PolyScheduler

Self-Evolving Scheduling Agent for Edge Computing

Agent: Qwen2.5-Coder-7B-Instruct

Traditional Scheduler (Static)

PolyScheduler (Dynamic)

LIVE EXECUTION


def QualityAware_Scheduler(data_stream, resource_monitor):
    # Standard High-Bandwidth Scheduling Policy
    # 1. Resource Monitoring and Task Allocation
    while True:
        # Monitor current network resources
        bandwidth = resource_monitor.get_bandwidth()
        latency = resource_monitor.get_latency()

        # Process full data stream when resources available
        processed_data = full_visual_processing(data_stream.read())

        # Upload complete results when bandwidth is high
        upload_result = Cloud.upload_video(processed_data.video_output)

main* Python 3.8.10

RAW FEED

VISUAL STREAM

SCHEDULER ARCHITECTURE

Resource Monitor

Bandwidth & Latency

ADAPTIVE SCHEDULER

Adaptive Scheduler

Dynamic Resource Allocation

EXECUTION UNIT

Task Executor

High/Low Bandwidth Mode