Research-Stack/5-Applications/tools-scripts/infrastructure/oracle.py

74 lines
2.4 KiB
Python

#!/usr/bin/env python3
"""
Utility: oracle.py
------------------
The Sovereign Oracle: Informatic Retrieval & Inference Engine.
"""
import argparse
import hashlib
import json
import time
import struct
from bt20_fpga_bridge import MassArchivist
class SovereignOracle:
def __init__(self, db_path="/home/allaun/.tardy_mmr.db"):
self.archivist = MassArchivist(db_path=db_path)
self.num_neurons = 20
def seed_from_text(self, text):
""" Hash keyword to a specific neuron index. """
h = hashlib.sha256(text.encode()).hexdigest()
idx = int(h[:2], 16) % self.num_neurons
return idx
def query(self, text):
print(f"[>] Querying Sovereign Oracle: '{text}'...")
neuron_id = self.seed_from_text(text)
# 1. Seeding
activation = 0xFFFF # MAX activation for the seed
print(f"[*] Seeding Manifold -> Neuron {neuron_id}")
if self.archivist.ser:
self.archivist.ser.write(struct.pack(">BBH", 0x01, neuron_id, activation))
# 2. Resonance (Trigger 100 epochs)
print("[*] Initiating Informatic Resonance (100 Epochs)...")
for _ in range(100):
if self.archivist.ser:
self.archivist.ser.write(bytes([0x03]))
time.sleep(0.001)
# 3. Retrieval (Poll Telemetry/Memory)
phi = self.archivist.poll_telemetry()
print(f"[+] Resonance Stabilized at Φss: {phi:.4f}")
# 4. MMR Lookup
return self.lookup_promotion(neuron_id)
def lookup_promotion(self, neuron_id):
import sqlite3
conn = sqlite3.connect(self.archivist.db_path)
cur = conn.cursor()
cur.execute("SELECT payload FROM mmr WHERE leaf_type='AXIOM' AND payload LIKE ?", (f'%"neuron": {neuron_id}%',))
match = cur.fetchone()
conn.close()
if match:
return json.loads(match[0])
return None
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument("query", type=str, help="Search term for the Oracle")
args = parser.parse_args()
oracle = SovereignOracle()
result = oracle.query(args.query)
if result:
print("\n=== ORACLE RESPONSE: PROMOTED AXIOM ===")
print(json.dumps(result, indent=4))
else:
print("\n[!] ORACLE SILENT: No promoted axiom matches this informatic seed.")