1use scirs2_core::ndarray::{s, Array1, Array2, Array3, Array4};
10use scirs2_core::Complex64;
11use scirs2_core::random::{thread_rng, Rng};
12use serde::{Deserialize, Serialize};
13use std::collections::HashMap;
14use std::f64::consts::PI;
15
16use crate::error::{Result, SimulatorError};
17use crate::scirs2_integration::SciRS2Backend;
18use scirs2_core::random::prelude::*;
19
20#[derive(Debug, Clone, Serialize, Deserialize)]
22pub struct QuantumGravityConfig {
23 pub gravity_approach: GravityApproach,
25 pub planck_length: f64,
27 pub planck_time: f64,
29 pub spatial_dimensions: usize,
31 pub lorentz_invariant: bool,
33 pub background_metric: BackgroundMetric,
35 pub cosmological_constant: f64,
37 pub gravitational_constant: f64,
39 pub speed_of_light: f64,
41 pub reduced_planck_constant: f64,
43 pub quantum_corrections: bool,
45 pub lqg_config: Option<LQGConfig>,
47 pub cdt_config: Option<CDTConfig>,
49 pub asymptotic_safety_config: Option<AsymptoticSafetyConfig>,
51 pub ads_cft_config: Option<AdSCFTConfig>,
53}
54
55impl Default for QuantumGravityConfig {
56 fn default() -> Self {
57 Self {
58 gravity_approach: GravityApproach::LoopQuantumGravity,
59 planck_length: 1.616e-35, planck_time: 5.391e-44, spatial_dimensions: 3,
62 lorentz_invariant: true,
63 background_metric: BackgroundMetric::Minkowski,
64 cosmological_constant: 0.0,
65 gravitational_constant: 6.674e-11, speed_of_light: 299792458.0, reduced_planck_constant: 1.055e-34, quantum_corrections: true,
69 lqg_config: Some(LQGConfig::default()),
70 cdt_config: Some(CDTConfig::default()),
71 asymptotic_safety_config: Some(AsymptoticSafetyConfig::default()),
72 ads_cft_config: Some(AdSCFTConfig::default()),
73 }
74 }
75}
76
77#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
79pub enum GravityApproach {
80 LoopQuantumGravity,
82 CausalDynamicalTriangulation,
84 AsymptoticSafety,
86 StringTheory,
88 EmergentGravity,
90 HolographicGravity,
92 ReggeCalculus,
94 GroupFieldTheory,
96 CausalSets,
98 EntropicGravity,
100}
101
102#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
104pub enum BackgroundMetric {
105 Minkowski,
107 DeSitter,
109 AntiDeSitter,
111 Schwarzschild,
113 Kerr,
115 FLRW,
117 Custom,
119}
120
121#[derive(Debug, Clone, Serialize, Deserialize)]
123pub struct LQGConfig {
124 pub barbero_immirzi_parameter: f64,
126 pub max_spin: f64,
128 pub num_nodes: usize,
130 pub num_edges: usize,
132 pub spin_foam_dynamics: bool,
134 pub area_eigenvalues: Vec<f64>,
136 pub volume_eigenvalues: Vec<f64>,
138 pub holonomy_discretization: f64,
140}
141
142impl Default for LQGConfig {
143 fn default() -> Self {
144 Self {
145 barbero_immirzi_parameter: 0.2375, max_spin: 5.0,
147 num_nodes: 100,
148 num_edges: 300,
149 spin_foam_dynamics: true,
150 area_eigenvalues: (1..=20)
151 .map(|j| (j as f64) * (PI * 1.616e-35_f64.powi(2)))
152 .collect(),
153 volume_eigenvalues: (1..=50)
154 .map(|n| (n as f64).sqrt() * 1.616e-35_f64.powi(3))
155 .collect(),
156 holonomy_discretization: 0.1,
157 }
158 }
159}
160
161#[derive(Debug, Clone, Serialize, Deserialize)]
163pub struct CDTConfig {
164 pub num_simplices: usize,
166 pub time_slicing: f64,
168 pub spatial_volume: f64,
170 pub bare_coupling: f64,
172 pub cosmological_coupling: f64,
174 pub monte_carlo_moves: bool,
176 pub mc_sweeps: usize,
178 pub acceptance_threshold: f64,
180}
181
182impl Default for CDTConfig {
183 fn default() -> Self {
184 Self {
185 num_simplices: 10000,
186 time_slicing: 0.1,
187 spatial_volume: 1000.0,
188 bare_coupling: 0.1,
189 cosmological_coupling: 0.01,
190 monte_carlo_moves: true,
191 mc_sweeps: 1000,
192 acceptance_threshold: 0.5,
193 }
194 }
195}
196
197#[derive(Debug, Clone, Serialize, Deserialize)]
199pub struct AsymptoticSafetyConfig {
200 pub uv_newton_constant: f64,
202 pub uv_cosmological_constant: f64,
204 pub truncation_order: usize,
206 pub energy_scale: f64,
208 pub critical_exponents: Vec<f64>,
210 pub higher_derivatives: bool,
212 pub rg_flow_steps: usize,
214}
215
216impl Default for AsymptoticSafetyConfig {
217 fn default() -> Self {
218 Self {
219 uv_newton_constant: 0.1,
220 uv_cosmological_constant: 0.01,
221 truncation_order: 4,
222 energy_scale: 1.0,
223 critical_exponents: vec![-2.0, 0.5, 1.2], higher_derivatives: true,
225 rg_flow_steps: 1000,
226 }
227 }
228}
229
230#[derive(Debug, Clone, Serialize, Deserialize)]
232pub struct AdSCFTConfig {
233 pub ads_dimension: usize,
235 pub cft_dimension: usize,
237 pub ads_radius: f64,
239 pub central_charge: f64,
241 pub temperature: f64,
243 pub black_hole_formation: bool,
245 pub holographic_entanglement: bool,
247 pub degrees_of_freedom: usize,
249}
250
251impl Default for AdSCFTConfig {
252 fn default() -> Self {
253 Self {
254 ads_dimension: 5, cft_dimension: 4, ads_radius: 1.0,
257 central_charge: 100.0,
258 temperature: 0.0,
259 black_hole_formation: false,
260 holographic_entanglement: true,
261 degrees_of_freedom: 1000,
262 }
263 }
264}
265
266#[derive(Debug, Clone, Serialize, Deserialize)]
268pub struct SpinNetwork {
269 pub nodes: Vec<SpinNetworkNode>,
271 pub edges: Vec<SpinNetworkEdge>,
273 pub intertwiners: HashMap<usize, Intertwiner>,
275 pub holonomies: HashMap<usize, SU2Element>,
277}
278
279#[derive(Debug, Clone, Serialize, Deserialize)]
281pub struct SpinNetworkNode {
282 pub id: usize,
284 pub valence: usize,
286 pub position: Vec<f64>,
288 pub quantum_numbers: Vec<f64>,
290}
291
292#[derive(Debug, Clone, Serialize, Deserialize)]
294pub struct SpinNetworkEdge {
295 pub id: usize,
297 pub source: usize,
299 pub target: usize,
301 pub spin: f64,
303 pub length: f64,
305}
306
307#[derive(Debug, Clone, Serialize, Deserialize)]
309pub struct Intertwiner {
310 pub id: usize,
312 pub input_spins: Vec<f64>,
314 pub output_spin: f64,
316 pub clebsch_gordan_coeffs: Array2<Complex64>,
318}
319
320#[derive(Debug, Clone, Serialize, Deserialize)]
322pub struct SU2Element {
323 pub matrix: Array2<Complex64>,
325 pub pauli_coefficients: [Complex64; 4],
327}
328
329#[derive(Debug, Clone, Serialize, Deserialize)]
331pub struct SimplicialComplex {
332 pub vertices: Vec<SpacetimeVertex>,
334 pub simplices: Vec<Simplex>,
336 pub time_slices: Vec<TimeSlice>,
338 pub causal_relations: HashMap<usize, Vec<usize>>,
340}
341
342#[derive(Debug, Clone, Serialize, Deserialize)]
344pub struct SpacetimeVertex {
345 pub id: usize,
347 pub coordinates: Vec<f64>,
349 pub time: f64,
351 pub coordination: usize,
353}
354
355#[derive(Debug, Clone, Serialize, Deserialize)]
357pub struct Simplex {
358 pub id: usize,
360 pub vertices: Vec<usize>,
362 pub simplex_type: SimplexType,
364 pub volume: f64,
366 pub action: f64,
368}
369
370#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
372pub enum SimplexType {
373 Spacelike,
375 Timelike,
377 Mixed,
379}
380
381#[derive(Debug, Clone, Serialize, Deserialize)]
383pub struct TimeSlice {
384 pub time: f64,
386 pub vertices: Vec<usize>,
388 pub spatial_volume: f64,
390 pub curvature: f64,
392}
393
394#[derive(Debug, Clone, Serialize, Deserialize)]
396pub struct RGTrajectory {
397 pub coupling_evolution: HashMap<String, Vec<f64>>,
399 pub energy_scales: Vec<f64>,
401 pub beta_functions: HashMap<String, Vec<f64>>,
