feat: Implement Dynamic Environment Orchestrator (DEO) for Elastic Scaling and Resilience#438
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RUFFY-369 wants to merge 15 commits intoNousResearch:mainfrom
Open
feat: Implement Dynamic Environment Orchestrator (DEO) for Elastic Scaling and Resilience#438RUFFY-369 wants to merge 15 commits intoNousResearch:mainfrom
RUFFY-369 wants to merge 15 commits intoNousResearch:mainfrom
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…chestration Implemented a production-grade orchestrator (DEO) with: - Non-blocking scaling with SIGUSR1 drainage for zero-data-loss. - Hardware isolation via CUDA_VISIBLE_DEVICES injection. - Self-healing CrashLoopBackOff detection and heartbeat grace periods. - Proactive GPU cordoning based on real-time health checks. - Robust workspace sanitization and orphaned process adoption. Verified on RTX 3090 with real-world model deployment.
for more information, see https://pre-commit.ci
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PR Type
📝 General Information
Description
This PR implements the Dynamic Environment Orchestrator (DEO), a resilient control plane for managing elastic scaling of environment workers. The current static allocation model in atroposlib often leading to VRAM fragmentation or rollout starvation during high-variance RL workloads.
Technical Implementations:
Related Issues
It solves #437
Type of Change
✅ Developer & Reviewer Checklist