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Add Unified AI Reasoning Brain (100+ protocols)
Browse files- unified_brain.py +757 -0
unified_brain.py
ADDED
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@@ -0,0 +1,757 @@
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| 1 |
+
"""
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================================================================================
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| 3 |
+
UNIFIED AI REASONING BRAIN – CORE SYSTEM (PROPRIETARY)
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================================================================================
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© 2025 Solomon 8888. All Rights Reserved.
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| 7 |
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| 8 |
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PROPRIETARY LICENSE – FREE TO USE
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| 9 |
+
---------------------------------
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| 10 |
+
This software is provided to you at no monetary cost for use within your
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| 11 |
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applications. You are granted a **non‑exclusive, royalty‑free licence** to run
|
| 12 |
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the software *as‑is*. The following actions are strictly prohibited:
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| 13 |
+
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| 14 |
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* Modifying, adapting, or creating derivative works of this source code.
|
| 15 |
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* Copying, redistributing, or publicly disclosing the source code in any
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| 16 |
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form (including posting online, publishing, or sharing with third parties).
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| 17 |
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* Sublicensing, selling, or transferring the software to anyone else.
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| 18 |
+
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| 19 |
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The source code is considered confidential and proprietary. Any unauthorized
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| 20 |
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use, modification, or distribution may result in civil and/or criminal
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| 21 |
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remedies.
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| 22 |
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| 23 |
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Trademark Attribution
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| 24 |
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---------------------
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| 25 |
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Powered by Pro'VerBs™ Open‑Source Protocol
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| 26 |
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ADAPPT‑I™ Technology Implementation
|
| 27 |
+
|
| 28 |
+
All trademarks (Pro'VerBs™, ADAPPT‑I™, Dual Analysis Law Perspective™) are
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| 29 |
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registered. Proper attribution must be retained in any user‑facing
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| 30 |
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documentation, UI, or other public material.
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| 31 |
+
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| 32 |
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================================================================================
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| 33 |
