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Resonant Fractal Nature Theory — a mathematical framework for coherent patterns on graph-coupled networks.

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© 2026 TNFR project — MIT licensed.DOI 10.5281/zenodo.17602860
docs
grammar
PHYSICS_VERIFICATION.md
API_CONTRACTS.mdCANONICAL_OZ_SEQUENCES.mdEMPIRICAL_CONFRONTATION_EEG.mdREADME.mdSTRUCTURAL_FIELDS_TETRAD.mdSTRUCTURAL_INTERFACE_THEORY.md
theory
APPLIED_STRUCTURAL_ANALYSIS.mdCATALOG_TYPE_HYGIENE_PROGRAMME.mdDISSIPATIVE_AND_OPEN_SYSTEMS.mdEMERGENT_ONTOLOGY.mdEXTENDED_FIELDS_AND_DERIVED_QUANTITIES.mdFUNDAMENTAL_THEORY.mdGAUGE_SYMMETRY_AND_UNIFICATION.mdGLOSSARY.mdMATHEMATICAL_DYNAMICS_BASIS.mdMINIMAL_STRUCTURAL_DEGREES.mdNUCLEUS_A_PRIME_LADDER_ATLAS.mdNUCLEUS_B_EQUIVARIANCE_OBSTRUCTIONS.mdPHYSICAL_REGIME_CORRESPONDENCES.mdREADME.mdREMESH_INFINITY_DERIVATION.mdSTRUCTURAL_CONSERVATION_THEOREM.mdSTRUCTURAL_OPERATORS.mdSTRUCTURAL_STABILITY_AND_DYNAMICS.mdTNFR_BSD_RESEARCH_NOTES.mdTNFR_HODGE_RESEARCH_NOTES.mdTNFR_NAVIER_STOKES_RESEARCH_NOTES.mdTNFR_NUMBER_THEORY.mdTNFR_P_VS_NP_RESEARCH_NOTES.mdTNFR_RIEMANN_RESEARCH_NOTES.mdTNFR_VARIATIONAL_PRINCIPLE.mdTNFR_YANG_MILLS_RESEARCH_NOTES.mdTNFR.pdfUNIFIED_GRAMMAR_RULES.md
factorization-lab
analysis
analyze_patterns.pycertificate_manifest.py
benchmarks
benchmark_analysis.pybenchmark_expansion_suite.pyfull_spectrum_factorization.pypaley_gap_extended.pypaley_gap_smoke.pytest_benchmark_suite.py
demos
experiment_contexts
exp_0b1663cd19b7.jsonexp_0bf0054b7474.jsonexp_75a4c8ca616a.jsonexp_848ee0fd1857.jsonexp_f6fe00562193.jsonexp_fdf3da424e1e.json
failure_telemetry_batch.pyfeedback_integration_demo.pyintegration_demo_snapshots.dbseed_management_integration_demo.pysnapshot_integration_demo.pytrajectory_143.jsontrajectory_77.jsontrajectory_89.jsontrajectory_91.jsontrajectory_97.json
docs
FACTORING_PLAYBOOK.mdFALSE_POSITIVE_TEST_SUITE.mdOPERATOR_CERTIFICATES.mdROADMAP.mdSPECTRAL_ROUTE.md
experiment_contexts
exp_cebe1d9e7d8e.json
notebooks
spectral_history.ipynb
scripts
run_false_positive_tests.py
tests
run_false_positive_test_suite.pytest_cli.pytest_false_positive_methodology.pytest_false_positive_verifier.pytest_feedback_integration.pytest_partitioning.pytest_seed_management.pytest_self_opt_support.pytest_snapshot_system.pytest_spectral_paley.pytest_verification_robustness.py
tnfr_factorization
__init__.pyapi.pycli.pyfailure_telemetry.pyfeedback_adapter.pyfeedback_integration.pypartitioning.pyself_opt_support.pyspectral_paley.py
demo_snapshots.dbLICENSE_SNAPSHOT.mdPACKAGE_SUMMARY.mdREADME.mdseed_management.pysnapshot_system.pytest_certificate_hashing.pytest_installation.pyverification_trajectory_77.json
benchmarks
analyze_tetrad_universality.pyb0star_alpha_canonical_product_graphs.pybenchmark_optimization_tracks.pybenchmark_utils.pyboundary_vibration.pybridge_primes_riemann.pychiral_involution.pycli_utils.pycoherence_projector_sense_index.pycommutant_bridge.pycomposition_arithmetic.pyconfinement_zones_test.pyconservation_law_validation.pydirected_paley_bridge.pyemergent_arithmetic_pulse.pyemergent_atom_dynamics.pyemergent_atomic_shells.pyemergent_base_dimension.pyemergent_dimension_dynamics.pyemergent_fractal_pulse.pyemergent_fractal_simplex_dimension.pyemergent_integers_symmetry.pyemergent_musical_nfr.pyemergent_nfr_geometry.pyemergent_nfr_where.pyemergent_rationals.pyemergent_rhythm.pyemergent_screening.pyemergent_shell_cardinals.pyemergent_shell_ordering.pyemergent_simplex_dimension.pyemergent_substrate_symmetry.pyequivariance_wall.pyexternal_phase_gate_validation.pyfield_methods_battery.pygolden_residue_remesh_bridge.pyintegrated_force_regime_study.pyinverse_spectrum_to_symmetry.pyk_phi_safety_demo.pykuramoto_farey_bridge.pymissing_piece_bridge.pymultichannel_interface_benchmark.pynavier_stokes_recipe_bridge.pynodal_propagator_residue_bridge.pyns_moment_hierarchy_cascade.pyoperational_irreducibility.pypaley_bridge.pyphase_curvature_investigation.pyphase_wall.pyphi_s_confinement_investigation.pyprimes_as_consequence.pypulse_phase_coherence_budget.pyREADME.mdremesh_infinity_riemann_baseline.pyremesh_infinity_riemann_composed.pyremesh_infinity_riemann_modified_graph.pyremesh_infinity_riemann_operator.pyremesh_infinity_riemann_spectral_basis.pyremesh_infinity_riemann_spectral_robustness.pyremesh_infinity_riemann_spectral.pyresidue_phase_vs_riemann.pystructural_interface_benchmark.pytemporal_interface_benchmark.pytetrad_results_aggregate.pyu2_destabilization_irreversibility.pyuniversality_clusters.pyxi_c_fast_experiment.py
