Amazon SageMaker announces preview of GPU/CPU profiler tooling for deep learning model development
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This article announces the preview of Amazon SageMaker Profiler, an observability tool for optimizing deep learning model training performance.
- Provides granular GPU/CPU profiling insights for large deep learning workloads
- Identifies optimization opportunities through GPU/CPU utilization metrics and trace plots
- Detects bottlenecks from uneven resource utilization across instances
- Reduces profiling overhead while supporting longer durations and more instances
- Available in US East (Ohio, N. Virginia), US West (Oregon), and Europe (Frankfurt, Ireland)
- Free during preview period in supported regions
SageMaker Profiler helps data scientists optimize hardware performance for large-scale distributed training workloads by providing detailed performance visibility.
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