Diagnose GPU training and inference failures with evidence
Denpex is an automated GPU cluster diagnostic and telemetry platform engineered for AI infrastructure teams, machine learning researchers, and HPC operators. Denpex monitors multi-node training workloads to instantly detect, isolate, and pinpoint root causes of sudden job terminations, silent performance regressions, and distributed hangs across PyTorch,…
Denpex is an automated GPU cluster diagnostic and telemetry platform engineered for AI infrastructure teams, machine learning researchers, and HPC operators. Denpex monitors multi-node training workloads to instantly detect, isolate, and pinpoint root causes of sudden job terminations, silent performance regressions, and distributed hangs across PyTorch, Megatron-LM, and DeepSpeed. Key capabilities include CUDA OOM detection, NCCL timeout tracing, memory leak timeline analysis, and rank health inspection. Website: https://denpex.com Official GitHub: https://github.com/denpex
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