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Merge branch 'master' into fix-repack-model-pipelines
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‎.github/PULL_REQUEST_TEMPLATE.md

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@@ -11,13 +11,15 @@ _Put an `x` in the boxes that apply. You can also fill these out after creating
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#### General
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- [ ] I have read the [CONTRIBUTING](https://github.com/aws/sagemaker-python-sdk/blob/master/CONTRIBUTING.md) doc
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- [ ] I certify that the changes I am introducing will be backword compatible, and I have discussed concerns about this, if any, with the Python SDK team
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- [ ] I used the commit message format described in [CONTRIBUTING](https://github.com/aws/sagemaker-python-sdk/blob/master/CONTRIBUTING.md#committing-your-change)
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- [ ] I have passed the region in to all S3 and STS clients that I've initialized as part of this change.
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- [ ] I have updated any necessary documentation, including [READMEs](https://github.com/aws/sagemaker-python-sdk/blob/master/README.rst) and [API docs](https://github.com/aws/sagemaker-python-sdk/tree/master/doc) (if appropriate)
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#### Tests
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- [ ] I have added tests that prove my fix is effective or that my feature works (if appropriate)
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- [ ] I have added unit and/or integration tests as appropriate to ensure backward compatibility of the changes
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- [ ] I have checked that my tests are not configured for a specific region or account (if appropriate)
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- [ ] I have used [`unique_name_from_base`](https://github.com/aws/sagemaker-python-sdk/blob/master/src/sagemaker/utils.py#L77) to create resource names in integ tests (if appropriate)
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‎CHANGELOG.md

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# Changelog
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## v2.59.3.post0 (2021-09-22)
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### Documentation Changes
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* Info about offline s3 bucket key when creating feature group
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## v2.59.3 (2021-09-20)
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## v2.59.2 (2021-09-15)

‎src/sagemaker/image_uri_config/huggingface.json

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"version_aliases": {
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"pytorch1.6": "pytorch1.6.0",
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"pytorch1.7": "pytorch1.7.1",
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"pytorch1.8": "pytorch1.8.1",
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"tensorflow2.4": "tensorflow2.4.1"
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},
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"pytorch1.6.0": {
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"us-west-1": "763104351884",
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"us-west-2": "763104351884"
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},
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"repository": "huggingface-pytorch-training"
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"repository": "huggingface-pytorch-training",
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"container_version": {"gpu":"cu110-ubuntu18.04"}
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},
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"pytorch1.7.1": {
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"py_versions": ["py36"],
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"us-west-1": "763104351884",
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"us-west-2": "763104351884"
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},
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"repository": "huggingface-pytorch-training"
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"repository": "huggingface-pytorch-training",
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"container_version": {"gpu":"cu110-ubuntu18.04"}
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},
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"pytorch1.8.1": {
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"py_versions": ["py36"],
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"registries": {
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"af-south-1": "626614931356",
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"ap-east-1": "871362719292",
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"ap-northeast-1": "763104351884",
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"ap-northeast-2": "763104351884",
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"ap-northeast-3": "364406365360",
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"ap-south-1": "763104351884",
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"ap-southeast-1": "763104351884",
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"ap-southeast-2": "763104351884",
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"ca-central-1": "763104351884",
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"cn-north-1": "727897471807",
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"cn-northwest-1": "727897471807",
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"eu-central-1": "763104351884",
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"eu-north-1": "763104351884",
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"eu-west-1": "763104351884",
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"eu-west-2": "763104351884",
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"eu-west-3": "763104351884",
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"eu-south-1": "692866216735",
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"me-south-1": "217643126080",
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"sa-east-1": "763104351884",
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"us-east-1": "763104351884",
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"us-east-2": "763104351884",
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"us-gov-west-1": "442386744353",
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"us-iso-east-1": "886529160074",
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"us-west-1": "763104351884",
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"us-west-2": "763104351884"
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},
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"repository": "huggingface-pytorch-training",
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"container_version": {"gpu":"cu111-ubuntu18.04"}
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},
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"tensorflow2.4.1": {
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"py_versions": ["py37"],
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"us-west-1": "763104351884",
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"us-west-2": "763104351884"
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},
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"repository": "huggingface-tensorflow-training"
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"repository": "huggingface-tensorflow-training",
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"container_version": {"gpu":"cu110-ubuntu18.04"}
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}
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}
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}
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"us-west-1": "763104351884",
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"us-west-2": "763104351884"
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},
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"repository": "huggingface-pytorch-inference"
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"repository": "huggingface-pytorch-inference",
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"container_version": {"gpu":"cu110-ubuntu18.04", "cpu":"ubuntu18.04" }
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},
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"pytorch1.8.1": {
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"py_versions": ["py36"],
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"registries": {
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"af-south-1": "626614931356",
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"ap-east-1": "871362719292",
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"ap-northeast-1": "763104351884",
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"ap-northeast-2": "763104351884",
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"ap-northeast-3": "364406365360",
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"ap-south-1": "763104351884",
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"ap-southeast-1": "763104351884",
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"ap-southeast-2": "763104351884",
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"ca-central-1": "763104351884",
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"cn-north-1": "727897471807",
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"cn-northwest-1": "727897471807",
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"eu-central-1": "763104351884",
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"eu-north-1": "763104351884",
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"eu-west-1": "763104351884",
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"eu-west-2": "763104351884",
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"eu-west-3": "763104351884",
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"eu-south-1": "692866216735",
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"me-south-1": "217643126080",
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"sa-east-1": "763104351884",
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"us-east-1": "763104351884",
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"us-east-2": "763104351884",
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"us-gov-west-1": "442386744353",
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"us-iso-east-1": "886529160074",
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"us-west-1": "763104351884",
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"us-west-2": "763104351884"
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},
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"repository": "huggingface-pytorch-inference",
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"container_version": {"gpu":"cu111-ubuntu18.04", "cpu":"ubuntu18.04" }
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},
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"tensorflow2.4.1": {
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"py_versions": ["py37"],
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"us-west-1": "763104351884",
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"us-west-2": "763104351884"
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},
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"repository": "huggingface-tensorflow-inference"
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"repository": "huggingface-tensorflow-inference",
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"container_version": {"gpu":"cu110-ubuntu18.04", "cpu":"ubuntu18.04" }
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}
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}
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}

