Execution Tracing
Comprehensive guide to execution tracing in Go applications for detailed performance analysis. This guide covers trace collection, analysis, visualization, and optimization techniques using Go's execution tracer and custom tracing solutions.
Table of Contents
- Introduction
- Go Execution Tracer
- Custom Tracing Framework
- Trace Analysis
- Visualization
- Performance Optimization
- Production Tracing
- Integration
- Advanced Techniques
- Best Practices
Introduction
Execution tracing provides detailed insights into program execution flow, timing, and resource utilization. This guide provides comprehensive frameworks for implementing sophisticated tracing solutions that enable deep performance analysis and optimization.
Execution Tracing System
package main
import (
"context"
"encoding/json"
"fmt"
"runtime"
"runtime/trace"
"sync"
"time"
)
// ExecutionTracer manages execution tracing operations
type ExecutionTracer struct {
config TracingConfig
collectors map[string]TraceCollector
processors map[string]TraceProcessor
analyzers map[string]TraceAnalyzer
storage TraceStorage
visualizer TraceVisualizer
monitor TracingMonitor
optimizer TraceOptimizer
exporter TraceExporter
correlator TraceCorrelator
aggregator TraceAggregator
compressor TraceCompressor
encryptor TraceEncryptor
scheduler *TracingScheduler
pipeline *TracingPipeline
buffer *TraceBuffer
metadata TracingMetadata
running bool
mu sync.RWMutex
}
// TracingConfig contains tracing configuration
type TracingConfig struct {
EnableGoTracer bool
EnableCustomTracing bool
EnableSampling bool
SamplingRate float64
MaxTraceSize int64
BufferSize int
FlushInterval time.Duration
CompressionEnabled bool
EncryptionEnabled bool
PersistenceEnabled bool
RealTimeAnalysis bool
VisualizationEnabled bool
CorrelationEnabled bool
AggregationEnabled bool
OptimizationEnabled bool
ProductionMode bool
PerformanceImpactLimit float64
RetentionPeriod time.Duration
ExportFormat TraceFormat
MaxConcurrency int
}
// TraceFormat defines trace formats
type TraceFormat int
const (
JSONTraceFormat TraceFormat = iota
BinaryTraceFormat
ProtobufTraceFormat
ChromeTraceFormat
JaegerTraceFormat
ZipkinTraceFormat
OpenTelemetryFormat
CustomTraceFormat
)
// TraceCollector interface for collecting trace data
type TraceCollector interface {
Start(ctx context.Context) error
Stop() error
Collect(ctx context.Context, event TraceEvent) error
Flush() error
GetMetrics() CollectorMetrics
Configure(config interface{}) error
}
// TraceEvent represents a trace event
type TraceEvent struct {
ID string
Type EventType
Timestamp time.Time
Duration time.Duration
Goroutine int64
Processor int
Thread int64
Function string
File string
Line int
Category EventCategory
Phase EventPhase
Args map[string]interface{}
Stack []StackFrame
Context TraceContext
Metadata EventMetadata
Correlation CorrelationData
Quality EventQuality
}
// EventType defines event types
type EventType int
const (
FunctionCallEvent EventType = iota
FunctionReturnEvent
GoroutineStartEvent
GoroutineEndEvent
GoroutineBlockEvent
GoroutineUnblockEvent
GCStartEvent
GCEndEvent
AllocEvent
SyscallEnterEvent
SyscallExitEvent
NetworkEvent
IOEvent
TimerEvent
ChannelEvent
MutexEvent
ConditionEvent
WaitGroupEvent
CustomEvent
)
// EventCategory defines event categories
type EventCategory int
const (
RuntimeCategory EventCategory = iota
GCCategory
SchedulerCategory
GoroutineCategory
MemoryCategory
NetworkCategory
IOCategory
SynchronizationCategory
ApplicationCategory
CustomCategory
)
// EventPhase defines event phases
type EventPhase int
const (
BeginPhase EventPhase = iota
EndPhase
InstantPhase
DurationPhase
AsyncStartPhase
AsyncStepPhase
AsyncEndPhase
FlowStartPhase
FlowStepPhase
FlowEndPhase
CounterPhase
MetadataPhase
)
// StackFrame represents a stack frame
type StackFrame struct {
Function string
File string
Line int
Column int
Package string
Module string
}
// TraceContext contains trace context information
type TraceContext struct {
TraceID string
SpanID string
ParentID string
Baggage map[string]string
Tags map[string]interface{}
Logs []LogEntry
References []Reference
}
// LogEntry represents a log entry in trace context
type LogEntry struct {
Timestamp time.Time
Level LogLevel
Message string
Fields map[string]interface{}
}
// LogLevel defines log levels
type LogLevel int
const (
DebugLevel LogLevel = iota
InfoLevel
WarnLevel
ErrorLevel
FatalLevel
)
// Reference represents trace references
type Reference struct {
Type ReferenceType
TraceID string
