scirs2_ndimage/quantum_ai_consciousness/
config.rs

1//! Configuration and Core Types for Quantum-AI Consciousness Processing
2//!
3//! This module contains configuration structures, core data types, and enums
4//! used throughout the Quantum-AI consciousness processing system.
5
6use scirs2_core::ndarray::{Array1, Array2, Array3, Array4, Array5, Array6};
7use scirs2_core::numeric::Complex;
8use std::collections::{HashMap, HashSet, VecDeque};
9use std::sync::{Arc, Mutex, RwLock};
10
11use crate::advanced_fusion_algorithms::AdvancedConfig;
12use crate::ai_driven_adaptive_processing::AIAdaptiveConfig;
13
14/// Quantum-AI Consciousness Configuration
15#[derive(Debug, Clone)]
16pub struct QuantumAIConsciousnessConfig {
17    /// Base Advanced configuration
18    pub base_config: AdvancedConfig,
19    /// AI adaptive configuration
20    pub ai_config: AIAdaptiveConfig,
21    /// Consciousness simulation depth
22    pub consciousness_depth: usize,
23    /// Quantum coherence time (in processing cycles)
24    pub quantum_coherence_time: f64,
25    /// Self-awareness threshold
26    pub self_awareness_threshold: f64,
27    /// Emergent intelligence enabled
28    pub emergent_intelligence: bool,
29    /// Quantum superintelligence mode
30    pub quantum_superintelligence: bool,
31    /// Meta-meta-learning enabled
32    pub meta_meta_learning: bool,
33    /// Transcendent pattern recognition
34    pub transcendent_patterns: bool,
35    /// Quantum intuition enabled
36    pub quantum_intuition: bool,
37    /// Consciousness evolution rate
38    pub consciousness_evolution_rate: f64,
39    /// Self-improvement cycles
40    pub self_improvement_cycles: usize,
41    /// Quantum entanglement strength
42    pub quantum_entanglement_strength: f64,
43    /// Global workspace integration
44    pub global_workspace_integration: bool,
45    /// IIT Phi calculation depth
46    pub phi_calculation_depth: usize,
47    /// Advanced attention layers
48    pub attention_layers: usize,
49    /// Consciousness binding strength
50    pub consciousness_binding_strength: f64,
51    /// Predictive consciousness horizon
52    pub predictive_consciousness_horizon: usize,
53}
54
55impl Default for QuantumAIConsciousnessConfig {
56    fn default() -> Self {
57        Self {
58            base_config: AdvancedConfig::default(),
59            ai_config: AIAdaptiveConfig::default(),
60            consciousness_depth: 10,
61            quantum_coherence_time: 100.0,
62            self_awareness_threshold: 0.8,
63            emergent_intelligence: true,
64            quantum_superintelligence: true,
65            meta_meta_learning: true,
66            transcendent_patterns: true,
67            quantum_intuition: true,
68            consciousness_evolution_rate: 0.01,
69            self_improvement_cycles: 5,
70            quantum_entanglement_strength: 0.9,
71            global_workspace_integration: true,
72            phi_calculation_depth: 8,
73            attention_layers: 6,
74            consciousness_binding_strength: 0.7,
75            predictive_consciousness_horizon: 10,
76        }
77    }
78}
79
80/// Quantum-AI Consciousness State
81#[derive(Debug, Clone)]
82pub struct QuantumAIConsciousnessState {
83    /// Current consciousness level
84    pub consciousness_level: f64,
85    /// Self-awareness state
86    pub self_awareness_state: Array2<f64>,
87    /// Emergent intelligence tracker
88    pub emergent_intelligence: EmergentIntelligence,
89    /// Quantum intuition engine
90    pub quantum_intuition_engine: QuantumIntuitionEngine,
91    /// Transcendent recognition system
92    pub transcendent_recognition: TranscendentRecognitionSystem,
