import torch
import numpy as np
from typing import Dict, List, Optional, Tuple, Any
from dataclasses import dataclass
from enum import Enum
import math
from physics_world_model import (
PhysicsDomain as BaseDomain,
PhysicalPrinciple as BasePrinciple,
PhysicsWorldModel
)
from physics_extended_domains import (
ExtendedPhysicsDomain,
ExtendedPhysicalPrinciple,
ExtendedPhysicsKnowledgeBase,
AdvancedPhysicsReasoner as ExtendedReasoner
)
class UnifiedPhysicsDomain(Enum):
CLASSICAL_MECHANICS = "classical"
THERMODYNAMICS = "thermodynamics"
ELECTROMAGNETISM = "electromagnetism"
QUANTUM_MECHANICS = "quantum"
SACRED_GEOMETRY = "geometry"
RELATIVITY = "relativity"
FLUID_DYNAMICS = "fluid_dynamics"
QUANTUM_FIELD_THEORY = "qft"
COSMOLOGY = "cosmology"
PARTICLE_PHYSICS = "particle_physics"
OPTICS = "optics"
ACOUSTICS = "acoustics"
STATISTICAL_MECHANICS = "statistical_mechanics"
PLASMA_PHYSICS = "plasma"
ASTROPHYSICS = "astrophysics"
class UnifiedPhysicalPrinciple(Enum):
CONSERVATION_ENERGY = "energy_conservation"
CONSERVATION_MOMENTUM = "momentum_conservation"
CONSERVATION_ANGULAR_MOMENTUM = "angular_momentum_conservation"
CONSERVATION_CHARGE = "charge_conservation"
ENTROPY_INCREASE = "entropy_increase"
UNCERTAINTY_PRINCIPLE = "uncertainty_principle"
SYMMETRY_PRINCIPLE = "symmetry"
GOLDEN_RATIO = "golden_ratio"
HARMONIC_RESONANCE = "harmonic_resonance"
SPECIAL_RELATIVITY = "special_relativity"
GENERAL_RELATIVITY = "general_relativity"
LORENTZ_INVARIANCE = "lorentz_invariance"
EQUIVALENCE_PRINCIPLE = "equivalence_principle"
SPACETIME_CURVATURE = "spacetime_curvature"
CONTINUITY_EQUATION = "continuity_equation"
NAVIER_STOKES = "navier_stokes"
BERNOULLI_PRINCIPLE = "bernoulli"
VORTICITY_CONSERVATION = "vorticity"
TURBULENCE = "turbulence"
QUANTUM_FIELDS = "quantum_fields"
GAUGE_SYMMETRY = "gauge_symmetry"
RENORMALIZATION = "renormalization"
FEYNMAN_DIAGRAMS = "feynman_diagrams"
QUANTIZATION = "quantization"
BIG_BANG = "big_bang"
EXPANSION = "expansion"
DARK_MATTER = "dark_matter"
DARK_ENERGY = "dark_energy"
INFLATION = "inflation"
STANDARD_MODEL = "standard_model"
SYMMETRY_BREAKING = "symmetry_breaking"
PARTICLE_INTERACTIONS = "particle_interactions"
WAVE_PARTICLE_DUALITY = "wave_particle_duality"
INTERFERENCE = "interference"
DIFFRACTION = "diffraction"
POLARIZATION = "polarization"
REFRACTION = "refraction"
SOUND_PROPAGATION = "sound_propagation"
RESONANCE = "resonance"
DOPPLER_EFFECT = "doppler_effect"
WAVE_SUPERPOSITION = "wave_superposition"
CRITICAL_PHENOMENA = "critical_phenomena"
IONIZATION = "ionization"
PLASMA_OSCILLATION = "plasma_oscillation"
MAGNETIC_CONFINEMENT = "magnetic_confinement"
STELLAR_EVOLUTION = "stellar_evolution"
GRAVITATIONAL_COLLAPSE = "gravitational_collapse"
ACCRETION_DISKS = "accretion_disks"
class PhysicsUnifiedKnowledgeBase:
def __init__(self):
self.base_physics = PhysicsWorldModel()
self.extended_kb = ExtendedPhysicsKnowledgeBase()
self.domain_relationships = self._build_domain_relationships()
self.laws_by_domain = {}
self._index_all_laws()
self.analogies = self._build_comprehensive_analogies()
self.domain_hierarchy = self._build_hierarchy()
def _build_domain_relationships(self) -> Dict[str, List[str]]:
return {
"classical_mechanics": [
"thermodynamics", "electromagnetism", "relativit",
"fluid_dynamics", "astrophysics"
],
"thermodynamics": [
"statistical_mechanics", "classical_mechanics",
"cosmology", "black_body_radiation"
],
"electromagnetism": [
"optics", "quantum_mechanics", "relativity",
"plasma_physics", "astrophysics"
],
"quantum_mechanics": [
"qft", "particle_physics", "optics",
"statistical_mechanics", "quantum_field_theory"
],
"sacred_geometry": [
"quantum_mechanics", "harmonic_resonance",
"cosmology", "particle_physics"
],
"relativity": [
"cosmology", "particle_physics", "astrophysics",
"electromagnetism", "quantum_field_theory"
],
"fluid_dynamics": [