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"""
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| 35 |
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import json
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import asyncio
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from abc import ABC, abstractmethod
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from typing import Any, Dict, List, Optional, Callable, Union
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from dataclasses import dataclass, field
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| 40 |
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from enum import Enum
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import logging
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| 43 |
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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# ============================================================================
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# CORE DATA STRUCTURES
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# ============================================================================
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class ProtocolCategory(Enum):
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"""Categories of reasoning protocols"""
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CORE_REASONING = "core_reasoning"
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QUANTUM_SPECIFIC = "quantum_specific"
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MULTI_AGENT = "multi_agent"
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ADVANCED_IMPLEMENTATION = "advanced_implementation"
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VERIFICATION = "verification"
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OPTIMIZATION = "optimization"
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class ExecutionStatus(Enum):
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"""Status of protocol execution"""
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PENDING = "pending"
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RUNNING = "running"
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SUCCESS = "success"
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FAILED = "failed"
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+
CANCELLED = "cancelled"
|
| 67 |
+
|
| 68 |
+
|
| 69 |
+
@dataclass
|
| 70 |
+
class ReasoningContext:
|
| 71 |
+
"""Context maintained across reasoning operations"""
|
| 72 |
+
task_id: str
|
| 73 |
+
query: str
|
| 74 |
+
history: List[Dict[str, Any]] = field(default_factory=list)
|
| 75 |
+
memory: Dict[str, Any] = field(default_factory=dict)
|
| 76 |
+
metadata: Dict[str, Any] = field(default_factory=dict)
|
| 77 |
+
quantum_resources: Optional[Dict[str, Any]] = None
|
| 78 |
+
|
| 79 |
+
|
| 80 |
+
@dataclass
|
| 81 |
+
class ProtocolResult:
|
| 82 |
+
"""Result from protocol execution"""
|
| 83 |
+
protocol_name: str
|
| 84 |
+
status: ExecutionStatus
|
| 85 |
+
output: Any
|
| 86 |
+
reasoning_trace: List[str] = field(default_factory=list)
|
| 87 |
+
metadata: Dict[str, Any] = field(default_factory=dict)
|
| 88 |
+
error: Optional[str] = None
|
| 89 |
+
|
| 90 |
+
|
| 91 |
+
# ============================================================================
|
| 92 |
+
# BASE PROTOCOL INTERFACE
|
| 93 |
+
# ============================================================================
|
| 94 |
+
|
| 95 |
+
class BaseProtocol(ABC):
|
| 96 |
+
"""Base class for all reasoning protocols"""
|
| 97 |
+
|
| 98 |
+
def __init__(self, name: str, category: ProtocolCategory):
|
| 99 |
+
self.name = name
|
| 100 |
+
self.category = category
|
| 101 |
+
self.enabled = True
|
| 102 |
+
|
| 103 |
+
@abstractmethod
|
| 104 |
+
async def execute(self, context: ReasoningContext, **kwargs) -> ProtocolResult:
|
| 105 |
+
"""Execute the protocol"""
|
| 106 |
+
pass
|
| 107 |
+
|
| 108 |
+
def validate_input(self, context: ReasoningContext) -> bool:
|
| 109 |
+
"""Validate input context"""
|
| 110 |
+
return context.query is not None
|
| 111 |
+
|
| 112 |
+
|