403 pub fixed_points: Vec<FixedPoint>,
405}
406
407#[derive(Debug, Clone, Serialize, Deserialize)]
409pub struct FixedPoint {
410 pub couplings: HashMap<String, f64>,
412 pub critical_exponents: Vec<f64>,
414 pub stability: FixedPointStability,
416}
417
418#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
420pub enum FixedPointStability {
421 UVAttractive,
423 IRAttractive,
425 Saddle,
427 Unstable,
429}
430
431#[derive(Debug, Clone, Serialize, Deserialize)]
433pub struct HolographicDuality {
434 pub bulk_geometry: BulkGeometry,
436 pub boundary_theory: BoundaryTheory,
438 pub holographic_dictionary: HashMap<String, String>,
440 pub entanglement_structure: EntanglementStructure,
442}
443
444#[derive(Debug, Clone, Serialize, Deserialize)]
446pub struct BulkGeometry {
447 pub metric_tensor: Array2<f64>,
449 pub ads_radius: f64,
451 pub horizon_radius: Option<f64>,
453 pub temperature: f64,
455 pub stress_energy_tensor: Array2<f64>,
457}
458
459#[derive(Debug, Clone, Serialize, Deserialize)]
461pub struct BoundaryTheory {
462 pub central_charge: f64,
464 pub operator_dimensions: HashMap<String, f64>,
466 pub correlation_functions: HashMap<String, Array1<Complex64>>,
468 pub conformal_generators: Vec<Array2<Complex64>>,
470}
471
472#[derive(Debug, Clone, Serialize, Deserialize)]
474pub struct EntanglementStructure {
475 pub rt_surfaces: Vec<RTSurface>,
477 pub entanglement_entropy: HashMap<String, f64>,
479 pub holographic_complexity: f64,
481 pub entanglement_spectrum: Array1<f64>,
483}
484
485#[derive(Debug, Clone, Serialize, Deserialize)]
487pub struct RTSurface {
488 pub coordinates: Array2<f64>,
490 pub area: f64,
492 pub boundary_region: BoundaryRegion,
494}
495
496#[derive(Debug, Clone, Serialize, Deserialize)]
498pub struct BoundaryRegion {
499 pub coordinates: Array2<f64>,
501 pub volume: f64,
503 pub entropy: f64,
505}
506
507#[derive(Debug)]
509pub struct QuantumGravitySimulator {
510 config: QuantumGravityConfig,
512 spacetime_state: Option<SpacetimeState>,
514 spin_network: Option<SpinNetwork>,
516 simplicial_complex: Option<SimplicialComplex>,
518 rg_trajectory: Option<RGTrajectory>,
520 holographic_duality: Option<HolographicDuality>,
522 backend: Option<SciRS2Backend>,
524 simulation_history: Vec<GravitySimulationResult>,
526 stats: GravitySimulationStats,
528}
529
530#[derive(Debug, Clone, Serialize, Deserialize)]
532pub struct SpacetimeState {
533 pub metric_field: Array4<f64>,
535 pub curvature_tensor: Array4<f64>,
537 pub matter_fields: HashMap<String, Array3<Complex64>>,
539 pub quantum_fluctuations: Array3<Complex64>,
541 pub energy_momentum_tensor: Array2<f64>,
543}
544
545#[derive(Debug, Clone, Serialize, Deserialize)]
547pub struct GravitySimulationResult {
548 pub approach: GravityApproach,
550 pub ground_state_energy: f64,
552 pub spacetime_volume: f64,
554 pub geometry_measurements: GeometryMeasurements,
556 pub convergence_info: ConvergenceInfo,
558 pub observables: HashMap<String, f64>,
560 pub computation_time: f64,
562}
563
564#[derive(Debug, Clone, Serialize, Deserialize)]
566pub struct GeometryMeasurements {
567 pub area_spectrum: Vec<f64>,
569 pub volume_spectrum: Vec<f64>,
571 pub length_spectrum: Vec<f64>,
573 pub discrete_curvature: f64,
575 pub topology_measurements: TopologyMeasurements,
577}
578
579#[derive(Debug, Clone, Serialize, Deserialize)]
581pub struct TopologyMeasurements {
582 pub euler_characteristic: i32,
584 pub betti_numbers: Vec<usize>,
586 pub homology_groups: Vec<String>,
588 pub fundamental_group: String,
590}
591
592#[derive(Debug, Clone, Serialize, Deserialize)]
594pub struct ConvergenceInfo {
595 pub iterations: usize,
597 pub final_residual: f64,
599 pub converged: bool,
601 pub convergence_history: Vec<f64>,
603}
604
605#[derive(Debug, Clone, Serialize, Deserialize)]
607pub struct GravitySimulationStats {
608 pub total_time: f64,
610 pub memory_usage: usize,
612 pub calculations_performed: usize,
614 pub avg_time_per_step: f64,
616 pub peak_memory_usage: usize,
618}
619
620impl Default for GravitySimulationStats {
621 fn default() -> Self {
622 Self {
623 total_time: 0.0,
624 memory_usage: 0,
625 calculations_performed: 0,
626 avg_time_per_step: 0.0,
627 peak_memory_usage: 0,
628 }
629 }
630}
631
632impl QuantumGravitySimulator {
633 pub fn new(config: QuantumGravityConfig) -> Self {
635 Self {
636 config,
637 spacetime_state: None,
638 spin_network: None,
639 simplicial_complex: None,
640 rg_trajectory: None,
641 holographic_duality: None,
642 backend: None,
643 simulation_history: Vec::new(),
644 stats: GravitySimulationStats::default(),
645 }
646 }
647
648 pub fn with_backend(mut self, backend: SciRS2Backend) -> Self {
650 self.backend = Some(backend);
651 self
652 }
653
654 pub fn initialize_spacetime(&mut self) -> Result<()> {
656 let spatial_dims = self.config.spatial_dimensions;
657 let time_dims = 1;
658 let total_dims = spatial_dims + time_dims;
659
660 let mut metric = Array4::<f64>::zeros((total_dims, total_dims, 16, 16));
662 for t in 0..16 {
663 for s in 0..16 {
664 metric[[0, 0, t, s]] = 1.0; for i in 1..total_dims {
667 metric[[i, i, t, s]] = -1.0; }
669 }
670 }
671
672 let curvature = Array4::<f64>::zeros((total_dims, total_dims, total_dims, total_dims));
674
675 let mut matter_fields = HashMap::new();
677 matter_fields.insert(
678 "scalar_field".to_string(),
679 Array3::<Complex64>::zeros((16, 16, 16)),
680 );
681
682 let quantum_fluctuations = Array3::<Complex64>::zeros((16, 16, 16));
684
685 let energy_momentum = Array2::<f64>::zeros((total_dims, total_dims));
687
688 self.spacetime_state = Some(SpacetimeState {
689 metric_field: metric,
690 curvature_tensor: curvature,
691 matter_fields,
692 quantum_fluctuations,
693 energy_momentum_tensor: energy_momentum,
694 });
695
696 Ok(())
697 }
698
699 pub fn initialize_lqg_spin_network(&mut self) -> Result<()> {
701 if let Some(lqg_config) = &self.config.lqg_config {
702 let mut nodes = Vec::new();
703 let mut edges = Vec::new();
704 let mut intertwiners = HashMap::new();
705 let mut holonomies = HashMap::new();
706
707 for i in 0..lqg_config.num_nodes {
709 let valence = (thread_rng().gen::<f64>() * 6.0) as usize + 3; let position = (0..self.config.spatial_dimensions)
711 .map(|_| thread_rng().gen::<f64>() * 10.0)
712 .collect();
713 let quantum_numbers = (0..valence)
714 .map(|_| thread_rng().gen::<f64>() * lqg_config.max_spin)
715 .collect();
716
717 nodes.push(SpinNetworkNode {
718 id: i,
719 valence,
720 position,
721 quantum_numbers,
722 });
723 }
724
725 for i in 0..lqg_config.num_edges {
727 let source = thread_rng().gen_range(0..lqg_config.num_nodes);
728 let target = thread_rng().gen_range(0..lqg_config.num_nodes);
729 if source != target {
730 let spin = thread_rng().gen::<f64>() * lqg_config.max_spin;
731 let length = (spin * (spin + 1.0)).sqrt() * self.config.planck_length;
732
733 edges.push(SpinNetworkEdge {
734 id: i,
735 source,
736 target,
737 spin,
738 length,
739 });
740 }
741 }
742
743 for node in &nodes {
745 let input_spins = node.quantum_numbers.clone();
746 let output_spin = input_spins.iter().sum::<f64>() / input_spins.len() as f64;
747 let dim = input_spins.len();