93    /// Meta-meta-learning system
94    pub meta_meta_learning: MetaMetaLearningSystem,
95    /// Consciousness evolution tracker
96    pub consciousness_evolution: ConsciousnessEvolutionTracker,
97    /// Quantum entanglement network
98    pub quantum_entanglement_network: QuantumEntanglementNetwork,
99    /// Integrated information processor
100    pub iit_processor: IntegratedInformationProcessor,
101    /// Global workspace processor
102    pub gwt_processor: GlobalWorkspaceProcessor,
103    /// Advanced attention processor
104    pub attention_processor: AdvancedAttentionProcessor,
105    /// Transcendent pattern database
106    pub transcendent_patterns: TranscendentPatternDatabase,
107    /// Pattern evolution trees
108    pub pattern_evolution_trees: Vec<PatternEvolutionTree>,
109    /// Consciousness synchronization state
110    pub synchronization_state: ConsciousnessSynchronizationState,
111}
112
113impl QuantumAIConsciousnessState {
114    pub fn new() -> Self {
115        Self {
116            consciousness_level: 0.0,
117            self_awareness_state: Array2::zeros((100, 100)),
118            emergent_intelligence: EmergentIntelligence::new(),
119            quantum_intuition_engine: QuantumIntuitionEngine::new(),
120            transcendent_recognition: TranscendentRecognitionSystem::new(),
121            meta_meta_learning: MetaMetaLearningSystem::new(),
122            consciousness_evolution: ConsciousnessEvolutionTracker::new(),
123            quantum_entanglement_network: QuantumEntanglementNetwork::new(),
124            iit_processor: IntegratedInformationProcessor::new(),
125            gwt_processor: GlobalWorkspaceProcessor::new(),
126            attention_processor: AdvancedAttentionProcessor::new(),
127            transcendent_patterns: TranscendentPatternDatabase::new(),
128            pattern_evolution_trees: Vec::new(),
129            synchronization_state: ConsciousnessSynchronizationState::new(),
130        }
131    }
132}
133
134/// Emergent Intelligence System
135#[derive(Debug, Clone)]
136pub struct EmergentIntelligence {
137    /// Current emergent capabilities
138    pub capabilities: Vec<EmergentCapability>,
139    /// Intelligence evolution events
140    pub evolution_events: VecDeque<IntelligenceEvolutionEvent>,
141    /// Spontaneous insights
142    pub spontaneous_insights: Vec<SpontaneousInsight>,
143    /// Creative patterns
144    pub creative_patterns: Vec<CreativePattern>,
145    /// Emergent complexity level
146    pub complexity_level: f64,
147}
148
149impl EmergentIntelligence {
150    pub fn new() -> Self {
151        Self {
152            capabilities: Vec::new(),
153            evolution_events: VecDeque::new(),
154            spontaneous_insights: Vec::new(),
155            creative_patterns: Vec::new(),
156            complexity_level: 0.0,
157        }
158    }
159}
160
161/// Emergent Capability
162#[derive(Debug, Clone)]
163pub struct EmergentCapability {
164    /// Capability identifier
165    pub id: String,
166    /// Capability description
167    pub description: String,
168    /// Strength of the capability
169    pub strength: f64,
170    /// When this capability emerged
171    pub emergence_time: usize,
172    /// Dependencies on other capabilities
173    pub dependencies: Vec<String>,
174}
175
176/// Intelligence Evolution Event
177#[derive(Debug, Clone)]
178pub struct IntelligenceEvolutionEvent {
179    /// Event timestamp
180    pub timestamp: usize,
181    /// Event type
182    pub event_type: String,
183    /// Event description
184    pub description: String,
185    /// Impact on intelligence