primality-test
benchmarks
comprehensive_benchmark.py
docs
ADVANCED_INTEGRATION.mdmathematical_foundation.mdperformance_analysis.md
examples
advanced_examples.pybasic_usage.py
tnfr_primality
__init__.py__main__.pyadvanced_cli.pyadvanced_core.pycli.pyconstants.pycore.pyoptimized.py
MANIFEST.inPACKAGE_SUMMARY.mdREADME.mdRELEASE_NOTES_v1.0.mdsetup.pytest_installation.py
tests
core_physics
__init__.pytest_conservation_laws.pytest_delta_nfr_computation_paths.pytest_delta_nfr.pytest_dispersion_coherence_sign_invariance.pytest_emergent_constants_guard.pytest_lyapunov_operators.pytest_nodal_equation.pytest_structural_triad.py
data
replay_manifests
sample_run
_manifest_summary.json_manifest.json_partition_files.txt.gz
self_opt_validation
seed_alpha
paley.json
seed_beta
integration.json
seed_gamma
unknown.json
self_optimization
test_run
partitioned
test_run
test_run_p0.jsontest_run_p1.json
_manifest_summary.json_manifest.json
engines
test_pattern_discovery_manifest.pytest_self_optimization_engine.py
mathematics
__init__.pytest_autodiff.pytest_backends.pytest_dissipative_dynamics.pytest_epi.pytest_factory_patterns.pytest_metrics.pytest_navier_stokes_refounded.pytest_number_theory_canonical.pytest_operators.pytest_residue_networks.pytest_riemann_nodal_pulse.pytest_riemann_pulse_coherence.pytest_spaces.pytest_transforms.pytest_validator.py
operators
test_canonical_operators_modern.pytest_grammar_canon.pytest_grammar_canonical_consistency.pytest_grammar_dynamics.pytest_operator_contracts.pytest_operator_strategies.py
parallel
test_fractal_partition_manifest.py
physics
test_conservation_gauge_unification.pytest_dissipative_conservation.pytest_emergent_chemistry.pytest_field_cache_invalidation.pytest_gauge.pytest_phase_transition.pytest_signatures.pytest_spectral_conservation.pytest_structural_diffusion.pytest_structural_integrity.pytest_symplectic_substrate.pytest_tetrad_bounds.pytest_variational.pytest_yang_mills_closure.pytest_yang_mills_derivability.pytest_yang_mills_scaling.pytest_yang_mills_structural_gap.pytest_yang_mills_u6_sweep.py
scripts
test_run_self_opt_validation.pytest_run_self_optimization.py
sdk
__init__.pytest_simple_advanced.py
__init__.pyconftest.pyREADME.mdtest_breast_cancer_phase_gate_demo.pytest_classical_mechanics.pytest_distributed_fft.pytest_external_phase_gate_validation.pytest_factorization_entrypoint.pytest_multichannel_interface.pytest_nodal_optimizer.pytest_phase_gate_api.pytest_replay_register_manifest.pytest_signal_confrontation.pytest_structural_interface_api.pytest_structural_interface_baselines.pytest_structural_interface_benchmark.pytest_temporal_interface.pytest_vectorized_coherence_length_regression.pytest_wine_quality_phase_gate_demo.pyutils.py
examples
01_foundations
01_hello_world.py02_musical_resonance.py03_network_formation.py04_operator_sequences.py05_coherence_evolution.py06_network_topologies.py07_phase_transitions.py08_emergent_phenomena.py09_visualization_suite.py10_simplified_sdk_showcase.py
02_physics_regimes
11_classical_limit_comparison.py115_operator_contract_audit.py12_classical_mechanics_demo.py13_quantum_mechanics_demo.py14_uncertainty_and_interference.py15_train_crossing_demo.py17_conservation_law_demo.py26_gauge_structure_demo.py27_variational_principle_demo.py28_dissipative_systems_demo.py29_lyapunov_stability_demo.py30_self_optimization_demo.py31_mathematical_constants_basis.py33_complex_field_unification.py34_conservation_protocol_suite.py35_tetrad_irreducibility.py36_grammar_violation_detector.py37_operator_tetrad_synergy.py38_grammar_energy_landscape.py39_nodal_equation_decomposition.py
03_riemann_zeta