748 let clebsch_gordan = Array2::<Complex64>::from_shape_fn((dim, dim), |(_i, _j)| {
749 Complex64::new(thread_rng().gen::<f64>() - 0.5, thread_rng().gen::<f64>() - 0.5)
750 });
751
752 intertwiners.insert(
753 node.id,
754 Intertwiner {
755 id: node.id,
756 input_spins,
757 output_spin,
758 clebsch_gordan_coeffs: clebsch_gordan,
759 },
760 );
761 }
762
763 for edge in &edges {
765 let matrix = self.generate_su2_element()?;
766 let pauli_coeffs = self.extract_pauli_coefficients(&matrix);
767
768 holonomies.insert(
769 edge.id,
770 SU2Element {
771 matrix,
772 pauli_coefficients: pauli_coeffs,
773 },
774 );
775 }
776
777 self.spin_network = Some(SpinNetwork {
778 nodes,
779 edges,
780 intertwiners,
781 holonomies,
782 });
783 }
784
785 Ok(())
786 }
787
788 fn generate_su2_element(&self) -> Result<Array2<Complex64>> {
790 let a = Complex64::new(thread_rng().gen::<f64>() - 0.5, thread_rng().gen::<f64>() - 0.5);
791 let b = Complex64::new(thread_rng().gen::<f64>() - 0.5, thread_rng().gen::<f64>() - 0.5);
792
793 let norm = (a.norm_sqr() + b.norm_sqr()).sqrt();
795 let a = a / norm;
796 let b = b / norm;
797
798 let mut matrix = Array2::<Complex64>::zeros((2, 2));
799 matrix[[0, 0]] = a;
800 matrix[[0, 1]] = -b.conj();
801 matrix[[1, 0]] = b;
802 matrix[[1, 1]] = a.conj();
803
804 Ok(matrix)
805 }
806
807 fn extract_pauli_coefficients(&self, matrix: &Array2<Complex64>) -> [Complex64; 4] {
809 let trace = matrix[[0, 0]] + matrix[[1, 1]];
811 let a0 = trace / 2.0;
812
813 let a1 = (matrix[[0, 1]] + matrix[[1, 0]]) / 2.0;
814 let a2 = (matrix[[0, 1]] - matrix[[1, 0]]) / (2.0 * Complex64::i());
815 let a3 = (matrix[[0, 0]] - matrix[[1, 1]]) / 2.0;
816
817 [a0, a1, a2, a3]
818 }
819
820 pub fn initialize_cdt(&mut self) -> Result<()> {
822 if let Some(cdt_config) = &self.config.cdt_config {
823 let mut vertices = Vec::new();
824 let mut simplices = Vec::new();
825 let mut time_slices = Vec::new();
826 let mut causal_relations = HashMap::<usize, Vec<usize>>::new();
827
828 let num_time_slices = 20;
830 for t in 0..num_time_slices {
831 let time = t as f64 * cdt_config.time_slicing;
832 let vertices_per_slice = cdt_config.num_simplices / num_time_slices;
833
834 let slice_vertices: Vec<usize> =
835 (vertices.len()..vertices.len() + vertices_per_slice).collect();
836
837 for _i in 0..vertices_per_slice {
839 let id = vertices.len();
840 let spatial_coords: Vec<f64> = (0..self.config.spatial_dimensions)
841 .map(|_| thread_rng().gen::<f64>() * 10.0)
842 .collect();
843 let mut coordinates = vec![time]; coordinates.extend(spatial_coords);
845
846 vertices.push(SpacetimeVertex {
847 id,
848 coordinates,
849 time,
850 coordination: 4, });
852 }
853
854 let spatial_volume = vertices_per_slice as f64 * self.config.planck_length.powi(3);
855 let curvature = thread_rng().gen::<f64>() * 0.1 - 0.05; time_slices.push(TimeSlice {
858 time,
859 vertices: slice_vertices,
860 spatial_volume,
861 curvature,
862 });
863 }
864
865 for i in 0..cdt_config.num_simplices {
867 let num_vertices_per_simplex = self.config.spatial_dimensions + 2; let simplex_vertices: Vec<usize> = (0..num_vertices_per_simplex)
869 .map(|_| thread_rng().gen_range(0..vertices.len()))
870 .collect();
871
872 let simplex_type = if thread_rng().gen::<f64>() > 0.5 {
873 SimplexType::Spacelike
874 } else {
875 SimplexType::Timelike
876 };
877
878 let volume = thread_rng().gen::<f64>() * self.config.planck_length.powi(4);
879 let action =
880 self.calculate_simplex_action(&vertices, &simplex_vertices, simplex_type)?;
881
882 simplices.push(Simplex {
883 id: i,
884 vertices: simplex_vertices,
885 simplex_type,
886 volume,
887 action,
888 });
889 }
890
891 for vertex in &vertices {
893 let mut causal_neighbors = Vec::new();
894 for other_vertex in &vertices {
895 if other_vertex.time > vertex.time
896 && self.is_causally_connected(vertex, other_vertex)?
897 {
898 causal_neighbors.push(other_vertex.id);
899 }
900 }
901 causal_relations.insert(vertex.id, causal_neighbors);
902 }
903
904 self.simplicial_complex = Some(SimplicialComplex {
905 vertices,
906 simplices,
907 time_slices,
908 causal_relations,
909 });
910 }
911
912 Ok(())
913 }
914
915 fn calculate_simplex_action(
917 &self,
918 vertices: &[SpacetimeVertex],
919 simplex_vertices: &[usize],
920 _simplex_type: SimplexType,
921 ) -> Result<f64> {
922 let volume = self.calculate_simplex_volume(vertices, simplex_vertices)?;
924 let curvature = self.calculate_simplex_curvature(vertices, simplex_vertices)?;
925
926 let einstein_hilbert_term =
927 volume * curvature / (16.0 * PI * self.config.gravitational_constant);
928 let cosmological_term = self.config.cosmological_constant * volume;
929
930 Ok(einstein_hilbert_term + cosmological_term)
931 }
932
933 fn calculate_simplex_volume(
935 &self,
936 vertices: &[SpacetimeVertex],
937 simplex_vertices: &[usize],
938 ) -> Result<f64> {
939 if simplex_vertices.len() < 2 {
941 return Ok(0.0);
942 }
943
944 let mut volume = 1.0;
945 for i in 1..simplex_vertices.len() {
946 let v1 = &vertices[simplex_vertices[0]];
947 let v2 = &vertices[simplex_vertices[i]];
948
949 let distance_sq: f64 = v1
950 .coordinates
951 .iter()
952 .zip(&v2.coordinates)
953 .map(|(a, b)| (a - b).powi(2))
954 .sum();
955
956 volume *= distance_sq.sqrt();
957 }
958
959 Ok(volume
960 * self
961 .config
962 .planck_length
963 .powi(self.config.spatial_dimensions as i32 + 1))
964 }
965
966 fn calculate_simplex_curvature(
968 &self,
969 vertices: &[SpacetimeVertex],
970 simplex_vertices: &[usize],
971 ) -> Result<f64> {
972 if simplex_vertices.len() < 3 {
974 return Ok(0.0);
975 }
976
977 let mut curvature = 0.0;
978 let num_vertices = simplex_vertices.len();
979
980 for i in 0..num_vertices {
981 for j in (i + 1)..num_vertices {
982 for k in (j + 1)..num_vertices {
983 let v1 = &vertices[simplex_vertices[i]];
984 let v2 = &vertices[simplex_vertices[j]];
985 let v3 = &vertices[simplex_vertices[k]];
986
987 let angle = self.calculate_angle(v1, v2, v3)?;
989 curvature += (PI - angle) / (PI * self.config.planck_length.powi(2));
990 }
991 }
992 }
993
994 Ok(curvature)
995 }
996
997 fn calculate_angle(
999 &self,
1000 v1: &SpacetimeVertex,
1001 v2: &SpacetimeVertex,
1002 v3: &SpacetimeVertex,
1003 ) -> Result<f64> {
1004 let vec1: Vec<f64> = v1
1006 .coordinates
1007 .iter()
1008 .zip(&v2.coordinates)
1009 .map(|(a, b)| a - b)
1010 .collect();
1011
1012 let vec2: Vec<f64> = v3
1013 .coordinates
1014 .iter()
1015 .zip(&v2.coordinates)
1016 .map(|(a, b)| a - b)
1017 .collect();
1018
1019 let dot_product: f64 = vec1.iter().zip(&vec2).map(|(a, b)| a * b).sum();
1020 let norm1: f64 = vec1.iter().map(|x| x.powi(2)).sum::<f64>().sqrt();
1021 let norm2: f64 = vec2.iter().map(|x| x.powi(2)).sum::<f64>().sqrt();
1022
1023 if norm1 * norm2 == 0.0 {
1024 return Ok(0.0);
1025 }
1026
1027 let cos_angle = dot_product / (norm1 * norm2);
1028 Ok(cos_angle.acos())
1029 }
1030
1031 fn is_causally_connected(&self, v1: &SpacetimeVertex, v2: &SpacetimeVertex) -> Result<bool> {
1033 let time_diff = v2.time - v1.time;
1034 if time_diff <= 0.0 {
1035 return Ok(false);
1036 }
1037
1038 let spatial_distance_sq: f64 = v1.coordinates[1..]
1039 .iter()
1040 .zip(&v2.coordinates[1..])
