Module behavioral_cloning 

👎Deprecated:

Will be extracted to mockforge-intelligence crate

Behavioral cloning of backends - learn from recorded traffic to create realistic mock behavior Behavioral Cloning of Backends

This module provides functionality to learn from recorded traffic and create realistic mock behavior that captures the “personality” of the real backend.

Features

• Sequence Learning: Discover and model multi-step flows from real traffic
• Probabilistic Outcomes: Model probabilities of errors, latency, and edge cases per endpoint
• Rare Edge Amplification: Option to increase rare error frequency for testing

Example Usage

use mockforge_core::behavioral_cloning::{
    SequenceLearner, ProbabilisticModel, EdgeAmplifier,
};

async fn example(database: &impl mockforge_core::behavioral_cloning::TraceQueryProvider) -> mockforge_core::Result<()> {
    // Learn sequences from recorded traffic
    let sequences = SequenceLearner::discover_sequences_from_traces(database).await?;

    // Build probability models for endpoints
    let model = ProbabilisticModel::build_probability_model(
        database,
        "/api/users",
        "GET"
    ).await?;

    // Sample a status code based on learned distribution
    let status_code = model.sample_status_code();

    // Amplify rare errors for testing
    let amplifier = EdgeAmplifier::new();
    amplifier.apply_amplification(&mut model.clone(), 0.5)?; // 50% frequency
    Ok(())
}

Re-exports

pub use edge_amplifier::EdgeAmplifier;Deprecated

pub use probabilistic_model::ProbabilisticModel;Deprecated

pub use sequence_learner::SequenceLearner;Deprecated

pub use sequence_learner::TraceQueryProvider;Deprecated

pub use sequence_learner::TraceRequest;Deprecated

pub use types::AmplificationScope;Deprecated

pub use types::BehavioralSequence;Deprecated

pub use types::EdgeAmplificationConfig;Deprecated

pub use types::EndpointProbabilityModel;Deprecated

pub use types::ErrorPattern;Deprecated

pub use types::LatencyDistribution;Deprecated

pub use types::PayloadVariation;Deprecated

pub use types::SequenceStep;Deprecated

Modules

edge_amplifierDeprecated

Rare edge case amplification

probabilistic_modelDeprecated

Probabilistic outcome modeling

sequence_learnerDeprecated

Sequence learning from recorded traffic

typesDeprecated

Behavioral cloning type definitions