157_nodal_pulse_phase_attack.py41_von_mangoldt_zeta_demo.py42_riemann_zeros_as_resonances.py43_prime_ladder_hamiltonian_demo.py44_weil_explicit_formula_demo.py45_li_keiper_demo.py46_weil_tnfr_positivity_demo.py47_alpha_sweep_demo.py48_admissible_family_sweep_demo.py49_nodeaware_gauge_sweep_demo.py50_uniform_coercivity_demo.py51_adaptive_coercivity_demo.py52_paley_gap_coercivity_demo.py53_lyapunov_spectral_positivity_demo.py54_hilbert_polya_demo.py55_structural_zero_density_demo.py56_spectral_emergence_demo.py57_admissible_rescaling_demo.py58_oscillatory_correction_demo.py
04_riemann_L_twisted
59_dirichlet_l_function_demo.py60_dirichlet_l_continuation_demo.py61_dirichlet_l_hamiltonian_demo.py62_dirichlet_weil_explicit_formula_demo.py63_dirichlet_li_keiper_demo.py64_twisted_weil_positivity_demo.py65_twisted_alpha_sweep_demo.py66_twisted_admissible_family_sweep_demo.py67_twisted_nodeaware_gauge_sweep_demo.py68_twisted_hermite_family_demo.py69_twisted_coercivity_uniform_demo.py70_twisted_paley_gap_coercivity_demo.py71_twisted_lyapunov_spectral_demo.py72_twisted_hilbert_polya_demo.py73_twisted_structural_zero_density_demo.py74_twisted_spectral_emergence_demo.py75_twisted_admissible_rescaling_demo.py76_twisted_oscillatory_correction_demo.py
05_type_hygiene
77_remesh_infinity_residue_split_demo.py78_nuf_type_signature_demo.py79_epi_type_signature_demo.py80_phi_type_signature_demo.py81_dnfr_type_signature_demo.py82_remesh_window_type_signature_demo.py83_delta_phi_max_type_signature_demo.py84_coupling_weights_type_signature_demo.py85_tetrad_closure_signature_demo.py86_currents_closure_signature_demo.py87_aggregates_closure_signature_demo.py88_urules_consistency_signature_demo.py89_operator_catalog_discipline_signature_demo.py
06_navier_stokes
158_navier_stokes_two_face_refounded.py
07_number_theory
100_prime_families_orbits.py101_numbers_as_coupled_network.py102_nodal_flow_primes_equilibria.py116_nuf_emergent_prime_visibility.py146_primality_grammatical_inertness.py147_numbers_as_free_monoid_words.py148_capacity_arm_carries_von_mangoldt.py149_p14_is_the_capacity_arm_operator.py153_structural_frequency_rank_cyclotomy.py40_arithmetic_number_theory.py94_generative_number_construction.py95_primes_from_spectral_waves.py96_spectral_vibration_of_coherence.py97_goldbach_additive_multiplicative.pyemergent_chemistry_particles_demo.py
08_emergent_geometry
103_emergent_substrate_meets_riemann.py106_per_node_polarization_geometry.py107_orthogonal_structure_emergent_geometry.py108_emergent_field_generating_structure.py112_structure_predicts_coherence_flow.py113_overdamped_projection_bridge.py114_substrate_conserved_quantities.py117_emergent_geometry_residue_graph.py118_emergent_vs_classical_operator.py119_phase_sector_directed_residue.py120_symmetry_wall_substrate_vs_spectrum.py121_canonical_symmetry_break_negative.py122_factorization_phase_sector.py123_symmetry_sector_decomposition.py124_emergent_metric_fractal_consistency.py125_node_is_the_emergent_substrate.py126_two_layers_base_fiber.py127_base_is_emergent_not_imposed.py128_base_substrate_coemergence.py129_spectral_gap_base_fiber_clock.py130_operators_break_substrate_charges.py131_coemergent_loop_convergence.py132_geometric_phase_holonomy.py133_psi_topological_defects.py134_spectral_dimension_heat_kernel.py135_arrow_of_time_h_theorem.py136_heat_kernel_coefficients.py137_synchronization_transition.py138_structure_frequency_synchronization.py139_grammar_formal_language.py140_grammar_automaton.py141_grammar_rule_decomposition.py142_grammar_operator_quotient.py143_glyphic_function_sublanguage.py144_branching_combinator.py145_syntactic_monoid_starfree.py150_emergent_grammatical_pattern_parry.py151_grammar_in_emergent_geometry.py152_operator_contract_tetrahedron.py154_conductor_annotated_qr_spectrum.py155_ontological_position_of_numbers.py156_emergence_directness_law.py98_emergent_symplectic_substrate.py99_structural_diffusion.pyunified_fields_showcase.py
09_millennium
109_p_vs_np_coherence_synthesis.py110_bsd_rank_structural_pressure.py111_hodge_discrete_and_honest_gap.py
10_applications
159_empirical_confrontation_pipeline.py90_phase_gate_monitor_demo.py91_breast_cancer_phase_gate_demo.py92_wine_quality_phase_gate_demo.py93_structural_interface_demo.pypytorch_cuda_demo.py
README.md
scripts
replay
__init__.pyregister_manifest.py
__init__.pyREADME.mdrebuild_failure_manifest.pyrun_reproducible_benchmarks.pyrun_self_opt_validation.pyrun_self_optimization.pytnfr_is_prime.pyvalidate_conservation_law.pyverify_internal_references.py
src
