Build an Accelerator Chassis Power Budget and Throttling Reviewer

Correlate server chassis electrical power caps with per-device DCGM utilization logs. Formulate dynamic power balancing schedules and throttling prevention plans using hosted Claude.

Datacenter Power and Facilities Engineer

Ingest rack PDU power limits and per-accelerator DCGM power consumption telemetry using pandas.

Detect electrical headroom deficits where total peak draw risks tripping rack-level circuit breakers.

Invoke hosted Claude via Anthropic API to synthesize power cap balancing proposals across non-critical workers.

Generate a structured power allocation manifest detailing per-GPU watt limits validated via pydantic.

Dashboard visualizing rack power envelope utilization and Claude-recommended power capping profiles.

Simplified synthetic app records representing power telemetry logs from server PDUs and DCGM metrics across 8-accelerator chassis. Starter examples below are synthetic. They are not downloaded records.

NVIDIA DCGM exporter Extracts DCGM power metrics (DCGM_FI_DEV_POWER_USAGE) and hardware power limit registers.

dspy, anthropic, pandas, pydantic. DSPy compiles robust prompt pipelines to guarantee hosted Claude produces schema-compliant power allocation limits. Hosted a currently available hosted Claude model accessed via official SDK; does not emit live electrical breaker or firmware commands.

Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.

Identifies potential PDU overload conditions when peak sum exceeds rack threshold.

Calculates balanced power allocation across active server chassis.

Produces hosted Claude explanations for selected power capping setpoints.

```json [ { "input": { "pdu_max_kw": 12, "chassis_count": 4, "unconstrained_peak_kw": 14.5, "priority_chassis_index": 0 }, "expected_output": { "breaker_trip_risk": true, "recommended_chassis_caps_kw": [ 4, 2.6, 2.6, 2.6 ], "total_budget_kw": 11.8, "allocation_rationale": "Chassis 0 maintained at peak demand for SLA compliance; remaining chassis capped to prevent PDU overload." } }, { "input": { "pdu_max_kw": 12, "chassis_count": 4, "unconstrained_peak_kw": 9.2, "priority_chassis_index": 0 }, "expected_output": { "breaker_trip_risk": false, "recommended_chassis_caps_kw": [ 3.5, 2.5, 2, 1.2 ], "total_budget_kw": 9.2, "allocation_rationale": "Operating load is well within the 12 kW PDU envelope. No power capping required." } } ] ```

Provides advisory power capping allocations; does not issue live IPMI power cap updates. Use mock external writes. Require human review before any real deployment.