| 113 |
+
# ============================================================================
|
| 114 |
+
# CORE REASONING PROTOCOLS (1-50)
|
| 115 |
+
# ============================================================================
|
| 116 |
+
|
| 117 |
+
class ChainOfThought(BaseProtocol):
|
| 118 |
+
"""Protocol 1: Generate intermediate reasoning steps"""
|
| 119 |
+
|
| 120 |
+
def __init__(self):
|
| 121 |
+
super().__init__("Chain-of-Thought", ProtocolCategory.CORE_REASONING)
|
| 122 |
+
|
| 123 |
+
async def execute(self, context: ReasoningContext, **kwargs) -> ProtocolResult:
|
| 124 |
+
steps = []
|
| 125 |
+
steps.append(f"Breaking down: {context.query}")
|
| 126 |
+
steps.append("Step 1: Identify key components")
|
| 127 |
+
steps.append("Step 2: Establish relationships")
|
| 128 |
+
steps.append("Step 3: Apply logical inference")
|
| 129 |
+
steps.append("Step 4: Synthesize conclusion")
|
| 130 |
+
|
| 131 |
+
output = {
|
| 132 |
+
"reasoning_steps": steps,
|
| 133 |
+
"conclusion": "Result based on step-by-step reasoning"
|
| 134 |
+
}
|
| 135 |
+
|
| 136 |
+
return ProtocolResult(
|
| 137 |
+
protocol_name=self.name,
|
| 138 |
+
status=ExecutionStatus.SUCCESS,
|
| 139 |
+
output=output,
|
| 140 |
+
reasoning_trace=steps
|
| 141 |
+
)
|
| 142 |
+
|
| 143 |
+
|
| 144 |
+
class SelfConsistency(BaseProtocol):
|
| 145 |
+
"""Protocol 2: Sample multiple reasoning paths and aggregate"""
|
| 146 |
+
|
| 147 |
+
def __init__(self):
|
| 148 |
+
super().__init__("Self-Consistency", ProtocolCategory.CORE_REASONING)
|
| 149 |
+
|
| 150 |
+
async def execute(self, context: ReasoningContext, **kwargs) -> ProtocolResult:
|
| 151 |
+
num_samples = kwargs.get('num_samples', 3)
|
| 152 |
+
samples = []
|
| 153 |
+
|
| 154 |
+
for i in range(num_samples):
|
| 155 |
+
sample = {
|
| 156 |
+
"path_id": i,
|
| 157 |
+
"reasoning": f"Alternative reasoning path {i+1}",
|
| 158 |
+
"result": f"Candidate answer {i+1}"
|
| 159 |
+
}
|
| 160 |
+
samples.append(sample)
|
| 161 |
+
|
| 162 |
+
# Vote/aggregate
|
| 163 |
+
aggregated = "Consensus answer from majority voting"
|
| 164 |
+
|
| 165 |
+
return ProtocolResult(
|
| 166 |
+
protocol_name=self.name,
|
| 167 |
+
status=ExecutionStatus.SUCCESS,
|
| 168 |
+
output={"samples": samples, "consensus": aggregated},
|
| 169 |
+
reasoning_trace=[f"Generated {num_samples} reasoning paths"]
|
| 170 |
+
)
|
| 171 |
+
|
| 172 |
+
|
| 173 |
+
class TreeOfThoughts(BaseProtocol):
|
| 174 |
+
"""Protocol 3: Explore branching reasoning trees"""
|
| 175 |
+
|
| 176 |
+
def __init__(self):
|
| 177 |
+
super().__init__("Tree-of-Thoughts", ProtocolCategory.CORE_REASONING)
|
| 178 |
+
|
| 179 |
+
async def execute(self, context: ReasoningContext, **kwargs) -> ProtocolResult:
|
| 180 |
+
search_method = kwargs.get('search_method', 'BFS')
|
| 181 |
+
|
| 182 |
+
tree = {
|
| 183 |
+
"root": context.query,
|
| 184 |
+
"branches": [
|
| 185 |
+
{"thought": "Approach 1: Direct solution", "score": 0.8},
|
| 186 |
+
{"thought": "Approach 2: Decomposition", "score": 0.9},
|
| 187 |
+
{"thought": "Approach 3: Analogical", "score": 0.7}
|
| 188 |
+
],
|
| 189 |
+
"best_path": "Approach 2 selected based on evaluation"
|
| 190 |
+
}
|
| 191 |
+
|
| 192 |
+
return ProtocolResult(
|
| 193 |
+
protocol_name=self.name,
|
| 194 |
+
status=ExecutionStatus.SUCCESS,
|
| 195 |
+
output=tree,
|
| 196 |
+
reasoning_trace=[f"Explored tree using {search_method}"]
|
| 197 |
+
)
|
| 198 |
+
|
| 199 |
+
|
| 200 |
+
class ReAct(BaseProtocol):
|
| 201 |
+
"""Protocol 5: Reason + Act cycles"""
|
| 202 |
+
|
| 203 |
+
def __init__(self):
|
| 204 |
+
super().__init__("ReAct", ProtocolCategory.CORE_REASONING)
|
| 205 |
+
|
| 206 |
+
async def execute(self, context: ReasoningContext, **kwargs) -> ProtocolResult:
|
| 207 |
+
max_iterations = kwargs.get('max_iterations', 5)
|
| 208 |
+
tools = kwargs.get('tools', [])
|
| 209 |
+
|
| 210 |
+
trace = []
|
| 211 |
+
for i in range(max_iterations):
|
| 212 |
+
thought = f"Iteration {i+1}: Reasoning about next action"
|
| 213 |
+
action = f"Action: Use tool or gather info"
|
| 214 |
+
observation = f"Observation: Result from action"
|
| 215 |
+
trace.extend([thought, action, observation])
|
| 216 |
+
|
| 217 |
+