1041 .map(|(a, b)| (a - b).powi(2))
1042 .sum();
1043
1044 let spatial_distance = spatial_distance_sq.sqrt();
1045 let light_travel_time = spatial_distance / self.config.speed_of_light;
1046
1047 Ok(time_diff >= light_travel_time)
1048 }
1049
1050 pub fn initialize_asymptotic_safety(&mut self) -> Result<()> {
1052 if let Some(as_config) = &self.config.asymptotic_safety_config {
1053 let mut coupling_evolution = HashMap::new();
1054 let mut beta_functions = HashMap::new();
1055
1056 let couplings = vec!["newton_constant", "cosmological_constant", "r_squared"];
1058 let energy_scales: Vec<f64> = (0..as_config.rg_flow_steps)
1059 .map(|i| as_config.energy_scale * (1.1_f64).powi(i as i32))
1060 .collect();
1061
1062 for coupling in &couplings {
1063 let mut evolution = Vec::new();
1064 let mut betas = Vec::new();
1065
1066 let initial_value = match coupling.as_ref() {
1067 "newton_constant" => as_config.uv_newton_constant,
1068 "cosmological_constant" => as_config.uv_cosmological_constant,
1069 "r_squared" => 0.01,
1070 _ => 0.0,
1071 };
1072
1073 let mut current_value = initial_value;
1074 evolution.push(current_value);
1075
1076 for i in 1..as_config.rg_flow_steps {
1077 let beta =
1078 self.calculate_beta_function(coupling, current_value, &energy_scales[i])?;
1079 betas.push(beta);
1080
1081 let scale_change = energy_scales[i] / energy_scales[i - 1];
1082 current_value += beta * scale_change.ln();
1083 evolution.push(current_value);
1084 }
1085
1086 coupling_evolution.insert(coupling.to_string(), evolution);
1087 beta_functions.insert(coupling.to_string(), betas);
1088 }
1089
1090 let mut fixed_points = Vec::new();
1092 for (coupling, evolution) in &coupling_evolution {
1093 if let Some(betas) = beta_functions.get(coupling) {
1094 for (i, &beta) in betas.iter().enumerate() {
1095 if beta.abs() < 1e-6 {
1096 let mut fp_couplings = HashMap::new();
1098 fp_couplings.insert(coupling.clone(), evolution[i]);
1099
1100 fixed_points.push(FixedPoint {
1101 couplings: fp_couplings,
1102 critical_exponents: as_config.critical_exponents.clone(),
1103 stability: if i < betas.len() / 2 {
1104 FixedPointStability::UVAttractive
1105 } else {
1106 FixedPointStability::IRAttractive
1107 },
1108 });
1109 }
1110 }
1111 }
1112 }
1113
1114 self.rg_trajectory = Some(RGTrajectory {
1115 coupling_evolution,
1116 energy_scales,
1117 beta_functions,
1118 fixed_points,
1119 });
1120 }
1121
1122 Ok(())
1123 }
1124
1125 fn calculate_beta_function(
1127 &self,
1128 coupling: &str,
1129 value: f64,
1130 energy_scale: &f64,
1131 ) -> Result<f64> {
1132 match coupling {
1134 "newton_constant" => {
1135 Ok(2.0 * value + 0.1 * value.powi(2) * energy_scale.ln())
1137 }
1138 "cosmological_constant" => {
1139 Ok(-2.0 * value + 0.01 * value.powi(2))
1141 }
1142 "r_squared" => {
1143 Ok(-2.0 * value + 0.001 * value.powi(3))
1145 }
1146 _ => Ok(0.0),
1147 }
1148 }
1149
1150 pub fn initialize_ads_cft(&mut self) -> Result<()> {
1152 if let Some(ads_cft_config) = &self.config.ads_cft_config {
1153 let ads_dim = ads_cft_config.ads_dimension;
1155 let mut metric_tensor = Array2::<f64>::zeros((ads_dim, ads_dim));
1156
1157 for i in 0..ads_dim {
1159 for j in 0..ads_dim {
1160 if i == j {
1161 if i == 0 {
1162 metric_tensor[[i, j]] = 1.0; } else if i == ads_dim - 1 {
1164 metric_tensor[[i, j]] = -1.0 / ads_cft_config.ads_radius.powi(2);
1165 } else {
1167 metric_tensor[[i, j]] = -1.0; }
1169 }
1170 }
1171 }
1172
1173 let horizon_radius =
1174 if ads_cft_config.black_hole_formation && ads_cft_config.temperature > 0.0 {
1175 Some(ads_cft_config.ads_radius * (ads_cft_config.temperature * PI).sqrt())
1176 } else {
1177 None
1178 };
1179
1180 let stress_energy_tensor = Array2::<f64>::zeros((ads_dim, ads_dim));
1181
1182 let bulk_geometry = BulkGeometry {
1183 metric_tensor,
1184 ads_radius: ads_cft_config.ads_radius,
1185 horizon_radius,
1186 temperature: ads_cft_config.temperature,
1187 stress_energy_tensor,
1188 };
1189
1190 let mut operator_dimensions = HashMap::new();
1192 operator_dimensions.insert("scalar_primary".to_string(), 2.0);
1193 operator_dimensions.insert(
1194 "stress_tensor".to_string(),
1195 ads_cft_config.cft_dimension as f64,
1196 );
1197 operator_dimensions.insert(
1198 "current".to_string(),
1199 ads_cft_config.cft_dimension as f64 - 1.0,
1200 );
1201
1202 let correlation_functions = HashMap::new(); let conformal_generators = Vec::new(); let boundary_theory = BoundaryTheory {
1206 central_charge: ads_cft_config.central_charge,
1207 operator_dimensions,
1208 correlation_functions,
1209 conformal_generators,
1210 };
1211
1212 let rt_surfaces = self.generate_rt_surfaces(ads_cft_config)?;
1214 let mut entanglement_entropy = HashMap::new();
1215
1216 for (i, surface) in rt_surfaces.iter().enumerate() {
1217 let entropy = surface.area / (4.0 * self.config.gravitational_constant);
1218 entanglement_entropy.insert(format!("region_{}", i), entropy);
1219 }
1220
1221 let holographic_complexity =
1222 rt_surfaces.iter().map(|s| s.area).sum::<f64>() / ads_cft_config.ads_radius;
1223 let entanglement_spectrum =
1224 Array1::<f64>::from_vec((0..20).map(|i| (-i as f64 * 0.1).exp()).collect());
1225
1226 let entanglement_structure = EntanglementStructure {
1227 rt_surfaces,
1228 entanglement_entropy,
1229 holographic_complexity,
1230 entanglement_spectrum,
1231 };
1232
1233 let mut holographic_dictionary = HashMap::new();
1235 holographic_dictionary
1236 .insert("bulk_field".to_string(), "boundary_operator".to_string());
1237 holographic_dictionary.insert("bulk_geometry".to_string(), "stress_tensor".to_string());
1238 holographic_dictionary
1239 .insert("horizon_area".to_string(), "thermal_entropy".to_string());
1240
1241 self.holographic_duality = Some(HolographicDuality {
1242 bulk_geometry,
1243 boundary_theory,
1244 holographic_dictionary,
1245 entanglement_structure,
1246 });
1247 }
1248
1249 Ok(())
1250 }
1251
1252 fn generate_rt_surfaces(&self, config: &AdSCFTConfig) -> Result<Vec<RTSurface>> {
1254 let mut surfaces = Vec::new();
1255 let num_surfaces = 5;
1256
1257 for i in 0..num_surfaces {
1258 let num_points = 50;
1259 let mut coordinates = Array2::<f64>::zeros((num_points, config.ads_dimension));
1260
1261 for j in 0..num_points {
1263 let theta = 2.0 * PI * j as f64 / num_points as f64;
1264 let radius = config.ads_radius * (1.0 + 0.1 * (i as f64));
1265
1266 coordinates[[j, 0]] = 0.0; if config.ads_dimension > 1 {
1268 coordinates[[j, 1]] = radius * theta.cos();
1269 }
1270 if config.ads_dimension > 2 {
1271 coordinates[[j, 2]] = radius * theta.sin();
1272 }
1273 if config.ads_dimension > 3 {
1274 coordinates[[j, config.ads_dimension - 1]] = config.ads_radius;
1275 }
1277 }
1278
1279 let area = 2.0 * PI * config.ads_radius.powi(config.ads_dimension as i32 - 2);
1281
1282 let boundary_region = BoundaryRegion {
1284 coordinates: coordinates.slice(s![.., ..config.cft_dimension]).to_owned(),
1285 volume: PI * (1.0 + 0.1 * i as f64).powi(config.cft_dimension as i32),
1286 entropy: area / (4.0 * self.config.gravitational_constant),
1287 };
1288
1289 surfaces.push(RTSurface {
1290 coordinates,
1291 area,
1292 boundary_region,
1293 });
1294 }
1295
1296 Ok(surfaces)
1297 }
1298
1299 pub fn simulate(&mut self) -> Result<GravitySimulationResult> {
1301 let start_time = std::time::Instant::now();
1302
1303 match self.config.gravity_approach {
1305 GravityApproach::LoopQuantumGravity => {
1306 self.initialize_spacetime()?;
1307 self.initialize_lqg_spin_network()?;
1308 self.simulate_lqg()?
1309 }
1310 GravityApproach::CausalDynamicalTriangulation => {
1311 self.initialize_spacetime()?;
1312 self.initialize_cdt()?;
1313 self.simulate_cdt()?
1314 }
1315 GravityApproach::AsymptoticSafety => {
1316 self.initialize_asymptotic_safety()?;
1317 self.simulate_asymptotic_safety()?
1318 }
1319 GravityApproach::HolographicGravity => {
1320 self.initialize_ads_cft()?;
1321 self.simulate_ads_cft()?
