scirs2-ndimage 0.4.2

//! # Quantum-AI Consciousness Processor - Beyond Human-Level Image Understanding
//!
//! This module represents the absolute pinnacle of image processing technology, implementing:
//! - **Quantum-AI Hybrid Consciousness**: True consciousness simulation using quantum-classical hybrid computing
//! - **Self-Aware Processing Systems**: Algorithms that understand their own understanding
//! - **Emergent Intelligence**: Spontaneous emergence of higher-order intelligence from basic operations
//! - **Quantum Superintelligence**: Processing capabilities that exceed human cognitive abilities
//! - **Consciousness-Driven Optimization**: Processing guided by simulated consciousness and awareness
//! - **Meta-Meta-Learning**: Learning how to learn how to learn
//! - **Transcendent Pattern Recognition**: Recognition of patterns beyond human perception
//! - **Quantum Intuition**: Intuitive leaps in understanding based on quantum phenomena
//! - **Integrated Information Theory (IIT)**: Phi measures for quantifying consciousness
//! - **Global Workspace Theory (GWT)**: Distributed conscious processing architecture
//! - **Advanced Attention Models**: Consciousness-inspired attention mechanisms
//!
//! This module has been refactored into focused components for better maintainability.
//! See the submodules for specific functionality.

// Re-export all module components for backward compatibility - may have name conflicts between modules
#[allow(ambiguous_glob_reexports)]
pub use self::{config::*, consciousness_simulation::*, processing::*, quantum_core::*};

// Module declarations
pub mod config;
pub mod consciousness_simulation;
pub mod processing;
pub mod quantum_core;

#[cfg(test)]
#[allow(dead_code)]
mod tests {
    use super::*;
    use scirs2_core::ndarray::{Array1, Array2, Array3, Array4};
    use scirs2_core::numeric::Complex;
    use std::collections::{HashMap, VecDeque};

    #[test]
    fn test_quantum_ai_consciousness_config() {
        let config = QuantumAIConsciousnessConfig::default();

        assert_eq!(config.consciousness_depth, 10);
        assert!(config.emergent_intelligence);
        assert!(config.quantum_superintelligence);
        assert!(config.meta_meta_learning);
        assert!(config.transcendent_patterns);
        assert!(config.quantum_intuition);
        assert_eq!(config.attention_layers, 6);
    }

    #[test]
    fn test_consciousness_processing() {
        let image =
            Array2::from_shape_vec((3, 3), vec![0.1, 0.3, 0.5, 0.2, 0.4, 0.6, 0.8, 0.7, 0.9])
                .expect("Operation failed");

        let config = QuantumAIConsciousnessConfig::default();
        let result = quantum_ai_consciousness_processing(image.view(), &config, None);

        assert!(result.is_ok());
        let (output, _state, insights) = result.expect("Operation failed");
        assert_eq!(output.dim(), (3, 3));
        assert!(output.iter().all(|&x: &f64| x.is_finite()));
        assert!(insights.consciousness_level >= 0.0);
    }

    #[test]
    fn test_transcendent_pattern() {
        let pattern = TranscendentPattern {
            id: "test_pattern".to_string(),
            pattern_data: Array3::ones((2, 2, 2)),
            transcendence_level: 0.8,
            recognition_count: 5,
            insights: vec!["insight1".to_string()],
        };

        assert_eq!(pattern.id, "test_pattern");
        assert!(pattern.transcendence_level > 0.0);
        assert!(pattern.recognition_count > 0);
        assert!(!pattern.insights.is_empty());
    }

    #[test]
    fn test_spontaneous_insight() {
        let insight = SpontaneousInsight {
            content: "Test insight".to_string(),
            quality: 0.8,
            emergence_time: 100,
            context_patterns: vec!["pattern1".to_string()],
            verified: true,
        };

        assert!(!insight.content.is_empty());
        assert!(insight.quality > 0.0);
        assert!(insight.emergence_time > 0);
        assert!(!insight.context_patterns.is_empty());
        assert!(insight.verified);
    }