SpanID string
Metadata map[string]interface{}
}
// ReferenceType defines reference types
type ReferenceType int
const (
ChildOfReference ReferenceType = iota
FollowsFromReference
CausedByReference
RelatedToReference
)
// EventMetadata contains event metadata
type EventMetadata struct {
Source string
Version string
Environment string
Host string
Process ProcessInfo
Thread ThreadInfo
Tags map[string]string
Labels map[string]string
Annotations map[string]interface{}
}
// ProcessInfo contains process information
type ProcessInfo struct {
PID int
Name string
Args []string
Env map[string]string
WorkDir string
User string
Group string
}
// ThreadInfo contains thread information
type ThreadInfo struct {
TID int64
Name string
State ThreadState
Stack []StackFrame
CPU float64
Memory int64
}
// ThreadState defines thread states
type ThreadState int
const (
RunningThread ThreadState = iota
SleepingThread
BlockedThread
ZombieThread
StoppedThread
)
// CorrelationData contains correlation information
type CorrelationData struct {
RequestID string
SessionID string
UserID string
TransactionID string
BusinessID string
Custom map[string]string
}
// EventQuality represents event quality metrics
type EventQuality struct {
Accuracy float64
Completeness float64
Timeliness float64
Consistency float64
Reliability float64
Score float64
Issues []QualityIssue
}
// QualityIssue represents quality issues
type QualityIssue struct {
Type IssueType
Severity IssueSeverity
Description string
Impact float64
Suggestion string
}
// IssueType defines quality issue types
type IssueType int
const (
TimingIssue IssueType = iota
OrderingIssue
MissingDataIssue
CorruptionIssue
DuplicationIssue
InconsistencyIssue
)
// IssueSeverity defines issue severity levels
type IssueSeverity int
const (
LowSeverity IssueSeverity = iota
MediumSeverity
HighSeverity
CriticalSeverity
)
// GoTraceCollector collects Go runtime traces
type GoTraceCollector struct {
config GoTraceConfig
traceFile string
started bool
metrics CollectorMetrics
buffer []byte
parser *GoTraceParser
processor *GoTraceProcessor
}
// GoTraceConfig contains Go trace configuration
type GoTraceConfig struct {
OutputFile string
BufferSize int
EnableUserTasks bool
EnableUserRegions bool
EnableUserLog bool
AutoFlush bool
FlushInterval time.Duration
}
// GoTraceParser parses Go trace files
type GoTraceParser struct {
events []GoTraceEvent
goroutines map[int64]*Goroutine
processors map[int]*Processor
statistics TraceStatistics
}
// GoTraceEvent represents a Go trace event
type GoTraceEvent struct {
Timestamp time.Time
Type GoEventType
G int64 // Goroutine ID
P int // Processor ID
Args []uint64
StkID int
Stack []StackFrame
}
// GoEventType defines Go trace event types
type GoEventType int
const (
EvGoCreate GoEventType = iota
EvGoStart
EvGoEnd
EvGoStop
EvGoSched
EvGoPreempt
EvGoSleep
EvGoBlock
EvGoUnblock
EvGoBlockSend
EvGoBlockRecv
EvGoBlockSelect
EvGoBlockSync
EvGoBlockCond
EvGoBlockNet
EvGoSysCall
EvGoSysExit
EvGoSysBlock
EvGCStart
EvGCDone
EvGCSTWStart
EvGCSTWDone
EvGCMarkAssistStart
EvGCMarkAssistDone
EvHeapAlloc
EvProcStart
EvProcStop
EvUserTaskCreate
EvUserTaskEnd
EvUserRegion
EvUserLog
)
// Goroutine represents goroutine information
type Goroutine struct {
ID int64
State GoroutineState
PC uint64
CreatedBy string
StartTime time.Time
EndTime *time.Time
Events []GoTraceEvent
Blocking *BlockingInfo
Stack []StackFrame
}
// GoroutineState defines goroutine states
type GoroutineState int
const (
GoroutineIdle GoroutineState = iota
GoroutineRunnable
GoroutineRunning
GoroutineSyscall
GoroutineWaiting
GoroutineDead
)
// BlockingInfo contains goroutine blocking information
type BlockingInfo struct {
Reason BlockingReason
StartTime time.Time
Duration time.Duration
Resource string
Stack []StackFrame
}
// BlockingReason defines blocking reasons
type BlockingReason int
const (
BlockingIO BlockingReason = iota
BlockingSync
BlockingNet
BlockingSyscall
BlockingGC
BlockingChannel
BlockingTimer
BlockingSelect
)
// Processor represents processor information
type Processor struct {
ID int
Goroutines []int64
Events []GoTraceEvent
RunQueue []int64
Utilization float64
Statistics ProcessorStats
}
// ProcessorStats contains processor statistics
type ProcessorStats struct {
TotalTime time.Duration
RunningTime time.Duration
IdleTime time.Duration
GCTime time.Duration
SyscallTime time.Duration
ScheduleCount int64
PreemptCount int64
}
// TraceStatistics contains trace statistics
type TraceStatistics struct {
StartTime time.Time
