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Merge branch 'aws:master' into master
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‎CHANGELOG.md

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# Changelog
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## v2.238.0 (2025-01-29)
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### Features
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* use jumpstart deployment config image as default optimization image
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### Bug Fixes and Other Changes
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* chore: add new images for HF TGI
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* update image_uri_configs 01-29-2025 06:18:08 PST
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* skip TF tests for unsupported versions
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* Merge branch 'master-rba' into local_merge
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* Add missing attributes to local resourceconfig
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* update image_uri_configs 01-27-2025 06:18:13 PST
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* update image_uri_configs 01-24-2025 06:18:11 PST
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* add missing schema definition in docs
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* Omegaconf upgrade
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* SageMaker @remote function: Added multi-node functionality
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* remove option
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* fix typo
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* fix tests
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* Add an option for user to remove inputs and container artifacts when using local model trainer
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## v2.237.3 (2025-01-09)
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### Bug Fixes and Other Changes

‎VERSION

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2.237.4.dev0
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2.238.1.dev0

‎src/sagemaker/fw_utils.py

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"2.1.0",
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"2.1.2",
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"2.2.0",
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"2.3.0",
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"2.3.1",
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"2.4.1",
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]

‎src/sagemaker/image_uri_config/huggingface-llm.json

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"1.2": "1.2.0",
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"1.3": "1.3.3",
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"1.4": "1.4.5",
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"2.0": "2.3.1"
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"2.0": "2.4.0",
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"3.0": "3.0.1"
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},
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"versions": {
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"0.6.0": {
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"container_version": {
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"gpu": "cu124-ubuntu22.04"
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}
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},
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"2.4.0": {
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"py_versions": [
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"py311"
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],
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"registries": {
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"af-south-1": "626614931356",
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"il-central-1": "780543022126",
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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-south-2": "772153158452",
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"ap-southeast-1": "763104351884",
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"ap-southeast-2": "763104351884",
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"ap-southeast-3": "907027046896",
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"ap-southeast-4": "457447274322",
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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-central-2": "380420809688",
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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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"eu-south-2": "503227376785",
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"me-south-1": "217643126080",
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"me-central-1": "914824155844",
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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-east-1": "446045086412",
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"us-gov-west-1": "442386744353",
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"us-iso-east-1": "886529160074",
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"us-isob-east-1": "094389454867",
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"us-west-1": "763104351884",
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"us-west-2": "763104351884",
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"ca-west-1": "204538143572"
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},
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"tag_prefix": "2.4.0-tgi2.4.0",
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"repository": "huggingface-pytorch-tgi-inference",
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"container_version": {
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"gpu": "cu124-ubuntu22.04-v2.2"
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}
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},
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"3.0.1": {
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"py_versions": [
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"py311"
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],
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"registries": {
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"af-south-1": "626614931356",
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"il-central-1": "780543022126",
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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-south-2": "772153158452",
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"ap-southeast-1": "763104351884",
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"ap-southeast-2": "763104351884",
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"ap-southeast-3": "907027046896",
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"ap-southeast-4": "457447274322",
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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-central-2": "380420809688",
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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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"eu-south-2": "503227376785",
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"me-south-1": "217643126080",
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"me-central-1": "914824155844",
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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-east-1": "446045086412",
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"us-gov-west-1": "442386744353",
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"us-iso-east-1": "886529160074",
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"us-isob-east-1": "094389454867",
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"us-west-1": "763104351884",
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"us-west-2": "763104351884",
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"ca-west-1": "204538143572"
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},
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"tag_prefix": "2.4.0-tgi3.0.1",
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"repository": "huggingface-pytorch-tgi-inference",
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"container_version": {
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"gpu": "cu124-ubuntu22.04-v2.1"
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}
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}
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}
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}