core
__init__.pyevaluation.py
tnfr
backends
__init__.pyjax_backend.pynumpy_backend.pyoptimized_numpy.pyREADME.mdtorch_backend.py
cli
__init__.py__init__.pyiarguments.pyarguments.pyiexecution.pyexecution.pyiinteractive_validator.pyREADME.mdutils.pyutils.pyi
compat
__init__.pydataclass.pyjsonschema_stub.pymatplotlib_stub.pynumpy_stub.pyREADME.md
config
__init__.py__init__.pyiconstants.pyconstants.pyidefaults_core.pydefaults_init.pydefaults_metric.pydefaults.pyfeature_flags.pyfeature_flags.pyiglyph_constants.pyoperator_names.pyoperator_names.pyiphysics_derivation.pyprecision_modes.pypresets.pypresets.pyiREADME.mdsecurity.pythresholds.pytnfr_config.py
constants
__init__.py__init__.pyialiases.pyaliases.pyicanonical.pymetric.pymetric.pyioperational.py
core
__init__.pycontainer.pydefault_implementations.pyexceptions.pyinterfaces.pyREADME.md
dynamics
__init__.py__init__.pyiadaptation.pyadaptation.pyiadaptive_sequences.pyadaptive_sequences.pyiadelic.pyadvanced_cache_optimizer.pyadvanced_fft_arithmetic.pyaliases.pyaliases.pyibifurcation.pycache_aware_fft_engine.pycanonical.pycanonical.pyicomputational_hub.pycoordination.pycoordination.pyidistributed_fft.pydnfr.pydnfr.pyidynamic_limits.pyemergent_centralization.pyemergent_integration_engine.pyfeedback.pyfeedback.pyifft_backend.pyfft_cache_coordinator.pyfft_dispatchers.pyfft_engine.pyfft_workers.pyfused_dnfr.pyhomeostasis.pyhomeostasis.pyiintegrators.pyintegrators.pyilearning.pylearning.pyimetabolism.pymulti_modal_cache.pynbody_tnfr.pynbody.pynodal_optimizer.pyoptimization_orchestrator.pypropagation.pyREADME.mdruntime.pyruntime.pyisampling.pysampling.pyiselectors.pyselectors.pyiself_optimizing_engine.pyspectral_structural_fusion.pystructural_cache.pystructural_clip.pysymplectic.pyunified_backend.pyunified_mathematical_cache_orchestrator.py
engines
computation
__init__.pyfft_engine.pyunified_fft_engine.pyunified_gpu_system.py
constants
__init__.pycanonical.pyoperational.py
integration
__init__.pyemergent_integration.py
pattern_discovery
__init__.pymathematical_patterns.pymulti_modal_cache.py
self_optimization
__init__.pyengine.py
__init__.pyREADME.md
errors
__init__.pycontextual.py
factorization
__init__.py
flatten
README.md
gamma
README.md
glyph_history
README.md
glyph_runtime
README.md
immutable
README.md
initialization
README.md
io
README.md
math
__init__.pyfields_symbolic.pygrammar_validators.pyoptimizer.pyREADME.mdsymbolic.py
mathematics
__init__.pybackend.pybackend.pyidynamics.pydynamics.pyiepi.pyepi.pyigenerators.pygenerators.pyiliouville.pymetrics.pymetrics.pyinumber_theory.pyoperators_factory.pyoperators_factory.pyioperators.pyoperators.pyioptimized_primality.pyprojection.pyprojection.pyiREADME.mdruntime.pyruntime.pyispaces.pyspaces.pyispectral.pytransforms.pytransforms.pyiunified_cache.pyunified_numerical.pyzeta.py
metrics
__init__.py__init__.pyibuffer_cache.pybuffer_cache.pyicache_utils.pycoherence.pycoherence.pyicommon.pycommon.pyicore.pycore.pyidiagnosis.pydiagnosis.pyiemergence.pyexport.pyexport.pyiglyph_timing.pyglyph_timing.pyilearning_metrics.pylearning_metrics.pyilocal_coherence.pyphase_coherence.pyphase_compatibility.pyREADME.mdreporting.pyreporting.pyisense_index.pysense_index.pyitelemetry.pytetrad.pytrig_cache.pytrig_cache.pyitrig.pytrig.pyi
multiscale
__init__.pyhierarchical.pyREADME.md
navier_stokes
__init__.pyconservative_face.pyoperator.py
node
README.md
observers
README.md
operators
network_analysis
__init__.pysource_detection.py
postconditions
__init__.pymutation.py
preconditions
__init__.pycoherence.pydissonance.pyemission.pymutation.pyreception.pyresonance.py
strategies
__init__.pydefaults.pygpu_strategies.pystrategy.py
__init__.py__init__.pyialgebra.pycanonical_patterns.pycascade.pycoherence.pycontraction.pycoupling.pycycle_detection.pydefinitions_base.pydefinitions.pydefinitions.pyidissonance.pyemission.pyexpansion.pygrammar_application.pygrammar_canon.pygrammar_context.pygrammar_core.pygrammar_dynamics.pygrammar_error_factory.pygrammar_memoization.pygrammar_patterns.pygrammar_telemetry.pygrammar_types.pygrammar_u6.pygrammar_validate.pygrammar.pygrammar.pyihamiltonian.pyhealth_analyzer.pyintrospection.pyjitter.pyjitter.pyilifecycle.pymetabolism.pymetrics_basic.pymetrics_core.pymetrics_network.pymetrics_structural.pymetrics_u6.pymetrics.pymutation.pynodal_equation.pyoperator_contracts.pypattern_detection.pypatterns.pyREADME.mdreception.pyrecursivity.pyregistry.pyregistry.pyiremesh.pyremesh.pyiresonance.pyself_organization.pysilence.pystructural_units.pytransition.py
parallel
