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Framework Support Policy

The framework support policy is live on the DLC dev guides.

Anaconda shifted to a commercial licensing model for certain users. Actively maintained DLCs have been migrated to the publicly available open-source version of Conda (conda-forge) from the Anaconda channel.

Warning: If you are actively using Anaconda to install and manage your packages and their dependencies in a DLC that is no longer actively maintained, you are responsible for complying with the governing license from the Anaconda Repository, if you determine that the terms apply to you. Alternatively, you can migrate to one of the currently-supported DLCs listed in the Supported Frameworks table or you can install packages using conda-forge as a source.

Available Deep Learning Containers Images

The following table lists the Docker image URLs that will be used by Amazon ECS in task definitions. Replace the <repository-name> and <image-tag> values based on your desired container.

Once you've selected your desired Deep Learning Containers image, continue with one of the following tutorials:

  • To run training and inference on Deep Learning Containers for Amazon EC2 using PyTorch and TensorFlow, see Amazon EC2 Tutorials

  • To run training and inference on Deep Learning Containers for Amazon ECS using PyTorch and TensorFlow, see Amazon ECS tutorials

  • Deep Learning Containers for Amazon EKS offer CPU, GPU, and distributed GPU-based training, as well as CPU and GPU-based inference. To run training and inference on Deep Learning Containers for Amazon EKS using PyTorch, and TensorFlow, see Amazon EKS Tutorials

  • For information on security in Deep Learning Containers, see Security in AWS Deep Learning Containers

  • For a list of the latest Deep Learning Containers release notes, see Release Notes for Deep Learning Containers

Deep Learning Containers Docker Images are available in the following regions:

Region Code General Container Neuron Container Example URL
US East (N. Virginia) us-east-1 Available Available 763104351884.dkr.ecr.us-east-1.amazonaws.com/<repository-name>:<image-tag>
US East (Ohio) us-east-2 Available Available 763104351884.dkr.ecr.us-east-2.amazonaws.com/<repository-name>:<image-tag>
US West (N. California) us-west-1 Available None 763104351884.dkr.ecr.us-west-1.amazonaws.com/<repository-name>:<image-tag>
US West (Oregon) us-west-2 Available Available 763104351884.dkr.ecr.us-west-2.amazonaws.com/<repository-name>:<image-tag>
Africa (Cape Town) af-south-1 Available None 626614931356.dkr.ecr.af-south-1.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Hong Kong) ap-east-1 Available None 871362719292.dkr.ecr.ap-east-1.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Mumbai) ap-south-1 Available Available 763104351884.dkr.ecr.ap-south-1.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Hyderabad) ap-south-2 Available None 772153158452.dkr.ecr.ap-south-2.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Osaka) ap-northeast-3 Available None 364406365360.dkr.ecr.ap-northeast-3.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Seoul) ap-northeast-2 Available None 763104351884.dkr.ecr.ap-northeast-2.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Singapore) ap-southeast-1 Available Available 763104351884.dkr.ecr.ap-southeast-1.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Sydney) ap-southeast-2 Available Available 763104351884.dkr.ecr.ap-southeast-2.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Jakarta) ap-southeast-3 Available None 907027046896.dkr.ecr.ap-southeast-3.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Melbourne) ap-southeast-4 Available None 457447274322.dkr.ecr.ap-southeast-4.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Tokyo) ap-northeast-1 Available Available 763104351884.dkr.ecr.ap-northeast-1.amazonaws.com/<repository-name>:<image-tag>
Canada (Central) ca-central-1 Available None 763104351884.dkr.ecr.ca-central-1.amazonaws.com/<repository-name>:<image-tag>
Canada (Calgary) ca-west-1 Available None 204538143572.dkr.ecr.ca-west-1.amazonaws.com/<repository-name>:<image-tag>
EU (Frankfurt) eu-central-1 Available Available 763104351884.dkr.ecr.eu-central-1.amazonaws.com/<repository-name>:<image-tag>
EU (Zurich) eu-central-2 Available None 380420809688.dkr.ecr.eu-central-2.amazonaws.com/<repository-name>:<image-tag>
EU (Ireland) eu-west-1 Available Available 763104351884.dkr.ecr.eu-west-1.amazonaws.com/<repository-name>:<image-tag>
EU (London) eu-west-2 Available None 763104351884.dkr.ecr.eu-west-2.amazonaws.com/<repository-name>:<image-tag>
EU (Milan) eu-south-1 Available None 692866216735.dkr.ecr.eu-south-1.amazonaws.com/<repository-name>:<image-tag>
EU (Spain) eu-south-2 Available None 503227376785.dkr.ecr.eu-south-2.amazonaws.com/<repository-name>:<image-tag>
EU (Paris) eu-west-3 Available Available 763104351884.dkr.ecr.eu-west-3.amazonaws.com/<repository-name>:<image-tag>
EU (Stockholm) eu-north-1 Available None 763104351884.dkr.ecr.eu-north-1.amazonaws.com/<repository-name>:<image-tag>
Israel (Tel Aviv) il-central-1 Available None 780543022126.dkr.ecr.il-central-1.amazonaws.com/<repository-name>:<image-tag>
Middle East (Bahrain) me-south-1 Available None 217643126080.dkr.ecr.me-south-1.amazonaws.com/<repository-name>:<image-tag>
Middle East (UAE) me-central-1 Available None 914824155844.dkr.ecr.me-central-1.amazonaws.com/<repository-name>:<image-tag>
South America (Sao Paulo) sa-east-1 Available Available 763104351884.dkr.ecr.sa-east-1.amazonaws.com/<repository-name>:<image-tag>
China (Beijing) cn-north-1 Available None 727897471807.dkr.ecr.cn-north-1.amazonaws.com.cn/<repository-name>:<image-tag>
China (Ningxia) cn-northwest-1 Available None 727897471807.dkr.ecr.cn-northwest-1.amazonaws.com.cn/<repository-name>:<image-tag>