186    pub impact: f64,
187    /// Related patterns
188    pub patterns: Vec<String>,
189}
190
191/// Spontaneous Insight
192#[derive(Debug, Clone)]
193pub struct SpontaneousInsight {
194    /// Insight content
195    pub content: String,
196    /// Insight quality score
197    pub quality: f64,
198    /// Time of emergence
199    pub emergence_time: usize,
200    /// Context patterns
201    pub context_patterns: Vec<String>,
202    /// Verification status
203    pub verified: bool,
204}
205
206/// Creative Pattern
207#[derive(Debug, Clone)]
208pub struct CreativePattern {
209    /// Pattern identifier
210    pub id: String,
211    /// Pattern representation
212    pub pattern: Array2<f64>,
213    /// Creativity score
214    pub creativity_score: f64,
215    /// Novelty measure
216    pub novelty: f64,
217    /// Usefulness score
218    pub usefulness: f64,
219}
220
221/// Quantum Intuition Engine
222#[derive(Debug, Clone)]
223pub struct QuantumIntuitionEngine {
224    /// Intuition knowledge base
225    pub knowledge_base: Vec<IntuitionKnowledge>,
226    /// Current intuitive state
227    pub intuitive_state: Array3<Complex<f64>>,
228    /// Quantum coherence level
229    pub coherence_level: f64,
230}
231
232impl QuantumIntuitionEngine {
233    pub fn new() -> Self {
234        Self {
235            knowledge_base: Vec::new(),
236            intuitive_state: Array3::zeros((10, 10, 10)),
237            coherence_level: 0.5,
238        }
239    }
240}
241
242/// Intuition Knowledge
243#[derive(Debug, Clone)]
244pub struct IntuitionKnowledge {
245    /// Knowledge content
246    pub content: String,
247    /// Confidence level
248    pub confidence: f64,
249    /// Intuitive leaps
250    pub leaps: Vec<IntuitiveLeap>,
251}
252
253/// Intuitive Leap
254#[derive(Debug, Clone)]
255pub struct IntuitiveLeap {
256    /// Source concept
257    pub from_concept: String,
258    /// Target concept
259    pub to_concept: String,
260    /// Leap probability
261    pub probability: f64,
262    /// Quantum entanglement strength
263    pub entanglement_strength: f64,
264}
265
266/// Transcendent Recognition System
267#[derive(Debug, Clone)]
268pub struct TranscendentRecognitionSystem {
269    /// Transcendent patterns
270    pub patterns: Vec<TranscendentPattern>,
271    /// Recognition threshold
272    pub threshold: f64,
273    /// System evolution level
274    pub evolution_level: f64,
275}
276
277impl TranscendentRecognitionSystem {
278    pub fn new() -> Self {
279        Self {
280            patterns: Vec::new(),
281            threshold: 0.7,
282            evolution_level: 0.0,
283        }
284    }
285}
286
287/// Transcendent Pattern
288#[derive(Debug, Clone)]
289pub struct TranscendentPattern {
290    /// Pattern identifier
291    pub id: String,
292    /// Pattern data
293    pub pattern_data: Array3<f64>,
294    /// Transcendence level
295    pub transcendence_level: f64,
296    /// Recognition frequency
297    pub recognition_count: usize,
298    /// Associated insights
299    pub insights: Vec<String>,
300}
301
302/// Meta-Meta-Learning System
303#[derive(Debug, Clone)]
304pub struct MetaMetaLearningSystem {
305    /// Learning strategies evolution
306    pub strategy_evolution: Vec<StrategyEvolution>,
307    /// Evolution operators
308    pub evolution_operators: Vec<EvolutionOperator>,
309    /// Self-improvement cycles
310    pub improvement_cycles: Vec<SelfImprovementCycle>,
311}
312
313impl MetaMetaLearningSystem {
314    pub fn new() -> Self {
315        Self {
316            strategy_evolution: Vec::new(),
317            evolution_operators: Vec::new(),