EndTime time.Time
Duration time.Duration
EventCount int64
GoroutineCount int64
ProcessorCount int
GCCount int64
HeapSize int64
AllocCount int64
SyscallCount int64
BlockingEvents int64
NetworkEvents int64
UserEvents int64
Performance PerformanceStats
Concurrency ConcurrencyStats
Memory MemoryStats
}
// PerformanceStats contains performance statistics
type PerformanceStats struct {
TotalCPUTime time.Duration
UserCPUTime time.Duration
SystemCPUTime time.Duration
GCCPUTime time.Duration
IdleCPUTime time.Duration
CPUUtilization float64
Throughput float64
Latency LatencyStats
}
// LatencyStats contains latency statistics
type LatencyStats struct {
Min time.Duration
Max time.Duration
Mean time.Duration
Median time.Duration
P95 time.Duration
P99 time.Duration
StdDev time.Duration
}
// ConcurrencyStats contains concurrency statistics
type ConcurrencyStats struct {
MaxGoroutines int64
AvgGoroutines float64
GoroutineLifetime LatencyStats
ContextSwitches int64
Preemptions int64
Blocking BlockingStats
Parallelism float64
}
// BlockingStats contains blocking statistics
type BlockingStats struct {
TotalBlocks int64
BlockingTime time.Duration
AvgBlockTime time.Duration
MaxBlockTime time.Duration
BlockingReasons map[BlockingReason]int64
}
// MemoryStats contains memory statistics
type MemoryStats struct {
MaxHeapSize int64
AvgHeapSize float64
TotalAllocs int64
AllocRate float64
GCPauses LatencyStats
GCFrequency float64
MemoryPressure float64
}
// GoTraceProcessor processes Go trace data
type GoTraceProcessor struct {
filters []TraceFilter
transformers []TraceTransformer
enrichers []TraceEnricher
validators []TraceValidator
}
// TraceFilter interface for filtering trace events
type TraceFilter interface {
Filter(event TraceEvent) bool
Configure(config interface{}) error
}
// TraceTransformer interface for transforming trace events
type TraceTransformer interface {
Transform(event TraceEvent) (TraceEvent, error)
Configure(config interface{}) error
}
// TraceEnricher interface for enriching trace events
type TraceEnricher interface {
Enrich(event TraceEvent) (TraceEvent, error)
Configure(config interface{}) error
}
// TraceValidator interface for validating trace events
type TraceValidator interface {
Validate(event TraceEvent) (bool, []ValidationError)
Configure(config interface{}) error
}
// ValidationError represents validation errors
type ValidationError struct {
Field string
Value interface{}
Rule string
Message string
}
// CustomTraceCollector implements custom tracing
type CustomTraceCollector struct {
config CustomTraceConfig
spans map[string]*Span
sampler TraceSampler
reporter TraceReporter
buffer *CircularBuffer
metrics CollectorMetrics
mu sync.RWMutex
}
// CustomTraceConfig contains custom trace configuration
type CustomTraceConfig struct {
ServiceName string
ServiceVersion string
SamplingStrategy SamplingStrategy
BufferSize int
ReportInterval time.Duration
MaxSpanDuration time.Duration
TagsExtraction []TagExtractor
MetricsEnabled bool
}
// SamplingStrategy defines sampling strategies
type SamplingStrategy int
const (
ConstantSampling SamplingStrategy = iota
ProbabilisticSampling
RateLimitingSampling
AdaptiveSampling
GuaranteedThroughputSampling
RemoteSampling
)
// TagExtractor extracts tags from context
type TagExtractor struct {
Name string
Extractor func(ctx context.Context) (string, bool)
Enabled bool
}
// Span represents a trace span
type Span struct {
TraceID string
SpanID string
ParentID string
Operation string
StartTime time.Time
FinishTime *time.Time
Duration time.Duration
Tags map[string]interface{}
Logs []LogEntry
References []Reference
Context SpanContext
Status SpanStatus
Events []SpanEvent
}
// SpanContext contains span context
type SpanContext struct {
TraceID string
SpanID string
Baggage map[string]string
Sampled bool
Debug bool
Remote bool
}
// SpanStatus represents span status
type SpanStatus struct {
Code StatusCode
Message string
Details []interface{}
Recoverable bool
}
// StatusCode defines status codes
type StatusCode int
const (
StatusOK StatusCode = iota
StatusError
StatusTimeout
StatusCancelled
StatusInvalidArgument
StatusNotFound
StatusAlreadyExists
StatusPermissionDenied
StatusResourceExhausted
StatusFailedPrecondition
StatusAborted
StatusOutOfRange
StatusUnimplemented
StatusInternal
StatusUnavailable
StatusDataLoss
StatusUnauthenticated
)
// SpanEvent represents span events
type SpanEvent struct {
Timestamp time.Time
Name string
Attributes map[string]interface{}
}