ECR is a regional service and the Image table contains the URLs for us-east-1 images. To pull from one of the regions mentioned previously, insert the region in the repository URL following this example:

763104351884.dkr.ecr.<region>.amazonaws.com/tensorflow-training:2.9.1-gpu-py39-cu112-ubuntu20.04-ec2

Important

You must login to access the DLC image repository before pulling the image. Ensure your CLI is up to date using the steps in Installing the current AWS CLI Version Then, specify your region and its corresponding ECR Registry from the previous table in the following command:

aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 763104351884.dkr.ecr.us-east-1.amazonaws.com

You can then pull these Docker images from ECR by running:

docker pull <name of container image>

DLC Available Image User Guide

To use the following tables, select your desired framework, the kind of job you're starting, and your desired Python version. Your job type is either training or inference. Your Python version is either py37, py38, py39, py310, or py311 depending on availability. Plug this information into the replaceable portions of the URL as shown in the example URL.

You can pin your version by adding the version tag to your URL as follows:

763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.4.1-cpu-py37-ubuntu18.04-v1.0

EC2 Framework Containers (EC2, ECS, and EKS support only)

Framework Job Type Horovod Options CPU/GPU Python Version Options Example URL
PyTorch 2.5.1 training No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.5.1-cpu-py311-ubuntu22.04-ec2
PyTorch 2.5.1 training No GPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.5.1-gpu-py311-cu124-ubuntu22.04-ec2
PyTorch 2.5.1 inference No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.5.1-cpu-py311-ubuntu22.04-ec2
PyTorch 2.5.1 inference No GPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.5.1-gpu-py311-cu124-ubuntu22.04-ec2
TensorFlow 2.16.2 training No CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.16.2-cpu-py310-ubuntu20.04-ec2
TensorFlow 2.16.2 training No GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.16.2-gpu-py310-cu123-ubuntu20.04-ec2
TensorFlow 2.16.1 inference No CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:2.16.1-cpu-py310-ubuntu20.04-ec2
TensorFlow 2.16.1 inference No GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:2.16.1-gpu-py310-cu122-ubuntu20.04-ec2

