AWS sagemaker documentation change
Summary
Updated algorithm list, added Model Monitor and Spark sections, expanded ECR paths for multiple frameworks, and improved SDK example descriptions
Security assessment
Changes primarily involve adding new algorithms (Model Monitor, Spark), updating framework versions, and improving documentation clarity. No explicit references to security vulnerabilities or security-specific enhancements are present in the diff. Version updates could potentially include security patches, but there's no concrete evidence of security fixes mentioned.
Diff
diff --git a/sagemaker/latest/dg-ecr-paths/ecr-me-central-1.md b/sagemaker/latest/dg-ecr-paths/ecr-me-central-1.md index 2fd5830fd..66c9eeae5 100644 --- a//sagemaker/latest/dg-ecr-paths/ecr-me-central-1.md +++ b//sagemaker/latest/dg-ecr-paths/ecr-me-central-1.md @@ -5 +5 @@ -AutoGluonBlazingTextDeepAR ForecastingFactorization MachinesHugging FaceIP InsightsImage classificationK-MeansKNNLinear LearnerMXNetNTMObject DetectionObject2VecPCAPyTorchRandom Cut ForestScikit-learnSemantic SegmentationSeq2SeqTensorflowXGBoost +AutoGluonBlazingTextDeepAR ForecastingFactorization MachinesHugging FaceIP InsightsImage classificationK-MeansKNNLinear LearnerMXNetModel MonitorNTMObject DetectionObject2VecPCAPyTorchRandom Cut ForestScikit-learnSemantic SegmentationSeq2SeqSparkTensorflowXGBoost @@ -9 +9 @@ AutoGluonBlazingTextDeepAR ForecastingFactorization MachinesHugging FaceIP Insig -The following topics list parameters for each of the algorithms and deep learning containers in this region provided by Amazon SageMaker AI. +The following topics list parameters for each of the algorithms and deep learning containers that are provided by Amazon SageMaker AI in this AWS Region. @@ -34,0 +35,2 @@ The following topics list parameters for each of the algorithms and deep learnin + * Model Monitor (algorithm) + @@ -52,0 +55,2 @@ The following topics list parameters for each of the algorithms and deep learnin + * Spark (algorithm) + @@ -62 +66 @@ The following topics list parameters for each of the algorithms and deep learnin -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -85 +89 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -97 +101 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -109 +113 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -121 +125 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -128,0 +133,9 @@ Registry path | Version | Job types (image scope) +914824155844.dkr.ecr.me-central-1.amazonaws.com/huggingface-pytorch-training:`<tag>` | 4.49.0 | training +914824155844.dkr.ecr.me-central-1.amazonaws.com/huggingface-pytorch-inference:`<tag>` | 4.49.0 | inference +914824155844.dkr.ecr.me-central-1.amazonaws.com/huggingface-pytorch-training:`<tag>` | 4.48.0 | training +914824155844.dkr.ecr.me-central-1.amazonaws.com/huggingface-pytorch-inference:`<tag>` | 4.48.0 | inference +914824155844.dkr.ecr.me-central-1.amazonaws.com/huggingface-pytorch-training:`<tag>` | 4.46.1 | training +914824155844.dkr.ecr.me-central-1.amazonaws.com/huggingface-pytorch-inference:`<tag>` | 4.37.0 | inference +914824155844.dkr.ecr.me-central-1.amazonaws.com/huggingface-pytorch-training:`<tag>` | 4.36.0 | training +914824155844.dkr.ecr.me-central-1.amazonaws.com/huggingface-pytorch-training:`<tag>` | 4.28.1 | training +914824155844.dkr.ecr.me-central-1.amazonaws.com/huggingface-pytorch-inference:`<tag>` | 4.28.1 | inference @@ -165 +178 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -177 +190 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -189 +202 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -201 +214 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -213 +226 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -225 +238 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -246,0 +260,12 @@ Registry path | Version | Job types (image scope) | Processor types | Python ver +## Model Monitor (algorithm) + +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. + + + from sagemaker import image_uris + image_uris.retrieve(framework='model-monitor',region='me-central-1') + +Registry path | Version | Job types (image scope) +---|---|--- +588750061953.dkr.ecr.me-central-1.amazonaws.com/sagemaker-model-monitor-analyzer:`<tag>` | | monitoring + @@ -249 +274 @@ Registry path | Version | Job types (image scope) | Processor types | Python ver -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -261 +286 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -273 +298 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -285 +310 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -297 +322,3 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +For information about the supported and unsupported PyTorch versions, see the [Framework Support Policy