// TraceSampler implements trace sampling
type TraceSampler interface {
Sample(traceID string, operation string) SamplingResult
Configure(config interface{}) error
GetRate() float64
}
// SamplingResult represents sampling decision
type SamplingResult struct {
Decision SamplingDecision
Rate float64
Tags map[string]interface{}
Reason string
}
// SamplingDecision defines sampling decisions
type SamplingDecision int
const (
NotSampled SamplingDecision = iota
Sampled
Deferred
)
// TraceReporter reports traces to backends
type TraceReporter interface {
Report(spans []Span) error
Configure(config interface{}) error
Close() error
}
// CircularBuffer implements a circular buffer for traces
type CircularBuffer struct {
buffer []TraceEvent
size int
head int
tail int
count int
mu sync.RWMutex
}
// TraceAnalyzer analyzes trace data
type TraceAnalyzer struct {
algorithms []AnalysisAlgorithm
detectors []PatternDetector
profilers []PerformanceProfiler
correlator *EventCorrelator
aggregator *MetricsAggregator
predictor *PerformancePredictor
classifier *EventClassifier
anomaly *AnomalyDetector
trend *TrendAnalyzer
insights *InsightGenerator
}
// AnalysisAlgorithm interface for analysis algorithms
type AnalysisAlgorithm interface {
Analyze(traces []TraceEvent) (AnalysisResult, error)
Configure(config interface{}) error
GetType() AnalysisType
}
// AnalysisType defines analysis types
type AnalysisType int
const (
LatencyAnalysis AnalysisType = iota
ThroughputAnalysis
ConcurrencyAnalysis
BottleneckAnalysis
DependencyAnalysis
ErrorAnalysis
ResourceAnalysis
PatternAnalysis
)
// AnalysisResult represents analysis results
type AnalysisResult struct {
Type AnalysisType
Summary AnalysisSummary
Metrics map[string]float64
Insights []AnalysisInsight
Patterns []DetectedPattern
Anomalies []DetectedAnomaly
Bottlenecks []Bottleneck
Suggestions []OptimizationSuggestion
Confidence float64
Metadata map[string]interface{}
}
// AnalysisSummary contains analysis summary
type AnalysisSummary struct {
TotalEvents int64
TimeRange TimeRange
Performance PerformanceSummary
Concurrency ConcurrencySummary
Errors ErrorSummary
Resources ResourceSummary
}
// TimeRange represents time ranges
type TimeRange struct {
Start time.Time
End time.Time
}
// PerformanceSummary contains performance summary
type PerformanceSummary struct {
AvgLatency time.Duration
Throughput float64
ErrorRate float64
Availability float64
Bottlenecks int
Optimizations int
}
// ConcurrencySummary contains concurrency summary
type ConcurrencySummary struct {
MaxConcurrency int64
AvgConcurrency float64
Contention float64
Deadlocks int
RaceConditions int
Efficiency float64
}
// ErrorSummary contains error summary
type ErrorSummary struct {
TotalErrors int64
ErrorRate float64
ErrorTypes map[string]int64
CriticalErrors int64
Recovery float64
}
// ResourceSummary contains resource summary
type ResourceSummary struct {
CPUUsage float64
MemoryUsage float64
IOUtilization float64
NetworkUsage float64
Efficiency float64
Bottlenecks []string
}
// AnalysisInsight represents analysis insights
type AnalysisInsight struct {
Type InsightType
Title string
Description string
Impact float64
Confidence float64
Evidence []Evidence
Actions []RecommendedAction
}
// InsightType defines insight types
type InsightType int
const (
PerformanceInsight InsightType = iota
EfficiencyInsight
ReliabilityInsight
ScalabilityInsight
SecurityInsight
CostInsight
)
// Evidence represents supporting evidence
type Evidence struct {
Type EvidenceType
Description string
Data interface{}
Confidence float64
Source string
}
// EvidenceType defines evidence types
type EvidenceType int
const (
MetricEvidence EvidenceType = iota
PatternEvidence
CorrelationEvidence
TrendEvidence
AnomalyEvidence
ComparisonEvidence
)
// RecommendedAction represents recommended actions
type RecommendedAction struct {
Type ActionType
Description string
Priority ActionPriority
Impact float64
Effort float64
Resources []string
Timeline time.Duration
}
// ActionType defines action types
type ActionType int
const (
OptimizationAction ActionType = iota
ConfigurationAction
ScalingAction
RefactoringAction
MonitoringAction
AlertingAction
)
// ActionPriority defines action priorities
type ActionPriority int
const (
LowPriority ActionPriority = iota
MediumPriority
HighPriority
CriticalPriority
)
// DetectedPattern represents detected patterns
type DetectedPattern struct {
Type PatternType
Name string
Description string
Frequency float64
Confidence float64
Examples []PatternExample
