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Merge pull request #218 from awsdocs/parsash-refresh-md
Doc refresh 05-27-22
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‎doc_source/adapt-inference-container.md

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docker push ${fullname}
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```
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You can now use this container to deploy endpoints in SageMaker\. For an example of how to deploy an endpoint in SageMaker, see [Deploy the Model to SageMaker Hosting Services](ex1-model-deployment.md#ex1-deploy-model)\.
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You can now use this container to deploy endpoints in SageMaker\. For an example of how to deploy an endpoint in SageMaker, see [Amazon SageMaker Multi\-Model Endpoints using your own algorithm container](https://sagemaker-examples.readthedocs.io/en/latest/advanced_functionality/multi_model_bring_your_own/multi_model_endpoint_bring_your_own.html)\.

‎doc_source/batch-ingestion-spark-connector-setup.md

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# Batch Ingestion Spark Connector Setup<a name="batch-ingestion-spark-connector-setup"></a>
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## Introduction<a name="w2480aac23c29c11b3"></a>
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## Introduction<a name="w2481aac23c29c11b3"></a>
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Amazon SageMaker Feature Store supports batch data ingestion with Spark, using your existing ETL pipeline, or a pipeline on Amazon EMR\. You can also use this functionality from a Amazon SageMaker Notebook Instance\.
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Methods for installing and implementing batch data ingestion are provided for Python and Scala\. Python developers can use the `Amazon SageMaker-feature-store-pyspark` Python library for local development, installation on Amazon EMR, or run it from Jupyter notebooks\. Scala developers can use the Feature Store Spark connector available in Maven\.
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## Installation<a name="w2480aac23c29c11b5"></a>
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## Installation<a name="w2481aac23c29c11b5"></a>
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**Scala Users**
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!pip3 install sagemaker-feature-store-pyspark --no-binary :all:
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```
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## Example Implementations<a name="w2480aac23c29c11b7"></a>
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## Example Implementations<a name="w2481aac23c29c11b7"></a>
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**Scala**
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‎doc_source/ecr-af-south-1.md

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| Registry path | Version | Job types \(image scope\) | Processor types | Python versions |
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| --- | --- | --- | --- | --- |
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| 626614931356\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/pytorch\-inference:<tag> | 1\.11\.0 | inference | CPU, GPU | py38 |
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| 626614931356\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/pytorch\-training:<tag> | 1\.11\.0 | training | CPU, GPU | py38 |
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| 626614931356\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/pytorch\-inference:<tag> | 1\.10\.2 | inference | CPU, GPU | py38 |
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| 626614931356\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/pytorch\-training:<tag> | 1\.10\.2 | training | CPU, GPU | py38 |
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| 626614931356\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/pytorch\-inference:<tag> | 1\.10\.0 | inference | CPU, GPU | py38 |
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| 626614931356\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/pytorch\-training:<tag> | 1\.10\.0 | training | CPU, GPU | py38 |
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| 626614931356\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/pytorch\-inference:<tag> | 1\.9\.1 | inference | CPU, GPU | py38 |
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```
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| Registry path | Version | Job types \(image scope\) |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.23\-1 | inference, training |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.20\.0 | inference, training |
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| Registry path | Version | Package version | Job types \(image scope\) |
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| --- | --- | --- | --- |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.23\-1 | 0\.23\.2 | inference, training |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.20\.0 | 0\.20\.0 | inference, training |
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## Semantic Segmentation \(algorithm\)<a name="semantic-segmentation-af-south-1.title"></a>
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| Registry path | Version | Job types \(image scope\) |
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| --- | --- | --- |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.5\-1 | inference, training |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.3\-1 | inference, training |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-2 | inference, training |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-1 | inference, training |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.0\-1 | inference, training |
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| 455444449433\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/xgboost:<tag> | 1 | inference, training |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-2 | inference, training |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-1 | inference, training |
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| Registry path | Version | Package version | Job types \(image scope\) |
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| --- | --- | --- | --- |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.5\-1 | 1\.5\.2 | inference, training |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.3\-1 | 1\.3\.3 | inference, training |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-2 | 1\.2\.0 | inference, training |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-1 | 1\.2\.0 | inference, training |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.0\-1 | 1\.0 | inference, training |
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| 455444449433\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/xgboost:<tag> | 1 | 1\.5\.2 | inference, training |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-2 | 0\.90 | inference, training |
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| 510948584623\.dkr\.ecr\.af\-south\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-1 | 0\.90 | inference, training |