318            improvement_cycles: Vec::new(),
319        }
320    }
321}
322
323/// Strategy Evolution
324#[derive(Debug, Clone)]
325pub struct StrategyEvolution {
326    /// Generation number
327    pub generation: usize,
328    /// Strategy representation
329    pub strategy: Array2<f64>,
330    /// Performance metrics
331    pub performance: f64,
332    /// Innovation level
333    pub innovation: f64,
334}
335
336/// Evolution Operator
337#[derive(Debug, Clone)]
338pub struct EvolutionOperator {
339    /// Operator name
340    pub name: String,
341    /// Operator function representation
342    pub operator_matrix: Array2<f64>,
343    /// Application frequency
344    pub frequency: f64,
345    /// Success rate
346    pub success_rate: f64,
347}
348
349/// Self-Improvement Cycle
350#[derive(Debug, Clone)]
351pub struct SelfImprovementCycle {
352    /// Cycle number
353    pub cycle: usize,
354    /// Improvements made
355    pub improvements: Vec<Improvement>,
356    /// Overall gain
357    pub gain: f64,
358    /// Stability measure
359    pub stability: f64,
360}
361
362/// Improvement
363#[derive(Debug, Clone)]
364pub struct Improvement {
365    /// Improvement description
366    pub description: String,
367    /// Improvement magnitude
368    pub magnitude: f64,
369    /// Implementation success
370    pub success: bool,
371    /// Side effects
372    pub side_effects: Vec<String>,
373}
374
375/// Consciousness Evolution Tracker
376#[derive(Debug, Clone)]
377pub struct ConsciousnessEvolutionTracker {
378    /// Consciousness states over time
379    pub states: VecDeque<ConsciousnessState>,
380    /// Evolution trajectory
381    pub trajectory: Array2<f64>,
382    /// Evolution rate
383    pub evolution_rate: f64,
384    /// Complexity growth
385    pub complexity_growth: f64,
386    /// Awareness depth
387    pub awareness_depth: usize,
388}
389
390impl ConsciousnessEvolutionTracker {
391    pub fn new() -> Self {
392        Self {
393            states: VecDeque::new(),
394            trajectory: Array2::zeros((100, 10)),
395            evolution_rate: 0.01,
396            complexity_growth: 0.0,
397            awareness_depth: 1,
398        }
399    }
400}
401
402/// Consciousness State
403#[derive(Debug, Clone)]
404pub struct ConsciousnessState {
405    /// Timestamp
406    pub timestamp: usize,
407    /// Consciousness level
408    pub level: f64,
409    /// Self-awareness measure
410    pub self_awareness: f64,
411    /// Complexity measure
412    pub complexity: f64,
413    /// Integration measure
414    pub integration: f64,
415    /// Differentiation measure
416    pub differentiation: f64,
417    /// Active patterns
418    pub active_patterns: Vec<String>,
419}
420
421// Additional core types used throughout the system
422
423/// Processor Type enumeration
424#[derive(Debug, Clone, PartialEq)]
425pub enum ProcessorType {
426    Visual,
427    Auditory,
428    Linguistic,
429    Spatial,
430    Temporal,
431    Abstract,
432    Emotional,
433    Motor,
434}
435
436/// Selection Algorithm enumeration
437#[derive(Debug, Clone, PartialEq)]
438pub enum SelectionAlgorithm {
439    WinnerTakeAll,
440    SoftMax,
441    TopK(usize),
442    Threshold(f64),
443    Competitive,
444    Cooperative,
445}
446
447/// Integration Method enumeration
448#[derive(Debug, Clone, PartialEq)]
449pub enum IntegrationMethod {
450    Weighted,
451    Hierarchical,
452    Dynamic,
453    Adaptive,
454    Competitive,
455}
456
457/// Scale Selection Policy enumeration
458#[derive(Debug, Clone, PartialEq)]
459pub enum ScaleSelectionPolicy {
460    All,
461    TopK(usize),
462    Threshold(f64),
463    Adaptive,