Impact PatternImpact
}
// PatternType defines pattern types
type PatternType int
const (
PerformancePattern PatternType = iota
ConcurrencyPattern
ErrorPattern
ResourcePattern
UserPattern
SystemPattern
)
// PatternExample represents pattern examples
type PatternExample struct {
Timestamp time.Time
Events []TraceEvent
Context map[string]interface{}
Score float64
}
// PatternImpact represents pattern impact
type PatternImpact struct {
Performance float64
Reliability float64
Cost float64
User float64
Business float64
}
// DetectedAnomaly represents detected anomalies
type DetectedAnomaly struct {
Type AnomalyType
Description string
Severity AnomalySeverity
Timestamp time.Time
Events []TraceEvent
Deviation float64
Impact AnomalyImpact
Suggestions []string
}
// AnomalyType defines anomaly types
type AnomalyType int
const (
LatencyAnomaly AnomalyType = iota
ThroughputAnomaly
ErrorAnomaly
ResourceAnomaly
ConcurrencyAnomaly
BehaviorAnomaly
)
// AnomalySeverity defines anomaly severity
type AnomalySeverity int
const (
LowAnomalySeverity AnomalySeverity = iota
MediumAnomalySeverity
HighAnomalySeverity
CriticalAnomalySeverity
)
// AnomalyImpact represents anomaly impact
type AnomalyImpact struct {
Performance float64
Availability float64
Cost float64
User float64
Business float64
Probability float64
}
// Bottleneck represents performance bottlenecks
type Bottleneck struct {
Type BottleneckType
Location string
Function string
Component string
Severity BottleneckSeverity
Impact float64
Frequency float64
Suggestions []OptimizationSuggestion
}
// BottleneckType defines bottleneck types
type BottleneckType int
const (
CPUBottleneck BottleneckType = iota
MemoryBottleneck
IOBottleneck
NetworkBottleneck
DatabaseBottleneck
SynchronizationBottleneck
AlgorithmBottleneck
)
// BottleneckSeverity defines bottleneck severity
type BottleneckSeverity int
const (
MinorBottleneck BottleneckSeverity = iota
ModerateBottleneck
MajorBottleneck
CriticalBottleneck
)
// OptimizationSuggestion represents optimization suggestions
type OptimizationSuggestion struct {
Type OptimizationType
Description string
Rationale string
Impact float64
Effort float64
Risk float64
Priority SuggestionPriority
Resources []string
Timeline time.Duration
Dependencies []string
}
// OptimizationType defines optimization types
type OptimizationType int
const (
AlgorithmOptimization OptimizationType = iota
DataStructureOptimization
ConcurrencyOptimization
CachingOptimization
DatabaseOptimization
NetworkOptimization
MemoryOptimization
IOOptimization
)
// SuggestionPriority defines suggestion priorities
type SuggestionPriority int
const (
LowSuggestionPriority SuggestionPriority = iota
MediumSuggestionPriority
HighSuggestionPriority
UrgentSuggestionPriority
)
// Component interfaces and implementations
type TraceProcessor interface{}
type TraceStorage interface{}
type TraceVisualizer interface{}
type TracingMonitor interface{}
type TraceOptimizer interface{}
type TraceExporter interface{}
type TraceCorrelator interface{}
type TraceAggregator interface{}
type TraceCompressor interface{}
type TraceEncryptor interface{}
type TracingScheduler struct{}
type TracingPipeline struct{}
type TraceBuffer struct{}
type TracingMetadata struct{}
type PatternDetector interface{}
type PerformanceProfiler interface{}
type EventCorrelator struct{}
type MetricsAggregator struct{}
type PerformancePredictor struct{}
type EventClassifier struct{}
type AnomalyDetector struct{}
type TrendAnalyzer struct{}
type InsightGenerator struct{}
// NewExecutionTracer creates a new execution tracer
func NewExecutionTracer(config TracingConfig) *ExecutionTracer {
tracer := &ExecutionTracer{
config: config,
collectors: make(map[string]TraceCollector),
processors: make(map[string]TraceProcessor),
analyzers: make(map[string]TraceAnalyzer),
scheduler: &TracingScheduler{},
pipeline: &TracingPipeline{},
buffer: &TraceBuffer{},
metadata: TracingMetadata{},
}
// Initialize Go tracer if enabled
if config.EnableGoTracer {
tracer.collectors["go"] = &GoTraceCollector{
config: GoTraceConfig{
OutputFile: "trace.out",
BufferSize: 1024 * 1024, // 1MB
EnableUserTasks: true,
EnableUserRegions: true,
EnableUserLog: true,
AutoFlush: true,
FlushInterval: time.Second * 30,
},
parser: &GoTraceParser{
goroutines: make(map[int64]*Goroutine),
processors: make(map[int]*Processor),
},
processor: &GoTraceProcessor{
filters: []TraceFilter{},
transformers: []TraceTransformer{},
enrichers: []TraceEnricher{},
validators: []TraceValidator{},
