Research-Stack/5-Applications/scripts/unified_metaprobe_collapse.py

412 lines
16 KiB
Python

#!/usr/bin/env python3
"""
Unified Metaprobe Stack Collapse
Collapses metaprobe functionality across all NES systems into one unified stack.
Systems to integrate:
1. NES GCL Square Wave Compression
2. NES OISC GCL LUT Architecture (JTAG)
3. Unified Shader GCL Audio Stack
4. Unified Cartridge Controller Stack (1-Wire UART)
5. Topological NanoKernel UART Stack
6. NES Sound Line DSP Math
Unified Metaprobe Protocol:
- Single metaprobe engine that works across all systems
- Lawful signal resonance checking
- Structural coherence validation
- Cross-system state tracking
- Unified telemetry and audit
The metaprobe stack collapses into a single substrate that:
- Validates data across all channels (UART, JTAG, audio lines)
- Checks resonance between cartridge CPU, nanokernel, and NES
- Provides unified audit trail
- Enables cross-system consensus
"""
import struct
import hashlib
import math
from typing import List, Tuple, Dict, Optional
from dataclasses import dataclass
from enum import Enum
# ═══════════════════════════════════════════════════════════════════════════
# Unified Metaprobe Engine
# Single metaprobe that works across all NES systems
# ═══════════════════════════════════════════════════════════════════════════
class MetaprobeChannel(Enum):
"""Metaprobe channels across all systems"""
UART_1WIRE = 0 # 1-Wire UART (cartridge-NES)
JTAG_CONTROLLER = 1 # JTAG bitbanging (controller port)
AUDIO_DSP = 2 # DSP math (sound lines)
GCL_COMPRESSION = 3 # GCL compressed data
CARTRIDGE_CPU = 4 # Cartridge SUBLEQ CPU
NANOKERNEL = 5 # Nanokernel admission gate
@dataclass
class MetaprobeState:
"""Metaprobe state for a channel"""
channel: MetaprobeChannel
resonance_score: float
structural_coherence: float
entropy: float
lawful: bool
timestamp: float
def to_bytes(self) -> bytes:
"""Serialize to bytes"""
return struct.pack('<Bfffd',
self.channel.value,
self.resonance_score,
self.structural_coherence,
self.entropy,
1 if self.lawful else 0,
int(self.timestamp))
class UnifiedMetaprobe:
"""Unified metaprobe engine for all NES systems"""
def __init__(self):
self.states: Dict[MetaprobeChannel, List[MetaprobeState]] = {}
self.threshold = 0.8
self.audit_log: List[str] = []
# Initialize state lists for each channel
for channel in MetaprobeChannel:
self.states[channel] = []
def check_resonance(self, data: bytes, channel: MetaprobeChannel) -> float:
"""
Check Lawful signal resonance.
Resonance measures how well the data aligns with expected patterns
for the specific channel type.
"""
if not data:
return 0.0
# Channel-specific resonance checks
if channel == MetaprobeChannel.UART_1WIRE:
# UART: check for valid frame structure
# Expect periodic patterns (start+8+stop)
score = self._check_uart_resonance(data)
elif channel == MetaprobeChannel.JTAG_CONTROLLER:
# JTAG: check for valid TAP state transitions
score = self._check_jtag_resonance(data)
elif channel == MetaprobeChannel.AUDIO_DSP:
# Audio DSP: check for valid audio signal patterns
score = self._check_audio_resonance(data)
elif channel == MetaprobeChannel.GCL_COMPRESSION:
# GCL: check for valid GCL markers and patterns
score = self._check_gcl_resonance(data)
elif channel == MetaprobeChannel.CARTRIDGE_CPU:
# Cartridge CPU: check for valid SUBLEQ patterns
score = self._check_subleq_resonance(data)
elif channel == MetaprobeChannel.NANOKERNEL:
# Nanokernel: check for valid admission patterns
score = self._check_nanokernel_resonance(data)
else:
score = 0.5 # Default neutral score
return score
def _check_uart_resonance(self, data: bytes) -> float:
"""Check UART frame resonance"""
if len(data) < 10:
return 0.3
# Check for start bit (0) and stop bit (1) patterns
start_bits = sum(1 for i in range(0, len(data), 10) if i < len(data) and data[i] & 0x01 == 0)
stop_bits = sum(1 for i in range(9, len(data), 10) if i < len(data) and data[i] & 0x01 == 1)
expected_frames = len(data) // 10
if expected_frames == 0:
return 0.0
return (start_bits + stop_bits) / (2 * expected_frames)
def _check_jtag_resonance(self, data: bytes) -> float:
"""Check JTAG TAP state resonance"""
if len(data) < 6:
return 0.3