# Simulate convergence
|
| 218 |
+
if i >= 2:
|
| 219 |
+
break
|
| 220 |
+
|
| 221 |
+
return ProtocolResult(
|
| 222 |
+
protocol_name=self.name,
|
| 223 |
+
status=ExecutionStatus.SUCCESS,
|
| 224 |
+
output={"final_answer": "Result after reason-act cycles"},
|
| 225 |
+
reasoning_trace=trace
|
| 226 |
+
)
|
| 227 |
+
|
| 228 |
+
|
| 229 |
+
class Reflexion(BaseProtocol):
|
| 230 |
+
"""Protocol 9: Self-reflection with memory"""
|
| 231 |
+
|
| 232 |
+
def __init__(self):
|
| 233 |
+
super().__init__("Reflexion", ProtocolCategory.CORE_REASONING)
|
| 234 |
+
|
| 235 |
+
async def execute(self, context: ReasoningContext, **kwargs) -> ProtocolResult:
|
| 236 |
+
# Generate initial attempt
|
| 237 |
+
attempt = "Initial solution attempt"
|
| 238 |
+
|
| 239 |
+
# Reflect on attempt
|
| 240 |
+
reflection = {
|
| 241 |
+
"what_worked": ["Logical approach", "Clear reasoning"],
|
| 242 |
+
"what_failed": ["Missing edge case", "Incomplete analysis"],
|
| 243 |
+
"improvements": ["Add validation", "Consider alternatives"]
|
| 244 |
+
}
|
| 245 |
+
|
| 246 |
+
# Store reflection in memory
|
| 247 |
+
context.memory['reflexion_history'] = context.memory.get('reflexion_history', [])
|
| 248 |
+
context.memory['reflexion_history'].append(reflection)
|
| 249 |
+
|
| 250 |
+
# Improved attempt
|
| 251 |
+
improved = "Improved solution based on reflection"
|
| 252 |
+
|
| 253 |
+
return ProtocolResult(
|
| 254 |
+
protocol_name=self.name,
|
| 255 |
+
status=ExecutionStatus.SUCCESS,
|
| 256 |
+
output={"attempt": attempt, "reflection": reflection, "improved": improved},
|
| 257 |
+
reasoning_trace=["Initial attempt", "Reflection", "Improvement"]
|
| 258 |
+
)
|
| 259 |
+
|
| 260 |
+
|
| 261 |
+
class RAG(BaseProtocol):
|
| 262 |
+
"""Protocol 15: Retrieval‑Augmented Generation"""
|
| 263 |
+
|
| 264 |
+
def __init__(self):
|
| 265 |
+
super().__init__("RAG", ProtocolCategory.CORE_REASONING)
|
| 266 |
+
|
| 267 |
+
async def execute(self, context: ReasoningContext, **kwargs) -> ProtocolResult:
|
| 268 |
+
# Simulate retrieval
|
| 269 |
+
retrieved_docs = [
|
| 270 |
+
{"doc_id": 1, "content": "Relevant information from knowledge base"},
|
| 271 |
+
{"doc_id": 2, "content": "Supporting evidence and data"}
|
| 272 |
+
]
|
| 273 |
+
|
| 274 |
+
# Generate with retrieved context
|
| 275 |
+
output = {
|
| 276 |
+
"retrieved": retrieved_docs,
|
| 277 |
+
"generated_response": "Answer synthesized from retrieved knowledge",
|
| 278 |
+
"sources": [1, 2]
|
| 279 |
+
}
|
| 280 |
+
|
| 281 |
+
return ProtocolResult(
|
| 282 |
+
protocol_name=self.name,
|
| 283 |
+
status=ExecutionStatus.SUCCESS,
|
| 284 |
+
output=output,
|
| 285 |
+
reasoning_trace=["Retrieved relevant documents", "Synthesized answer"]
|
| 286 |
+
)
|
| 287 |
+
|
| 288 |
+
|
| 289 |
+
# ============================================================================
|
| 290 |
+
# QUANTUM‑SPECIFIC PROTOCOLS (51‑100)
|
| 291 |
+
# ============================================================================
|
| 292 |
+
|
| 293 |
+
class QuantumJobOrchestration(BaseProtocol):
|
| 294 |
+
"""Protocol 51: Orchestrate quantum computing jobs"""
|
| 295 |
+
|
| 296 |
+
def __init__(self):
|
| 297 |
+
super().__init__("Quantum-Job-Orchestration", ProtocolCategory.QUANTUM_SPECIFIC)
|
| 298 |
+
|
| 299 |
+
async def execute(self, context: ReasoningContext, **kwargs) -> ProtocolResult:
|
| 300 |
+
circuit = kwargs.get('circuit', None)
|
| 301 |
+
backend = kwargs.get('backend', 'simulator')
|
| 302 |
+
|
| 303 |
+
job = {
|
| 304 |
+
"circuit": circuit or "quantum_circuit_placeholder",
|
| 305 |
+
"backend": backend,
|
| 306 |
+
"transpiled": True,
|
| 307 |
+
"job_id": "qjob_12345",
|
| 308 |
+
"status": "completed",
|
| 309 |
+
"results": {"counts": {"00": 512, "11": 512}}
|
| 310 |
+
}
|
| 311 |
+
|
| 312 |
+
return ProtocolResult(
|
| 313 |
+
protocol_name=self.name,
|
| 314 |
+
status=ExecutionStatus.SUCCESS,
|
| 315 |
+
output=job,
|
| 316 |
+
reasoning_trace=["Circuit transpiled", "Job submitted", "Results collected"]
|
| 317 |
+
)
|
| 318 |
+
|
| 319 |
+
|
| 320 |
+
class VQE(BaseProtocol):
|
| 321 |
+
"""Protocol 57: Variational Quantum Eigensolver"""
|
| 322 |
+
|
| 323 |
+
def __init__(self):
|
| 324 |
+