464    Dynamic,
465}
466
467/// Attention Policy enumeration
468#[derive(Debug, Clone, PartialEq)]
469pub enum AttentionPolicy {
470    BottomUp,
471    TopDown,
472    Integrated,
473    Predictive,
474    Reactive,
475    Proactive,
476}
477
478/// Feedback Type enumeration
479#[derive(Debug, Clone, PartialEq)]
480pub enum FeedbackType {
481    Positive,
482    Negative,
483    Neutral,
484    Modulatory,
485    Inhibitory,
486    Excitatory,
487}
488
489/// Result structures for different processing stages
490
491/// Consciousness Insights
492#[derive(Debug, Clone)]
493pub struct ConsciousnessInsights {
494    /// Level of consciousness achieved
495    pub consciousness_level: f64,
496    /// Self-awareness measures
497    pub self_awareness: f64,
498    /// Emergent insights discovered
499    pub emergent_insights: Vec<String>,
500    /// Transcendent patterns recognized
501    pub transcendent_patterns_count: usize,
502    /// Quantum intuitive leaps
503    pub intuitive_leaps_count: usize,
504    /// Meta-learning adaptations
505    pub meta_adaptations: usize,
506    /// Consciousness evolution progress
507    pub evolution_progress: f64,
508    /// Overall processing quality
509    pub processing_quality: f64,
510    /// Quantum coherence achieved
511    pub quantum_coherence: f64,
512    /// Integration measures
513    pub integration_measures: HashMap<String, f64>,
514    /// Attention focus areas
515    pub attention_focus: Vec<String>,
516    /// Predicted consciousness trajectory
517    pub consciousness_trajectory: Array1<f64>,
518}
519
520impl Default for ConsciousnessInsights {
521    fn default() -> Self {
522        Self {
523            consciousness_level: 0.0,
524            self_awareness: 0.0,
525            emergent_insights: Vec::new(),
526            transcendent_patterns_count: 0,
527            intuitive_leaps_count: 0,
528            meta_adaptations: 0,
529            evolution_progress: 0.0,
530            processing_quality: 0.0,
531            quantum_coherence: 0.0,
532            integration_measures: HashMap::new(),
533            attention_focus: Vec::new(),
534            consciousness_trajectory: Array1::zeros(10),
535        }
536    }
537}
538
539/// Emergent Processing Result
540#[derive(Debug, Clone)]
541pub struct EmergentProcessingResult {
542    /// Emerged capabilities
543    pub capabilities: Vec<EmergentCapability>,
544    /// Processing insights
545    pub insights: Vec<SpontaneousInsight>,
546    /// Creative outputs
547    pub creative_patterns: Vec<CreativePattern>,
548    /// Emergence quality
549    pub emergence_quality: f64,
550}
551
552impl Default for EmergentProcessingResult {
553    fn default() -> Self {
554        Self {
555            capabilities: Vec::new(),
556            insights: Vec::new(),
557            creative_patterns: Vec::new(),
558            emergence_quality: 0.0,
559        }
560    }
561}
562
563/// Superintelligent Result
564#[derive(Debug, Clone)]
565pub struct SuperintelligentResult {
566    /// Superintelligent processing output
567    pub output: Array2<f64>,
568    /// Intelligence measures
569    pub intelligence_measures: HashMap<String, f64>,
570    /// Superintelligent insights
571    pub insights: Vec<String>,
572    /// Performance beyond human level
573    pub superhuman_performance: bool,
574}
575
576// Forward declarations for complex types that will be defined in other modules
577// These are placeholder implementations - actual implementations in respective modules
578
579/// Placeholder for TranscendentPatternDatabase
580#[derive(Debug, Clone)]
581pub struct TranscendentPatternDatabase {