SageMaker Framework Containers (SM support only)

Framework Job Type Horovod Options CPU/GPU Python Version Options Example URL
PyTorch 2.5.1 training No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.5.1-cpu-py311-ubuntu22.04-sagemaker
PyTorch 2.5.1 training No GPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.5.1-gpu-py311-cu124-ubuntu22.04-sagemaker
PyTorch 2.5.1 inference No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.5.1-cpu-py311-ubuntu22.04-sagemaker
PyTorch 2.5.1 inference No GPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.5.1-gpu-py311-cu124-ubuntu22.04-sagemaker
TensorFlow 2.16.2 training No CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.16.2-cpu-py310-ubuntu20.04-sagemaker
TensorFlow 2.16.2 training No GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.16.2-gpu-py310-cu123-ubuntu20.04-sagemaker
TensorFlow 2.16.1 inference No CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:2.16.1-cpu-py310-ubuntu20.04-sagemaker
TensorFlow 2.16.1 inference No GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:2.16.1-gpu-py310-cu122-ubuntu20.04-sagemaker

EC2 Framework ARM64/Graviton Containers (EC2, ECS, and EKS support only)

Important note: Starting with PyTorch 2.5, we are changing the name of Graviton DLCs to ARM64 DLCs in order to generalize the usage. For example, the ECR repository name is now "pytorch-inference-arm64" instead of "pytorch-inference-graviton". Graviton DLCs and ARM64 DLCs are functionally equivalent.

Framework Job Type Horovod Options CPU/GPU Python Version Options Example URL
PyTorch 2.5.1 inference No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference-arm64:2.5.1-cpu-py311-ubuntu22.04-ec2
PyTorch 2.5.1 inference No GPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference-arm64:2.5.1-gpu-py311-cu124-ubuntu22.04-ec2
TensorFlow 2.16.1 inference No CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference-graviton:2.16.1-cpu-py310-ubuntu20.04-ec2

SageMaker Framework ARM64/Graviton Containers (SM support only)

Important note: Starting with PyTorch 2.5, we are changing the name of Graviton DLCs to ARM64 DLCs in order to generalize the usage. For example, the ECR repository name is now "pytorch-inference-arm64" instead of "pytorch-inference-graviton". Graviton DLCs and ARM64 DLCs are functionally equivalent.

Framework Job Type Horovod Options CPU/GPU Python Version Options Example URL
PyTorch 2.5.1 inference No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference-arm64:2.5.1-cpu-py311-ubuntu22.04-sagemaker
TensorFlow 2.16.1 inference No CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference-graviton:2.16.1-cpu-py310-ubuntu20.04-sagemaker

NVIDIA Triton Inference Containers (SM support only)

Versions 23.12 and onwards:

  1. Starting version 23.12, onwards, the sagemaker tritonserver is available in a different set of accounts than the previous ones. The new accounts are now the same as other DLCs listed on this page at the top, making it easier to switch containers going forward. These accounts are listed in section '# Available Deep Learning Containers Images' above.
  2. They can now be obtained programmatically from the sagemaker python sdk as:
from sagemaker import image_uris

triton_framework = "sagemaker-tritonserver"
region="us-west-2"
version="24.09"
instance_type="ml.g5.12xlarge"

uri = image_uris.retrieve(framework=triton_framework, region=region, version=version, instance_type=instance_type)
  1. Available versions: 23.12, 24.01, 24.03, 24.05 and 24.09.