Table](https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/dlc-framework-support-policy.html) in the _AWS Deep Learning Containers Developer Guide_. + +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -304,0 +332,28 @@ Registry path | Version | Job types (image scope) | Processor types | Python ver +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 2.7.1 | training | CPU, GPU | py312 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference:`<tag>` | 2.6.0 | inference | CPU, GPU | py312 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 2.6.0 | training | CPU, GPU | py312 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference:`<tag>` | 2.5.1 | inference | CPU, GPU | py311 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 2.5.1 | training | CPU, GPU | py311 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference:`<tag>` | 2.4.0 | inference | CPU, GPU | py311 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference-graviton:`<tag>` | 2.4.0 | inference_graviton | CPU | py311 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 2.4.0 | training | CPU, GPU | py311 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference:`<tag>` | 2.3.0 | inference | CPU, GPU | py311 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference-graviton:`<tag>` | 2.3.0 | inference_graviton | CPU | py311 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 2.3.0 | training | CPU, GPU | py311 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference-graviton:`<tag>` | 2.2.1 | inference_graviton | CPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference:`<tag>` | 2.2.0 | inference | CPU, GPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 2.2.0 | training | CPU, GPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference:`<tag>` | 2.1.0 | inference | CPU, GPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference-graviton:`<tag>` | 2.1.0 | inference_graviton | CPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 2.1.0 | training | CPU, GPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference:`<tag>` | 2.0.1 | inference | CPU, GPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference-graviton:`<tag>` | 2.0.1 | inference_graviton | CPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 2.0.1 | training | CPU, GPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference:`<tag>` | 2.0.0 | inference | CPU, GPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference-graviton:`<tag>` | 2.0.0 | inference_graviton | CPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 2.0.0 | training | CPU, GPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference:`<tag>` | 1.13.1 | inference | CPU, GPU | py39 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 1.13.1 | training | CPU, GPU | py39 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference:`<tag>` | 1.12.1 | inference | CPU, GPU | py38 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference-graviton:`<tag>` | 1.12.1 | inference_graviton | CPU | py38 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 1.12.1 | training | CPU, GPU | py38 @@ -325,4 +380,4 @@ Registry path | Version | Job types (image scope) | Processor types | Python ver -914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference:`<tag>` | 1.5.0 | inference | CPU, GPU | py3 -914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 1.5.0 | training | CPU, GPU | py3 -914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference:`<tag>` | 1.4.0 | inference | CPU, GPU | py3 -914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 1.4.0 | training | CPU, GPU | py2, py3 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference:`<tag>` | 1.5.0 | inference | CPU, GPU | py3, py36 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 1.5.0 | training | CPU, GPU | py3, py36 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-inference:`<tag>` | 1.4.0 | inference | CPU, GPU | py3, py36 +914824155844.dkr.ecr.me-central-1.amazonaws.com/pytorch-training:`<tag>` | 1.4.0 | training | CPU, GPU | py2, py3, py36 @@ -336 +391 @@ Registry path | Version | Job types (image scope) | Processor types | Python ver -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -348 +403 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -368 +423 @@ Registry path | Version | Package version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -380 +435 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -389,0 +445,16 @@ Registry path | Version | Job types (image scope) +## Spark (algorithm) + +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. + + + from sagemaker import image_uris + image_uris.retrieve(framework='spark',region='me-central-1',version='3.0',image_scope='processing') + +Registry path | Version | Job types (image scope) +---|---|--- +395420993607.dkr.ecr.me-central-1.amazonaws.com/sagemaker-spark-processing:`<tag>` | 