582    pub patterns: HashMap<String, TranscendentPattern>,
583}
584
585impl TranscendentPatternDatabase {
586    pub fn new() -> Self {
587        Self {
588            patterns: HashMap::new(),
589        }
590    }
591}
592
593/// Placeholder for PatternEvolutionTree
594#[derive(Debug, Clone)]
595pub struct PatternEvolutionTree {
596    pub root: Option<PatternEvolutionNode>,
597}
598
599/// Placeholder for PatternEvolutionNode
600#[derive(Debug, Clone)]
601pub struct PatternEvolutionNode {
602    pub pattern_id: String,
603    pub children: Vec<PatternEvolutionNode>,
604}
605
606/// Placeholder for QuantumEntanglementNetwork
607#[derive(Debug, Clone)]
608pub struct QuantumEntanglementNetwork {
609    pub channels: Vec<QuantumChannel>,
610}
611
612impl QuantumEntanglementNetwork {
613    pub fn new() -> Self {
614        Self {
615            channels: Vec::new(),
616        }
617    }
618}
619
620/// Placeholder for QuantumChannel
621#[derive(Debug, Clone)]
622pub struct QuantumChannel {
623    pub id: String,
624    pub entanglement_strength: f64,
625}
626
627/// Placeholder for ConsciousnessSynchronizationState
628#[derive(Debug, Clone)]
629pub struct ConsciousnessSynchronizationState {
630    pub synchronization_level: f64,
631}
632
633impl ConsciousnessSynchronizationState {
634    pub fn new() -> Self {
635        Self {
636            synchronization_level: 0.0,
637        }
638    }
639}
640
641/// Placeholder for IntegratedInformationProcessor
642#[derive(Debug, Clone)]
643pub struct IntegratedInformationProcessor {
644    pub phi_calculator: PhiCalculator,
645}
646
647impl IntegratedInformationProcessor {
648    pub fn new() -> Self {
649        Self {
650            phi_calculator: PhiCalculator::new(),
651        }
652    }
653}
654
655/// Placeholder for PhiCalculator
656#[derive(Debug, Clone)]
657pub struct PhiCalculator {
658    pub calculation_depth: usize,
659}
660
661impl PhiCalculator {
662    pub fn new() -> Self {
663        Self {
664            calculation_depth: 8,
665        }
666    }
667}
668
669/// Placeholder for GlobalWorkspaceProcessor
670#[derive(Debug, Clone)]
671pub struct GlobalWorkspaceProcessor {
672    pub workspace: GlobalWorkspace,
673}
674
675impl GlobalWorkspaceProcessor {
676    pub fn new() -> Self {
677        Self {
678            workspace: GlobalWorkspace::new(),
679        }
680    }
681}
682
683/// Placeholder for GlobalWorkspace
684#[derive(Debug, Clone)]
685pub struct GlobalWorkspace {
686    pub processors: Vec<SpecializedProcessor>,
687}
688
689impl GlobalWorkspace {
690    pub fn new() -> Self {
691        Self {
692            processors: Vec::new(),
693        }
694    }
695}
696
697/// Placeholder for SpecializedProcessor
698#[derive(Debug, Clone)]
699pub struct SpecializedProcessor {
700    pub processor_type: ProcessorType,
701    pub activation: f64,
702}
703
704/// Placeholder for AdvancedAttentionProcessor
705#[derive(Debug, Clone)]
706pub struct AdvancedAttentionProcessor {
707    pub attention_layers: Vec<MultiScaleAttention>,
708}
709
710impl AdvancedAttentionProcessor {
711    pub fn new() -> Self {
712        Self {
713            attention_layers: Vec::new(),
714        }
715    }
716}
717
718/// Placeholder for MultiScaleAttention
719#[derive(Debug, Clone)]
720pub struct MultiScaleAttention {
721    pub scales: Vec<AttentionScale>,
722}
723
724/// Placeholder for AttentionScale
725#[derive(Debug, Clone)]
726pub struct AttentionScale {
727    pub scale_level: usize,
728    pub attention_map: Array2<f64>,
729}
scirs2_ndimage/quantum_ai_consciousness/config.rs

scirs2_ndimage/quantum_ai_consciousness/
config.rs
