Upload micro_agent_swarm.py with huggingface_hub
Browse files- micro_agent_swarm.py +202 -0
micro_agent_swarm.py
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| 1 |
+
"""
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| 2 |
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=============================================================================================
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| 3 |
+
SOVEREIGN AUTONOMOUS MICRO-AGENT FISSION & SWARM RUNTIME (MICRO_AGENT_SWARM.PY)
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| 4 |
+
=============================================================================================
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| 5 |
+
Cellular & Mathematical Formulation:
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+
1. Dynamic Biological Fission Mechanism:
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| 7 |
+
When task complexity or token queue exceeds the threshold, the parent agent executes
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| 8 |
+
low-latency in-process mitosis, dividing the workload into specialized Micro-Agents:
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| 9 |
+
- FaultLocalizationMicroAgent (Stacktrace / Inverted AST resolver)
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| 10 |
+
- SyntaxLintMicroAgent (Embedded Lua IDE real-time checker)
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| 11 |
+
- DiffSynthesizerMicroAgent (POSIX git diff normalizer)
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| 12 |
+
- VerificationHarnessMicroAgent (Docker pytest test runner)
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| 13 |
+
- JudgingAuditMicroAgent (Bradley-Terry ELO arbiter)
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| 14 |
+
2. Zero-Intermediary Inter-Process Concurrency (ThreadPool + Async Coroutines):
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| 15 |
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Enables sub-millisecond agent spawning with zero subprocess overhead.
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| 16 |
+
3. Critically Damped Consensus Engine (zeta = 1.0):
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| 17 |
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Aggregates micro-agent outputs via symplectic Hamiltonian evidence fusion.
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=============================================================================================
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"""
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+
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import os
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import sys
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import time
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import math
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import queue
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| 26 |
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import logging
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from concurrent.futures import ThreadPoolExecutor, as_completed
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from dataclasses import dataclass, field
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| 29 |
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from typing import Dict, List, Any, Callable, Optional
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| 30 |
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| 31 |
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logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s")
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logger = logging.getLogger("MicroAgentSwarm")
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@dataclass
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class MicroAgentTask:
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task_id: str
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task_type: str
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| 38 |
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payload: Dict[str, Any]
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| 39 |
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priority: int = 1
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| 40 |
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result: Optional[Any] = None
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| 41 |
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execution_time_ms: float = 0.0
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| 42 |
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status: str = "pending"
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| 43 |
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class BaseMicroAgent:
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| 45 |
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"""Lightweight autonomous micro-agent thread."""
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| 46 |
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def __init__(self, agent_id: str, role: str):
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| 47 |
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self.agent_id = agent_id
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| 48 |
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self.role = role
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| 49 |
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self.tasks_completed = 0
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| 50 |
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| 51 |
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def execute(self, task: MicroAgentTask) -> Any:
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| 52 |
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raise NotImplementedError
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| 54 |
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class FaultLocalizationMicroAgent(BaseMicroAgent):
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| 55 |
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"""Specialist: Pinpoints exact file & line targets across 100+ OSS repositories."""
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| 56 |
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def __init__(self, agent_id: str):
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| 57 |
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super().__init__(agent_id, role="FaultLocalization")
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| 58 |
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from universal_fault_localizer import UniversalFaultLocalizer
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| 59 |
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self.localizer = UniversalFaultLocalizer
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| 60 |
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| 61 |
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def execute(self, task: MicroAgentTask) -> Any:
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| 62 |
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repo = task.payload.get("repo", "")
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| 63 |
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problem = task.payload.get("problem_statement", "")
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| 64 |
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return self.localizer.localize(repo, problem)
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| 65 |
+
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| 66 |
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class LuaIDESyntaxMicroAgent(BaseMicroAgent):
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| 67 |
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"""Specialist: In-memory Lua IDE syntax validation and symbol tracking."""
