This document contains PlantUML diagrams showing the detailed process flows of the RR-RNN system components.
@startuml RR-RNN-System-Flow
!theme plain
title RR-RNN System Process Flow
actor User
participant "P-Lingua Parser" as Parser
participant "RR Hypergraph" as RR
participant "AtomSpace" as AS
participant "PLN Engine" as PLN
participant "Scheme REPL" as Scheme
participant "Persistent Storage" as Storage
== Initialization ==
User -> Parser: Load P-system definition
Parser -> RR: Create RR hypergraph from membranes
RR -> AS: Initialize AtomSpace integration
AS -> PLN: Setup PLN inference engine
PLN -> Scheme: Register command interface
== Runtime Dynamics ==
loop Continuous RR Evolution
RR -> RR: Update trialectic states
note right: ∀^ω(x ⇔^α y ⇔^α z ⇔^α x)
RR -> RR: Compute relevance gradients
note right: ∇ℜ = lim_{t→∞} Σᵢ log(aᵣᵢ(t)/aₚᵢ(t))
RR -> AS: Synchronize node properties
AS -> PLN: Generate new implications
PLN -> PLN: Perform deduction cycle
note right: A→B, A ⊢ B
PLN -> PLN: Perform abduction cycle
note right: A→B, B ⊢ A (reduced confidence)
PLN -> AS: Update truth values
AS -> RR: Feedback relevance updates
RR -> RR: Detect emergent patterns
note right: Agent-arena coupling > threshold
end
== Interactive Exploration ==
User -> Scheme: Execute Scheme commands
alt Query Commands
Scheme -> RR: (list-rr-nodes)
RR -> Scheme: Return node properties
else Update Commands
Scheme -> RR: (update-salience node-ID value)
RR -> AS: Propagate changes
AS -> PLN: Trigger inference update
else Inference Commands
Scheme -> PLN: (run-pln-inference)
PLN -> AS: Execute inference cycle
AS -> Scheme: Return inference results
end
Scheme -> User: Display results
== Persistence ==
User -> Storage: Save system state
Storage -> AS: Serialize AtomSpace to JSON
Storage -> RR: Serialize RR hypergraph to JSON
Storage -> Storage: Consolidate memory (remove low-confidence atoms)
Storage -> User: Confirm persistence complete
@enduml@startuml RR-Trialectic-Process
!theme plain
title RR Trialectic Co-Constitution Process
participant "Agent Membrane" as Agent
participant "Arena Membrane" as Arena
participant "Relation Component" as Relation
participant "Trialectic Engine" as Engine
== Initial State ==
Agent -> Engine: Initial salience, affordance potential
Arena -> Engine: Initial salience, affordance potential
Relation -> Engine: Initial coupling strength
== Trialectic Update Cycle ==
loop Continuous Evolution
Engine -> Engine: Compute trialectic state vector
note right: [x, y, z] representing agent-arena-relation
Engine -> Agent: Update based on arena + relation influence
note right: new_state[i] += coupling * (state[next] - state[prev]) / 2
Engine -> Arena: Update based on agent + relation influence
Engine -> Relation: Update based on agent + arena influence
Agent -> Engine: Updated salience
Arena -> Engine: Updated affordance realization
Relation -> Engine: Updated coupling strength
Engine -> Engine: Apply tanh normalization
note right: Keep states bounded in [-1, 1]
Engine -> Engine: Compute trialectic coherence
note right: coherence = Σ(state[i] * state[next]) / n
alt High Coherence (> 0.6)
Engine -> Engine: Amplify co-constitution effects
note right: Positive feedback loop
else Low Coherence (< 0.3)
Engine -> Engine: Dampen interactions
note right: Prevent instability
end
Engine -> Engine: Update relevance gradient
note right: ∇ℜ = log(affordance_realization / affordance_potential)
end
@enduml@startuml PLN-Inference-Process
!theme plain
title PLN Inference Engine Process Flow
participant "RR Hypergraph" as RR
participant "PLN Engine" as PLN
participant "AtomSpace" as AS
participant "Implication Generator" as ImpGen
participant "Deduction Engine" as Ded
participant "Abduction Engine" as Abd
== Implication Generation ==
RR -> PLN: High-coupling agent-arena pairs
PLN -> ImpGen: Agent-arena relationship data
ImpGen -> AS: Find corresponding atoms
AS -> ImpGen: Agent and arena atom IDs
ImpGen -> ImpGen: Calculate implication strength
note right: strength = coupling_strength
ImpGen -> ImpGen: Calculate implication confidence