‎src/sagemaker/image_uri_config/huggingface.json

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"4.17": "4.17.0",
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"4.26": "4.26.0",
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"4.28": "4.28.1",
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"4.36": "4.36.0"
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"4.36": "4.36.0",
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"4.46": "4.46.1"
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},
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"versions": {
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"4.4.2": {
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"gpu": "cu121-ubuntu20.04"
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}
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}
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},
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"4.46.1": {
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"version_aliases": {
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"pytorch2.3": "pytorch2.3.0"
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},
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"pytorch2.3.0": {
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"py_versions": [
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"py311"
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],
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"registries": {
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"af-south-1": "626614931356",
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"il-central-1": "780543022126",
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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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"ap-southeast-3": "907027046896",
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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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"me-central-1": "914824155844",
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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-east-1": "446045086412",
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"us-gov-west-1": "442386744353",
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"us-iso-east-1": "886529160074",
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"us-isob-east-1": "094389454867",
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"us-west-1": "763104351884",
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"us-west-2": "763104351884",
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"ca-west-1": "204538143572"
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},
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"repository": "huggingface-pytorch-training",
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"container_version": {
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"gpu": "cu121-ubuntu20.04"
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}
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}
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}
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}
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},

‎src/sagemaker/image_uri_config/sagemaker-base-python.json

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"ap-southeast-1": "492261229750",
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"ap-southeast-2": "452832661640",
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"ap-southeast-3": "276181064229",
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"ap-southeast-5": "148761635175",
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"ca-central-1": "310906938811",
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"cn-north-1": "390048526115",
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"cn-northwest-1": "390780980154",

‎src/sagemaker/modules/train/container_drivers/mpi_utils.py

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from __future__ import absolute_import
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import os
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import time
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import subprocess
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import time
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from typing import List
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from utils import logger, SM_EFA_NCCL_INSTANCES, SM_EFA_RDMA_INSTANCES, get_python_executable
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import paramiko
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from utils import SM_EFA_NCCL_INSTANCES, SM_EFA_RDMA_INSTANCES, get_python_executable, logger
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FINISHED_STATUS_FILE = "/tmp/done.algo-1"
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READY_FILE = "/tmp/ready.%s"
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logger.info("Started SSH daemon.")
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class CustomHostKeyPolicy(paramiko.client.MissingHostKeyPolicy):
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"""Class to handle host key policy for SageMaker distributed training SSH connections.
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Example:
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>>> client = paramiko.SSHClient()
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>>> client.set_missing_host_key_policy(CustomHostKeyPolicy())
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>>> # Will succeed for SageMaker algorithm containers
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>>> client.connect('algo-1234.internal')
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>>> # Will raise SSHException for other unknown hosts
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>>> client.connect('unknown-host') # raises SSHException
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"""
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def missing_host_key(self, client, hostname, key):
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"""Accept host keys for algo-* hostnames, reject others.
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Args:
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client: The SSHClient instance
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hostname: The hostname attempting to connect
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key: The host key
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Raises:
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paramiko.SSHException: If hostname doesn't match algo-* pattern
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"""
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if hostname.startswith("algo-"):
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client.get_host_keys().add(hostname, key.get_name(), key)
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return
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raise paramiko.SSHException(f"Unknown host key for {hostname}")
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def _can_connect(host: str, port: int = DEFAULT_SSH_PORT) -> bool:
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"""Check if the connection to the provided host and port is possible."""
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try:
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import paramiko
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logger.debug("Testing connection to host %s", host)
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client = paramiko.SSHClient()
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client.load_system_host_keys()
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client.set_missing_host_key_policy(paramiko.AutoAddPolicy())
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client.connect(host, port=port)
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client.close()
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logger.info("Can connect to host %s", host)
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return True
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with paramiko.SSHClient() as client:
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client.load_system_host_keys()
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client.set_missing_host_key_policy(CustomHostKeyPolicy())
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client.connect(host, port=port)
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logger.info("Can connect to host %s", host)
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return True
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except Exception as e: # pylint: disable=W0703
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logger.info("Cannot connect to host %s", host)
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logger.debug(f"Connection failed with exception: {e}")
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def write_env_vars_to_file():
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"""Write environment variables to /etc/environment file."""
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with open("/etc/environment", "a") as f:
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with open("/etc/environment", "a", encoding="utf-8") as f:
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for name in os.environ:
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f.write("{}={}\n".format(name, os.environ.get(name)))
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f.write(f"{name}={os.environ.get(name)}\n")
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def get_mpirun_command(

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