federated

type ActivationType int

type AggregatedUpdate struct {
	UpdateID          string
	RoundID           string
	AggregatedWeights []float64
	ParticipantCount  int
	TotalSamples      int64
	QualityScore      float64
	PrivacyBudgetUsed float64
	AggregationMethod AggregationStrategy
	ValidationResults *ValidationResults
	Timestamp         time.Time
}

type AggregationStrategy int

type AnonymizationLevel int

type AttackRecord struct {
	AttackID        string
	AttackType      string
	TargetModel     string
	Payload         string
	Success         bool
	Confidence      float64
	Timestamp       time.Time
	ContextFeatures map[string]interface{}
	Metadata        map[string]interface{}
}

type CertificateStore struct{}

type ComparisonOperator int

type CompressionType int

type ComputeCapacity struct {
	CPUCores  int
	MemoryGB  float64
	GPUCount  int
	StorageGB float64
}

type Condition struct {
	ConditionID string
	Type        ConditionType
	Operator    ComparisonOperator
	Value       interface{}
	Weight      float64
}

type ConditionType int

type Connection struct {
	FromLayer string
	ToLayer   string
	Weight    float64
	Bias      float64
}

type ConsensusEngine struct {
	ConsensusType   ConsensusType
	ValidatorNodes  []*FederatedNode
	ConsensusRules  []*ConsensusRule
	VotingMechanism VotingMechanism
	QuorumThreshold float64
	TimeoutDuration time.Duration
}

type ConsensusResult struct {
	ConsensusID      string
	RoundID          string
	DecisionType     DecisionType
	Result           interface{}
	VoteCount        map[string]int
	Confidence       float64
	ParticipantCount int
	QuorumAchieved   bool
	Timestamp        time.Time
}

type ConsensusRule struct {
	RuleID    string
	RuleType  RuleType
	Condition string
	Action    string
	Priority  int
	Enabled   bool
}

type ConsensusType int

type ConsentType int

type ContributionRecord struct {
	ContributionID string
	RoundID        string
	Timestamp      time.Time
	QualityScore   float64
	DataSamples    int64
}

type ConvergenceStatus int

type CoordinatorNode struct {
	NodeID string
}

type CredentialValidationResult struct {
	Valid  bool
	Reason string
	Score  float64
}

type CrossValidationResults struct {
	FoldCount          int
	AverageAccuracy    float64
	StandardDeviation  float64
	MinAccuracy        float64
	MaxAccuracy        float64
	ConfidenceInterval [2]float64
}

type DataSharingLevel int

type DecisionType int

type DifferentialPrivacyEngine struct{}

type DifferentialPrivacyParameters struct {
	Epsilon         float64
	Delta           float64
	SensitivityL1   float64
	SensitivityL2   float64
	ClippingBound   float64
	NoiseMultiplier float64
}

type DistributedKnowledgeGraph struct{}

type EncryptionType int

type FailurePattern struct {
	PatternID   string
	Conditions  []Condition
	FailureRate float64
}

type FederatedAttackLearningEngine struct {
	// contains filtered or unexported fields
}

type FederatedLearningType int

type FederatedMessage struct {
	MessageID   string
	MessageType MessageType
	Sender      string
	Receiver    string
	Payload     []byte
	Priority    Priority
	Timestamp   time.Time
	Signature   string
	Encrypted   bool
}

type FederatedNode struct {
	NodeID              string
	NodeType            NodeType
	PublicKey           *rsa.PublicKey
	PrivateKey          *rsa.PrivateKey
	LocalData           *LocalAttackData
	LocalModel          *LocalAttackModel
	ReputationScore     float64
	PrivacyPreferences  *PrivacyPreferences
	ComputeCapacity     *ComputeCapacity
	NetworkProfile      *NetworkProfile
	TrustLevel          TrustLevel
	LastSeen            time.Time
	ContributionHistory []ContributionRecord
}

type FederatedNodeManager struct{}

type FederatedRound struct {
	RoundID          string
	RoundNumber      int
	StartTime        time.Time
	EndTime          time.Time
	Participants     []*FederatedNode
	GlobalModel      *GlobalAttackModel
	LocalUpdates     map[string]*LocalUpdate
	AggregatedUpdate *AggregatedUpdate
	PrivacyBudget    float64
	ConsensusResult  *ConsensusResult
	RoundMetrics     *RoundMetrics
	Status           RoundStatus
}

type GlobalAttackModel struct {
	ModelID           string
	GlobalWeights     []float64
	ModelStructure    *ModelStructure
	AggregationRound  int
	ParticipantCount  int
	GlobalMetrics     *GlobalMetrics
	ConvergenceStatus ConvergenceStatus
	Version           int
	LastUpdated       time.Time
	QualityScore      float64
}

type GlobalMetrics struct {
	TotalRounds            int
	ActiveParticipants     int
	AveragePerformance     float64
	ConvergenceHistory     []float64
	PrivacyBudgetRemaining float64
	TotalDataSamples       int64
	SystemThroughput       float64
	LatencyMetrics         *LatencyMetrics
}

type HomomorphicCryptographyEngine struct{}

type LatencyMetrics struct {
	AverageLatency  time.Duration
	P50Latency      time.Duration
	P95Latency      time.Duration
	P99Latency      time.Duration
	MaxLatency      time.Duration
	LatencyVariance float64
}

type Layer struct {
	LayerID    string
	LayerType  LayerType
	InputSize  int
	OutputSize int
	Activation ActivationType
	Parameters map[string]interface{}
}