‎doc_source/ecr-ap-east-1.md

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| Registry path | Version | Job types \(image scope\) | Processor types | Python versions |
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| --- | --- | --- | --- | --- |
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| 871362719292\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/pytorch\-inference:<tag> | 1\.11\.0 | inference | CPU, GPU | py38 |
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| 871362719292\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/pytorch\-training:<tag> | 1\.11\.0 | training | CPU, GPU | py38 |
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| 871362719292\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/pytorch\-inference:<tag> | 1\.10\.2 | inference | CPU, GPU | py38 |
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| 871362719292\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/pytorch\-training:<tag> | 1\.10\.2 | training | CPU, GPU | py38 |
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| 871362719292\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/pytorch\-inference:<tag> | 1\.10\.0 | inference | CPU, GPU | py38 |
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| 871362719292\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/pytorch\-training:<tag> | 1\.10\.0 | training | CPU, GPU | py38 |
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| 871362719292\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/pytorch\-inference:<tag> | 1\.9\.1 | inference | CPU, GPU | py38 |
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```
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| Registry path | Version | Job types \(image scope\) |
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| --- | --- | --- |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.23\-1 | inference, training |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.20\.0 | inference, training |
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| Registry path | Version | Package version | Job types \(image scope\) |
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| --- | --- | --- | --- |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.23\-1 | 0\.23\.2 | inference, training |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.20\.0 | 0\.20\.0 | inference, training |
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## Semantic Segmentation \(algorithm\)<a name="semantic-segmentation-ap-east-1.title"></a>
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| Registry path | Version | Job types \(image scope\) |
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| --- | --- | --- |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.5\-1 | inference, training |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.3\-1 | inference, training |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-2 | inference, training |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-1 | inference, training |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.0\-1 | inference, training |
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| 286214385809\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/xgboost:<tag> | 1 | inference, training |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-2 | inference, training |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-1 | inference, training |
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| Registry path | Version | Package version | Job types \(image scope\) |
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| --- | --- | --- | --- |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.5\-1 | 1\.5\.2 | inference, training |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.3\-1 | 1\.3\.3 | inference, training |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-2 | 1\.2\.0 | inference, training |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-1 | 1\.2\.0 | inference, training |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.0\-1 | 1\.0 | inference, training |
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| 286214385809\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/xgboost:<tag> | 1 | 1\.5\.2 | inference, training |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-2 | 0\.90 | inference, training |
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| 651117190479\.dkr\.ecr\.ap\-east\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-1 | 0\.90 | inference, training |