# Check for valid address patterns (little-endian addresses)
valid_addresses = 0
for i in range(0, len(data) - 5, 6):
addr = data[i] | (data[i+1] << 8)
if 0x0000 <= addr <= 0xFFFF:
valid_addresses += 1
return valid_addresses / (len(data) // 6) if len(data) >= 6 else 0.0
def _check_audio_resonance(self, data: bytes) -> float:
"""Check audio DSP resonance"""
if len(data) < 3:
return 0.3
# Check for valid audio signal parameters
# Frequency should be in reasonable range, amplitude 0-1
valid_params = 0
for i in range(0, len(data) - 2, 3):
freq = data[i] | (data[i+1] << 8)
amp = data[i+2] / 255.0
if 100 <= freq <= 20000 and 0.0 <= amp <= 1.0:
valid_params += 1
return valid_params / (len(data) // 3) if len(data) >= 3 else 0.0
def _check_gcl_resonance(self, data: bytes) -> float:
"""Check GCL compression resonance"""
if not data:
return 0.0
# Check for valid GCL markers
valid_markers = sum(1 for b in data if b in [ord('D'), ord('F'), ord('P')])
# Check for reasonable entropy
entropy = self._calculate_entropy(data)
entropy_score = 1.0 if 0.1 < entropy < 0.9 else 0.5
return (valid_markers / len(data) + entropy_score) / 2
def _check_subleq_resonance(self, data: bytes) -> float:
"""Check SUBLEQ instruction resonance"""
if len(data) < 6:
return 0.3
# Check for valid SUBLEQ instruction patterns
valid_instructions = 0
for i in range(0, len(data) - 5, 6):
a = data[i] | (data[i+1] << 8)
b = data[i+2] | (data[i+3] << 8)
c = data[i+4] | (data[i+5] << 8)
# Valid addresses and jump targets
if 0x0000 <= a <= 0xFFFF and 0x0000 <= b <= 0xFFFF and 0x0000 <= c <= 0xFFFF:
valid_instructions += 1
return valid_instructions / (len(data) // 6) if len(data) >= 6 else 0.0
def _check_nanokernel_resonance(self, data: bytes) -> float:
"""Check nanokernel admission resonance"""
if not data:
return 0.0
# Check for valid nanokernel patterns
# Should have reasonable entropy and structural coherence
entropy = self._calculate_entropy(data)
coherence = self._calculate_coherence(data)
return (entropy + coherence) / 2
def _calculate_entropy(self, data: bytes) -> float:
"""Calculate Shannon entropy"""
if not data:
return 0.0
byte_counts = [0] * 256
for byte in data:
byte_counts[byte] += 1
entropy = 0.0
for count in byte_counts:
if count > 0:
p = count / len(data)
entropy -= p * math.log2(p) if p > 0 else 0.0
return entropy / 8.0
def _calculate_coherence(self, data: bytes) -> float:
"""Calculate structural coherence"""
if len(data) < 2:
return 0.0
# Check for smooth transitions (small deltas)
deltas = 0
smooth_transitions = 0
for i in range(len(data) - 1):
delta = abs(data[i] - data[i+1])
deltas += delta
if delta < 32:
smooth_transitions += 1
if len(data) == 1:
return 0.0
return smooth_transitions / (len(data) - 1)
def audit_channel(self, data: bytes, channel: MetaprobeChannel) -> MetaprobeState:
"""Audit a channel and return metaprobe state"""
resonance = self.check_resonance(data, channel)
coherence = self._calculate_coherence(data)
entropy = self._calculate_entropy(data)
lawful = resonance >= self.threshold and coherence >= self.threshold
state = MetaprobeState(
channel=channel,
resonance_score=resonance,
structural_coherence=coherence,
entropy=entropy,
lawful=lawful,
timestamp=0.0 # Would be real timestamp
)
# Store state
self.states[channel].append(state)
# Log audit
self.audit_log.append(f"[{channel.name}] resonance={resonance:.3f} lawful={lawful}")
return state
def get_unified_audit(self) -> Dict[str, float]:
"""Get unified audit across all channels"""
audit = {}
for channel, states in self.states.items():
if states:
avg_resonance = sum(s.resonance_score for s in states) / len(states)
avg_coherence = sum(s.structural_coherence for s in states) / len(states)
lawful_count = sum(1 for s in states if s.lawful)
audit[channel.name] = {
'resonance': avg_resonance,
'coherence': avg_coherence,
'lawful_rate': lawful_count / len(states)
}
return audit
# ═══════════════════════════════════════════════════════════════════════════
# Cross-System Metaprobe Collapse
# Integrate metaprobe across all NES systems
# ═══════════════════════════════════════════════════════════════════════════
class CrossSystemMetaprobeCollapse:
"""Collapses metaprobe across all NES systems"""
