Accelerate Deep Learning Workloads With Amazon Sagemaker Pdf Download __top__ | Newest & Deluxe

train_input = TrainingInput( s3_data='s3://your-bucket/training-data', input_mode='Pipe' # Data Streaming Acceleration )

┌────────────────────────────────────────────────────────┐ │ SageMaker Distributed Cluster │ │ ┌─────────────────────────┐ ┌──────────────────────┐ │ │ │ Data Parallel │ │ Model Parallel │ │ │ │ (Shards dataset across │ │ (Splits layers/tensors│ │ │ │ identical nodes) │ │ across nodes) │ │ │ └─────────────────────────┘ └──────────────────────┘ │ └────────────────────────────────────────────────────────┘ Data Parallelism

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Divides layers sequentially across different devices, allowing batches to pass through the pipeline concurrently. 3. Training Performance Automation