# ==============================================================================
# COPYRIGHT NO ONE EVERYWHERE LLC (WYOMING HOLDING COMPANY)
# PROJECT: SOVEREIGN STACK
# This artifact is entirely proprietary and cryptographically proven.
# Open-Source usage requires explicit permission from Brandon Scott Schneider.
# ==============================================================================
import hashlib
import sys
import os
sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), "..")))
from math_harness_compat import xp, AnyArray
import os
import sys

# ── NE geometry scaffold (geometry-rip branch) ────────────────────────────────
# Fixes EUCLIDEAN_ASSUMPTION_AUDIT finding #11 (LOWER): L2 on random coords
# produces approximately constant coupling_strength ≈ weight / sqrt(N/6) for all
# pairs (all pairwise distances concentrate around sqrt(N/6)).
# NE fix: phi-weighted distance differentiates axes by semantic importance.
_USE_NE_GEOMETRY = False
_phi_ndag = (1 + 5 ** 0.5) / 2

# ── Complex geometry scaffold (geometry-rip branch) ───────────────────────────
# Fixes COMPLEX_NUMBER_AUDIT finding #M6 (LOWER): establish_coupling uses L2
# distance on mod-1 coords without circular wraparound metric.
# Coordinates are (entropy × PHI^i) % 1.0 — linear distance wraps discontinuously.
_USE_COMPLEX_GEOMETRY = True
import sys as _sys_sql, os as _os_sql
_sql_tools = _os_sql.path.join(_os_sql.path.dirname(_os_sql.path.abspath(__file__)),
                                "..", "tools")
if _sql_tools not in _sys_sql.path:
    _sys_sql.path.insert(0, _sql_tools)
try:
    import geometry_complex as _cg  # noqa: F401
    _CG_AVAILABLE_SQL = True
except ImportError:
    _CG_AVAILABLE_SQL = False

class NdagTransmuter:
    """Transmutes Relational SQL into N-Dimensional Solitons."""
    
    def __init__(self, dimensions=11):
        self.dimensions = dimensions
        self.phi = (1 + 5**0.5) / 2
        self.manifold = {}

    def transmute_node(self, slug, data):
        """Converts a SQL Row/Entity into a HyperMassNode."""
        node_id = hashlib.sha256(slug.encode()).hexdigest()
        
        # Holographic Mapping: Entropy-driven coordinate generation
        entropy = sum(hashlib.sha256(str(data).encode()).digest()) / 256.0
        coords = xp.zeros(self.dimensions)
        for i in range(self.dimensions):
            coords[i] = (entropy * (self.phi ** i)) % 1.0
            
        self.manifold[node_id] = {
            "coords": coords,
            "frequency": 1.0 / (self.phi * entropy),
            "payload": data
        }
        return node_id

    def establish_coupling(self, node_a, node_b, weight=1.0):
        """Converts Foreign Keys into Phase-Locked Couplings."""
        if node_a in self.manifold and node_b in self.manifold:
            # Vibrational Edge strength based on topological distance
            ca = self.manifold[node_a]["coords"]
            cb = self.manifold[node_b]["coords"]
            if _USE_COMPLEX_GEOMETRY:
                # COMPLEX_AUDIT #M6: circular metric — mod-1 coords wrap at [0,1) boundary
                # min(|a-b|, 1-|a-b|) is the correct angular distance for unit-circle coords
                _diffs = [min(abs(ca[i] - cb[i]), 1.0 - abs(ca[i] - cb[i]))
                          for i in range(len(ca))]
                dist = sum(_phi_ndag**i * _diffs[i]**2
                           for i in range(len(ca))) ** 0.5
            elif _USE_NE_GEOMETRY:
                # NE path: φ^i-weighted distance (AUDIT FINDING #11 fix)
                # Avoids concentration of measure: axis-i has weight φ^i
                dist = sum(_phi_ndag**i * (ca[i] - cb[i])**2
                           for i in range(len(ca))) ** 0.5
            else:
                # EU path (default): L2 — EUCLIDEAN ASSUMPTION #11
                dist = xp.linalg.norm(ca - cb)
            coupling_strength = weight / (dist + 0.001)
            return coupling_strength
        return 0.0

if __name__ == "__main__":
    transmuter = NdagTransmuter()
    uid = transmuter.transmute_node("user_001", {"name": "Architect", "level": "SME"})
    print(f"Node Transmuted: {uid}")