimestampDelay
}
}

// Next try to shrink our values of every transaction a given number of rounds.
for i := 0; i < len(optimizedSequence); i++ {
for optimizationRound := 0; optimizationRound < 200; optimizationRound++ {
// If our fuzzer context is done, exit out immediately without results.
if utils.CheckContextDone(fw.fuzzer.ctx) {
return nil, nil
// Test the shrunken sequence.
validShrunkSequence, err := fw.testShrunkenCallSequence(possibleShrunkSequence, shrinkRequest)
shrinkIteration++
if err != nil {
return nil, err
}

// If the current sequence satisfied our conditions, set it as our optimized sequence.
if validShrunkSequence {
optimizedSequence = possibleShrunkSequence
}
}
}

// Clone the optimized sequence.
possibleShrunkSequence, _ := optimizedSequence.Clone()
// The second pass of shrinking attempts to shrink values for each call in our call sequence.
// This is performed exhaustively in a round-robin fashion for each call, until the shrink limit is hit.
for !shrinkingEnded() {
for i := len(optimizedSequence) - 1; i >= 0 && !shrinkingEnded(); i-- {
// Clone the optimized sequence.
possibleShrunkSequence, _ := optimizedSequence.Clone()

// Loop for each argument in the currently indexed call to mutate it.
abiValuesMsgData := possibleShrunkSequence[i].Call.DataAbiValues
for j := 0; j < len(abiValuesMsgData.InputValues); j++ {
mutatedInput, err := valuegeneration.MutateAbiValue(fw.sequenceGenerator.config.ValueGenerator, fw.shrinkingValueMutator, &abiValuesMsgData.Method.Inputs[j].Type, abiValuesMsgData.InputValues[j])
if err != nil {
return nil, fmt.Errorf("error when shrinking call sequence input argument: %v", err)
}
abiValuesMsgData.InputValues[j] = mutatedInput
}

// Loop for each argument in the currently indexed call to mutate it.
abiValuesMsgData := possibleShrunkSequence[i].Call.DataAbiValues
for j := 0; j < len(abiValuesMsgData.InputValues); j++ {
mutatedInput, err := valuegeneration.MutateAbiValue(fw.sequenceGenerator.config.ValueGenerator, fw.shrinkingValueMutator, &abiValuesMsgData.Method.Inputs[j].Type, abiValuesMsgData.InputValues[j])
// Test the shrunken sequence.
validShrunkSequence, err := fw.testShrunkenCallSequence(possibleShrunkSequence, shrinkRequest)
shrinkIteration++
if err != nil {
return nil, fmt.Errorf("error when shrinking call sequence input argument: %v", err)
return nil, err
}
abiValuesMsgData.InputValues[j] = mutatedInput
}

// Test the shrunken sequence.
validShrunkSequence, err := fw.testShrunkenCallSequence(possibleShrunkSequence, shrinkRequest)
if err != nil {
return nil, err
}

// If this current sequence satisfied our conditions, set it as our optimized sequence.
if validShrunkSequence {
optimizedSequence = possibleShrunkSequence
// If this current sequence satisfied our conditions, set it as our optimized sequence.
if validShrunkSequence {
optimizedSequence = possibleShrunkSequence
}
}
}
fw.workerMetrics().shrinking = false
}

// If the shrink request wanted the sequence recorded in the corpus, do so now.
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2 changes: 1 addition & 1 deletion fuzzing/fuzzer_worker_sequence_generator.go
Original file line number Diff line number Diff line change
Expand Up @@ -192,7 +192,7 @@ func (g *CallSequenceGenerator) InitializeNextSequence() (bool, error) {
g.fetchIndex = 0
g.prefetchModifyCallFunc = nil

// Check if there are any previously une-xecuted corpus call sequences. If there are, the fuzzer should execute
// Check if there are any previously un-executed corpus call sequences. If there are, the fuzzer should execute
// those first.
unexecutedSequence := g.worker.fuzzer.corpus.UnexecutedCallSequence()
if unexecutedSequence != nil {
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