The Sagemaker Triton inference containers are built on top of the NGC containers with SageMaker support. To identify the python version and versions for other packages please refer to the corresponding official release notes for the specific version here: https://docs.nvidia.com/deeplearning/triton-inference-server/release-notes/index.html

Versions prior to 23.12:

  1. For versions prior to 23.12, the following 23.<XY> versions are available: 23.01, 23.02, 23.03, 23.05, 23.06, 23.07, 23.08, 23.09, 23.10.
  2. For versions of the 22.<XY> series, the following are available: 22.05, 22.07, 22.08, 22.09, 22.10, 22.12
  3. For versions of the 21.<XY> series, the following are available: 21.08
  4. The following example notebook demonstrates the account_id_map to obtain the account for versions prior to r23.12: https://github.com/aws/amazon-sagemaker-examples/blob/main/sagemaker-triton/resnet50/triton_resnet50.ipynb
Framework Job Type Horovod Options CPU/GPU Python Version Options Example URL
NVIDIA Triton Inference Server 23.<XY> inference No GPU 3.8 (py38) 007439368137.dkr.ecr.us-east-2.amazonaws.com/sagemaker-tritonserver:23.<XY>-py3
NVIDIA Triton Inference Server 23.<XY> inference No CPU 3.8 (py38) 007439368137.dkr.ecr.us-east-2.amazonaws.com/sagemaker-tritonserver:23.<XY>-py3-cpu

Note:

  1. SageMaker Triton Inference Container does not support Tensorflow1 as of version 23.05 onwards, as upstream Triton container does not support Tensorflow(v1) native backend from version 23.04 onwards.
  2. SageMaker Triton Inference Container does not ship with the FasterTransformer(FT) backend from version 23.06 onwards since the upstream FT library is undergoing re-structuring. It was previously available from versions v22.12 - v23.05, experimentally.

Large Model Inference Containers

Starting LMI V10 (0.28.0), we are changing the name from LMI DeepSpeed DLC to LMI (LargeModelInference). As part of this change, we have decided to discontinue integration with DeepSpeed library into the container. You can continue to use vLLM or LMI-dist Library with the LMI container. If you plan to use DeepSpeed Library, please follow the steps here or use LMI V9 (0.27.0).

Framework Job Type Accelerator Python Version Options Example URL
DJLServing 0.31.0 with LMI Dist 13.0.0, vLLM 0.6.3.post1, HuggingFace Transformers 4.45.2, and HuggingFace Accelerate 1.0.1 inference GPU 3.11 (py311) 763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.31.0-lmi13.0.0-cu124
DJLServing 0.30.0 with LMI Dist 12.0.0, vLLM 0.6.2, HuggingFace Transformers 4.45.2, and HuggingFace Accelerate 1.0.1 inference GPU 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.30.0-lmi12.0.0-cu124
DJLServing 0.30.0 with TensorRT-LLM 0.12.0, HuggingFace Transformers 4.44.2, and HuggingFace Accelerate 0.33.0 inference GPU 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.30.0-tensorrtllm0.12.0-cu125
DJLServing 0.30.0 with Neuron SDK 2.20.1, TransformersNeuronX 0.12.313, and HuggingFace Transformers 4.45.2 inference Neuron 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.30.0-neuronx-sdk2.20.1
DJLServing 0.29.0 with TensorRT-LLM 0.11.0, HuggingFace Transformers 4.42.4, and HuggingFace Accelerate 0.32.1 inference GPU 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.29.0-tensorrtllm0.11.0-cu124
DJLServing 0.29.0 with LMI Dist 11.0.0, HuggingFace Transformers 4.43.2, HuggingFace Accelerate 0.32.1 inference GPU 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.29.0-lmi11.0.0-cu124
DJLServing 0.29.0 with Neuron SDK 2.19.1, TransformersNeuronX 0.11.351 and HuggingFace Transformers 4.43.1 inference Neuron 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.29.0-neuronx-sdk2.19.1
DJLServing 0.28.0 with TensorRT-LLM 0.9.0, HuggingFace Transformers 4.40.0, and HuggingFace Accelerate 0.29.3 inference GPU 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.28.0-tensorrtllm0.9.0-cu122
DJLServing 0.28.0 with LMI Dist 0.10.0, HuggingFace Transformers 4.41.1, HuggingFace Accelerate 0.30.1 inference GPU 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.28.0-lmi10.0.0-cu124
DJLServing 0.28.0 with Neuron SDK 2.18.2, TransformersNeuronX 0.10.0.360 and HuggingFace Transformers 4.36.2 inference Neuron 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.28.0-neuronx-sdk2.18.2