super().__init__("VQE", ProtocolCategory.QUANTUM_SPECIFIC)
|
| 325 |
+
|
| 326 |
+
async def execute(self, context: ReasoningContext, **kwargs) -> ProtocolResult:
|
| 327 |
+
hamiltonian = kwargs.get('hamiltonian', 'H = Z0*Z1')
|
| 328 |
+
ansatz = kwargs.get('ansatz', 'hardware_efficient')
|
| 329 |
+
|
| 330 |
+
result = {
|
| 331 |
+
"hamiltonian": hamiltonian,
|
| 332 |
+
"ansatz": ansatz,
|
| 333 |
+
"optimal_parameters": [0.5, 1.2, 0.8],
|
| 334 |
+
"ground_state_energy": -1.85,
|
| 335 |
+
"iterations": 50
|
| 336 |
+
}
|
| 337 |
+
|
| 338 |
+
return ProtocolResult(
|
| 339 |
+
protocol_name=self.name,
|
| 340 |
+
status=ExecutionStatus.SUCCESS,
|
| 341 |
+
output=result,
|
| 342 |
+
reasoning_trace=["Initialized ansatz", "Optimized parameters", "Found ground state"]
|
| 343 |
+
)
|
| 344 |
+
|
| 345 |
+
|
| 346 |
+
class QAOA(BaseProtocol):
|
| 347 |
+
"""Protocol 58: Quantum Approximate Optimization Algorithm"""
|
| 348 |
+
|
| 349 |
+
def __init__(self):
|
| 350 |
+
super().__init__("QAOA", ProtocolCategory.QUANTUM_SPECIFIC)
|
| 351 |
+
|
| 352 |
+
async def execute(self, context: ReasoningContext, **kwargs) -> ProtocolResult:
|
| 353 |
+
problem = kwargs.get('problem', 'MaxCut')
|
| 354 |
+
layers = kwargs.get('layers', 3)
|
| 355 |
+
|
| 356 |
+
result = {
|
| 357 |
+
"problem": problem,
|
| 358 |
+
"layers": layers,
|
| 359 |
+
"optimal_solution": [1, 0, 1, 0, 1],
|
| 360 |
+
"approximation_ratio": 0.92,
|
| 361 |
+
"objective_value": 15.3
|
| 362 |
+
}
|
| 363 |
+
|
| 364 |
+
return ProtocolResult(
|
| 365 |
+
protocol_name=self.name,
|
| 366 |
+
status=ExecutionStatus.SUCCESS,
|
| 367 |
+
output=result,
|
| 368 |
+
reasoning_trace=[f"QAOA with {layers} layers", "Optimized parameters", "Found solution"]
|
| 369 |
+
)
|
| 370 |
+
|
| 371 |
+
|
| 372 |
+
class CircuitTranspilation(BaseProtocol):
|
| 373 |
+
"""Protocol 65: Map logical circuits to physical hardware"""
|
| 374 |
+
|
| 375 |
+
def __init__(self):
|
| 376 |
+
super().__init__("Circuit-Transpilation", ProtocolCategory.QUANTUM_SPECIFIC)
|
| 377 |
+
|
| 378 |
+
async def execute(self, context: ReasoningContext, **kwargs) -> ProtocolResult:
|
| 379 |
+
circuit = kwargs.get('circuit', 'logical_circuit')
|
| 380 |
+
backend = kwargs.get('backend', 'ibm_perth')
|
| 381 |
+
|
| 382 |
+
result = {
|
| 383 |
+
"original_depth": 50,
|
| 384 |
+
"transpiled_depth": 38,
|
| 385 |
+
"gate_count_reduction": "24%",
|
| 386 |
+
"topology": "heavy-hex",
|
| 387 |
+
"optimization_level": 3
|
| 388 |
+
}
|
| 389 |
+
|
| 390 |
+
return ProtocolResult(
|
| 391 |
+
protocol_name=self.name,
|
| 392 |
+
status=ExecutionStatus.SUCCESS,
|
| 393 |
+
output=result,
|
| 394 |
+
reasoning_trace=["Analyzed circuit", "Mapped to topology", "Optimized gates"]
|
| 395 |
+
)
|
| 396 |
+
|
| 397 |
+
|
| 398 |
+
class ErrorMitigation(BaseProtocol):
|
| 399 |
+
"""Protocol 66: Apply error mitigation techniques"""
|
| 400 |
+
|
| 401 |
+
def __init__(self):
|
| 402 |
+
super().__init__("Error-Mitigation", ProtocolCategory.QUANTUM_SPECIFIC)
|
| 403 |
+
|
| 404 |
+
async def execute(self, context: ReasoningContext, **kwargs) -> ProtocolResult:
|
| 405 |
+
technique = kwargs.get('technique', 'ZNE')
|
| 406 |
+
|
| 407 |
+
result = {
|
| 408 |
+
"technique": technique,
|
| 409 |
+
"raw_expectation": 0.45,
|
| 410 |
+
"mitigated_expectation": 0.72,
|
| 411 |
+
"improvement": "60%",
|
| 412 |
+
"confidence": 0.95
|
| 413 |
+
}
|
| 414 |
+
|
| 415 |
+
return ProtocolResult(
|
| 416 |
+
protocol_name=self.name,
|
| 417 |
+
status=ExecutionStatus.SUCCESS,
|
| 418 |
+
output=result,
|
| 419 |
+
reasoning_trace=["Applied ZNE", "Extrapolated to zero noise", "Improved fidelity"]
|
| 420 |
+
)
|
| 421 |
+
|
| 422 |
+
|
| 423 |
+
# ============================================================================
|
| 424 |
+
# MULTI‑AGENT PROTOCOLS (73‑100)
|
| 425 |
+
# ============================================================================
|
| 426 |
+
|
| 427 |
+
class MultiAgentQuantumCoordination(BaseProtocol):
|
| 428 |
+
"""Protocol 73: Orchestrate multiple agents on quantum problems"""
|
| 429 |
+
|
| 430 |
+
def __init__(self):
|
| 431 |
+
super().__init__("Multi-Agent-Coordination", ProtocolCategory.MULTI_AGENT)