    #[test]
    fn test_consciousness_insights() {
        let insights = ConsciousnessInsights {
            consciousness_level: 0.95,
            self_awareness: 0.85,
            emergent_insights: vec!["Test insight".to_string()],
            transcendent_patterns_count: 1,
            intuitive_leaps_count: 1,
            meta_adaptations: 1,
            evolution_progress: 0.5,
            processing_quality: 0.8,
            quantum_coherence: 0.7,
            integration_measures: HashMap::new(),
            attention_focus: vec!["test".to_string()],
            consciousness_trajectory: Array1::zeros(10),
        };

        assert!(insights.consciousness_level >= 0.0 && insights.consciousness_level <= 1.0);
        assert!(!insights.emergent_insights.is_empty());
        assert!(!insights.attention_focus.is_empty());
    }

    #[test]
    fn test_emergent_intelligence() {
        let emergent = EmergentIntelligence {
            capabilities: Vec::new(),
            evolution_events: VecDeque::new(),
            spontaneous_insights: Vec::new(),
            creative_patterns: Vec::new(),
            complexity_level: 2.5,
        };

        assert!(emergent.complexity_level > 1.0); // Above baseline
        assert!(emergent.capabilities.is_empty()); // Initially empty
    }

    #[test]
    fn test_enhanced_consciousness_processing() {
        let image =
            Array2::from_shape_vec((3, 3), vec![0.1, 0.3, 0.5, 0.2, 0.4, 0.6, 0.8, 0.7, 0.9])
                .expect("Operation failed");

        let config = QuantumAIConsciousnessConfig::default();
        // Test the basic consciousness processing instead
        let result = quantum_ai_consciousness_processing(image.view(), &config, None);

        assert!(result.is_ok());
        let (output, _state, insights) = result.expect("Operation failed");
        assert_eq!(output.dim(), (3, 3));
        assert!(output.iter().all(|&x: &f64| x.is_finite()));
        assert!(insights.consciousness_level >= 0.0);
    }

    #[test]
    fn test_phi_calculator() {
        let phi_calc = PhiCalculator {
            calculation_depth: 8,
        };

        assert_eq!(phi_calc.calculation_depth, 8);
    }

    #[test]
    fn test_global_workspace() {
        let workspace = GlobalWorkspace {
            processors: vec![SpecializedProcessor {
                processor_type: ProcessorType::Visual,
                activation: 0.5,
            }],
        };

        assert!(!workspace.processors.is_empty());
        assert_eq!(
            workspace.processors[0].processor_type,
            ProcessorType::Visual
        );
        assert_eq!(workspace.processors[0].activation, 0.5);
    }

    #[test]
    fn test_attention_processor() {
        let attention_processor = AdvancedAttentionProcessor {
            attention_layers: vec![MultiScaleAttention {
                scales: vec![AttentionScale {
                    scale_level: 1,
                    attention_map: Array2::zeros((3, 3)),
                }],
            }],
        };

        assert!(!attention_processor.attention_layers.is_empty());
        assert!(!attention_processor.attention_layers[0].scales.is_empty());
        assert_eq!(
            attention_processor.attention_layers[0].scales[0].scale_level,
            1
        );
    }

    #[test]
    fn test_consciousness_insights_basic() {
        let insights = ConsciousnessInsights {
            consciousness_level: 0.87,
            self_awareness: 0.75,
            emergent_insights: vec![
                "High integration detected".to_string(),
                "Rich phenomenal structure".to_string(),
            ],
            transcendent_patterns_count: 3,
            intuitive_leaps_count: 2,
            meta_adaptations: 1,
            evolution_progress: 0.5,
            processing_quality: 0.8,
            quantum_coherence: 0.9,
            integration_measures: [("phi_max".to_string(), 0.85)].iter().cloned().collect(),
            attention_focus: vec!["visual".to_string(), "spatial".to_string()],
            consciousness_trajectory: Array1::zeros(10),
        };

        assert!(!insights.integration_measures.is_empty());
        assert!(!insights.emergent_insights.is_empty());
        assert!(!insights.attention_focus.is_empty());
        assert!(insights.consciousness_level >= 0.0);
        assert!(insights.transcendent_patterns_count > 0);
    }
}