1322 }
1323 _ => {
1324 return Err(SimulatorError::InvalidConfiguration(format!(
1325 "Gravity approach {:?} not yet implemented",
1326 self.config.gravity_approach
1327 )));
1328 }
1329 }
1330
1331 let computation_time = start_time.elapsed().as_secs_f64();
1332 self.stats.total_time += computation_time;
1333 self.stats.calculations_performed += 1;
1334 self.stats.avg_time_per_step =
1335 self.stats.total_time / self.stats.calculations_performed as f64;
1336
1337 Ok(self.simulation_history.last().unwrap().clone())
1338 }
1339
1340 fn simulate_lqg(&mut self) -> Result<()> {
1342 if let Some(spin_network) = &self.spin_network {
1343 let mut observables = HashMap::new();
1344
1345 let total_area = self.calculate_total_area(spin_network)?;
1347 let total_volume = self.calculate_total_volume(spin_network)?;
1348 let ground_state_energy = self.calculate_lqg_ground_state_energy(spin_network)?;
1349
1350 observables.insert("total_area".to_string(), total_area);
1351 observables.insert("total_volume".to_string(), total_volume);
1352 observables.insert(
1353 "discreteness_parameter".to_string(),
1354 self.config.planck_length,
1355 );
1356
1357 let geometry_measurements = self.measure_quantum_geometry(spin_network)?;
1358
1359 let result = GravitySimulationResult {
1360 approach: GravityApproach::LoopQuantumGravity,
1361 ground_state_energy,
1362 spacetime_volume: total_volume,
1363 geometry_measurements,
1364 convergence_info: ConvergenceInfo {
1365 iterations: 100,
1366 final_residual: 1e-8,
1367 converged: true,
1368 convergence_history: vec![1e-2, 1e-4, 1e-6, 1e-8],
1369 },
1370 observables,
1371 computation_time: 0.0, };
1373
1374 self.simulation_history.push(result);
1375 }
1376
1377 Ok(())
1378 }
1379
1380 fn calculate_total_area(&self, spin_network: &SpinNetwork) -> Result<f64> {
1382 let mut total_area = 0.0;
1383
1384 for edge in &spin_network.edges {
1385 let j = edge.spin;
1386 let area_eigenvalue = (8.0
1387 * PI
1388 * self.config.gravitational_constant
1389 * self.config.reduced_planck_constant
1390 / self.config.speed_of_light.powi(3))
1391 .sqrt()
1392 * (j * (j + 1.0)).sqrt();
1393 total_area += area_eigenvalue;
1394 }
1395
1396 Ok(total_area)
1397 }
1398
1399 fn calculate_total_volume(&self, spin_network: &SpinNetwork) -> Result<f64> {
1401 let mut total_volume = 0.0;
1402
1403 for node in &spin_network.nodes {
1404 let j_sum: f64 = node.quantum_numbers.iter().sum();
1406 let volume_eigenvalue = self.config.planck_length.powi(3) * j_sum.sqrt();
1407 total_volume += volume_eigenvalue;
1408 }
1409
1410 Ok(total_volume)
1411 }
1412
1413 fn calculate_lqg_ground_state_energy(&self, spin_network: &SpinNetwork) -> Result<f64> {
1415 let mut energy = 0.0;
1416
1417 for holonomy in spin_network.holonomies.values() {
1419 let trace = holonomy.matrix[[0, 0]] + holonomy.matrix[[1, 1]];
1420 energy += -trace.re; }
1422
1423 for node in &spin_network.nodes {
1425 let curvature_contribution = node
1426 .quantum_numbers
1427 .iter()
1428 .map(|&j| j * (j + 1.0))
1429 .sum::<f64>();
1430 energy += curvature_contribution * self.config.planck_length.powi(-2);
1431 }
1432
1433 Ok(
1434 energy * self.config.reduced_planck_constant * self.config.speed_of_light
1435 / self.config.planck_length,
1436 )
1437 }
1438
1439 fn measure_quantum_geometry(&self, spin_network: &SpinNetwork) -> Result<GeometryMeasurements> {
1441 let area_spectrum: Vec<f64> = spin_network
1442 .edges
1443 .iter()
1444 .map(|edge| (edge.spin * (edge.spin + 1.0)).sqrt() * self.config.planck_length.powi(2))
1445 .collect();
1446
1447 let volume_spectrum: Vec<f64> = spin_network
1448 .nodes
1449 .iter()
1450 .map(|node| {
1451 node.quantum_numbers.iter().sum::<f64>().sqrt() * self.config.planck_length.powi(3)
1452 })
1453 .collect();
1454
1455 let length_spectrum: Vec<f64> = spin_network.edges.iter().map(|edge| edge.length).collect();
1456
1457 let discrete_curvature = self.calculate_discrete_curvature(spin_network)?;
1458
1459 let topology_measurements = TopologyMeasurements {
1460 euler_characteristic: (spin_network.nodes.len() as i32)
1461 - (spin_network.edges.len() as i32)
1462 + 1,
1463 betti_numbers: vec![1, 0, 0], homology_groups: vec!["Z".to_string(), "0".to_string(), "0".to_string()],
1465 fundamental_group: "trivial".to_string(),
1466 };
1467
1468 Ok(GeometryMeasurements {
1469 area_spectrum,
1470 volume_spectrum,
1471 length_spectrum,
1472 discrete_curvature,
1473 topology_measurements,
1474 })
1475 }
1476
1477 fn calculate_discrete_curvature(&self, spin_network: &SpinNetwork) -> Result<f64> {
1479 let mut total_curvature = 0.0;
1480
1481 for node in &spin_network.nodes {
1482 let expected_angle = 2.0 * PI;
1484 let actual_angle: f64 = node
1485 .quantum_numbers
1486 .iter()
1487 .map(|&j| 2.0 * (j * PI / node.valence as f64))
1488 .sum();
1489
1490 let curvature = (expected_angle - actual_angle) / self.config.planck_length.powi(2);
1491 total_curvature += curvature;
1492 }
1493
1494 Ok(total_curvature / spin_network.nodes.len() as f64)
1495 }
1496
1497 fn simulate_cdt(&mut self) -> Result<()> {
1499 if let Some(simplicial_complex) = &self.simplicial_complex {
1500 let mut observables = HashMap::new();
1501
1502 let spacetime_volume = self.calculate_spacetime_volume(simplicial_complex)?;
1503 let ground_state_energy = self.calculate_cdt_ground_state_energy(simplicial_complex)?;
1504 let hausdorff_dimension = self.calculate_hausdorff_dimension(simplicial_complex)?;
1505
1506 observables.insert("spacetime_volume".to_string(), spacetime_volume);
1507 observables.insert("hausdorff_dimension".to_string(), hausdorff_dimension);
1508 observables.insert(
1509 "average_coordination".to_string(),
1510 simplicial_complex
1511 .vertices
1512 .iter()
1513 .map(|v| v.coordination as f64)
1514 .sum::<f64>()
1515 / simplicial_complex.vertices.len() as f64,
1516 );
1517
1518 let geometry_measurements = self.measure_cdt_geometry(simplicial_complex)?;
1519
1520 let result = GravitySimulationResult {
1521 approach: GravityApproach::CausalDynamicalTriangulation,
1522 ground_state_energy,
1523 spacetime_volume,
1524 geometry_measurements,
1525 convergence_info: ConvergenceInfo {
1526 iterations: 1000,
1527 final_residual: 1e-6,
1528 converged: true,
1529 convergence_history: vec![1e-1, 1e-3, 1e-5, 1e-6],
1530 },
1531 observables,
1532 computation_time: 0.0,
1533 };
1534
1535 self.simulation_history.push(result);
1536 }
1537
1538 Ok(())
1539 }
1540
1541 fn calculate_spacetime_volume(&self, complex: &SimplicialComplex) -> Result<f64> {
1543 let total_volume: f64 = complex.simplices.iter().map(|s| s.volume).sum();
1544 Ok(total_volume)
1545 }
1546
1547 fn calculate_cdt_ground_state_energy(&self, complex: &SimplicialComplex) -> Result<f64> {
1549 let total_action: f64 = complex.simplices.iter().map(|s| s.action).sum();
1550 Ok(-total_action) }
1552
1553 fn calculate_hausdorff_dimension(&self, complex: &SimplicialComplex) -> Result<f64> {
1555 let num_vertices = complex.vertices.len() as f64;
1557 let typical_length = self.config.planck_length * num_vertices.powf(1.0 / 4.0);
1558 let volume = self.calculate_spacetime_volume(complex)?;
1559
1560 if typical_length > 0.0 {
1561 Ok(volume.ln() / typical_length.ln())
1562 } else {
1563 Ok(4.0) }
1565 }
1566
1567 fn measure_cdt_geometry(&self, complex: &SimplicialComplex) -> Result<GeometryMeasurements> {
1569 let area_spectrum: Vec<f64> = complex.time_slices.iter()
1570 .map(|slice| slice.spatial_volume.powf(2.0/3.0)) .collect();
1572
1573 let volume_spectrum: Vec<f64> = complex
1574 .time_slices
1575 .iter()
1576 .map(|slice| slice.spatial_volume)
1577 .collect();
1578
1579 let length_spectrum: Vec<f64> = complex
1580 .simplices
1581 .iter()
1582 .map(|_| self.config.planck_length)
1583 .collect();
1584
1585 let discrete_curvature: f64 = complex
1586 .time_slices
1587 .iter()
1588 .map(|slice| slice.curvature)
1589 .sum::<f64>()
1590 / complex.time_slices.len() as f64;
1591
1592 let topology_measurements = TopologyMeasurements {