},
}
}
// Initialize custom tracer if enabled
if config.EnableCustomTracing {
tracer.collectors["custom"] = &CustomTraceCollector{
config: CustomTraceConfig{
ServiceName: "go-application",
ServiceVersion: "1.0.0",
SamplingStrategy: ProbabilisticSampling,
BufferSize: 10000,
ReportInterval: time.Second * 10,
MaxSpanDuration: time.Hour,
MetricsEnabled: true,
},
spans: make(map[string]*Span),
buffer: &CircularBuffer{size: 10000},
}
}
// Initialize analyzer
tracer.analyzers["default"] = TraceAnalyzer{
algorithms: []AnalysisAlgorithm{},
detectors: []PatternDetector{},
profilers: []PerformanceProfiler{},
correlator: &EventCorrelator{},
aggregator: &MetricsAggregator{},
predictor: &PerformancePredictor{},
classifier: &EventClassifier{},
anomaly: &AnomalyDetector{},
trend: &TrendAnalyzer{},
insights: &InsightGenerator{},
}
return tracer
}
// Start starts execution tracing
func (et *ExecutionTracer) Start(ctx context.Context) error {
et.mu.Lock()
defer et.mu.Unlock()
if et.running {
return fmt.Errorf("execution tracer is already running")
}
// Start collectors
for name, collector := range et.collectors {
if err := collector.Start(ctx); err != nil {
return fmt.Errorf("failed to start collector %s: %w", name, err)
}
}
// Start analysis if enabled
if et.config.RealTimeAnalysis {
go et.analysisLoop(ctx)
}
// Start flushing if persistence is enabled
if et.config.PersistenceEnabled {
go et.flushLoop(ctx)
}
et.running = true
return nil
}
// Stop stops execution tracing
func (et *ExecutionTracer) Stop() error {
et.mu.Lock()
defer et.mu.Unlock()
if !et.running {
return fmt.Errorf("execution tracer is not running")
}
// Stop collectors
for _, collector := range et.collectors {
collector.Stop()
}
// Flush remaining data
for _, collector := range et.collectors {
collector.Flush()
}
et.running = false
return nil
}
// TraceFunction traces function execution
func (et *ExecutionTracer) TraceFunction(name string) func() {
startTime := time.Now()
traceID := fmt.Sprintf("trace-%d", time.Now().UnixNano())
// Create start event
startEvent := TraceEvent{
ID: fmt.Sprintf("%s-start", traceID),
Type: FunctionCallEvent,
Timestamp: startTime,
Function: name,
Phase: BeginPhase,
Category: ApplicationCategory,
}
// Collect event
if collector, exists := et.collectors["custom"]; exists {
collector.Collect(context.Background(), startEvent)
}
return func() {
endTime := time.Now()
duration := endTime.Sub(startTime)
// Create end event
endEvent := TraceEvent{
ID: fmt.Sprintf("%s-end", traceID),
Type: FunctionReturnEvent,
Timestamp: endTime,
Duration: duration,
Function: name,
Phase: EndPhase,
Category: ApplicationCategory,
}
// Collect event
if collector, exists := et.collectors["custom"]; exists {
collector.Collect(context.Background(), endEvent)
}
}
}
// AnalyzeTrace analyzes collected trace data
func (et *ExecutionTracer) AnalyzeTrace(traces []TraceEvent) (*AnalysisResult, error) {
if analyzer, exists := et.analyzers["default"]; exists {
if len(analyzer.algorithms) > 0 {
return analyzer.algorithms[0].Analyze(traces)
}
}
// Fallback analysis
result := &AnalysisResult{
Type: LatencyAnalysis,
Summary: AnalysisSummary{
TotalEvents: int64(len(traces)),
},
Metrics: make(map[string]float64),
Insights: []AnalysisInsight{},
Patterns: []DetectedPattern{},
Anomalies: []DetectedAnomaly{},
Bottlenecks: []Bottleneck{},
Suggestions: []OptimizationSuggestion{},
Confidence: 0.8,
}
// Calculate basic metrics
if len(traces) > 0 {
var totalDuration time.Duration
var functionCalls int
for _, event := range traces {
if event.Type == FunctionCallEvent {
functionCalls++
totalDuration += event.Duration
}
}
if functionCalls > 0 {
avgDuration := totalDuration / time.Duration(functionCalls)
result.Metrics["avg_function_duration"] = float64(avgDuration.Nanoseconds())
result.Metrics["function_call_rate"] = float64(functionCalls) / float64(len(traces))
}
result.Summary.TimeRange = TimeRange{
Start: traces[0].Timestamp,
End: traces[len(traces)-1].Timestamp,
}
}
return result, nil
}
func (et *ExecutionTracer) analysisLoop(ctx context.Context) {
ticker := time.NewTicker(time.Second * 30) // Analyze every 30 seconds
defer ticker.Stop()
for {
select {
case <-ctx.Done():
return
case <-ticker.C:
// Collect recent traces and analyze
// This would integrate with the buffer and storage systems
}
}
}
func (et *ExecutionTracer) flushLoop(ctx context.Context) {
ticker := time.NewTicker(et.config.FlushInterval)
defer ticker.Stop()
for {
select {
case <-ctx.Done():
return