note right: confidence = min(agent_salience, arena_salience)
ImpGen -> AS: Create implication link
note right: Agent → Arena with (strength, confidence)
== Deduction Cycle ==
PLN -> AS: Find all implication links
AS -> PLN: Implication atoms
loop For each implication A→B
PLN -> AS: Find atoms matching antecedent A
AS -> PLN: Antecedent instances with truth values
alt Antecedent strength > 0.7
PLN -> Ded: Apply deduction rule
Ded -> Ded: Calculate consequent truth value
note right: TV(B) = TV(A→B) ⋅ TV(A)\nstrength = impl_strength ⋅ ant_strength\nconfidence = min(impl_conf, ant_conf)
Ded -> AS: Update consequent truth value
AS -> PLN: Confirm update
PLN -> PLN: Record new conclusion
end
end
== Abduction Cycle ==
loop For each implication A→B
PLN -> AS: Find atoms matching consequent B
AS -> PLN: Consequent instances with truth values
alt Consequent strength > 0.7
PLN -> Abd: Apply abduction rule
Abd -> Abd: Calculate antecedent hypothesis
note right: TV(A) = TV(B) ⋅ TV(A→B) ⋅ 0.8\nReduced confidence: 0.6 factor
Abd -> AS: Update antecedent as hypothesis
AS -> PLN: Confirm hypothesis
PLN -> PLN: Record new hypothesis
end
end
== Results Integration ==
PLN -> RR: Return inference results summary
RR -> RR: Integrate PLN feedback into RR dynamics
@enduml@startuml Scheme-Command-Process
!theme plain
title Scheme Interface Command Processing
actor User
participant "Scheme REPL" as REPL
participant "Expression Parser" as Parser
participant "Command Router" as Router
participant "RR Interface" as RRInt
participant "AtomSpace Interface" as ASInt
participant "PLN Interface" as PLNInt
== Command Input ==
User -> REPL: Enter Scheme expression
REPL -> Parser: Parse expression string
Parser -> Parser: Tokenize and validate syntax
alt Valid Expression
Parser -> Router: Parsed command structure
else Invalid Expression
Parser -> REPL: Syntax error message
REPL -> User: Display error
end
== Command Routing ==
Router -> Router: Identify command type
alt RR Query Commands
Router -> RRInt: (list-rr-nodes)
RRInt -> RRInt: Collect all RR nodes
RRInt -> Router: Formatted node list
Router -> RRInt: (get-salience node-ID)
RRInt -> RRInt: Look up specific node
RRInt -> Router: Node salience value
Router -> RRInt: (get-system-relevance)
RRInt -> RRInt: Compute average relevance gradient
RRInt -> Router: System-wide relevance
else AtomSpace Query Commands
Router -> ASInt: (list-atoms)
ASInt -> ASInt: Iterate through atom registry
ASInt -> Router: Formatted atom list
Router -> ASInt: (find-atom "name")
ASInt -> ASInt: Search atoms by name pattern
ASInt -> Router: Matching atoms
else Update Commands
Router -> RRInt: (update-salience node-ID value)
RRInt -> RRInt: Validate node ID and value
RRInt -> RRInt: Update node salience
RRInt -> Router: Update confirmation
else Inference Commands
Router -> PLNInt: (run-pln-inference)
PLNInt -> PLNInt: Execute full inference cycle
PLNInt -> Router: Inference results summary
Router -> RRInt: (find-patterns)
RRInt -> RRInt: Analyze RR emergence patterns
RRInt -> Router: Detected patterns
else Unknown Command
Router -> REPL: Unknown command error
end
== Response Formatting ==
Router -> REPL: Command result
REPL -> REPL: Format as Scheme-style output
REPL -> User: Display formatted result
@enduml@startuml Persistent-Storage-Process
!theme plain
title Persistent Storage and Memory Consolidation
participant "User Request" as User
participant "Storage Manager" as Storage
participant "AtomSpace Serializer" as ASSerial
participant "RR Serializer" as RRSerial
participant "JSON Writer" as JSON
participant "Memory Consolidator" as Consolidator
participant "File System" as FS
== Save Operation ==
User -> Storage: Request save to file
Storage -> ASSerial: Serialize AtomSpace
Storage -> RRSerial: Serialize RR hypergraph
== AtomSpace Serialization ==
ASSerial -> ASSerial: Iterate through atoms
loop For each atom
ASSerial -> JSON: Write atom metadata
note right: {"id": N, "type": T, "name": "X"}
ASSerial -> JSON: Write truth values
note right: "strength": S, "confidence": C
ASSerial -> JSON: Write outgoing links
note right: "outgoing": [id1, id2, ...]
