Fix: Update requirements for simulations executions#6
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OctavioNascimento wants to merge 11 commits intomicrosoft:mainfrom
Open
Fix: Update requirements for simulations executions#6OctavioNascimento wants to merge 11 commits intomicrosoft:mainfrom
OctavioNascimento wants to merge 11 commits intomicrosoft:mainfrom
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Fix: Update requirements and README for Python 3.12 compatibility
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@microsoft-github-policy-service agree |
- Implemented SatelliteMEC with RAM/Battery constraints. - Added Task class with data size and deadlines. - Implemented LLM Scheduler using REST API to bypass SSL/Proxy. - Refactored init logic to use **kwargs. - Added heterogeneity test scenario.
- Replaced deprecated/unavailable model names with 'gemini-2.0-flash' to fix 404/429 errors. - Confirmed Chain-of-Thought (CoT) prompting strategy success: LLM correctly avoids OOM errors by prioritizing RAM constraints over CPU speed. - Achieved 100% task completion rate in heterogeneity test scenario (vs. ~40% with baseline).
- Validated LLM logic for Data Sovereignty (USA vs Brazil tasks). - Validated Energy constraints (Sat 101 dies due to critical battery usage). - Validated RAM protection logic. - Achieved realistic failure mode (Sat 101 depletion) proving simulation fidelity.
- Updated logging logic to overwrite 'sim_run_latest.jsonl' per execution. - Observed 80% rejection rate due to API 404 errors triggering failsafe mode (tasks rejected instead of randomly assigned). - Validated that without LLM response, the system defaults to 'No Route' to preserve satellite safety.
- Implemented 'MECOrchestrator' class to manage stochastic task generation (Poisson) and resource monitoring. - Integrated 'GeminiBrain' adapter (gemini-2.0-flash) for cognitive decision making. - Modified 'ManagerParallel.py' to inject AI logic directly into the main simulation loop, enabling synchronized execution with the physics engine. - Implemented attribute injection (Monkey Patching) to add MEC capabilities (RAM, Battery, Region) to legacy Satellite nodes. - Validated system integration: AI decisions successfully interspersed with NMA (Network Management Algorithm) execution logs.
2025 updates
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You are not allowed to delete the mandatory files in this repo. Total execution time: 5.75 seconds |
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