DJL CPU Full Inference Containers

Framework Job Type CPU/GPU Python Version Options Example URL
DJLServing 0.29.0 inference CPU 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.29.0-cpu-full
DJLServing 0.28.0 inference CPU 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.28.0-cpu-full
DJLServing 0.27.0 inference CPU 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.27.0-cpu-full

AutoGluon Training Containers

Framework AutoGluon Version Job Type CPU/GPU Python Version Options Example URL
AutoGluon 1.1.1 1.1.1 training GPU 3.11 (py311) 763104351884.dkr.ecr.us-west-2.amazonaws.com/autogluon-training:1.1.1-gpu-py311-cu121-ubuntu20.04
AutoGluon 1.1.1 1.1.1 training CPU 3.11 (py311) 763104351884.dkr.ecr.us-west-2.amazonaws.com/autogluon-training:1.1.1-cpu-py311-ubuntu20.04

AutoGluon Inference Containers

Framework AutoGluon Version Job Type CPU/GPU Python Version Options Example URL
AutoGluon 1.1.1 1.1.1 inference GPU 3.11 (py311) 763104351884.dkr.ecr.us-west-2.amazonaws.com/autogluon-inference:1.1.1-gpu-py311-cu121-ubuntu20.04
AutoGluon 1.1.1 1.1.1 inference CPU 3.11 (py311) 763104351884.dkr.ecr.us-west-2.amazonaws.com/autogluon-inference:1.1.1-cpu-py311-ubuntu20.04

HuggingFace Training Containers

Framework Job Type CPU/GPU Python Version Options Example URL
PyTorch 2.1.0 with HuggingFace transformers training GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-training:2.1.0-transformers4.36.0-gpu-py310-cu121-ubuntu20.04
PyTorch 2.0.0 with HuggingFace transformers training GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-training:2.0.0-transformers4.28.1-gpu-py310-cu118-ubuntu20.04
PyTorch 1.13.1 with HuggingFace transformers training GPU 3.9 (py39) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-training:1.13.1-transformers4.26.0-gpu-py39-cu117-ubuntu20.04
TensorFlow 2.6.3 with HuggingFace transformers training GPU 3.8 (py38) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-tensorflow-training:2.6.3-transformers4.17.0-gpu-py38-cu112-ubuntu20.04

HuggingFace Inference Containers

Framework Job Type CPU/GPU Python Version Options Example URL
PyTorch 2.1.0 with HuggingFace transformers inference CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference:2.1.0-transformers4.37.0-cpu-py310-ubuntu22.04
PyTorch 2.1.0 with HuggingFace transformers inference GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference:2.1.0-transformers4.37.0-gpu-py310-cu118-ubuntu20.04
PyTorch 2.0.0 with HuggingFace transformers inference CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference:2.0.0-transformers4.28.1-cpu-py310-ubuntu20.04
PyTorch 2.0.0 with HuggingFace transformers inference GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference:2.0.0-transformers4.28.1-gpu-py310-cu118-ubuntu20.04
PyTorch 1.13.1 with HuggingFace transformers inference CPU 3.9 (py39) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference:1.13.1-transformers4.26.0-cpu-py39-ubuntu20.04
PyTorch 1.13.1 with HuggingFace transformers inference GPU 3.9 (py39) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference:1.13.1-transformers4.26.0-gpu-py39-cu117-ubuntu20.04
TensorFlow 2.11.1 with HuggingFace transformers inference CPU 3.9 (py39) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-tensorflow-inference:2.11.1-transformers4.26.0-cpu-py39-ubuntu20.04
TensorFlow 2.11.1 with HuggingFace transformers inference GPU 3.9 (py39) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-tensorflow-inference:2.11.1-transformers4.26.0-gpu-py39-cu112-ubuntu20.04