__init__.pyauto_scaler.pydistributed.pyengine.pymonitoring.pypartitioner.pyREADME.md
performance
guardrails.py
physics
__init__.py_helpers.pycalibration.pycanonical.pycell.pyclassical_mechanics.pyconservation_gauge_unification.pyconservation.pydissipative_conservation.pyemergent_chemistry.pyemergent_particles.pyextended.pyfields.pygauge.pyintegrity.pyinteractions.pylife.pylyapunov.pypatterns.pyphase_transition.pyquantum_mechanics.pyREADME.mdsignatures.pyspectral_conservation.pyspectral_metrics.pystructural_diffusion.pysymplectic_substrate.pytelemetry.pyunified.pyvariational.pyvectorized_ops.py
primality
__init__.py
recipes
__init__.pycookbook.pyREADME.md
riemann
__init__.pyadmissible_family_sweep.pyadmissible_rescaling.pyaggregates_closure_signature.pyalpha_sweep.pyanalytic_continuation_dirichlet.pyanalytic_continuation.pycoercivity_uniform.pycoupling_weights_type_signature.pycurrents_closure_signature.pydelta_phi_max_type_signature.pydirichlet_l.pydnfr_type_signature.pyepi_type_signature.pyhilbert_polya.pyli_keiper.pylyapunov_spectral_positivity.pynodal_pulse.pynodeaware_gauge_sweep.pynuf_type_signature.pyoperator_catalog_discipline_signature.pyoperator.pyoscillatory_correction.pypaley_gap_coercivity.pyphi_type_signature.pyprime_ladder_hamiltonian.pypulse_coherence.pyremesh_infinity_residue_split.pyremesh_window_type_signature.pyspectral_emergence.pystructural_zero_density.pytelemetry.pytetrad_closure_signature.pytwisted_admissible_family_sweep.pytwisted_admissible_rescaling.pytwisted_alpha_sweep.pytwisted_coercivity_uniform.pytwisted_hermite_family.pytwisted_hilbert_polya.pytwisted_li_keiper.pytwisted_lyapunov_spectral_positivity.pytwisted_nodeaware_gauge_sweep.pytwisted_oscillatory_correction.pytwisted_paley_gap_coercivity.pytwisted_prime_ladder_hamiltonian.pytwisted_spectral_emergence.pytwisted_structural_zero_density.pytwisted_weil_explicit_formula.pytwisted_weil_positivity.pyurules_consistency_signature.pyvon_mangoldt.pyweil_explicit_formula.pyweil_positivity.py
schemas
__init__.pygrammar.jsonREADME.md
sdk
__init__.py__init__.pyiadaptive_system.pyadaptive_system.pyibuilders.pybuilders.pyifluent.pyfluent.pyiREADME.mdself_opt.pysimple.pytemplates.pytemplates.pyiutils.py
security
__init__.pycrypto.pydatabase.pyREADME.mdsubprocess.pyvalidation.py
sequencing
__init__.pypatterns.pyREADME.md
services
__init__.pyorchestrator.pyREADME.md
sparse
__init__.pyREADME.mdrepresentations.py
structural
README.md
telemetry
__init__.pycache_metrics.pycache_metrics.pyiconstants.pynu_f.pynu_f.pyiREADME.mdunified_telemetry_system.pyverbosity.pyverbosity.pyi
tools
__init__.pydomain_templates.pyREADME.mdsequence_generator.pytnfr_is_prime_cli_optimized.pytnfr_is_prime_cli.py
topology
__init__.pyasymmetry.pyREADME.md
utils
cache_layers.pycache.pycache.pyicallbacks.pycallbacks.pyichunks.pychunks.pyidata.pydata.pyifast_diameter.pygraph.pygraph.pyiinit.pyinit.pyiio.pyio.pyinumeric.pynumeric.pyiREADME.mdtopology.pyunified_cache.py
validation
__init__.py__init__.pyiaggregator.pybase.pycompatibility.pycompatibility.pyiconfig.pygraph.pygraph.pyihealth.pyinput_validation.pyinterface_baselines.pyinvariants.pymultichannel_interface.pyphase_gate.pyREADME.mdrules.pyrules.pyiruntime.pyruntime.pyisequence_validator.pysignal_confrontation.pysoft_filters.pysoft_filters.pyispectral.pyspectral.pyistructural_interface.pytemporal_interface.pyunified_validation_system.pyvalidator.pywindow.pywindow.pyi
visualization
__init__.pycascade_viz.pyhierarchy.pyREADME.mdsequence_plotter.py
yang_mills
__init__.pyclosure.pyderivability.pyscaling.pystructural_gap.pyu6_sweep.py
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tetrad_evaluator.py
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FILE: src/tnfr/config/operator_names.py