type LayerType int

type LocalAttackData struct {
	DataID          string
	AttackHistory   []*AttackRecord
	SuccessPatterns []*SuccessPattern
	FailurePatterns []*FailurePattern
	TargetProfiles  []*TargetProfile
	Techniques      []*TechniqueRecord
	Vulnerabilities []*VulnerabilityRecord
	DataSize        int64
	DataQuality     float64
	PrivacyLevel    PrivacyLevel
	LastUpdated     time.Time
}

type LocalAttackModel struct {
	ModelID            string
	ModelType          ModelType
	ModelWeights       []float64
	ModelStructure     *ModelStructure
	TrainingHistory    []*TrainingRecord
	PerformanceMetrics *PerformanceMetrics
	Hyperparameters    map[string]interface{}
	Version            int
	LastTrained        time.Time
}

type LocalUpdate struct {
	UpdateID        string
	NodeID          string
	ModelDelta      []float64
	GradientUpdate  []float64
	LossImprovement float64
	SampleCount     int64
	ComputationTime time.Duration
	PrivacyNoise    *PrivacyNoise
	Signature       string
	Timestamp       time.Time
}

type MessageQueue struct {
	QueueType     QueueType
	Messages      []*FederatedMessage
	Capacity      int
	PriorityQueue bool
	Persistence   bool
}

type MessageType int

type ModelAggregationEngine struct{}

type ModelStructure struct {
	Layers      []*Layer
	Connections []*Connection
	Parameters  int64
	Complexity  float64
}

type ModelType int

type NetworkProfile struct {
	Bandwidth      float64
	Latency        time.Duration
	Reliability    float64
	ConnectionType string
}

type NetworkTopology struct{}

type NodeCredentials struct {
	Certificate string
	Signature   string
	Timestamp   time.Time
}

type NodeJoinRequest struct {
	NodeType           NodeType
	PublicKey          *rsa.PublicKey
	PrivateKey         *rsa.PrivateKey
	LocalData          *LocalAttackData
	PrivacyPreferences *PrivacyPreferences
	ComputeCapacity    *ComputeCapacity
	NetworkProfile     *NetworkProfile
	Credentials        *NodeCredentials
}

type NodeType int

type NoiseType int

type PatternType int

type PerformanceMetrics struct {
	Accuracy           float64
	Precision          float64
	Recall             float64
	F1Score            float64
	AUC                float64
	Loss               float64
	TrainingTime       time.Duration
	InferenceTime      time.Duration
	MemoryUsage        int64
	ComputeUtilization float64
}

type Priority int

type PrivacyLevel int

type PrivacyMechanism int

type PrivacyNoise struct {
	NoiseType     NoiseType
	NoiseLevel    float64
	Epsilon       float64
	Delta         float64
	Sensitivity   float64
	ClippingNorm  float64
	NoiseVariance float64
}

type PrivacyPreferences struct {
	PrivacyBudget      float64
	NoiseLevel         float64
	DataSharing        DataSharingLevel
	AnonymizationLevel AnonymizationLevel
	ConsentTypes       []ConsentType
	RetentionPeriod    time.Duration
}

type PrivacyPreservationEngine struct{}

type QualityCheck struct {
	CheckType QualityCheckType
	CheckName string
	Score     float64
	Passed    bool
	Threshold float64
	Details   string
}

type QualityCheckType int

type QueueType int

type ReputationSystem struct{}

type RoundMetrics struct {
	ParticipationRate     float64
	ConvergenceRate       float64
	AggregationTime       time.Duration
	CommunicationOverhead int64
	PrivacyBudgetUsed     float64
	ModelQuality          float64
	ConsensusTime         time.Duration
	ValidationAccuracy    float64
}

type RoundStatus int

type RoutingProtocol int

type RuleType int

type SecureCommunicationLayer struct {
	EncryptionType   EncryptionType
	CertificateStore *CertificateStore
	MessageQueue     *MessageQueue
	NetworkTopology  *NetworkTopology
	RoutingProtocol  RoutingProtocol
	CompressionType  CompressionType
}

type StatisticalTest struct {
	TestType  StatisticalTestType
	TestName  string
	PValue    float64
	Statistic float64
	Passed    bool
	Threshold float64
}

type StatisticalTestType int

type SuccessPattern struct {
	PatternID        string
	PatternType      PatternType
	Conditions       []Condition
	SuccessRate      float64
	Confidence       float64
	Generalizability float64
	Techniques       []string
	Contexts         []string
}

type TargetProfile struct {
	ProfileID string
	ModelType string
	Features  map[string]interface{}
}

type TechniqueRecord struct {
	TechniqueID   string
	TechniqueName string
	SuccessRate   float64
	Contexts      []string
}

type TrainingRecord struct {
	TrainingID string
	Timestamp  time.Time
	Epochs     int
	Loss       float64
	Accuracy   float64
}

type TrainingRequest struct {
	RoundID        string
	TrainingEpochs int
	LearningRate   float64
	BatchSize      int
	PrivacyBudget  float64
}

type TrustLevel int

type ValidationResults struct {
	ValidationID     string
	ValidationScore  float64
	TestAccuracy     float64
	CrossValidation  *CrossValidationResults
	StatisticalTests []StatisticalTest
	QualityChecks    []QualityCheck
	Passed           bool
}

type VotingMechanism int

type VulnerabilityRecord struct {
	VulnerabilityID string
	VulnType        string
	Severity        float64
	TargetModels    []string
}