HuggingFace Text Generation Inference (TGI) Containers

Please refer to the following pages to view all available versions and tags for GPU and NeuronX containers:

HuggingFace Neuron Inference Containers

Framework Neuron SDK Version Job Type Supported EC2 Instance Type Python Version Options Example URL
PyTorch 1.10.2 with Neuron Inference and HuggingFace transformers Neuron 1.19.1 inference inf1 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference-neuron:1.10.2-transformers4.20.1-neuron-py37-sdk1.19.1-ubuntu18.04
PyTorch 1.13.1 with NeuronX Inference and HuggingFace transformers Neuron 2.15.0 inference inf2/trn1 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference-neuronx:1.13.1-transformers4.34.1-neuronx-py310-sdk2.15.0-ubuntu20.04
PyTorch 2.1.2 with NeuronX Inference and HuggingFace transformers Neuron 2.18.0 inference inf2/trn1 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference-neuronx:2.1.2-transformers4.36.2-neuronx-py310-sdk2.18.0-ubuntu20.04

HuggingFace Neuron Training Containers

Framework Neuron SDK Version Job Type Supported EC2 Instance Type Python Version Options Example URL
PyTorch 1.13.1 with NeuronX Training and HuggingFace transformers Neuron 2.18.0 training trn1 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-training-neuronx:1.13.1-transformers4.36.2-neuronx-py310-sdk2.18.0-ubuntu20.04

StabilityAI Inference Containers

Framework Job Type CPU/GPU Python Version Options Example URL
PyTorch 2.0.1 with StabilityAI SGM inference GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/stabilityai-pytorch-inference:2.0.1-sgm0.1.0-gpu-py310-cu118-ubuntu20.04-sagemaker

SageMaker Training Compiler Containers

Framework Job Type CPU/GPU Python Version Options Example URL
TensorFlow 2.10.0 training GPU 3.9 (py39) 763104351884.dkr.ecr.us-west-2.amazonaws.com/tensorflow-training:2.10.0-gpu-py39-cu112-ubuntu20.04-sagemaker
PyTorch 1.13.1 with SageMaker Training Compiler training GPU 3.9 (py39 ) 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-trcomp-training:1.13.1-gpu-py39-cu117-ubuntu20.04-sagemaker
PyTorch 1.11.0 with HuggingFace transformers 4.21.1 and SageMaker Training Compiler training GPU 3.8 (py38) 763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-pytorch-trcomp-training:1.11.0-transformers4.21.1-gpu-py38-cu113-ubuntu20.04

Neuron Containers

Note: Starting from Neuron SDK 2.17.0, Dockerfiles for PyTorch Neuron Containers can be accessed at https://github.com/aws-neuron/deep-learning-containers.

