Why it matters

Training health checks catch problems early. Long runs need automated watchdogs.

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The architecture

NaN/Inf detect.

Gradient norm monitor.

Loss spike alert.

GPU health.

Training health checksLoss + grad monitorspike alertNaN/Inf detectin tensorsGPU healthECC, thermalTensorBoard + custom alerts + NVIDIA DCGM for GPU health
Training health checks.
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How it works end to end

TensorBoard metrics.

Custom alerts.

NVIDIA DCGM.