3.3 | processing +395420993607.dkr.ecr.me-central-1.amazonaws.com/sagemaker-spark-processing:`<tag>` | 3.2 | processing +395420993607.dkr.ecr.me-central-1.amazonaws.com/sagemaker-spark-processing:`<tag>` | 3.1 | processing +395420993607.dkr.ecr.me-central-1.amazonaws.com/sagemaker-spark-processing:`<tag>` | 3.0 | processing +395420993607.dkr.ecr.me-central-1.amazonaws.com/sagemaker-spark-processing:`<tag>` | 2.4 | processing + @@ -392 +463,3 @@ Registry path | Version | Job types (image scope) -SageMaker AI Python SDK example to retrieve registry path. +For information about the supported and unsupported TensorFlow versions, see the [Framework Support Policy Table](https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/dlc-framework-support-policy.html) in the _AWS Deep Learning Containers Developer Guide_. + +The following SageMaker AI Python SDK example shows how to retrieve a specific registry path. @@ -399,0 +473,24 @@ Registry path | Version | Job types (image scope) | Processor types | Python ver +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference:`<tag>` | 2.19.0 | inference | CPU, GPU | - +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.19.0 | training | CPU, GPU | py312 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference:`<tag>` | 2.18.0 | inference | CPU, GPU | - +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.18.0 | training | CPU, GPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.16.2 | training | CPU, GPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference:`<tag>` | 2.16.1 | inference | CPU, GPU | - +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference-graviton:`<tag>` | 2.16.1 | inference_graviton | CPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference:`<tag>` | 2.14.1 | inference | CPU, GPU | - +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference-graviton:`<tag>` | 2.14.1 | inference_graviton | CPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.14.1 | training | CPU, GPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference:`<tag>` | 2.13.0 | inference | CPU, GPU | - +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference-graviton:`<tag>` | 2.13.0 | inference_graviton | CPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.13.0 | training | CPU, GPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference:`<tag>` | 2.12.1 | inference | CPU, GPU | - +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference-graviton:`<tag>` | 2.12.1 | inference_graviton | CPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.12.0 | training | CPU, GPU | py310 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference:`<tag>` | 2.11.1 | inference | CPU, GPU | - +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference:`<tag>` | 2.11.0 | inference | CPU, GPU | - +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.11.0 | training | CPU, GPU | py39 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference:`<tag>` | 2.10.1 | inference | CPU, GPU | - +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.10.1 | training | CPU, GPU | py39 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference:`<tag>` | 2.10.0 | inference | CPU, GPU | - +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference:`<tag>` | 2.9.3 | inference | CPU, GPU | - +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference:`<tag>` | 2.9.2 | inference | CPU, GPU | - @@ -400,0 +498 @@ Registry path | Version | Job types (image scope) | Processor types | Python ver +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-inference-graviton:`<tag>` | 2.9.1 | inference_graviton | CPU | py38 @@ -432 +530 @@ Registry path | Version | Job types (image scope) | Processor types | Python ver -914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.1.3 | training | CPU, GPU | py3 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.1.3 | training | CPU, GPU | py3, py36 @@ -434 +532 @@ Registry path | Version | Job types (image scope) | Processor types | Python ver -914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.1.2 | training | CPU, GPU | py3 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.1.2 | training | CPU, GPU | py3, py36 @@ -440 +538 @@ Registry path | Version | Job types (image scope) | Processor types | Python ver -914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.0.4 | training | CPU, GPU | py3 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.0.4 | training | CPU, GPU | py3, py36 @@ -442 +540 @@ Registry path | Version | Job types (image scope) | Processor types | Python ver -914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.0.3 | training | CPU, GPU | py3 +914824155844.dkr.ecr.me-central-1.amazonaws.com/tensorflow-training:`<tag>` | 2.0.3 | training | CPU, GPU | py3, py36