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Workload Dynamic Power and Cooling (WDPC)

License: MIT

Standardized data coordination between computational workloads and energy infrastructure

Problem

AI workloads create 200+ MW power swings within 40ms, destabilizing electrical grids. Current data centers lack consistent data movement mechanisms for coordinated workload-infrastructure optimization.

Solution

WDPC provides standardized temporal data formats and interfaces enabling intelligent coordination without prescriptive control implementation.

Key Capabilities:

  • 🕐 Temporal Data Standards - 100ms resolution with metadata tagging
  • 🔌 Infrastructure Coordination - Power, thermal, and grid data integration
  • 🌱 Renewable Optimization - Carbon-aware workload scheduling data
  • ♨️ Heat Recovery - Municipal heating network coordination

Architecture

image

Power Metrics by Component

Component Category Key Power Metrics
GPU System Power Usage, Throttle Status/Reason
Memory System Memory Metrics: Power Consumption
Power Supply Chassis Power Metrics: Average, Peak, Limit
Power Domain System Input Power, Output Power, Efficiency
Voltage Chassis Current Voltage, Min/Max/Avg, Thresholds
Power Control Chassis Power Limit, Allocated Power, Requested Power
Environment Metrics System/Chassis Total Power, Power Consumed, Power Limit

Technical Specs

Component Requirement
Temporal Resolution 100ms minimum
Power Accuracy ±0.5%
Temperature Accuracy ±0.1°C
Time Synchronization ±1ms (NTP/PTP)
Data Format JSON with metadata

Use Cases

  • AI Training Coordination - Schedule compute during renewable energy peaks
  • Grid Stability - Provide load forecasting and demand response data
  • Municipal Heat - Coordinate waste heat delivery to district heating
  • Carbon Optimization - Enable workload scheduling based on grid carbon intensity

License

MIT License - see LICENSE file for details.


Creating the data foundation for sustainable, grid-friendly infrastructure 🌱⚡

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