Framework Neuron Package Neuron SDK Version Job Type Supported EC2 Instance Types Python Version Options Example URL
PyTorch 2.5.1 torch-neuronx, transformers-neuronx, neuronx_distributed, neuronx_distributed_inference Neuron 2.21.0 inference trn1,trn2,inf2 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-inference-neuronx:2.5.1-neuronx-py310-sdk2.21.0-ubuntu22.04
PyTorch 2.5.1 torch-neuronx, transformers-neuronx, neuronx_distributed, neuronx_distributed_training Neuron 2.21.0 inference trn1,trn2,inf2 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-training-neuronx:2.5.1-neuronx-py310-sdk2.21.0-ubuntu22.04
PyTorch 2.1.2 torch-neuronx, transformers-neuronx, neuronx_distributed Neuron 2.20.2 inference trn1,inf2 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-inference-neuronx:2.1.2-neuronx-py310-sdk2.20.2-ubuntu20.04
PyTorch 2.1.2 torch-neuronx, neuronx_distributed Neuron 2.20.2 training trn1, inf2 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-training-neuronx:2.1.2-neuronx-py310-sdk2.20.2-ubuntu20.04
PyTorch 1.13.1 torch-neuron Neuron 2.20.2 inference inf1 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-inference-neuron:1.13.1-neuron-py310-sdk2.20.2-ubuntu20.04
PyTorch 1.13.1 torch-neuronx, transformers-neuronx, neuronx_distributed Neuron 2.20.2 inference trn1,inf2 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-inference-neuronx:1.13.1-neuronx-py310-sdk2.20.2-ubuntu20.04
PyTorch 1.13.1 torch-neuronx, neuronx_distributed Neuron 2.20.2 training trn1, inf2 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-training-neuronx:1.13.1-neuronx-py310-sdk2.20.2-ubuntu20.04
Tensorflow 2.10.1 tensorflow-neuron Neuron 2.17.0 inference inf1 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/tensorflow-inference-neuron:2.10.1-neuron-py310-sdk2.17.0-ubuntu20.04
Tensorflow 2.10.1 tensorflow-neuronx Neuron 2.17.0 inference trn1,inf2 3.10 (py310) 763104351884.dkr.ecr.us-west-2.amazonaws.com/tensorflow-inference-neuronx:2.10.1-neuronx-py310-sdk2.17.0-ubuntu20.04

Prior Neuron Containers

Framework Neuron Package Neuron SDK Version Job Type Supported EC2 Instance Types Python Version Options Example URL
Tensorflow 1.15.5 tensorflow-neuron Neuron 2.8.0 inference inf1 3.8 (py38) 763104351884.dkr.ecr.us-west-2.amazonaws.com/tensorflow-inference-neuron:1.15.5-neuron-py38-sdk2.8.0-ubuntu20.04
MXNet 1.8.0 mx_neuron Neuron 2.5.0 inference inf1 3.8 (py38) 763104351884.dkr.ecr.us-west-2.amazonaws.com/mxnet-inference-neuron:1.8.0-neuron-py38-sdk2.5.0-ubuntu20.04

Prior EC2 Framework Container Versions

Framework Job Type Horovod Options CPU/GPU Python Version Options Example URL
PyTorch 2.4.0 training No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.4.0-cpu-py311-ubuntu22.04-ec2
PyTorch 2.4.0 training No GPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.4.0-gpu-py311-cu124-ubuntu22.04-ec2
PyTorch 2.4.0 inference No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.4.0-cpu-py311-ubuntu22.04-ec2
PyTorch 2.4.0 inference No GPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.4.0-gpu-py311-cu124-ubuntu22.04-ec2
PyTorch 2.3.0 training No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.3.0-cpu-py311-ubuntu20.04-ec2
PyTorch 2.3.0 training No GPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.3.0-gpu-py311-cu121-ubuntu20.04-ec2
PyTorch 2.3.0 inference No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.3.0-cpu-py311-ubuntu20.04-ec2
PyTorch 2.3.0 inference No GPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.3.0-gpu-py311-cu121-ubuntu20.04-ec2
PyTorch 2.2.0 training No CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.2.0-cpu-py310-ubuntu20.04-ec2
PyTorch 2.2.0 training No GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.2.0-gpu-py310-cu121-ubuntu20.04-ec2
PyTorch 2.2.0 inference No CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.2.0-cpu-py310-ubuntu20.04-ec2
PyTorch 2.2.0 inference No GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.2.0-gpu-py310-cu118-ubuntu20.04-ec2