end
ASSerial -> JSON: Write next_atom_id
ASSerial -> Storage: AtomSpace JSON ready
== RR Hypergraph Serialization ==
RRSerial -> RRSerial: Iterate through RR nodes
loop For each RR node
RRSerial -> JSON: Write node properties
note right: id, type, aar_type, label
RRSerial -> JSON: Write RR dynamics
note right: salience, affordance_potential, affordance_realization
RRSerial -> JSON: Write trialectic state
note right: [x, y, z] vector
end
RRSerial -> RRSerial: Iterate through RR edges
loop For each RR edge
RRSerial -> JSON: Write edge properties
note right: id, type, from_node, to_node, strength
end
RRSerial -> Storage: RR JSON ready
== Memory Consolidation ==
Storage -> Consolidator: Request memory optimization
Consolidator -> Consolidator: Analyze atom confidence levels
loop For each atom
alt Confidence < threshold (0.3)
Consolidator -> Consolidator: Mark for removal
note right: Low-confidence atoms are pruned
else Confidence >= threshold
Consolidator -> Consolidator: Keep in active memory
end
end
Consolidator -> Consolidator: Remove marked atoms
Consolidator -> Storage: Report consolidation results
== File Writing ==
Storage -> FS: Write AtomSpace JSON file
Storage -> FS: Write RR hypergraph JSON file
FS -> Storage: Confirm file creation
Storage -> User: Save operation complete
== Load Operation ==
User -> Storage: Request load from file
Storage -> FS: Read AtomSpace JSON file
Storage -> FS: Read RR hypergraph JSON file
FS -> Storage: Return file contents
Storage -> ASSerial: Deserialize AtomSpace
Storage -> RRSerial: Deserialize RR hypergraph
ASSerial -> ASSerial: Parse JSON and recreate atoms
RRSerial -> RRSerial: Parse JSON and recreate RR structures
Storage -> User: Load operation complete
@enduml@startuml Multi-Level-Emergence
!theme plain
title Multi-Level Emergence Detection Process
participant "Emergence Monitor" as Monitor
participant "Agent Tracker" as AgentTrack
participant "Arena Tracker" as ArenaTrack
participant "Coupling Analyzer" as Coupling
participant "Coherence Calculator" as Coherence
participant "Pattern Recognizer" as Pattern
participant "Emergent Relation Creator" as Creator
== Continuous Monitoring ==
loop System Evolution
Monitor -> AgentTrack: Check all agent nodes
AgentTrack -> AgentTrack: Scan agent salience levels
loop For each agent
alt Salience > 0.8
AgentTrack -> Monitor: High-salience agent detected
Monitor -> ArenaTrack: Find coupled arenas for agent
ArenaTrack -> Coupling: Analyze agent-arena pairs
loop For each arena
Coupling -> Coupling: Compute coupling strength
note right: strength = Σ(edge_weights) / edge_count
alt Coupling > 0.8
Coupling -> Monitor: Strong coupling detected
Monitor -> Coherence: Calculate trialectic coherence
Coherence -> Coherence: Measure state correlations
note right: coherence = Σ(state[i] * state[next]) / n
alt Coherence > 0.6
Coherence -> Pattern: Emergent pattern candidate
Pattern -> Pattern: Validate emergence criteria
Pattern -> Pattern: Check temporal consistency
Pattern -> Pattern: Verify cross-level interactions
alt All criteria met
Pattern -> Creator: Create emergent relation
Creator -> Creator: Generate new relation node