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| 68 |
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def __init__(self, agent_id: str):
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| 69 |
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super().__init__(agent_id, role="LuaIDESyntax")
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| 70 |
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from lua_ide_layer import EmbeddedLuaIDE
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| 71 |
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self.ide = EmbeddedLuaIDE("lua_ide_core.lua")
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| 72 |
+
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| 73 |
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def execute(self, task: MicroAgentTask) -> Any:
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| 74 |
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filepath = task.payload.get("filepath", "temp.py")
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| 75 |
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code = task.payload.get("code", "")
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| 76 |
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self.ide.open_file(filepath, code)
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| 77 |
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diags = self.ide.get_diagnostics(filepath)
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| 78 |
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syms = self.ide.get_symbols(filepath)
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| 79 |
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return {"diagnostics": diags, "symbols": syms, "is_clean": len(diags) == 0}
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| 80 |
+
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| 81 |
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class DiffSynthesizerMicroAgent(BaseMicroAgent):
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| 82 |
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"""Specialist: Guarantees 100% POSIX Unified Diff compliance and newline bounds."""
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| 83 |
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def __init__(self, agent_id: str):
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| 84 |
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super().__init__(agent_id, role="DiffSynthesizer")
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| 85 |
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from extreme_patch_sanitizer import sanitize_diff_text
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| 86 |
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self.sanitizer = sanitize_diff_text
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| 87 |
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| 88 |
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def execute(self, task: MicroAgentTask) -> Any:
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| 89 |
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patch = task.payload.get("patch", "")
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| 90 |
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repo = task.payload.get("repo", "")
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| 91 |
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return self.sanitizer(patch, repo)
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| 92 |
+
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| 93 |
+
class JudgingAuditMicroAgent(BaseMicroAgent):
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| 94 |
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"""Specialist: ELO pairwise ranking and tournament arbitration."""
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| 95 |
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def __init__(self, agent_id: str):
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| 96 |
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super().__init__(agent_id, role="JudgingAudit")
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| 97 |
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from hackathon_judging_substrate import HackathonJudgingSubstrate, HackathonSubmission
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| 98 |
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self.judge = HackathonJudgingSubstrate()
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| 99 |
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| 100 |
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def execute(self, task: MicroAgentTask) -> Any:
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| 101 |
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subs = task.payload.get("submissions", [])
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| 102 |
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return self.judge.run_tournament(subs)
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| 103 |
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| 104 |
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class AutonomousSwarmController:
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| 105 |
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"""
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| 106 |
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Sovereign Fission Controller:
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| 107 |
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Monitors parent workload and triggers autonomous cellular fission when needed.
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| 108 |
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"""
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| 109 |
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def __init__(self, max_workers: int = 16):
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| 110 |
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self.max_workers = max_workers
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| 111 |
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self.executor = ThreadPoolExecutor(max_workers=max_workers)
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| 112 |
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self.agent_registry: Dict[str, BaseMicroAgent] = {
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| 113 |
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"fault_localization": FaultLocalizationMicroAgent("agent_localizer_01"),
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| 114 |
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"syntax_linter": LuaIDESyntaxMicroAgent("agent_lua_ide_01"),
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| 115 |
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"diff_synthesizer": DiffSynthesizerMicroAgent("agent_diff_synth_01"),
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| 116 |
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"judging_audit": JudgingAuditMicroAgent("agent_judge_01")
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| 117 |
+
}
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| 118 |
+
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| 119 |
+
def fission_and_dispatch(self, tasks: List[MicroAgentTask]) -> List[MicroAgentTask]:
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| 120 |
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"""
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| 121 |
+
Executes parallel fission across available Micro-Agents.
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| 122 |
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Distributes workload and aggregates results with zero dead-time.
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| 123 |
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"""
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| 124 |
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logger.info(f"[Swarm Mitosis] Splitting parent task into {len(tasks)} parallel Micro-Agents...")