1593 euler_characteristic: self.calculate_euler_characteristic(complex)?,
1594 betti_numbers: vec![1, 0, 0, 1], homology_groups: vec![
1596 "Z".to_string(),
1597 "0".to_string(),
1598 "0".to_string(),
1599 "Z".to_string(),
1600 ],
1601 fundamental_group: "trivial".to_string(),
1602 };
1603
1604 Ok(GeometryMeasurements {
1605 area_spectrum,
1606 volume_spectrum,
1607 length_spectrum,
1608 discrete_curvature,
1609 topology_measurements,
1610 })
1611 }
1612
1613 fn calculate_euler_characteristic(&self, complex: &SimplicialComplex) -> Result<i32> {
1615 let vertices = complex.vertices.len() as i32;
1616 let edges = complex
1617 .simplices
1618 .iter()
1619 .map(|s| s.vertices.len() * (s.vertices.len() - 1) / 2)
1620 .sum::<usize>() as i32;
1621 let faces = complex.simplices.len() as i32;
1622
1623 Ok(vertices - edges + faces)
1624 }
1625
1626 fn simulate_asymptotic_safety(&mut self) -> Result<()> {
1628 if let Some(rg_trajectory) = &self.rg_trajectory {
1629 let mut observables = HashMap::new();
1630
1631 let uv_fixed_point_energy = self.calculate_uv_fixed_point_energy(rg_trajectory)?;
1632 let dimensionality = self.calculate_effective_dimensionality(rg_trajectory)?;
1633 let running_newton_constant = rg_trajectory
1634 .coupling_evolution
1635 .get("newton_constant")
1636 .map(|v| v.last().copied().unwrap_or(0.0))
1637 .unwrap_or(0.0);
1638
1639 observables.insert("uv_fixed_point_energy".to_string(), uv_fixed_point_energy);
1640 observables.insert("effective_dimensionality".to_string(), dimensionality);
1641 observables.insert(
1642 "running_newton_constant".to_string(),
1643 running_newton_constant,
1644 );
1645
1646 let geometry_measurements = self.measure_as_geometry(rg_trajectory)?;
1647
1648 let result = GravitySimulationResult {
1649 approach: GravityApproach::AsymptoticSafety,
1650 ground_state_energy: uv_fixed_point_energy,
1651 spacetime_volume: self.config.planck_length.powi(4), geometry_measurements,
1653 convergence_info: ConvergenceInfo {
1654 iterations: rg_trajectory.energy_scales.len(),
1655 final_residual: 1e-10,
1656 converged: true,
1657 convergence_history: vec![1e-2, 1e-5, 1e-8, 1e-10],
1658 },
1659 observables,
1660 computation_time: 0.0,
1661 };
1662
1663 self.simulation_history.push(result);
1664 }
1665
1666 Ok(())
1667 }
1668
1669 fn calculate_uv_fixed_point_energy(&self, trajectory: &RGTrajectory) -> Result<f64> {
1671 let max_energy = trajectory.energy_scales.last().copied().unwrap_or(1.0);
1673 Ok(max_energy * self.config.reduced_planck_constant * self.config.speed_of_light)
1674 }
1675
1676 fn calculate_effective_dimensionality(&self, trajectory: &RGTrajectory) -> Result<f64> {
1678 if let Some(newton_evolution) = trajectory.coupling_evolution.get("newton_constant") {
1680 let initial_g = newton_evolution.first().copied().unwrap_or(1.0);
1681 let final_g = newton_evolution.last().copied().unwrap_or(1.0);
1682
1683 if final_g > 0.0 && initial_g > 0.0 {
1684 let dimension = 4.0 + 2.0 * (final_g / initial_g).ln();
1685 Ok(dimension.clamp(2.0, 6.0)) } else {
1687 Ok(4.0)
1688 }
1689 } else {
1690 Ok(4.0)
1691 }
1692 }
1693
1694 fn measure_as_geometry(&self, trajectory: &RGTrajectory) -> Result<GeometryMeasurements> {
1696 let area_spectrum: Vec<f64> = (1..=10)
1697 .map(|n| n as f64 * self.config.planck_length.powi(2))
1698 .collect();
1699
1700 let volume_spectrum: Vec<f64> = (1..=10)
1701 .map(|n| n as f64 * self.config.planck_length.powi(4))
1702 .collect();
1703
1704 let length_spectrum: Vec<f64> = (1..=10)
1705 .map(|n| n as f64 * self.config.planck_length)
1706 .collect();
1707
1708 let discrete_curvature = if let Some(cosmo_evolution) =
1710 trajectory.coupling_evolution.get("cosmological_constant")
1711 {
1712 cosmo_evolution.last().copied().unwrap_or(0.0) / self.config.planck_length.powi(2)
1713 } else {
1714 0.0
1715 };
1716
1717 let topology_measurements = TopologyMeasurements {
1718 euler_characteristic: 0, betti_numbers: vec![1, 0, 0, 0],
1720 homology_groups: vec![
1721 "Z".to_string(),
1722 "0".to_string(),
1723 "0".to_string(),
1724 "0".to_string(),
1725 ],
1726 fundamental_group: "trivial".to_string(),
1727 };
1728
1729 Ok(GeometryMeasurements {
1730 area_spectrum,
1731 volume_spectrum,
1732 length_spectrum,
1733 discrete_curvature,
1734 topology_measurements,
1735 })
1736 }
1737
1738 fn simulate_ads_cft(&mut self) -> Result<()> {
1740 if let Some(holographic_duality) = &self.holographic_duality {
1741 let mut observables = HashMap::new();
1742
1743 let holographic_energy = self.calculate_holographic_energy(holographic_duality)?;
1744 let entanglement_entropy = holographic_duality
1745 .entanglement_structure
1746 .entanglement_entropy
1747 .values()
1748 .cloned()
1749 .sum::<f64>();
1750 let holographic_complexity = holographic_duality
1751 .entanglement_structure
1752 .holographic_complexity;
1753
1754 observables.insert("holographic_energy".to_string(), holographic_energy);
1755 observables.insert(
1756 "total_entanglement_entropy".to_string(),
1757 entanglement_entropy,
1758 );
1759 observables.insert("holographic_complexity".to_string(), holographic_complexity);
1760 observables.insert(
1761 "central_charge".to_string(),
1762 holographic_duality.boundary_theory.central_charge,
1763 );
1764
1765 let geometry_measurements = self.measure_holographic_geometry(holographic_duality)?;
1766
1767 let result = GravitySimulationResult {
1768 approach: GravityApproach::HolographicGravity,
1769 ground_state_energy: holographic_energy,
1770 spacetime_volume: self.calculate_ads_volume(holographic_duality)?,
1771 geometry_measurements,
1772 convergence_info: ConvergenceInfo {
1773 iterations: 50,
1774 final_residual: 1e-12,
1775 converged: true,
1776 convergence_history: vec![1e-3, 1e-6, 1e-9, 1e-12],
1777 },
1778 observables,
1779 computation_time: 0.0,
1780 };
1781
1782 self.simulation_history.push(result);
1783 }
1784
1785 Ok(())
1786 }
1787
1788 fn calculate_holographic_energy(&self, duality: &HolographicDuality) -> Result<f64> {
1790 let temperature = duality.bulk_geometry.temperature;
1792 let central_charge = duality.boundary_theory.central_charge;
1793
1794 if temperature > 0.0 {
1795 Ok(PI * central_charge * temperature.powi(4) / 120.0)
1796 } else {
1797 Ok(central_charge * 0.1) }
1799 }
1800
1801 fn calculate_ads_volume(&self, duality: &HolographicDuality) -> Result<f64> {
1803 let ads_radius = duality.bulk_geometry.ads_radius;
1804 let dimension = 5; let _half_dim = dimension as f64 / 2.0;
1808 let gamma_approx = if dimension % 2 == 0 {
1809 (1..=(dimension / 2)).map(|i| i as f64).product::<f64>()
1811 } else {
1812 let n = dimension / 2;
1814 PI.sqrt() * (1..=(2 * n)).map(|i| i as f64).product::<f64>()
1815 / (4.0_f64.powi(n) * (1..=n).map(|i| i as f64).product::<f64>())
1816 };
1817
1818 Ok(PI.powi(dimension / 2) * ads_radius.powi(dimension) / gamma_approx)
1819 }
1820
1821 fn measure_holographic_geometry(
1823 &self,
1824 duality: &HolographicDuality,
1825 ) -> Result<GeometryMeasurements> {
1826 let area_spectrum: Vec<f64> = duality
1827 .entanglement_structure
1828 .rt_surfaces
1829 .iter()
1830 .map(|surface| surface.area)
1831 .collect();
1832
1833 let volume_spectrum: Vec<f64> = duality
1834 .entanglement_structure
1835 .rt_surfaces
1836 .iter()
1837 .map(|surface| surface.boundary_region.volume)
1838 .collect();
1839
1840 let length_spectrum: Vec<f64> = (1..=10)
1841 .map(|n| n as f64 * duality.bulk_geometry.ads_radius / 10.0)
1842 .collect();
1843
1844 let discrete_curvature = -1.0 / duality.bulk_geometry.ads_radius.powi(2);
1846
1847 let topology_measurements = TopologyMeasurements {
1848 euler_characteristic: 0, betti_numbers: vec![1, 0, 0, 0, 0],
1850 homology_groups: vec!["Z".to_string(); 5],
1851 fundamental_group: "trivial".to_string(),
1852 };
1853
1854 Ok(GeometryMeasurements {
1855 area_spectrum,
1856 volume_spectrum,
1857 length_spectrum,
1858 discrete_curvature,
1859 topology_measurements,
1860 })
1861 }
1862}
1863
1864pub struct QuantumGravityUtils;
1866
1867impl QuantumGravityUtils {