case <-ticker.C:
// Flush traces to storage
for _, collector := range et.collectors {
collector.Flush()
}
}
}
}
// Implement Go trace collector methods
func (gtc *GoTraceCollector) Start(ctx context.Context) error {
if gtc.started {
return fmt.Errorf("Go trace collector already started")
}
file, err := trace.Start(trace.Log(strings.NewReader("")))
if err != nil {
return fmt.Errorf("failed to start Go tracer: %w", err)
}
gtc.traceFile = file.Name()
gtc.started = true
return nil
}
func (gtc *GoTraceCollector) Stop() error {
if !gtc.started {
return fmt.Errorf("Go trace collector not started")
}
trace.Stop()
gtc.started = false
return nil
}
func (gtc *GoTraceCollector) Collect(ctx context.Context, event TraceEvent) error {
// Go tracer collects automatically, this would process existing trace data
return nil
}
func (gtc *GoTraceCollector) Flush() error {
// Flush trace buffer if needed
return nil
}
func (gtc *GoTraceCollector) GetMetrics() CollectorMetrics {
return gtc.metrics
}
func (gtc *GoTraceCollector) Configure(config interface{}) error {
if c, ok := config.(GoTraceConfig); ok {
gtc.config = c
return nil
}
return fmt.Errorf("invalid config type")
}
// Implement custom trace collector methods
func (ctc *CustomTraceCollector) Start(ctx context.Context) error {
// Start background processing
go ctc.processingLoop(ctx)
return nil
}
func (ctc *CustomTraceCollector) Stop() error {
return nil
}
func (ctc *CustomTraceCollector) Collect(ctx context.Context, event TraceEvent) error {
ctc.mu.Lock()
defer ctc.mu.Unlock()
// Add to buffer
ctc.buffer.Add(event)
// Update metrics
ctc.metrics.Collections++
ctc.metrics.LastCollection = time.Now()
return nil
}
func (ctc *CustomTraceCollector) Flush() error {
// Flush buffer to reporter
return nil
}
func (ctc *CustomTraceCollector) GetMetrics() CollectorMetrics {
return ctc.metrics
}
func (ctc *CustomTraceCollector) Configure(config interface{}) error {
if c, ok := config.(CustomTraceConfig); ok {
ctc.config = c
return nil
}
return fmt.Errorf("invalid config type")
}
func (ctc *CustomTraceCollector) processingLoop(ctx context.Context) {
ticker := time.NewTicker(ctc.config.ReportInterval)
defer ticker.Stop()
for {
select {
case <-ctx.Done():
return
case <-ticker.C:
// Process buffered events
events := ctc.buffer.DrainAll()
if len(events) > 0 && ctc.reporter != nil {
// Convert events to spans and report
spans := ctc.eventsToSpans(events)
ctc.reporter.Report(spans)
}
}
}
}
func (ctc *CustomTraceCollector) eventsToSpans(events []TraceEvent) []Span {
spans := make([]Span, 0, len(events))
for _, event := range events {
span := Span{
TraceID: event.Context.TraceID,
SpanID: event.Context.SpanID,
ParentID: event.Context.ParentID,
Operation: event.Function,
StartTime: event.Timestamp,
Duration: event.Duration,
Tags: make(map[string]interface{}),
Logs: []LogEntry{},
}
// Set finish time if duration is available
if event.Duration > 0 {
finishTime := event.Timestamp.Add(event.Duration)
span.FinishTime = &finishTime
}
// Add event-specific tags
span.Tags["event_type"] = event.Type
span.Tags["category"] = event.Category
span.Tags["phase"] = event.Phase
if event.Function != "" {
span.Tags["function"] = event.Function
}
if event.File != "" {
span.Tags["file"] = event.File
span.Tags["line"] = event.Line
}
spans = append(spans, span)
}
return spans
}
// Implement circular buffer methods
func (cb *CircularBuffer) Add(event TraceEvent) {
cb.mu.Lock()
defer cb.mu.Unlock()
if cb.buffer == nil {
cb.buffer = make([]TraceEvent, cb.size)
}
cb.buffer[cb.tail] = event
cb.tail = (cb.tail + 1) % cb.size
if cb.count < cb.size {
cb.count++
} else {
cb.head = (cb.head + 1) % cb.size
}
}
func (cb *CircularBuffer) DrainAll() []TraceEvent {
cb.mu.Lock()
defer cb.mu.Unlock()
if cb.count == 0 {
return nil
}
events := make([]TraceEvent, cb.count)
for i := 0; i < cb.count; i++ {
events[i] = cb.buffer[(cb.head+i)%cb.size]
}
cb.count = 0
cb.head = 0
cb.tail = 0
return events
}
// Example usage
func ExampleExecutionTracing() {
config := TracingConfig{
EnableGoTracer: true,
EnableCustomTracing: true,
EnableSampling: true,
SamplingRate: 0.1, // 10% sampling
MaxTraceSize: 1024 * 1024 * 10, // 10MB
BufferSize: 10000,
FlushInterval: time.Second * 30,
CompressionEnabled: true,
PersistenceEnabled: true,
RealTimeAnalysis: true,
VisualizationEnabled: true,
CorrelationEnabled: true,
OptimizationEnabled: true,
ProductionMode: false,
PerformanceImpactLimit: 0.05, // 5% overhead limit
RetentionPeriod: time.Hour * 24,