‎doc_source/ecr-ap-northeast-1.md

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| --- | --- | --- | --- | --- |
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| 763104351884\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/pytorch\-inference:<tag> | 1\.11\.0 | inference | CPU, GPU | py38 |
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| 763104351884\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/pytorch\-training:<tag> | 1\.11\.0 | training | CPU, GPU | py38 |
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| 763104351884\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/pytorch\-inference:<tag> | 1\.10\.2 | inference | CPU, GPU | py38 |
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| 763104351884\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/pytorch\-training:<tag> | 1\.10\.2 | training | CPU, GPU | py38 |
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| 763104351884\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/pytorch\-inference:<tag> | 1\.10\.0 | inference | CPU, GPU | py38 |
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| 763104351884\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/pytorch\-training:<tag> | 1\.10\.0 | training | CPU, GPU | py38 |
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| 763104351884\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/pytorch\-inference:<tag> | 1\.9\.1 | inference | CPU, GPU | py38 |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.20\.0 | inference, training |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.23\-1 | 0\.23\.2 | inference, training |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.20\.0 | 0\.20\.0 | inference, training |
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## Semantic Segmentation \(algorithm\)<a name="semantic-segmentation-ap-northeast-1.title"></a>
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| --- | --- | --- |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.3\-1 | inference, training |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-2 | inference, training |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-1 | inference, training |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.0\-1 | inference, training |
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| 501404015308\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/xgboost:<tag> | 1 | inference, training |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-2 | inference, training |
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| --- | --- | --- | --- |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.5\-1 | 1\.5\.2 | inference, training |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.3\-1 | 1\.3\.3 | inference, training |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-2 | 1\.2\.0 | inference, training |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-1 | 1\.2\.0 | inference, training |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.0\-1 | 1\.0 | inference, training |
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| 501404015308\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/xgboost:<tag> | 1 | 1\.5\.2 | inference, training |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-2 | 0\.90 | inference, training |
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| 354813040037\.dkr\.ecr\.ap\-northeast\-1\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-1 | 0\.90 | inference, training |

‎doc_source/ecr-ap-northeast-2.md

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| --- | --- | --- | --- | --- |
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| 763104351884\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/pytorch\-inference:<tag> | 1\.11\.0 | inference | CPU, GPU | py38 |
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| 763104351884\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/pytorch\-training:<tag> | 1\.11\.0 | training | CPU, GPU | py38 |
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| 763104351884\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/pytorch\-inference:<tag> | 1\.10\.2 | inference | CPU, GPU | py38 |
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| 763104351884\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/pytorch\-training:<tag> | 1\.10\.2 | training | CPU, GPU | py38 |
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| 763104351884\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/pytorch\-inference:<tag> | 1\.10\.0 | inference | CPU, GPU | py38 |
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| 763104351884\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/pytorch\-training:<tag> | 1\.10\.0 | training | CPU, GPU | py38 |
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| 763104351884\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/pytorch\-inference:<tag> | 1\.9\.1 | inference | CPU, GPU | py38 |
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| --- | --- | --- |
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| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.23\-1 | inference, training |
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| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.20\.0 | inference, training |
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| --- | --- | --- | --- |
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| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.23\-1 | 0\.23\.2 | inference, training |
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| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-scikit\-learn:<tag> | 0\.20\.0 | 0\.20\.0 | inference, training |
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## Semantic Segmentation \(algorithm\)<a name="semantic-segmentation-ap-northeast-2.title"></a>
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```
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| Registry path | Version | Job types \(image scope\) |
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| --- | --- | --- |
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| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.5\-1 | inference, training |
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| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.3\-1 | inference, training |
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| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-2 | inference, training |
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| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-1 | inference, training |
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| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.0\-1 | inference, training |
858-
| 306986355934\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/xgboost:<tag> | 1 | inference, training |
859-
| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-2 | inference, training |
860-
| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-1 | inference, training |
855+
| Registry path | Version | Package version | Job types \(image scope\) |
856+
| --- | --- | --- | --- |
857+
| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.5\-1 | 1\.5\.2 | inference, training |
858+
| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.3\-1 | 1\.3\.3 | inference, training |
859+
| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-2 | 1\.2\.0 | inference, training |
860+
| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.2\-1 | 1\.2\.0 | inference, training |
861+
| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-xgboost:<tag> | 1\.0\-1 | 1\.0 | inference, training |
862+
| 306986355934\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/xgboost:<tag> | 1 | 1\.5\.2 | inference, training |
863+
| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-2 | 0\.90 | inference, training |
864+
| 366743142698\.dkr\.ecr\.ap\-northeast\-2\.amazonaws\.com/sagemaker\-xgboost:<tag> | 0\.90\-1 | 0\.90 | inference, training |

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