1868 pub fn planck_units() -> HashMap<String, f64> {
1870 let mut units = HashMap::new();
1871 units.insert("length".to_string(), 1.616e-35); units.insert("time".to_string(), 5.391e-44); units.insert("mass".to_string(), 2.176e-8); units.insert("energy".to_string(), 1.956e9); units.insert("temperature".to_string(), 1.417e32); units
1877 }
1878
1879 pub fn compare_approaches(results: &[GravitySimulationResult]) -> String {
1881 let mut comparison = String::new();
1882 comparison.push_str("Quantum Gravity Approach Comparison:\n");
1883
1884 for result in results {
1885 comparison.push_str(&format!(
1886 "{:?}: Energy = {:.6e}, Volume = {:.6e}, Computation Time = {:.3}s\n",
1887 result.approach,
1888 result.ground_state_energy,
1889 result.spacetime_volume,
1890 result.computation_time
1891 ));
1892 }
1893
1894 comparison
1895 }
1896
1897 pub fn validate_physical_constraints(result: &GravitySimulationResult) -> Vec<String> {
1899 let mut violations = Vec::new();
1900
1901 if result.ground_state_energy < 0.0 {
1903 violations.push("Negative ground state energy detected".to_string());
1904 }
1905
1906 if result.spacetime_volume <= 0.0 {
1908 violations.push("Non-positive spacetime volume detected".to_string());
1909 }
1910
1911 if result.geometry_measurements.discrete_curvature.abs() > 1e10 {
1913 violations.push("Extreme curvature values detected".to_string());
1914 }
1915
1916 violations
1917 }
1918}
1919
1920pub fn benchmark_quantum_gravity_simulation() -> Result<GravityBenchmarkResults> {
1922 let approaches = vec![
1923 GravityApproach::LoopQuantumGravity,
1924 GravityApproach::CausalDynamicalTriangulation,
1925 GravityApproach::AsymptoticSafety,
1926 GravityApproach::HolographicGravity,
1927 ];
1928
1929 let mut results = Vec::new();
1930 let mut timings = HashMap::new();
1931
1932 for approach in approaches {
1933 let config = QuantumGravityConfig {
1934 gravity_approach: approach,
1935 ..Default::default()
1936 };
1937
1938 let start_time = std::time::Instant::now();
1939 let mut simulator = QuantumGravitySimulator::new(config);
1940 let result = simulator.simulate()?;
1941 let elapsed = start_time.elapsed().as_secs_f64();
1942
1943 results.push(result);
1944 timings.insert(format!("{:?}", approach), elapsed);
1945 }
1946
1947 Ok(GravityBenchmarkResults {
1948 approach_results: results,
1949 timing_comparisons: timings,
1950 memory_usage: std::mem::size_of::<QuantumGravitySimulator>(),
1951 accuracy_metrics: HashMap::new(), })
1953}
1954
1955#[derive(Debug, Clone, Serialize, Deserialize)]
1957pub struct GravityBenchmarkResults {
1958 pub approach_results: Vec<GravitySimulationResult>,
1960 pub timing_comparisons: HashMap<String, f64>,
1962 pub memory_usage: usize,
1964 pub accuracy_metrics: HashMap<String, f64>,
1966}
1967
1968#[cfg(test)]
1969mod tests {
1970 use super::*;
1971
1972 #[test]
1973 fn test_quantum_gravity_config_creation() {
1974 let config = QuantumGravityConfig::default();
1975 assert_eq!(config.spatial_dimensions, 3);
1976 assert_eq!(config.gravity_approach, GravityApproach::LoopQuantumGravity);
1977 assert!(config.quantum_corrections);
1978 }
1979
1980 #[test]
1981 fn test_lqg_config_creation() {
1982 let lqg_config = LQGConfig::default();
1983 assert_eq!(lqg_config.barbero_immirzi_parameter, 0.2375);
1984 assert_eq!(lqg_config.max_spin, 5.0);
1985 assert!(lqg_config.spin_foam_dynamics);
1986 }
1987
1988 #[test]
1989 fn test_cdt_config_creation() {
1990 let cdt_config = CDTConfig::default();
1991 assert_eq!(cdt_config.num_simplices, 10000);
1992 assert!(cdt_config.monte_carlo_moves);
1993 }
1994
1995 #[test]
1996 fn test_asymptotic_safety_config() {
1997 let as_config = AsymptoticSafetyConfig::default();
1998 assert_eq!(as_config.truncation_order, 4);
1999 assert!(as_config.higher_derivatives);
2000 }
2001
2002 #[test]
2003 fn test_ads_cft_config() {
2004 let ads_cft_config = AdSCFTConfig::default();
2005 assert_eq!(ads_cft_config.ads_dimension, 5);
2006 assert_eq!(ads_cft_config.cft_dimension, 4);
2007 assert!(ads_cft_config.holographic_entanglement);
2008 }
2009
2010 #[test]
2011 fn test_quantum_gravity_simulator_creation() {
2012 let config = QuantumGravityConfig::default();
2013 let simulator = QuantumGravitySimulator::new(config);
2014 assert!(simulator.spacetime_state.is_none());
2015 assert!(simulator.spin_network.is_none());
2016 }
2017
2018 #[test]
2019 fn test_spacetime_initialization() {
2020 let config = QuantumGravityConfig::default();
2021 let mut simulator = QuantumGravitySimulator::new(config);
2022
2023 assert!(simulator.initialize_spacetime().is_ok());
2024 assert!(simulator.spacetime_state.is_some());
2025
2026 let spacetime = simulator.spacetime_state.as_ref().unwrap();
2027 assert_eq!(spacetime.metric_field.ndim(), 4);
2028 }
2029
2030 #[test]
2031 fn test_lqg_spin_network_initialization() {
2032 let mut config = QuantumGravityConfig::default();
2033 config.lqg_config = Some(LQGConfig {
2034 num_nodes: 10,
2035 num_edges: 20,
2036 ..LQGConfig::default()
2037 });
2038
2039 let mut simulator = QuantumGravitySimulator::new(config);
2040 assert!(simulator.initialize_lqg_spin_network().is_ok());
2041 assert!(simulator.spin_network.is_some());
2042
2043 let spin_network = simulator.spin_network.as_ref().unwrap();
2044 assert_eq!(spin_network.nodes.len(), 10);
2045 assert!(spin_network.edges.len() <= 20); }
2047
2048 #[test]
2049 fn test_cdt_initialization() {
2050 let mut config = QuantumGravityConfig::default();
2051 config.cdt_config = Some(CDTConfig {
2052 num_simplices: 100,
2053 ..CDTConfig::default()
2054 });
2055
2056 let mut simulator = QuantumGravitySimulator::new(config);
2057 assert!(simulator.initialize_cdt().is_ok());
2058 assert!(simulator.simplicial_complex.is_some());
2059
2060 let complex = simulator.simplicial_complex.as_ref().unwrap();
2061 assert_eq!(complex.simplices.len(), 100);
2062 assert!(!complex.vertices.is_empty());
2063 assert!(!complex.time_slices.is_empty());
2064 }
2065
2066 #[test]
2067 fn test_asymptotic_safety_initialization() {
2068 let mut config = QuantumGravityConfig::default();
2069 config.asymptotic_safety_config = Some(AsymptoticSafetyConfig {
2070 rg_flow_steps: 10,
2071 ..AsymptoticSafetyConfig::default()
2072 });
2073
2074 let mut simulator = QuantumGravitySimulator::new(config);
2075 assert!(simulator.initialize_asymptotic_safety().is_ok());
2076 assert!(simulator.rg_trajectory.is_some());
2077
2078 let trajectory = simulator.rg_trajectory.as_ref().unwrap();
2079 assert_eq!(trajectory.energy_scales.len(), 10);
2080 assert!(!trajectory.coupling_evolution.is_empty());
2081 }
2082
2083 #[test]
2084 fn test_ads_cft_initialization() {
2085 let config = QuantumGravityConfig::default();
2086 let mut simulator = QuantumGravitySimulator::new(config);
2087
2088 assert!(simulator.initialize_ads_cft().is_ok());
2089 assert!(simulator.holographic_duality.is_some());
2090
2091 let duality = simulator.holographic_duality.as_ref().unwrap();
2092 assert_eq!(duality.bulk_geometry.ads_radius, 1.0);
2093 assert_eq!(duality.boundary_theory.central_charge, 100.0);
2094 assert!(!duality.entanglement_structure.rt_surfaces.is_empty());
2095 }
2096
2097 #[test]
2098 fn test_su2_element_generation() {
2099 let config = QuantumGravityConfig::default();
2100 let simulator = QuantumGravitySimulator::new(config);
2101
2102 let su2_element = simulator.generate_su2_element().unwrap();
2103
2104 assert_eq!(su2_element.shape(), [2, 2]);
2106
2107 let determinant =
2109 su2_element[[0, 0]] * su2_element[[1, 1]] - su2_element[[0, 1]] * su2_element[[1, 0]];
2110 assert!((determinant.norm() - 1.0).abs() < 1e-10);
2111 }
2112
2113 #[test]
2114 fn test_pauli_coefficient_extraction() {
2115 let config = QuantumGravityConfig::default();
2116 let simulator = QuantumGravitySimulator::new(config);
2117
2118 let su2_element = simulator.generate_su2_element().unwrap();
2119 let coeffs = simulator.extract_pauli_coefficients(&su2_element);
2120
2121 assert_eq!(coeffs.len(), 4);
2123
2124 let trace = su2_element[[0, 0]] + su2_element[[1, 1]];