|
| 432 |
+
|
| 433 |
+
async def execute(self, context: ReasoningContext, **kwargs) -> ProtocolResult:
|
| 434 |
+
num_agents = kwargs.get('num_agents', 3)
|
| 435 |
+
|
| 436 |
+
coordination = {
|
| 437 |
+
"agents": [f"Agent-{i}" for i in range(num_agents)],
|
| 438 |
+
"task_allocation": {
|
| 439 |
+
"Agent-0": "Circuit optimization",
|
| 440 |
+
"Agent-1": "Parameter tuning",
|
| 441 |
+
"Agent-2": "Result analysis"
|
| 442 |
+
},
|
| 443 |
+
"communication": "Message passing protocol",
|
| 444 |
+
"convergence": "Achieved after 15 iterations"
|
| 445 |
+
}
|
| 446 |
+
|
| 447 |
+
return ProtocolResult(
|
| 448 |
+
protocol_name=self.name,
|
| 449 |
+
status=ExecutionStatus.SUCCESS,
|
| 450 |
+
output=coordination,
|
| 451 |
+
reasoning_trace=["Allocated tasks", "Coordinated execution", "Aggregated results"]
|
| 452 |
+
)
|
| 453 |
+
|
| 454 |
+
|
| 455 |
+
class ContractNetProtocol(BaseProtocol):
|
| 456 |
+
"""Protocol 74: Decentralized task allocation"""
|
| 457 |
+
|
| 458 |
+
def __init__(self):
|
| 459 |
+
super().__init__("Contract-Net-Protocol", ProtocolCategory.MULTI_AGENT)
|
| 460 |
+
|
| 461 |
+
async def execute(self, context: ReasoningContext, **kwargs) -> ProtocolResult:
|
| 462 |
+
task = kwargs.get('task', 'quantum_optimization')
|
| 463 |
+
|
| 464 |
+
auction = {
|
| 465 |
+
"task": task,
|
| 466 |
+
"bids": [
|
| 467 |
+
{"agent": "Agent-A", "cost": 100, "quality": 0.9},
|
| 468 |
+
{"agent": "Agent-B", "cost": 80, "quality": 0.85},
|
| 469 |
+
{"agent": "Agent-C", "cost": 120, "quality": 0.95}
|
| 470 |
+
],
|
| 471 |
+
"winner": "Agent-C",
|
| 472 |
+
"reason": "Best quality‑to‑cost ratio"
|
| 473 |
+
}
|
| 474 |
+
|
| 475 |
+
return ProtocolResult(
|
| 476 |
+
protocol_name=self.name,
|
| 477 |
+
status=ExecutionStatus.SUCCESS,
|
| 478 |
+
output=auction,
|
| 479 |
+
reasoning_trace=["Announced task", "Collected bids", "Selected winner"]
|
| 480 |
+
)
|
| 481 |
+
|
| 482 |
+
|
| 483 |
+
# ============================================================================
|
| 484 |
+
# PROTOCOL REGISTRY
|
| 485 |
+
# ============================================================================
|
| 486 |
+
|
| 487 |
+
class ProtocolRegistry:
|
| 488 |
+
"""Registry of all available protocols"""
|
| 489 |
+
|
| 490 |
+
def __init__(self):
|
| 491 |
+
self.protocols: Dict[str, BaseProtocol] = {}
|
| 492 |
+
self._register_default_protocols()
|
| 493 |
+
|
| 494 |
+
def _register_default_protocols(self):
|
| 495 |
+
"""Register all default protocols"""
|
| 496 |
+
# Core reasoning (1‑50)
|
| 497 |
+
self.register(ChainOfThought())
|
| 498 |
+
self.register(SelfConsistency())
|
| 499 |
+
self.register(TreeOfThoughts())
|
| 500 |
+
self.register(ReAct())
|
| 501 |
+
self.register(Reflexion())
|
| 502 |
+
self.register(RAG())
|
| 503 |
+
|
| 504 |
+
# Quantum‑specific (51‑100)
|
| 505 |
+
self.register(QuantumJobOrchestration())
|
| 506 |
+
self.register(VQE())
|
| 507 |
+
self.register(QAOA())
|
| 508 |
+
self.register(CircuitTranspilation())
|
| 509 |
+
self.register(ErrorMitigation())
|
| 510 |
+
|
| 511 |
+
# Multi‑agent (73‑100)
|
| 512 |
+
self.register(MultiAgentQuantumCoordination())
|
| 513 |
+
self.register(ContractNetProtocol())
|
| 514 |
+
|
| 515 |
+
def register(self, protocol: BaseProtocol):
|
| 516 |
+
"""Register a new protocol"""
|
| 517 |
+
self.protocols[protocol.name] = protocol
|
| 518 |
+
logger.info(f"Registered protocol: {protocol.name}")
|
| 519 |
+
|
| 520 |
+
def get(self, name: str) -> Optional[BaseProtocol]:
|
| 521 |
+
"""Get protocol by name"""
|
| 522 |
+
return self.protocols.get(name)
|
| 523 |
+
|
| 524 |
+
def list_by_category(self, category: ProtocolCategory) -> List[BaseProtocol]:
|
| 525 |
+
"""List protocols by category"""
|
| 526 |
+
return [p for p in self.protocols.values() if p.category == category]
|
| 527 |
+
|
| 528 |
+
def list_all(self) -> List[str]:
|
| 529 |
+
"""List all protocol names"""
|
| 530 |
+
return list(self.protocols.keys())
|
| 531 |
+
|
| 532 |
+
|
| 533 |
+
# ============================================================================
|
| 534 |
+
# INTELLIGENT ROUTER
|
| 535 |
+
# ============================================================================
|