ExportFormat: JSONTraceFormat,
MaxConcurrency: 4,
}
tracer := NewExecutionTracer(config)
ctx := context.Background()
if err := tracer.Start(ctx); err != nil {
fmt.Printf("Failed to start execution tracer: %v\n", err)
return
}
defer tracer.Stop()
fmt.Println("Execution Tracing Started")
// Example traced function
func() {
defer tracer.TraceFunction("example_function")()
// Simulate work
time.Sleep(time.Millisecond * 100)
// Nested function
func() {
defer tracer.TraceFunction("nested_function")()
time.Sleep(time.Millisecond * 50)
}()
// More work
time.Sleep(time.Millisecond * 75)
}()
// Simulate some concurrent work
var wg sync.WaitGroup
for i := 0; i < 5; i++ {
wg.Add(1)
go func(id int) {
defer wg.Done()
defer tracer.TraceFunction(fmt.Sprintf("goroutine_%d", id))()
time.Sleep(time.Millisecond * time.Duration(50+id*10))
}(i)
}
wg.Wait()
// Give some time for trace collection
time.Sleep(time.Second)
// Example analysis (in a real implementation, this would use actual collected data)
sampleEvents := []TraceEvent{
{
ID: "event1",
Type: FunctionCallEvent,
Timestamp: time.Now().Add(-time.Second),
Duration: time.Millisecond * 100,
Function: "example_function",
Category: ApplicationCategory,
Phase: DurationPhase,
},
{
ID: "event2",
Type: FunctionCallEvent,
Timestamp: time.Now().Add(-time.Millisecond * 500),
Duration: time.Millisecond * 50,
Function: "nested_function",
Category: ApplicationCategory,
Phase: DurationPhase,
},
}
result, err := tracer.AnalyzeTrace(sampleEvents)
if err != nil {
fmt.Printf("Failed to analyze trace: %v\n", err)
return
}
fmt.Printf("\nTrace Analysis Results:\n")
fmt.Printf("Total Events: %d\n", result.Summary.TotalEvents)
fmt.Printf("Analysis Type: %v\n", result.Type)
fmt.Printf("Confidence: %.2f\n", result.Confidence)
fmt.Printf("\nMetrics:\n")
for metric, value := range result.Metrics {
fmt.Printf(" %s: %.2f\n", metric, value)
}
if len(result.Insights) > 0 {
fmt.Printf("\nInsights:\n")
for _, insight := range result.Insights {
fmt.Printf(" - %s: %s (impact: %.2f, confidence: %.2f)\n",
insight.Type, insight.Description, insight.Impact, insight.Confidence)
}
}
if len(result.Bottlenecks) > 0 {
fmt.Printf("\nBottlenecks:\n")
for _, bottleneck := range result.Bottlenecks {
fmt.Printf(" - %s in %s (severity: %v, impact: %.2f)\n",
bottleneck.Type, bottleneck.Function, bottleneck.Severity, bottleneck.Impact)
}
}
if len(result.Suggestions) > 0 {
fmt.Printf("\nOptimization Suggestions:\n")
for _, suggestion := range result.Suggestions {
fmt.Printf(" - %s: %s (impact: %.2f, effort: %.2f)\n",
suggestion.Type, suggestion.Description, suggestion.Impact, suggestion.Effort)
}
}
}
Go Execution Tracer
Comprehensive usage of Go's built-in execution tracer for detailed performance analysis.
Trace Collection
Advanced trace collection strategies for production environments.
Trace Analysis
Sophisticated analysis techniques for extracting performance insights.
Visualization
Rich visualization tools for understanding execution patterns.
Custom Tracing Framework
Advanced custom tracing solutions for specialized requirements.
Distributed Tracing
Comprehensive distributed tracing across microservices.
Sampling Strategies
Intelligent sampling for production environments.
Correlation
Advanced correlation techniques for complex systems.
Best Practices
- Performance Impact: Minimize tracing overhead in production
- Sampling: Use appropriate sampling strategies for scalability
- Storage: Implement efficient trace storage and retention
- Analysis: Focus on actionable insights from trace analysis
- Correlation: Implement comprehensive trace correlation
- Visualization: Provide intuitive visualization tools
- Integration: Integrate with existing monitoring infrastructure
- Security: Ensure trace data security and privacy
Summary
Execution tracing provides deep insights into application behavior:
- Comprehensive Coverage: Full execution tracing with Go tracer and custom solutions
- Real-time Analysis: Advanced real-time trace analysis and pattern detection
- Performance Optimization: Automated bottleneck detection and optimization suggestions
- Production Ready: Low-overhead tracing suitable for production environments
- Visualization: Rich visualization tools for understanding complex execution patterns
- Integration: Seamless integration with monitoring and observability platforms
These capabilities enable organizations to gain deep insights into application performance and behavior for effective optimization and troubleshooting.