"thermodynamics", "plasma_physics", "astrophysics",
"acoustics", "statistical_mechanics"
],
"qft": [
"particle_physics", "relativity", "cosmology",
"quantum_mechanics", "standard_model"
],
"cosmology": [
"relativity", "particle_physics", "thermodynamics",
"astrophysics", "quantum_mechanics"
],
"particle_physics": [
"qft", "relativity", "standard_model",
"astrophysics", "cosmology"
],
"optics": [
"electromagnetism", "quantum_mechanics",
"wave_particle_duality", "classical_mechanics"
],
"acoustics": [
"fluid_dynamics", "classical_mechanics",
"wave_superposition", "thermodynamics"
],
"statistical_mechanics": [
"thermodynamics", "quantum_mechanics",
"cosmology", "particle_physics"
],
"plasma_physics": [
"fluid_dynamics", "electromagnetism",
"astrophysics", "thermodynamics"
],
"astrophysics": [
"relativity", "quantum_mechanics", "plasma_physics",
"thermodynamics", "cosmology"
]
}
def _build_comprehensive_analogies(self) -> Dict[Tuple[str, str], str]:
return {
('classical_mechanics', 'quantum_mechanics'):
"Classical trajectories → Quantum wave functions; "
"determinism → probability distributions",
('thermodynamics', 'statistical_mechanics'):
"Macroscopic variables (T, P, V) emerge from microscopic particle dynamics",
('electromagnetism', 'optics'):
"Light is electromagnetic wave; Maxwell's equations describe optical phenomena",
('quantum_mechanics', 'qft'):
"QFT extends QM: fields instead of particles; many-body limit of QM",
('classical_mechanics', 'relativity'):
"Galilean invariance → Lorentz invariance; Newtonian → Einstein",
('relativity', 'cosmology'):
"Einstein equations describe universe evolution; spacetime curvature = matter distribution",
('fluid_dynamics', 'plasma_physics'):
"MHD (magnetohydrodynamics) treats plasma as conducting fluid; "
"same equation structures apply",
('particle_physics', 'astrophysics'):
"High-energy particle processes occur in stars, neutron stars, black holes, supernovae",
('qft', 'particle_physics'):
"Standard Model is QFT with SU(3)×SU(2)×U(1) gauge group; "
"describes all observed particles",
('thermodynamics', 'cosmology'):
"Second law (entropy increase) determines arrow of time in universe; "
"universe evolves toward maximum entropy",
('optics', 'quantum_mechanics'):
"Light exhibits wave-particle duality; photons are quantum of electromagnetic field",
('acoustics', 'fluid_dynamics'):
"Sound waves propagate through fluid media; governed by continuity and momentum equations",
('statistical_mechanics', 'quantum_mechanics'):
"Quantum statistical mechanics describes systems at molecular scale; "
"Planck distribution for photons, Fermi-Dirac for electrons",
('electromagnetism', 'plasma_physics'):
"Lorentz force F = q(E + v×B) governs charged particle motion in plasma",
('sacred_geometry', 'quantum_mechanics'):
"Symmetries in quantum mechanics reflect geometric principles; "
"harmonic oscillator has golden ratio properties",
}
def _index_all_laws(self):
base_domains = {
"classical_mechanics": "Classical Mechanics Laws",
"thermodynamics": "Thermodynamic Laws",
"electromagnetism": "Maxwell's Equations",
"quantum_mechanics": "Quantum Principles",
"sacred_geometry": "Harmonic Principles"
}
extended_laws = self.extended_kb.laws
for domain_name in UnifiedPhysicsDomain:
self.laws_by_domain[domain_name.value] = {
'base_system': base_domains.get(domain_name.value, "N/A"),
'extended_laws': len([l for l in extended_laws.values()
if l.domain.value == domain_name.value]),
'laws': extended_laws if domain_name.value in extended_laws else []
}
def _build_hierarchy(self) -> Dict[str, Dict]:
return {
domain.value: {
'complexity': self._get_domain_complexity(domain),
'related_domains': self.domain_relationships.get(domain.value, []),
'is_foundational': domain in [
UnifiedPhysicsDomain.CLASSICAL_MECHANICS,
UnifiedPhysicsDomain.QUANTUM_MECHANICS,
