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Using AWS SageMaker with minimal dependencies, part 1

krasserm.github.io · published 21 January 2022

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Host
https://www.pytorchlightning.ai/
pytorchlightning.ai
https://aws.amazon.com/de/sagemaker/
aws.amazon.com
https://docs.aws.amazon.com/sagemaker/latest/dg/whatis.html
docs.aws.amazon.com
https://docs.aws.amazon.com/sagemaker/latest/dg/studio.html
docs.aws.amazon.com
https://docs.aws.amazon.com/sagemaker/latest/dg/nbi.html
docs.aws.amazon.com
https://arxiv.org/abs/1512.03385
arxiv.org
https://www.cs.toronto.edu/~kriz/cifar.html
cs.toronto.edu
https://sagemaker.readthedocs.io/en/stable/overview.html
sagemaker.readthedocs.io
https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/ec2-on-demand-instances.html
docs.aws.amazon.com
https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/using-spot-instances.html
docs.aws.amazon.com
https://aws.amazon.com/cloudwatch/
aws.amazon.com
https://github.com/krasserm/sagemaker-tutorial/tree/wip-part-1
github.com
https://docs.aws.amazon.com/sagemaker/latest/dg/how-it-works-training.html
docs.aws.amazon.com
https://aws.amazon.com/ecr/
aws.amazon.com
https://sagemaker.readthedocs.io/
sagemaker.readthedocs.io
https://github.com/krasserm/sagemaker-tutorial/blob/wip-part-1/app/model.py
github.com
https://lightning-bolts.readthedocs.io/en/latest/
lightning-bolts.readthedocs.io
https://github.com/krasserm/sagemaker-tutorial/blob/wip-part-1/app/data.py
github.com
https://pytorch-lightning.readthedocs.io/en/stable/common/lightning_cli.html
pytorch-lightning.readthedocs.io
https://github.com/krasserm/sagemaker-tutorial/blob/wip-part-1/app/train.py
github.com
https://pytorch-lightning.readthedocs.io/en/stable/common/trainer.html
pytorch-lightning.readthedocs.io
https://github.com/aws/sagemaker-training-toolkit
github.com
https://github.com/aws/sagemaker-training-toolkit/blob/master/ENVIRONMENT_VARIABLES.md
github.com
https://pytorch-lightning.readthedocs.io/en/latest/clouds/cluster.html
pytorch-lightning.readthedocs.io
https://pytorch.org/docs/stable/distributed.html
pytorch.org
https://github.com/krasserm/sagemaker-tutorial/blob/wip-part-1/app/train_multi_node.py
github.com
https://github.com/krasserm/sagemaker-tutorial/blob/wip-part-1/app/train_multi_node_torchrun.py
github.com
https://pytorch.org/docs/stable/distributed.elastic.html
pytorch.org
https://github.com/krasserm/sagemaker-tutorial/blob/wip-part-1/docker/Dockerfile
github.com
https://github.com/krasserm/sagemaker-tutorial/blob/wip-part-1/README.md
github.com
https://github.com/krasserm/sagemaker-tutorial/blob/wip-part-1/app/trainer.yaml
github.com
https://docs.docker.com/compose/
docs.docker.com
https://sagemaker.readthedocs.io/en/stable/api/training/index.html
sagemaker.readthedocs.io
https://docs.aws.amazon.com/sagemaker/latest/dg/gs-studio-onboard.html
docs.aws.amazon.com
https://www.grid.ai/
grid.ai