Research-Stack/5-Applications/tools-scripts/database/sql_to_n_dag.py

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# ==============================================================================
# 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}")