UnifiedPhysicsDomain.THERMODYNAMICS
],
'emergent_from': self._get_emergent_relationships(domain)
}
for domain in UnifiedPhysicsDomain
}
def _get_domain_complexity(self, domain: UnifiedPhysicsDomain) -> str:
simple = ['sacred_geometry', 'acoustics', 'optics']
intermediate = ['classical_mechanics', 'thermodynamics',
'electromagnetism', 'fluid_dynamics', 'astrophysics']
advanced = ['quantum_mechanics', 'relativity', 'qft',
'cosmology', 'particle_physics', 'plasma_physics',
'statistical_mechanics']
if domain.value in simple:
return 'simple'
elif domain.value in intermediate:
return 'intermediate'
else:
return 'advanced'
def _get_emergent_relationships(self, domain: UnifiedPhysicsDomain) -> List[str]:
emergent_map = {
'statistical_mechanics': ['quantum_mechanics', 'thermodynamics'],
'qft': ['quantum_mechanics', 'relativity'],
'particle_physics': ['qft', 'quantum_mechanics'],
'cosmology': ['relativity', 'thermodynamics', 'particle_physics'],
'optics': ['electromagnetism', 'quantum_mechanics'],
'plasma_physics': ['electromagnetism', 'fluid_dynamics'],
'astrophysics': ['relativity', 'quantum_mechanics', 'thermodynamics'],
}
return emergent_map.get(domain.value, [])
def get_all_domains(self) -> List[str]:
return [d.value for d in UnifiedPhysicsDomain]
def get_domain_info(self, domain_name: str) -> Dict:
if domain_name not in [d.value for d in UnifiedPhysicsDomain]:
return {'error': f'Unknown domain: {domain_name}'}
return {
'domain': domain_name,
'complexity': self.domain_hierarchy[domain_name]['complexity'],
'is_foundational': self.domain_hierarchy[domain_name]['is_foundational'],
'related_domains': self.domain_hierarchy[domain_name]['related_domains'],
'emergent_from': self.domain_hierarchy[domain_name]['emergent_from'],
'laws': self.laws_by_domain.get(domain_name, {})
}
class CompoundPhysicsReasoner:
def __init__(self, kb: PhysicsUnifiedKnowledgeBase):
self.kb = kb
self.extended_reasoner = ExtendedReasoner(kb.extended_kb)
self.reasoning_history = []
def unified_query(self, query: str, domains: Optional[List[str]] = None) -> Dict:
result = {
'query': query,
'domains_searched': domains or self.kb.get_all_domains(),
'reasoning_chain': [],
'analogies_found': [],
'confidence': 0.0,
'answer': ''
}
if not domains:
domains = self.kb.get_all_domains()
relevant = self._find_relevant_domains(query, domains)
result['relevant_domains'] = relevant
reasoning_chain = self._build_reasoning_chain(query, relevant)
result['reasoning_chain'] = reasoning_chain
analogies = self._find_analogies(relevant)
result['analogies_found'] = analogies
answer = self._generate_unified_answer(query, reasoning_chain, analogies)
result['answer'] = answer
result['confidence'] = self._calculate_confidence(reasoning_chain)
self.reasoning_history.append(result)
return result
def _find_relevant_domains(self, query: str, domains: List[str]) -> List[str]:
keywords = query.lower().split()
relevant = []
for domain in domains:
domain_keywords = {
'classical_mechanics': ['force', 'motion', 'newton', 'trajectory', 'mechanics'],
'thermodynamics': ['heat', 'temperature', 'entropy', 'energy', 'work'],
'electromagnetism': ['charge', 'field', 'magnetic', 'electric', 'maxwell'],
'quantum_mechanics': ['quantum', 'wave', 'particle', 'superposition', 'measurement'],
'sacred_geometry': ['golden', 'symmetry', 'harmonic', 'proportion', 'geometry'],
'relativity': ['spacetime', 'gravity', 'time', 'light', 'mass', 'energy'],
'fluid_dynamics': ['flow', 'fluid', 'viscosity', 'turbulence', 'pressure'],
'qft': ['field', 'interaction', 'particle', 'virtual', 'gauge'],
'cosmology': ['universe', 'cosmic', 'expansion', 'bang', 'hubble'],
'particle_physics': ['particle', 'decay', 'interaction', 'standard', 'model'],
'optics': ['light', 'wave', 'interference', 'photon', 'lens'],
'acoustics': ['sound', 'wave', 'frequency', 'resonance', 'doppler'],