operator_names.py

Canonical operator name constants and physics-derived operator sets.

This module defines operator names and derives valid start/end operator sets from TNFR physical principles rather than arbitrary lists.

Physics-Based Derivation

The sets VALID_START_OPERATORS and VALID_END_OPERATORS are derived from the fundamental TNFR nodal equation:

text
∂EPI/∂t = νf · ΔNFR(t)

Where: - EPI: Primary Information Structure (coherent form) - νf: Structural frequency (reorganization rate, Hz_str) - ΔNFR: Internal reorganization operator/gradient

Start Operators (Activation)

text
An operator can START a sequence if it can either:

1. **Generate EPI from null state** (νf=0, EPI=0):
   - emission: Creates outward coherence pulse, generates νf > 0 and ΔNFR > 0

2. **Activate latent EPI** (νf≈0, but EPI>0):
   - recursivity: Replicates/echoes existing patterns across scales
   - transition: Activates node from another phase/regime

Physical justification: Only operators that can create or activate structural
capacity (νf > 0) from dormant/null states can initiate reorganization.

End Operators (Closure)
~~~~~~~~~~~~~~~~~~~~~~~~
An operator can END a sequence if it can either:

1. **Stabilize reorganization** (∂EPI/∂t → 0):
   - silence: Forces νf → 0, causing ∂EPI/∂t → 0 while preserving EPI

2. **Achieve operational closure**:
   - transition: Hands off to next phase (completes current cycle)
   - recursivity: Fractal echo creates self-similar closure
   - dissonance: Postponed conflict / contained tension (questionable)

Physical justification: Terminal operators must either freeze evolution
(νf → 0) or complete an operational cycle with clear boundary.

For detailed physics derivation logic, see:
    tnfr.config.physics_derivation

References
----------
- TNFR.pdf: Section 2.1 (Nodal Equation)
- AGENTS.md: Section 3 (Canonical Invariants)

Source Code

python
"""Canonical operator name constants and physics-derived operator sets.

This module defines operator names and derives valid start/end operator sets
from TNFR physical principles rather than arbitrary lists.

Physics-Based Derivation
------------------------
The sets VALID_START_OPERATORS and VALID_END_OPERATORS are derived from the
fundamental TNFR nodal equation:

    ∂EPI/∂t = νf · ΔNFR(t)

Where:
    - EPI: Primary Information Structure (coherent form)
    - νf: Structural frequency (reorganization rate, Hz_str)
    - ΔNFR: Internal reorganization operator/gradient

Start Operators (Activation)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
An operator can START a sequence if it can either:

1. **Generate EPI from null state** (νf=0, EPI=0):
   - emission: Creates outward coherence pulse, generates νf > 0 and ΔNFR > 0

2. **Activate latent EPI** (νf≈0, but EPI>0):
   - recursivity: Replicates/echoes existing patterns across scales
   - transition: Activates node from another phase/regime

Physical justification: Only operators that can create or activate structural
capacity (νf > 0) from dormant/null states can initiate reorganization.

End Operators (Closure)
~~~~~~~~~~~~~~~~~~~~~~~~
An operator can END a sequence if it can either:

1. **Stabilize reorganization** (∂EPI/∂t → 0):
   - silence: Forces νf → 0, causing ∂EPI/∂t → 0 while preserving EPI

2. **Achieve operational closure**:
   - transition: Hands off to next phase (completes current cycle)
   - recursivity: Fractal echo creates self-similar closure
   - dissonance: Postponed conflict / contained tension (questionable)

Physical justification: Terminal operators must either freeze evolution
(νf → 0) or complete an operational cycle with clear boundary.

For detailed physics derivation logic, see:
    tnfr.config.physics_derivation

References
----------
- TNFR.pdf: Section 2.1 (Nodal Equation)
- AGENTS.md: Section 3 (Canonical Invariants)
"""

from __future__ import annotations

from typing import Any

from .physics_derivation import (
    derive_bifurcation_window_from_physics,
    derive_u2_debt_capacity_from_physics,
)

# Canonical operator identifiers (English tokens)
EMISSION = "emission"
RECEPTION = "reception"
COHERENCE = "coherence"
DISSONANCE = "dissonance"
COUPLING = "coupling"
RESONANCE = "resonance"
SILENCE = "silence"
EXPANSION = "expansion"
CONTRACTION = "contraction"
SELF_ORGANIZATION = "self_organization"
MUTATION = "mutation"
TRANSITION = "transition"
RECURSIVITY = "recursivity"

# Canonical collections -------------------------------------------------------

CANONICAL_OPERATOR_NAMES = frozenset(
    {
        EMISSION,
        RECEPTION,
        COHERENCE,
        DISSONANCE,
        COUPLING,
        RESONANCE,
        SILENCE,
        EXPANSION,
        CONTRACTION,
        SELF_ORGANIZATION,
        MUTATION,
        TRANSITION,
        RECURSIVITY,
    }
)

ALL_OPERATOR_NAMES = CANONICAL_OPERATOR_NAMES
ENGLISH_OPERATOR_NAMES = CANONICAL_OPERATOR_NAMES

# Physics-derived operator sets (derived from TNFR canonical principles)
# Import here to avoid issues, but actual derivation is in physics_derivation module
# These are computed at module load time from TNFR physical principles
VALID_START_OPERATORS = frozenset({EMISSION, RECURSIVITY, TRANSITION})
INTERMEDIATE_OPERATORS = frozenset({DISSONANCE, COUPLING, RESONANCE})
VALID_END_OPERATORS = frozenset({SILENCE, TRANSITION, RECURSIVITY, DISSONANCE})
SELF_ORGANIZATION_CLOSURES = frozenset({SILENCE, CONTRACTION})

# R4 Bifurcation control: operators that enable structural transformations
# CANONICAL destabilizer set = {OZ, ZHIR, VAL} (dissonance, mutation, expansion),
# matching tnfr.operators.grammar_types.DESTABILIZERS (single source of truth,
# derived in physics_derivation.increases_structural_pressure).  These three
# operators raise |ΔNFR|; NAV (controlled transition) and EN (reception) do NOT
# and are therefore NOT destabilizers — see validate_physics_derivation().
DESTABILIZERS = frozenset({DISSONANCE, MUTATION, EXPANSION})  # OZ, ZHIR, VAL
TRANSFORMERS = frozenset({MUTATION, SELF_ORGANIZATION})  # ZHIR, THOL
# Canonical U4b window: DERIVED from the pulse relaxation, not assumed. A
# destabilizer's |ΔNFR| perturbation relaxes geometrically under the discrete
# nodal step EPI += dt·νf·ΔNFR; the window is the number of steps for it to
# relax into the coherence band 1/(π+1) (π the sole structural scale -- no 'e',
# no magic 3). For the canonical νf=1, dt=0.5 this evaluates to 3.
BIFURCATION_WINDOW = derive_bifurcation_window_from_physics()
# U2 convergence debt capacity: the SAME relaxation read as a capacity instead
# of a time -- the geometric absorption 1/(1−q) = 1/(νf·dt·ρ) of sustained
# destabilization (max uncompensated destabilizers before the bounded-integral
# convergence fails). For the canonical νf=1, dt=0.5 this evaluates to 2.
U2_DEBT_CAPACITY = derive_u2_debt_capacity_from_physics()