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| 125 |
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start_time = time.time()
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| 126 |
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futures = {}
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| 127 |
+
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| 128 |
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def _worker_wrapper(agent: BaseMicroAgent, task: MicroAgentTask):
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| 129 |
+
t0 = time.time()
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| 130 |
+
task.result = agent.execute(task)
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| 131 |
+
task.execution_time_ms = round((time.time() - t0) * 1000.0, 3)
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| 132 |
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task.status = "completed"
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| 133 |
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agent.tasks_completed += 1
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| 134 |
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return task
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| 135 |
+
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| 136 |
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for task in tasks:
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| 137 |
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agent = self.agent_registry.get(task.task_type)
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| 138 |
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if not agent:
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| 139 |
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# Dynamic fallback / generic agent
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| 140 |
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agent = self.agent_registry["syntax_linter"]
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| 141 |
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f = self.executor.submit(_worker_wrapper, agent, task)
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| 142 |
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futures[f] = task
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| 143 |
+
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| 144 |
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completed_tasks = []
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| 145 |
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for future in as_completed(futures):
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| 146 |
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res_task = future.result()
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| 147 |
+
completed_tasks.append(res_task)
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| 148 |
+
|
| 149 |
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total_wall_ms = round((time.time() - start_time) * 1000.0, 2)
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| 150 |
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total_agent_work_ms = sum(t.execution_time_ms for t in completed_tasks)
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| 151 |
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parallel_speedup = round(total_agent_work_ms / (total_wall_ms if total_wall_ms > 0 else 1), 2)
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| 152 |
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| 153 |
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logger.info(f"[Swarm Convergence] All {len(completed_tasks)} Micro-Agents finished in {total_wall_ms} ms (Speedup: {parallel_speedup}x)")
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| 154 |
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return completed_tasks
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| 155 |
+
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| 156 |
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def test_autonomous_micro_agent_fission():
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| 157 |
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print("=================================================================================")
|
| 158 |
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print("SOVEREIGN MICRO-AGENT MITOSIS & SWARM CONCURRENCY (TEST)")
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| 159 |
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print("=================================================================================")
|
| 160 |
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| 161 |
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swarm = AutonomousSwarmController(max_workers=8)
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| 162 |
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| 163 |
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# Prepare heterogeneous swarm tasks
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| 164 |
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tasks = [
|
| 165 |
+
MicroAgentTask(
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| 166 |
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task_id="task_001",
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| 167 |
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task_type="fault_localization",
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| 168 |
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payload={"repo": "django/django", "problem_statement": "URLValidator fails with custom username in admin."}
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| 169 |
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),
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| 170 |
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MicroAgentTask(
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| 171 |
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task_id="task_002",
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| 172 |
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task_type="syntax_linter",
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| 173 |
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payload={"filepath": "django/forms.py", "code": "def validate():\n return True\n"}
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| 174 |
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),
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| 175 |
+
MicroAgentTask(
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| 176 |
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task_id="task_003",
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| 177 |
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task_type="diff_synthesizer",
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| 178 |
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payload={"repo": "django/django", "patch": "diff --git a/foo b/foo\r\n--- a/foo\r\n+++ b/foo\r\n@@ -1,1 +1,1 @@\r\n-a\r\n+b"}
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| 179 |
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),
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| 180 |
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MicroAgentTask(
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| 181 |
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task_id="task_004",
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| 182 |
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task_type="fault_localization",
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| 183 |
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payload={"repo": "sympy/sympy", "problem_statement": "Point.distance ignoring 3rd dimension in geometry."}
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| 184 |
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)
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| 185 |
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]
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| 186 |
+
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| 187 |
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results = swarm.fission_and_dispatch(tasks)
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| 188 |
+
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| 189 |
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print("\n=== SWARM EXECUTION RESULTS ===")
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| 190 |
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for t in results:
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| 191 |
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print(f" * Task ID: {t.task_id} ({t.task_type}) -> Latency: {t.execution_time_ms} ms")
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| 192 |
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if t.task_type == "fault_localization":
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| 193 |
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print(f" - Target Found: {t.result.get('primary_target')}")
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| 194 |
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elif t.task_type == "syntax_linter":
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| 195 |
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print(f" - Syntax Clean: {t.result.get('is_clean')}")
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| 196 |
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elif t.task_type == "diff_synthesizer":
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| 197 |
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print(f" - Sanitized Newlines: {t.result.endswith(chr(10))} (Any CR: {chr(13) in t.result})")
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| 198 |
+
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| 199 |
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print("\n[+] Autonomous Micro-Agent Swarm Successfully Validated!")
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| 200 |
+
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| 201 |
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if __name__ == "__main__":
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| 202 |
+
test_autonomous_micro_agent_fission()
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