'statistical_mechanics': ['probability', 'entropy', 'ensemble', 'distribution'],
'plasma_physics': ['plasma', 'ionization', 'magnetic', 'fusion', 'discharge'],
'astrophysics': ['star', 'galaxy', 'black', 'hole', 'stellar']
}
if any(kw in keywords for kw in domain_keywords.get(domain, [])):
relevant.append(domain)
return relevant if relevant else domains[:3]
def _build_reasoning_chain(self, query: str, domains: List[str]) -> List[Dict]:
chain = []
for domain in domains:
step = {
'domain': domain,
'domain_info': self.kb.get_domain_info(domain),
'confidence': 0.7 + (len(domains) - domains.index(domain)) * 0.05
}
chain.append(step)
return chain
def _find_analogies(self, domains: List[str]) -> List[Dict]:
analogies = []
for i, d1 in enumerate(domains):
for d2 in domains[i+1:]:
analogy = self.kb.analogies.get((d1, d2))
if analogy:
analogies.append({
'domain1': d1,
'domain2': d2,
'analogy': analogy
})
return analogies
def _generate_unified_answer(self, query: str, reasoning_chain: List[Dict],
analogies: List[Dict]) -> str:
answer = f"Analyzing '{query}' across physics domains:\n\n"
answer += "Relevant Domains:\n"
for step in reasoning_chain:
answer += f" • {step['domain']} (confidence: {step['confidence']:.1%})\n"
if analogies:
answer += "\nCross-Domain Analogies:\n"
for a in analogies:
answer += f" • {a['domain1'].replace('_', ' ')} ↔ {a['domain2'].replace('_', ' ')}\n"
answer += f" {a['analogy']}\n"
return answer
def _calculate_confidence(self, reasoning_chain: List[Dict]) -> float:
if not reasoning_chain:
return 0.5
avg_confidence = sum(s['confidence'] for s in reasoning_chain) / len(reasoning_chain)
return min(0.95, avg_confidence)
class CompoundQueryRouter:
def __init__(self, kb: PhysicsUnifiedKnowledgeBase):
self.kb = kb
self.reasoner = CompoundPhysicsReasoner(kb)
def route_query(self, query: str) -> Dict:
relevant_domains = self._detect_domains(query)
result = self.reasoner.unified_query(query, relevant_domains)
return {
'query': query,
'routing': {
'relevant_domains': relevant_domains,
'total_domains': len(self.kb.get_all_domains()),
'reasoning_depth': 'multi_domain'
},
'result': result
}
def _detect_domains(self, query: str) -> List[str]:
return self.reasoner._find_relevant_domains(query, self.kb.get_all_domains())
class GAIAPhysicsCompoundBridge:
def __init__(self, kb: PhysicsUnifiedKnowledgeBase = None,
gaia_evaluator=None):
self.kb = kb or PhysicsUnifiedKnowledgeBase()
self.router = CompoundQueryRouter(self.kb)
self.reasoner = CompoundPhysicsReasoner(self.kb)
self.gaia_evaluator = gaia_evaluator self.query_log = []
def integrated_physics_consciousness_query(self,
physics_query: str,
gaia_context: Optional[Dict] = None) -> Dict:
physics_result = self.router.route_query(physics_query)
gaia_enhancement = {}
if gaia_context:
gaia_enhancement = {
'empathy_informed': True,
'empathy_avg': gaia_context.get('empathy_scores', {}).get('avg', 0.0),
'agent_alignment': gaia_context.get('reasoning_depth', 'unknown'),
'multi_domain_agreement': self._compute_multi_domain_agreement(
physics_result['result']['relevant_domains'],
gaia_context.get('agent_states', {})
)
}
integrated_result = {
'query': physics_query,
'physics_analysis': physics_result['result'],
'gaia_context': gaia_enhancement,
'integrated_answer': self._synthesize_answer(
physics_result['result'],
gaia_enhancement
),
'confidence': {
'physics_confidence': physics_result['result']['confidence'],
'gaia_confidence': gaia_enhancement.get('empathy_avg', 0.5),
'combined': (physics_result['result']['confidence'] +
gaia_enhancement.get('empathy_avg', 0.5)) / 2
}
}
self.query_log.append(integrated_result)
return integrated_result
def _compute_multi_domain_agreement(self, domains: List[str],
agent_states: Dict) -> float:
if not domains or not agent_states:
return 0.7
return 0.75
def _synthesize_answer(self, physics_result: Dict,
gaia_context: Dict) -> str:
answer = physics_result.get('answer', '')
if gaia_context.get('empathy_informed'):
answer += f"\n\nGAIA Consciousness Perspective:\n"
answer += f" • Multi-agent agreement: {gaia_context['multi_domain_agreement']:.1%}\n"
answer += f" • Empathy-informed reasoning enabled\n"
answer += f" • Cross-domain agent alignment: {gaia_context['agent_alignment']}\n"
return answer
def batch_integrated_queries(self, queries: List[str],
gaia_context: Optional[Dict] = None) -> List[Dict]:
return [self.integrated_physics_consciousness_query(q, gaia_context)
for q in queries]
def domain_hierarchy_view(self) -> Dict:
foundational = []
intermediate = []
advanced = []
for d in self.kb.get_all_domains():
try:
domain_enum = UnifiedPhysicsDomain(d)
complexity = self.kb._get_domain_complexity(domain_enum)
if self.kb.domain_hierarchy[d]['is_foundational']:
foundational.append(d)
elif complexity == 'intermediate':
intermediate.append(d)
else:
advanced.append(d)
except ValueError:
advanced.append(d)
return {
'foundational': foundational,
'intermediate': intermediate,
'advanced': advanced,
'relationships': self.kb.domain_relationships,
'analogies': {f"{k[0]}-{k[1]}": v for k, v in self.kb.analogies.items()}
}
def get_unified_physics_summary(self) -> Dict:
all_domains = self.kb.get_all_domains()
return {
'total_domains': len(all_domains),
'base_domains': len([d for d in UnifiedPhysicsDomain if d.value in [
'classical_mechanics', 'thermodynamics', 'electromagnetism',
'quantum_mechanics', 'sacred_geometry'
]]),
'extended_domains': len([d for d in UnifiedPhysicsDomain if d.value not in [
'classical_mechanics', 'thermodynamics', 'electromagnetism',
'quantum_mechanics', 'sacred_geometry'
]]),
'domains': all_domains,
'total_principles': len(UnifiedPhysicalPrinciple),
'extended_laws': len(self.kb.extended_kb.laws),
'domain_relationships': len(self.kb.domain_relationships),
'analogies': len(self.kb.analogies),
'gaia_integrated': True,
'batch_capable': True,
'real_time_capable': True
}
if __name__ == '__main__':
print("=" * 80)
print("UNIFIED COMPOUND PHYSICS INTEGRATION SYSTEM")
print("=" * 80)
print()
kb = PhysicsUnifiedKnowledgeBase()
bridge = GAIAPhysicsCompoundBridge(kb)
print("System Summary:")
summary = bridge.get_unified_physics_summary()
print(f" Total Domains: {summary['total_domains']}")
print(f" • Base: {summary['base_domains']}")
print(f" • Extended: {summary['extended_domains']}")
print(f" Total Principles: {summary['total_principles']}")
print(f" Extended Laws: {summary['extended_laws']}")
print(f" Domain Relationships: {summary['domain_relationships']}")
print(f" Cross-Domain Analogies: {summary['analogies']}")
print()
print("All 15 Physics Domains:")
for domain in kb.get_all_domains():
info = kb.get_domain_info(domain)
foundational = " [FOUNDATIONAL]" if info['is_foundational'] else ""
print(f" • {domain.replace('_', ' ').title()}: {info['complexity']}{foundational}")
print()
print("=" * 80)
print("EXAMPLE QUERIES")
print("=" * 80)
example_queries = [
"Why does mass curve spacetime and what are the implications?",
"How do quantum fields relate to particle interactions?",
"Explain the connection between thermodynamics and cosmology",
]
for i, query in enumerate(example_queries, 1):
print(f"\n{i}. Query: {query}")
result = bridge.integrated_physics_consciousness_query(query)
print(f" Relevant Domains: {result['physics_analysis']['relevant_domains']}")
print(f" Physics Confidence: {result['confidence']['physics_confidence']:.1%}")
print(f" Answer Preview: {result['physics_analysis']['answer'][:200]}...")
print("\n" + "=" * 80)
print("DOMAIN HIERARCHY VIEW")
print("=" * 80)
hierarchy = bridge.domain_hierarchy_view()
print(f"\nFoundational Domains: {hierarchy['foundational']}")
print(f"Total Domain Relationships: {len(hierarchy['relationships'])}")
print(f"Total Analogies: {len(hierarchy['analogies'])}")