def __init__(self):
self.metaprobe = UnifiedMetaprobe()
self.system_states: Dict[str, Dict] = {}
def audit_system(self, system_name: str, data: bytes, channel: MetaprobeChannel):
"""Audit a specific system"""
state = self.metaprobe.audit_channel(data, channel)
if system_name not in self.system_states:
self.system_states[system_name] = {}
self.system_states[system_name][channel.name] = {
'resonance': state.resonance_score,
'coherence': state.structural_coherence,
'entropy': state.entropy,
'lawful': state.lawful
}
def collapse_to_unified_state(self) -> Dict:
"""Collapse all systems into unified metaprobe state"""
unified = {
'total_channels': len(MetaprobeChannel),
'unified_audit': self.metaprobe.get_unified_audit(),
'system_states': self.system_states,
'overall_lawful_rate': 0.0,
'overall_resonance': 0.0
}
# Calculate overall metrics
total_states = sum(len(states) for states in self.metaprobe.states.values())
if total_states > 0:
lawful_count = sum(1 for states in self.metaprobe.states.values() for s in states if s.lawful)
unified['overall_lawful_rate'] = lawful_count / total_states
avg_resonance = sum(s.resonance_score for states in self.metaprobe.states.values() for s in states) / total_states
unified['overall_resonance'] = avg_resonance
return unified
# ═══════════════════════════════════════════════════════════════════════════
# Test / Demo
# ═══════════════════════════════════════════════════════════════════════════
def run_test():
"""Run unified metaprobe collapse test"""
print("=" * 70)
print("UNIFIED METAPROBE STACK COLLAPSE")
print("=" * 70)
print("\n[*] Collapsing metaprobe across all NES systems:")
print(" - NES GCL Square Wave Compression")
print(" - NES OISC GCL LUT Architecture (JTAG)")
print(" - Unified Shader GCL Audio Stack")
print(" - Unified Cartridge Controller Stack (1-Wire UART)")
print(" - Topological NanoKernel UART Stack")
print(" - NES Sound Line DSP Math")
collapse = CrossSystemMetaprobeCollapse()
# Audit each system
print("\n[*] Auditing systems...")
# UART data
uart_data = bytes([0x00, 0x10, 0x0F, 0x10, 0x20, 0x0E, 0x20, 0x30, 0x0D, 0x30])
collapse.audit_system("UART_1WIRE", uart_data, MetaprobeChannel.UART_1WIRE)
print(" UART_1WIRE: audited")
# JTAG data
jtag_data = bytes([0x00, 0x03, 0x00, 0x04, 0x00, 0x05, 0x00, 0x06, 0x00, 0x07, 0x00, 0x08])
collapse.audit_system("JTAG_CONTROLLER", jtag_data, MetaprobeChannel.JTAG_CONTROLLER)
print(" JTAG_CONTROLLER: audited")
# Audio DSP data
audio_data = bytes([0x00, 0x10, 0x0F, 0x10, 0x20, 0x0E, 0x20, 0x30, 0x0D])
collapse.audit_system("AUDIO_DSP", audio_data, MetaprobeChannel.AUDIO_DSP)
print(" AUDIO_DSP: audited")
# GCL data
gcl_data = bytes([ord('D'), 0x01, 0x02, 0x01, 0x00, ord('F'), 0x00, 0x10, 0x0F, 0x00])
collapse.audit_system("GCL_COMPRESSION", gcl_data, MetaprobeChannel.GCL_COMPRESSION)
print(" GCL_COMPRESSION: audited")
# SUBLEQ data
subleq_data = bytes([0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x30])
collapse.audit_system("CARTRIDGE_CPU", subleq_data, MetaprobeChannel.CARTRIDGE_CPU)
print(" CARTRIDGE_CPU: audited")
# Nanokernel data
nk_data = bytes([0x69, 0x33, 0x06, 0xd9, 0xcb, 0x68, 0x7e, 0x87])
collapse.audit_system("NANOKERNEL", nk_data, MetaprobeChannel.NANOKERNEL)
print(" NANOKERNEL: audited")
# Collapse to unified state
print("\n[*] Collapsing to unified state...")
unified = collapse.collapse_to_unified_state()
print("\n[*] Unified Audit:")
for channel, metrics in unified['unified_audit'].items():
print(f" {channel}:")
print(f" Resonance: {metrics['resonance']:.3f}")
print(f" Coherence: {metrics['coherence']:.3f}")
print(f" Lawful Rate: {metrics['lawful_rate']:.3f}")
print(f"\n[*] Overall Metrics:")
print(f" Total Channels: {unified['total_channels']}")
print(f" Overall Lawful Rate: {unified['overall_lawful_rate']:.3f}")
print(f" Overall Resonance: {unified['overall_resonance']:.3f}")
print("\n" + "=" * 70)
print("METAPROBE COLLAPSE COMPLETE")
print("=" * 70)
print("\n[*] Single metaprobe engine across all NES systems")
print("[*] Unified resonance checking and structural coherence")
print("[*] Cross-system state tracking and audit trail")
if __name__ == "__main__":
run_test()