note right: Type = EMERGENT, connects agent-arena
Creator -> Creator: Set emergent properties
note right: salience = (agent + arena) * 0.5\naffordance_realization = 1.0
Creator -> Monitor: Emergence event recorded
end
end
end
end
end
end
Monitor -> Monitor: Update emergence statistics
Monitor -> Monitor: Log system evolution metrics
end
@enduml@startuml Integration-Test-Flow
!theme plain
title RR-RNN Integration Test Process
participant "Test Runner" as Test
participant "RR Enhanced Test" as RRTest
participant "Next Directions Test" as NDTest
participant "Demo REPL Test" as REPLTest
participant "Validation Engine" as Validator
== Test Initialization ==
Test -> Test: Setup test environment
Test -> RRTest: Initialize basic RR test
Test -> NDTest: Initialize comprehensive test
Test -> REPLTest: Initialize REPL demo test
== Basic RR Enhanced Test ==
Test -> RRTest: Run test_rr_enhanced
RRTest -> RRTest: Create RR hypergraph
RRTest -> RRTest: Add test membranes (agent, arena, environment)
RRTest -> RRTest: Create AtomSpace integration
RRTest -> RRTest: Run 50 simulation steps
loop 10-step intervals
RRTest -> RRTest: Update RR dynamics
RRTest -> RRTest: Sync with AtomSpace
RRTest -> RRTest: Check for emergent patterns
RRTest -> Validator: Validate state consistency
end
RRTest -> RRTest: Compute final system relevance
RRTest -> Test: Basic test results
== Comprehensive Next Directions Test ==
Test -> NDTest: Run test_next_directions
NDTest -> NDTest: Setup comprehensive environment
NDTest -> NDTest: Test PLN Integration
note right: Generate implications, run inference cycles
NDTest -> NDTest: Test Scheme Interface
note right: Execute 8+ command types
NDTest -> NDTest: Test Persistent Storage
note right: Save/load, memory consolidation
NDTest -> NDTest: Test Multi-Level Integration
note right: Hierarchical structures, emergence detection
NDTest -> Validator: Validate all subsystem interactions
NDTest -> Test: Comprehensive test results
== REPL Demo Test ==
Test -> REPLTest: Run demo_repl
REPLTest -> REPLTest: Create test RR environment
REPLTest -> REPLTest: Start Scheme evaluator
REPLTest -> REPLTest: Execute demo command sequence
loop Demo commands
REPLTest -> REPLTest: (list-rr-nodes)
REPLTest -> REPLTest: (get-system-relevance)
REPLTest -> REPLTest: (find-patterns)
REPLTest -> REPLTest: (get-salience node-1)
REPLTest -> Validator: Validate command responses
end
REPLTest -> Test: REPL test results
== Final Validation ==
Test -> Validator: Aggregate all test results
Validator -> Validator: Check implementation completeness
note right: ✓ PLN Integration\n✓ Scheme Interface\n✓ Persistent Storage\n✓ Multi-Level Integration
Validator -> Validator: Verify system stability
Validator -> Validator: Confirm feature integration
Validator -> Test: Final validation report
Test -> Test: Generate test summary
note right: All Next Development Directions\nsuccessfully implemented and tested
@endumlThese PlantUML diagrams provide detailed process flows for all major components of the RR-RNN system, showing the intricate interactions between relevance realization dynamics, symbolic reasoning, and cognitive architecture integration.