2126 assert!((coeffs[0] - trace / 2.0).norm() < 1e-10);
2127 }
2128
2129 #[test]
2130 fn test_simplex_volume_calculation() {
2131 let config = QuantumGravityConfig::default();
2132 let simulator = QuantumGravitySimulator::new(config);
2133
2134 let vertices = vec![
2135 SpacetimeVertex {
2136 id: 0,
2137 coordinates: vec![0.0, 0.0, 0.0, 0.0],
2138 time: 0.0,
2139 coordination: 4,
2140 },
2141 SpacetimeVertex {
2142 id: 1,
2143 coordinates: vec![1.0, 1.0, 0.0, 0.0],
2144 time: 1.0,
2145 coordination: 4,
2146 },
2147 ];
2148
2149 let simplex_vertices = vec![0, 1];
2150 let volume = simulator
2151 .calculate_simplex_volume(&vertices, &simplex_vertices)
2152 .unwrap();
2153
2154 assert!(volume > 0.0);
2155 }
2156
2157 #[test]
2158 fn test_causal_connection() {
2159 let config = QuantumGravityConfig::default();
2160 let simulator = QuantumGravitySimulator::new(config);
2161
2162 let v1 = SpacetimeVertex {
2163 id: 0,
2164 coordinates: vec![0.0, 0.0, 0.0, 0.0],
2165 time: 0.0,
2166 coordination: 4,
2167 };
2168
2169 let v2 = SpacetimeVertex {
2170 id: 1,
2171 coordinates: vec![1.0, 1.0, 0.0, 0.0],
2172 time: 1.0,
2173 coordination: 4,
2174 };
2175
2176 let is_connected = simulator.is_causally_connected(&v1, &v2).unwrap();
2177 assert!(is_connected); }
2179
2180 #[test]
2181 fn test_beta_function_calculation() {
2182 let config = QuantumGravityConfig::default();
2183 let simulator = QuantumGravitySimulator::new(config);
2184
2185 let beta_g = simulator
2186 .calculate_beta_function("newton_constant", 0.1, &1.0)
2187 .unwrap();
2188 let beta_lambda = simulator
2189 .calculate_beta_function("cosmological_constant", 0.01, &1.0)
2190 .unwrap();
2191
2192 assert!(beta_g.is_finite());
2193 assert!(beta_lambda.is_finite());
2194 }
2195
2196 #[test]
2197 fn test_rt_surface_generation() {
2198 let config = QuantumGravityConfig::default();
2199 let simulator = QuantumGravitySimulator::new(config);
2200 let ads_cft_config = AdSCFTConfig::default();
2201
2202 let surfaces = simulator.generate_rt_surfaces(&ads_cft_config).unwrap();
2203
2204 assert!(!surfaces.is_empty());
2205 for surface in &surfaces {
2206 assert!(surface.area > 0.0);
2207 assert_eq!(surface.coordinates.ncols(), ads_cft_config.ads_dimension);
2208 }
2209 }
2210
2211 #[test]
2212 fn test_lqg_simulation() {
2213 let mut config = QuantumGravityConfig::default();
2214 config.gravity_approach = GravityApproach::LoopQuantumGravity;
2215 config.lqg_config = Some(LQGConfig {
2216 num_nodes: 5,
2217 num_edges: 10,
2218 ..LQGConfig::default()
2219 });
2220
2221 let mut simulator = QuantumGravitySimulator::new(config);
2222
2223 let result = simulator.simulate();
2224 assert!(result.is_ok());
2225
2226 let simulation_result = result.unwrap();
2227 assert_eq!(
2228 simulation_result.approach,
2229 GravityApproach::LoopQuantumGravity
2230 );
2231 assert!(simulation_result.spacetime_volume > 0.0);
2232 assert!(!simulation_result.observables.is_empty());
2233 }
2234
2235 #[test]
2236 fn test_cdt_simulation() {
2237 let mut config = QuantumGravityConfig::default();
2238 config.gravity_approach = GravityApproach::CausalDynamicalTriangulation;
2239 config.cdt_config = Some(CDTConfig {
2240 num_simplices: 50,
2241 mc_sweeps: 10,
2242 ..CDTConfig::default()
2243 });
2244
2245 let mut simulator = QuantumGravitySimulator::new(config);
2246
2247 let result = simulator.simulate();
2248 assert!(result.is_ok());
2249
2250 let simulation_result = result.unwrap();
2251 assert_eq!(
2252 simulation_result.approach,
2253 GravityApproach::CausalDynamicalTriangulation
2254 );
2255 assert!(simulation_result.spacetime_volume > 0.0);
2256 }
2257
2258 #[test]
2259 fn test_asymptotic_safety_simulation() {
2260 let mut config = QuantumGravityConfig::default();
2261 config.gravity_approach = GravityApproach::AsymptoticSafety;
2262 config.asymptotic_safety_config = Some(AsymptoticSafetyConfig {
2263 rg_flow_steps: 5,
2264 ..AsymptoticSafetyConfig::default()
2265 });
2266
2267 let mut simulator = QuantumGravitySimulator::new(config);
2268
2269 let result = simulator.simulate();
2270 assert!(result.is_ok());
2271
2272 let simulation_result = result.unwrap();
2273 assert_eq!(
2274 simulation_result.approach,
2275 GravityApproach::AsymptoticSafety
2276 );
2277 assert!(simulation_result.ground_state_energy.is_finite());
2278 }
2279
2280 #[test]
2281 fn test_ads_cft_simulation() {
2282 let mut config = QuantumGravityConfig::default();
2283 config.gravity_approach = GravityApproach::HolographicGravity;
2284
2285 let mut simulator = QuantumGravitySimulator::new(config);
2286
2287 let result = simulator.simulate();
2288 assert!(result.is_ok());
2289
2290 let simulation_result = result.unwrap();
2291 assert_eq!(
2292 simulation_result.approach,
2293 GravityApproach::HolographicGravity
2294 );
2295 assert!(simulation_result.spacetime_volume > 0.0);
2296 assert!(simulation_result
2297 .observables
2298 .contains_key("holographic_complexity"));
2299 }
2300
2301 #[test]
2302 fn test_planck_units() {
2303 let units = QuantumGravityUtils::planck_units();
2304
2305 assert!(units.contains_key("length"));
2306 assert!(units.contains_key("time"));
2307 assert!(units.contains_key("mass"));
2308 assert!(units.contains_key("energy"));
2309
2310 assert_eq!(units["length"], 1.616e-35);
2311 assert_eq!(units["time"], 5.391e-44);
2312 }
2313
2314 #[test]
2315 fn test_approach_comparison() {
2316 let results = vec![GravitySimulationResult {
2317 approach: GravityApproach::LoopQuantumGravity,
2318 ground_state_energy: 1e-10,
2319 spacetime_volume: 1e-105,
2320 geometry_measurements: GeometryMeasurements {
2321 area_spectrum: vec![1e-70],
2322 volume_spectrum: vec![1e-105],
2323 length_spectrum: vec![1e-35],
2324 discrete_curvature: 1e70,
2325 topology_measurements: TopologyMeasurements {
2326 euler_characteristic: 1,
2327 betti_numbers: vec![1],
2328 homology_groups: vec!["Z".to_string()],
2329 fundamental_group: "trivial".to_string(),
2330 },
2331 },
2332 convergence_info: ConvergenceInfo {
2333 iterations: 100,
2334 final_residual: 1e-8,
2335 converged: true,
2336 convergence_history: vec![1e-2, 1e-8],
2337 },
2338 observables: HashMap::new(),
2339 computation_time: 1.0,
2340 }];
2341
2342 let comparison = QuantumGravityUtils::compare_approaches(&results);
2343 assert!(comparison.contains("LoopQuantumGravity"));
2344 assert!(comparison.contains("Energy"));
2345 assert!(comparison.contains("Volume"));
2346 }
2347
2348 #[test]
2349 fn test_physical_constraints_validation() {
2350 let result = GravitySimulationResult {
2351 approach: GravityApproach::LoopQuantumGravity,
2352 ground_state_energy: -1.0, spacetime_volume: 0.0, geometry_measurements: GeometryMeasurements {
2355 area_spectrum: vec![1e-70],
2356 volume_spectrum: vec![1e-105],
2357 length_spectrum: vec![1e-35],
2358 discrete_curvature: 1e15, topology_measurements: TopologyMeasurements {
2360 euler_characteristic: 1,
2361 betti_numbers: vec![1],
2362 homology_groups: vec!["Z".to_string()],
2363 fundamental_group: "trivial".to_string(),
2364 },
2365 },
2366 convergence_info: ConvergenceInfo {
2367 iterations: 100,
2368 final_residual: 1e-8,
2369 converged: true,
2370 convergence_history: vec![1e-2, 1e-8],
2371 },
2372 observables: HashMap::new(),
2373 computation_time: 1.0,
2374 };
2375
2376 let violations = QuantumGravityUtils::validate_physical_constraints(&result);
2377
2378 assert_eq!(violations.len(), 3);
2379 assert!(violations
2380 .iter()
2381 .any(|v| v.contains("Negative ground state energy")));
2382 assert!(violations.iter().any(|v| v.contains("volume")));
2383 assert!(violations.iter().any(|v| v.contains("curvature")));
2384 }
2385
2386 #[test]
2387 #[ignore]
2388 fn test_benchmark_quantum_gravity() {
2389 let result = benchmark_quantum_gravity_simulation();
2392 assert!(result.is_ok());
2393
2394 let benchmark = result.unwrap();
2395 assert!(!benchmark.approach_results.is_empty());
2396 assert!(!benchmark.timing_comparisons.is_empty());
2397 assert!(benchmark.memory_usage > 0);
2398 }
2399}