‎src/sagemaker/image_uris.py

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):
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"""Retrieves the ECR URI for the Docker image matching the given arguments.
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Ideally this function should not be called directly, rather it should be called from the
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fit() function inside framework estimator.
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framework (str): The name of the framework or algorithm.
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region (str): The AWS region.
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image_scope (str): The image type, i.e. what it is used for.
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Valid values: "training", "inference", "eia". If ``accelerator_type`` is set,
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``image_scope`` is ignored.
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container_version (str): the version of docker image
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container_version (str): the version of docker image.
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Ideally the value of parameter should be created inside the framework.
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For custom use, see the list of supported container versions:
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https://github.com/aws/deep-learning-containers/blob/master/available_images.md
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(default: None).
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distribution (dict): A dictionary with information on how to run distributed training
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(default: None).
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Raises:
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ValueError: If the combination of arguments specified is not supported.
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"""
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config = _config_for_framework_and_scope(framework, image_scope, accelerator_type)
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original_version = version
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version = _validate_version_and_set_if_needed(version, config, framework)
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version_config = config["versions"][_version_for_config(version, config)]
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if framework == HUGGING_FACE_FRAMEWORK:
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if version_config.get("version_aliases"):
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full_base_framework_version = version_config["version_aliases"].get(
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version_config = version_config.get(py_version) or version_config
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registry = _registry_from_region(region, version_config["registries"])
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hostname = utils._botocore_resolver().construct_endpoint("ecr", region)["hostname"]
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instance_type, config.get("processors") or version_config.get("processors")
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# if container version is available in .json file, utilize that
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if version_config.get("container_version"):
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container_version = version_config["container_version"][processor]
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if framework == HUGGING_FACE_FRAMEWORK:
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pt_or_tf_version = (
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re.compile("^(pytorch|tensorflow)(.*)$").match(base_framework_version).group(2)
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)
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tag_prefix = f"{pt_or_tf_version}-transformers{original_version}"
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tag_prefix = version_config.get("tag_prefix", version)
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container_version,
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if _should_auto_select_container_version(instance_type, distribution):
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container_versions = {
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"tensorflow-2.3-gpu-py37": "cu110-ubuntu18.04-v3",
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"pytorch-1.6-gpu-py3": "cu110-ubuntu18.04-v3",
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"pytorch-1.6.0-gpu-py3": "cu110-ubuntu18.04",
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}
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key = "-".join([framework, tag])
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‎tests/conftest.py

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base_fw_version = ".".join(base_fw_version.split(".")[:-1])
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versions.append(base_fw_version)
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return versions
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return sorted(versions, reverse=True)
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def _generate_huggingface_base_fw_latest_versions(

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