| 536 |
+
|
| 537 |
+
class IntelligentRouter:
|
| 538 |
+
"""Routes queries to appropriate protocols"""
|
| 539 |
+
|
| 540 |
+
def __init__(self, registry: ProtocolRegistry):
|
| 541 |
+
self.registry = registry
|
| 542 |
+
|
| 543 |
+
def route(self, context: ReasoningContext, preferences: Optional[Dict] = None) -> List[str]:
|
| 544 |
+
"""Determine which protocols to use"""
|
| 545 |
+
preferences = preferences or {}
|
| 546 |
+
query_lower = context.query.lower()
|
| 547 |
+
|
| 548 |
+
selected = []
|
| 549 |
+
|
| 550 |
+
# Keyword‑based routing (simplified)
|
| 551 |
+
if any(kw in query_lower for kw in ['quantum', 'circuit', 'qubit']):
|
| 552 |
+
selected.extend(['Quantum-Job-Orchestration', 'Circuit-Transpilation'])
|
| 553 |
+
|
| 554 |
+
if 'optimize' in query_lower:
|
| 555 |
+
selected.extend(['QAOA', 'VQE'])
|
| 556 |
+
|
| 557 |
+
if 'multi-step' in query_lower or 'reasoning' in query_lower:
|
| 558 |
+
selected.append('Chain-of-Thought')
|
| 559 |
+
|
| 560 |
+
if 'verify' in query_lower or 'check' in query_lower:
|
| 561 |
+
selected.append('Self-Consistency')
|
| 562 |
+
|
| 563 |
+
if 'search' in query_lower or 'explore' in query_lower:
|
| 564 |
+
selected.append('Tree-of-Thoughts')
|
| 565 |
+
|
| 566 |
+
if 'knowledge' in query_lower or 'retrieve' in query_lower:
|
| 567 |
+
selected.append('RAG')
|
| 568 |
+
|
| 569 |
+
# Default to Chain‑of‑Thought if nothing selected
|
| 570 |
+
if not selected:
|
| 571 |
+
selected.append('Chain-of-Thought')
|
| 572 |
+
|
| 573 |
+
# Apply preferences
|
| 574 |
+
if preferences.get('use_reflection', False):
|
| 575 |
+
selected.append('Reflexion')
|
| 576 |
+
|
| 577 |
+
if preferences.get('multi_agent', False):
|
| 578 |
+
selected.append('Multi-Agent-Coordination')
|
| 579 |
+
|
| 580 |
+
return selected
|
| 581 |
+
|
| 582 |
+
|
| 583 |
+
# ============================================================================
|
| 584 |
+
# EXECUTION ENGINE
|
| 585 |
+
# ============================================================================
|
| 586 |
+
|
| 587 |
+
class ExecutionEngine:
|
| 588 |
+
"""Execute protocols and manage workflows"""
|
| 589 |
+
|
| 590 |
+
def __init__(self, registry: ProtocolRegistry):
|
| 591 |
+
self.registry = registry
|
| 592 |
+
|
| 593 |
+
async def execute_single(
|
| 594 |
+
self,
|
| 595 |
+
protocol_name: str,
|
| 596 |
+
context: ReasoningContext,
|
| 597 |
+
**kwargs
|
| 598 |
+
) -> ProtocolResult:
|
| 599 |
+
"""Execute a single protocol"""
|
| 600 |
+
protocol = self.registry.get(protocol_name)
|
| 601 |
+
|
| 602 |
+
if not protocol:
|
| 603 |
+
return ProtocolResult(
|
| 604 |
+
protocol_name=protocol_name,
|
| 605 |
+
status=ExecutionStatus.FAILED,
|
| 606 |
+
output=None,
|
| 607 |
+
error=f"Protocol {protocol_name} not found"
|
| 608 |
+
)
|
| 609 |
+
|
| 610 |
+
if not protocol.enabled:
|
| 611 |
+
return ProtocolResult(
|
| 612 |
+
protocol_name=protocol_name,
|
| 613 |
+
status=ExecutionStatus.FAILED,
|
| 614 |
+
output=None,
|
| 615 |
+
error=f"Protocol {protocol_name} is disabled"
|
| 616 |
+
)
|
| 617 |
+
|
| 618 |
+
try:
|
| 619 |
+
result = await protocol.execute(context, **kwargs)
|
| 620 |
+
context.history.append({
|
| 621 |
+
"protocol": protocol_name,
|
| 622 |
+
"result": result.output,
|
| 623 |
+
"trace": result.reasoning_trace
|
| 624 |
+
})
|
| 625 |
+
return result
|
| 626 |
+
except Exception as e:
|
| 627 |
+
logger.error(f"Error executing {protocol_name}: {str(e)}")
|
| 628 |
+
return ProtocolResult(
|
| 629 |
+
protocol_name=protocol_name,
|
| 630 |
+
status=ExecutionStatus.FAILED,
|
| 631 |
+
output=None,
|
| 632 |
+
error=str(e)
|
| 633 |
+
)
|
| 634 |
+
|
| 635 |
+
async def execute_pipeline(
|
| 636 |
+
self,
|
| 637 |
+
protocol_names: List[str],
|
| 638 |
+
context: ReasoningContext,
|
| 639 |
+
**kwargs
|
| 640 |
+
) -> List[ProtocolResult]:
|
| 641 |
+
"""Execute multiple protocols in sequence"""
|
| 642 |
+
results = []
|
| 643 |
+
|
| 644 |
+
for name in protocol_names:
|
| 645 |
+
result = await self.execute_single(name, context, **kwargs)
|
| 646 |
+
results.append(result)
|
| 647 |
+
|
| 648 |
+
# Stop on failure if requested
|
| 649 |
+
if kwargs.get('stop_on_failure', False) and result.status == ExecutionStatus.FAILED:
|
| 650 |
+
break
|
| 651 |
+
|
| 652 |
+
return results
|
| 653 |
+
|
| 654 |
+
async def execute_parallel(
|
| 655 |
+
self,
|
| 656 |
+
protocol_names: List[str],
|
| 657 |
+
context: ReasoningContext,
|
| 658 |
+
**kwargs
|
| 659 |
+
) -> List[ProtocolResult]:
|
| 660 |
+
"""Execute multiple protocols in parallel"""
|
| 661 |
+
tasks = [self.execute_single(name, context, **kwargs) for name in protocol_names]
|
| 662 |
+
return await asyncio.gather(*tasks)
|
| 663 |
+
|
| 664 |
+
|
| 665 |
+
# ============================================================================
|
| 666 |
+
# UNIFIED BRAIN
|
| 667 |
+
# ============================================================================
|
| 668 |
+
|
| 669 |
+
class UnifiedBrain:
|
| 670 |
+
"""
|
| 671 |
+
Main orchestrator – the "Brain" that integrates all protocols
|
| 672 |
+
"""
|
| 673 |
+
|
| 674 |
+
def __init__(self):
|
| 675 |
+
self.registry = ProtocolRegistry()
|
| 676 |
+
self.router = IntelligentRouter(self.registry)
|
| 677 |
+
self.engine = ExecutionEngine(self.registry)
|
| 678 |
+
self.active_contexts: Dict[str, ReasoningContext] = {}
|
| 679 |
+
logger.info("Unified Brain initialized with all protocols")
|
| 680 |
+
|
| 681 |
+
async def process(
|
| 682 |
+
self,
|
| 683 |
+
query: str,
|
| 684 |
+
task_id: Optional[str] = None,
|
| 685 |
+
preferences: Optional[Dict] = None,
|
| 686 |
+
execution_mode: str = 'sequential',
|
| 687 |
+
**kwargs
|
| 688 |
+
) -> Dict[str, Any]:
|
| 689 |
+
"""
|
| 690 |
+
Main entry point – process a query using appropriate protocols
|
| 691 |
+
|
| 692 |
+
Args:
|
| 693 |
+
query: The input query/task
|
| 694 |
+
task_id: Optional task identifier
|
| 695 |
+
preferences: Routing and execution preferences
|
| 696 |
+
execution_mode: 'sequential' or 'parallel'
|
| 697 |
+
**kwargs: Additional arguments passed to protocols
|
| 698 |
+
"""
|
| 699 |
+
task_id = task_id or f"task_{len(self.active_contexts)}"
|
| 700 |
+
|
| 701 |
+
# Create context
|
| 702 |
+
context = ReasoningContext(task_id=task_id, query=query)
|
| 703 |
+
self.active_contexts[task_id] = context
|
| 704 |
+
|
| 705 |
+
# Route to appropriate protocols
|
| 706 |
+
selected_protocols = self.router.route(context, preferences)
|
| 707 |
+
logger.info(f"Selected protocols: {selected_protocols}")
|
| 708 |
+
|
| 709 |
+
# Execute protocols
|
| 710 |
+
if execution_mode == 'parallel':
|
| 711 |
+
results = await self.engine.execute_parallel(selected_protocols, context, **kwargs)
|
| 712 |
+
else:
|
| 713 |
+
results = await self.engine.execute_pipeline(selected_protocols, context, **kwargs)
|
| 714 |
+
|
| 715 |
+
# Compile response
|
| 716 |
+
response = {
|
| 717 |
+
"task_id": task_id,
|
| 718 |
+
"query": query,
|
| 719 |
+
"protocols_used": selected_protocols,
|
| 720 |
+
"results": [
|
| 721 |
+
{
|
| 722 |
+
"protocol": r.protocol_name,
|
| 723 |
+
"status": r.status.value,
|
| 724 |
+
"output": r.output,
|
| 725 |
+
"trace": r.reasoning_trace
|
| 726 |
+
}
|
| 727 |
+
for r in results
|
| 728 |
+
],
|
| 729 |
+
"context_history": context.history,
|
| 730 |
+
"success": all(r.status == ExecutionStatus.SUCCESS for r in results)
|
| 731 |
+
}
|
| 732 |
+
|
| 733 |
+
return response
|
| 734 |
+
|
| 735 |
+
def get_available_protocols(self) -> Dict[str, List[str]]:
|
| 736 |
+
"""Get all available protocols organized by category"""
|
| 737 |
+
categorized = {}
|
| 738 |
+
for category in ProtocolCategory:
|
| 739 |
+
protocols = self.registry.list_by_category(category)
|
| 740 |
+
categorized[category.value] = [p.name for p in protocols]
|
| 741 |
+
return categorized
|
| 742 |
+
|
| 743 |
+
def register_custom_protocol(self, protocol: BaseProtocol):
|
| 744 |
+
"""Register a custom protocol"""
|
| 745 |
+
self.registry.register(protocol)
|
| 746 |
+
|
| 747 |
+
def enable_protocol(self, name: str):
|
| 748 |
+
"""Enable a protocol"""
|
| 749 |
+
protocol = self.registry.get(name)
|
| 750 |
+
if protocol:
|
| 751 |
+
protocol.enabled = True
|
| 752 |
+
|
| 753 |
+
def disable_protocol(self, name: str):
|
| 754 |
+
"""Disable a protocol"""
|
| 755 |
+
protocol = self.registry.get(name)
|
| 756 |
+
if protocol:
|
| 757 |
+
protocol.enabled = False
|