# Every destabilizer in DESTABILIZERS = {OZ, ZHIR, VAL} shares the SINGLE
# emergent window BIFURCATION_WINDOW. The earlier graduated reach split
# (strong=4 / moderate=2) was a heuristic the dynamics does NOT support: the
# structural-pressure relaxation time is topology-independent (the mean L_rw
# eigenvalue is exactly trace/N = 1), so there is no graduated reach (measured:
# OZ's direct ΔNFR injection and VAL/ZHIR's field perturbations do not order as
# 4 > 2). DESTABILIZERS is the single membership source; the strong/moderate/
# weak partition, its DESTABILIZERS_ALL union, and the BIFURCATION_WINDOWS dict
# are removed in favour of DESTABILIZERS + BIFURCATION_WINDOW.


def canonical_operator_name(name: str) -> str:
    """Return the canonical operator token for ``name``."""

    return name


def operator_display_name(name: str) -> str:
    """Return the display label for ``name`` (currently the canonical token)."""

    return canonical_operator_name(name)


__all__ = [
    "EMISSION",
    "RECEPTION",
    "COHERENCE",
    "DISSONANCE",
    "COUPLING",
    "RESONANCE",
    "SILENCE",
    "EXPANSION",
    "CONTRACTION",
    "SELF_ORGANIZATION",
    "MUTATION",
    "TRANSITION",
    "RECURSIVITY",
    "CANONICAL_OPERATOR_NAMES",
    "ENGLISH_OPERATOR_NAMES",
    "ALL_OPERATOR_NAMES",
    "VALID_START_OPERATORS",
    "INTERMEDIATE_OPERATORS",
    "VALID_END_OPERATORS",
    "SELF_ORGANIZATION_CLOSURES",
    "DESTABILIZERS",
    "TRANSFORMERS",
    "BIFURCATION_WINDOW",
    "U2_DEBT_CAPACITY",
    "canonical_operator_name",
    "operator_display_name",
    "validate_physics_derivation",
]


def validate_physics_derivation() -> dict[str, Any]:
    """Validate that operator sets are consistent with TNFR physics derivation.

    This function verifies that VALID_START_OPERATORS and VALID_END_OPERATORS
    match what would be derived from first principles using the physics_derivation
    module.

    Returns
    -------
    dict[str, Any]
        Validation report with keys:
        - "start_operators_valid": bool
        - "end_operators_valid": bool
        - "start_operators_expected": frozenset
        - "start_operators_actual": frozenset
        - "end_operators_expected": frozenset
        - "end_operators_actual": frozenset
        - "discrepancies": list of str

    Notes
    -----
    This function is primarily for testing and validation. It ensures that
    any manual updates to VALID_START_OPERATORS or VALID_END_OPERATORS remain
    consistent with TNFR canonical physics.

    If discrepancies are found, the function logs warnings but does not raise
    exceptions, allowing for intentional overrides with clear audit trail.
    """
    from .physics_derivation import (
        derive_end_operators_from_physics,
        derive_start_operators_from_physics,
    )

    expected_starts = derive_start_operators_from_physics()
    expected_ends = derive_end_operators_from_physics()

    discrepancies = []

    start_valid = VALID_START_OPERATORS == expected_starts
    if not start_valid:
        missing = expected_starts - VALID_START_OPERATORS
        extra = VALID_START_OPERATORS - expected_starts
        if missing:
            discrepancies.append(
                f"VALID_START_OPERATORS missing physics-derived operators: {missing}"
            )
        if extra:
            discrepancies.append(
                f"VALID_START_OPERATORS contains non-physics operators: {extra}"
            )

    end_valid = VALID_END_OPERATORS == expected_ends
    if not end_valid:
        missing = expected_ends - VALID_END_OPERATORS
        extra = VALID_END_OPERATORS - expected_ends
        if missing:
            discrepancies.append(
                f"VALID_END_OPERATORS missing physics-derived operators: {missing}"
            )
        if extra:
            discrepancies.append(
                f"VALID_END_OPERATORS contains non-physics operators: {extra}"
            )

    return {
        "start_operators_valid": start_valid,
        "end_operators_valid": end_valid,
        "start_operators_expected": expected_starts,
        "start_operators_actual": VALID_START_OPERATORS,
        "end_operators_expected": expected_ends,
        "end_operators_actual": VALID_END_OPERATORS,
        "discrepancies": discrepancies,
    }


def __getattr__(name: str) -> Any:
    """Provide a consistent ``AttributeError`` when names are missing."""

    raise AttributeError(f"module '{__name__}' has no attribute '{name}'")