Prior SageMaker Framework Container Versions

Framework Job Type Horovod Options CPU/GPU Python Version Options Example URL
PyTorch 2.4.0 training No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.4.0-cpu-py311-ubuntu22.04-sagemaker
PyTorch 2.4.0 training No GPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.4.0-gpu-py311-cu124-ubuntu22.04-sagemaker
PyTorch 2.4.0 inference No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.4.0-cpu-py311-ubuntu22.04-sagemaker
PyTorch 2.4.0 inference No GPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.4.0-gpu-py311-cu124-ubuntu22.04-sagemaker
PyTorch 2.3.0 training No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.3.0-cpu-py311-ubuntu20.04-sagemaker
PyTorch 2.3.0 training No GPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.3.0-gpu-py311-cu121-ubuntu20.04-sagemaker
PyTorch 2.3.0 inference No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.3.0-cpu-py311-ubuntu20.04-sagemaker
PyTorch 2.3.0 inference No GPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.3.0-gpu-py311-cu121-ubuntu20.04-sagemaker
PyTorch 2.2.0 training No CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.2.0-cpu-py310-ubuntu20.04-sagemaker
PyTorch 2.2.0 training No GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.2.0-gpu-py310-cu121-ubuntu20.04-sagemaker
PyTorch 2.2.0 inference No CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.2.0-cpu-py310-ubuntu20.04-sagemaker
PyTorch 2.2.0 inference No GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:2.2.0-gpu-py310-cu118-ubuntu20.04-sagemaker

Prior EC2 Framework ARM64/Graviton Containers

Framework Job Type Horovod Options CPU/GPU Python Version Options Example URL
PyTorch 2.4.0 inference No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference-graviton:2.4.0-cpu-py311-ubuntu22.04-ec2
PyTorch 2.4.0 inference No GPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference-graviton:2.4.0-gpu-py311-cu124-ubuntu22.04-ec2
PyTorch 2.3.0 inference No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference-graviton:2.3.0-cpu-py311-ubuntu20.04-ec2
PyTorch 2.2.1 inference No CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference-graviton:2.2.1-cpu-py310-ubuntu20.04-ec2

Prior SageMaker Framework ARM64/Graviton Containers

Framework Job Type Horovod Options CPU/GPU Python Version Options Example URL
PyTorch 2.4.0 inference No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference-graviton:2.4.0-cpu-py311-ubuntu22.04-sagemaker
PyTorch 2.3.0 inference No CPU 3.11 (py311) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference-graviton:2.3.0-cpu-py311-ubuntu20.04-sagemaker
PyTorch 2.2.1 inference No CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference-graviton:2.2.1-cpu-py310-ubuntu20.04-sagemaker

Prior AutoGluon Training Containers

Framework AutoGluon Version Job Type CPU/GPU Python Version Options Example URL
AutoGluon 1.1.0 1.1.0 training GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/autogluon-training:1.1.0-gpu-py310-cu118-ubuntu20.04
AutoGluon 1.1.0 1.1.0 training CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/autogluon-training:1.1.0-cpu-py310-ubuntu20.04

Prior AutoGluon Inference Containers

Framework AutoGluon Version Job Type CPU/GPU Python Version Options Example URL
AutoGluon 1.1.0 1.1.0 inference GPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/autogluon-inference:1.1.0-gpu-py310-cu118-ubuntu20.04
AutoGluon 1.1.0 1.1.0 inference CPU 3.10 (py310) 763104351884.dkr.ecr.us-east-1.amazonaws.com/autogluon-inference:1.1.0-cpu-py310-ubuntu20.04

Prior SageMaker Training Compiler Containers

Framework Job Type CPU/GPU Python Version Options Example URL
TensorFlow 2.6.3 with HuggingFace transformers 4.17.0 and SageMaker Training Compiler training GPU 3.8 (py38) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-tensorflow-trcomp-training:2.6.3-transformers4.17.0-gpu-py38-cu112-ubuntu20.04
PyTorch 1.12.0 with SageMaker Training Compiler training GPU 3.8 (py38) 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-trcomp-training:1.12.0-gpu-py38-cu113-ubuntu20.04-sagemaker

Prior HuggingFace Training Containers

Framework Job Type CPU/GPU Python Version Options Example URL
PyTorch 1.10.2 with HuggingFace transformers training GPU 3.8 (py38) 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-training:1.10.2-transformers4.17.0-gpu-py38-cu113-ubuntu20.04