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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 the one of the following:

  • To run training and inference on Deep Learning Containers for Amazon EC2 using MXNet, PyTorch, TensorFlow, and TensorFlow 2, see Amazon EC2 Tutorials

  • To run training and inference on Deep Learning Containers for Amazon ECS using MXNet, 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 MXNet, 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 Elastic Inference Container Neuron Container Example URL
US East (N. Virginia) us-east-1 Available Available Available 763104351884.dkr.ecr.us-east-1.amazonaws.com/<repository-name>:<image-tag>
US East (Ohio) us-east-2 Available Available Available 763104351884.dkr.ecr.us-east-2.amazonaws.com/<repository-name>:<image-tag>
US West (N. California) us-west-1 Available None None 763104351884.dkr.ecr.us-west-1.amazonaws.com/<repository-name>:<image-tag>
US West (Oregon) us-west-2 Available Available Available 763104351884.dkr.ecr.us-west-2.amazonaws.com/<repository-name>:<image-tag>
Africa (Cape Town) af-south-1 Available Available None 626614931356.dkr.ecr.af-south-1.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Hong Kong) ap-east-1 Available None None 871362719292.dkr.ecr.ap-east-1.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Mumbai) ap-south-1 Available None Available 763104351884.dkr.ecr.ap-south-1.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Seoul) ap-northeast-2 Available Available None 763104351884.dkr.ecr.ap-northeast-2.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Singapore) ap-southeast-1 Available None Available 763104351884.dkr.ecr.ap-southeast-1.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Sydney) ap-southeast-2 Available None Available 763104351884.dkr.ecr.ap-southeast-2.amazonaws.com/<repository-name>:<image-tag>
Asia Pacific (Tokyo) ap-northeast-1 Available Available Available 763104351884.dkr.ecr.ap-northeast-1.amazonaws.com/<repository-name>:<image-tag>
Canada (Central) ca-central-1 Available None None 763104351884.dkr.ecr.ca-central-1.amazonaws.com/<repository-name>:<image-tag>
EU (Frankfurt) eu-central-1 Available None Available 763104351884.dkr.ecr.eu-central-1.amazonaws.com/<repository-name>:<image-tag>
EU (Ireland) eu-west-1 Available Available Available 763104351884.dkr.ecr.eu-west-1.amazonaws.com/<repository-name>:<image-tag>
EU (London) eu-west-2 Available None None 763104351884.dkr.ecr.eu-west-2.amazonaws.com/<repository-name>:<image-tag>
EU (Milan) eu-south-1 Available None None 692866216735.dkr.ecr.eu-south-1.amazonaws.com/<repository-name>:<image-tag>
EU (Paris) eu-west-3 Available None Available 763104351884.dkr.ecr.eu-west-3.amazonaws.com/<repository-name>:<image-tag>
EU (Stockholm) eu-north-1 Available None None 763104351884.dkr.ecr.eu-north-1.amazonaws.com/<repository-name>:<image-tag>
Middle East (Bahrain) me-south-1 Available None None 217643126080.dkr.ecr.me-south-1.amazonaws.com/<repository-name>:<image-tag>
South America (Sao Paulo) sa-east-1 Available None Available 763104351884.dkr.ecr.sa-east-1.amazonaws.com/<repository-name>:<image-tag>
China (Beijing) cn-north-1 Available None None 727897471807.dkr.ecr.cn-north-1.amazonaws.com.cn/<repository-name>:<image-tag>
China (Ningxia) cn-northwest-1 Available None None 727897471807.dkr.ecr.cn-northwest-1.amazonaws.com.cn/<repository-name>:<image-tag>

Note: eu-north-1 is available starting in the version 2.0 release. As a result, MXNet-1.4.0 is not available in this region.

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:1.15.2-cpu-py27-ubuntu18.04

Important

You must login to access to 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>

General Framework Containers

To use the following table, select your desired framework, as well as the kind of job you're starting, and the desired Python version. Your job type is either training or inference. Your Python version is either py27, py36, or py37 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:2.2.0-cpu-py37-ubuntu18.04-v1.0
Framework Job Type Horovod Options CPU/GPU Python Version Options Example URL Latest Version
TensorFlow 2.3.1 training Yes CPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.3.1-cpu-py37-ubuntu18.04 v1.12
TensorFlow 2.3.1 training Yes GPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.3.1-gpu-py37-cu110-ubuntu18.04 v3.2
TensorFlow 2.3.1 training Yes GPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.3.1-gpu-py37-cu102-ubuntu18.04 v2.9
TensorFlow 2.3.1 inference No CPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:2.3.1-cpu-py37-ubuntu18.04 v1.7
TensorFlow 2.3.1 inference No GPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:2.3.1-gpu-py37-cu102-ubuntu18.04 v1.7
TensorFlow 1.15.4 training Yes GPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:1.15.4-gpu-py37-cu110-ubuntu18.04 v8.1
TensorFlow 1.15.4 training Yes GPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:1.15.4-gpu-py37-cu100-ubuntu18.04 v7.5
TensorFlow 1.15.4 training Yes GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:1.15.4-gpu-py36-cu100-ubuntu18.04 v4.9
TensorFlow 1.15.4 inference No GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:1.15.4-gpu-py36-cu100-ubuntu18.04 v4.8
TensorFlow 1.15.4 training Yes CPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:1.15.4-cpu-py37-ubuntu18.04 v7.7
TensorFlow 1.15.4 training Yes GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:1.15.4-cpu-py36-ubuntu18.04 v4.9
TensorFlow 1.15.4 inference No GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:1.15.4-cpu-py36-ubuntu18.04 v4.8
MXNet 1.8.0 training Yes GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-training:1.8.0-gpu-py37-cu110-ubuntu16.04 v1.0
MXNet 1.8.0 training Yes CPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-training:1.8.0-cpu-py37-ubuntu16.04 v1.0
MXNet 1.8.0 inference No GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-inference:1.8.0-gpu-py37-cu110-ubuntu16.04 v1.0
MXNet 1.8.0 inference No CPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-inference:1.8.0-cpu-py37-ubuntu16.04 v1.0
PyTorch 1.6.0 training Yes GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.6.0-gpu-py36-cu110-ubuntu18.04 v3.0
PyTorch 1.6.0 training Yes GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.6.0-gpu-py36-cu110-ubuntu16.04 v2.2
PyTorch 1.6.0 training Yes GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.6.0-gpu-py36-cu101-ubuntu16.04 v1.5
PyTorch 1.6.0 training No CPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.6.0-cpu-py36-ubuntu16.04 v1.6
PyTorch 1.6.0 inference No GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:1.6.0-gpu-py36-cu101-ubuntu16.04 v1.6
PyTorch 1.6.0 inference No CPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:1.6.0-cpu-py36-ubuntu16.04 v1.6

Elastic Inference Containers

Framework Job Type Horovod Options CPU/GPU Python Version Options Example URL
TensorFlow 1.15.0 with Elastic Inference inference No CPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference-eia:1.15.0-cpu-py36-ubuntu18.04
TensorFlow 2.0.0 with Elastic Inference inference No CPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference-eia:2.0.0-cpu-py36-ubuntu18.04
MXNet 1.5.1 with Elastic Inference inference No CPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-inference-eia:1.5.1-cpu-py36-ubuntu16.04
PyTorch 1.5.1 with Elastic Inference inference No CPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference-eia:1.5.1-cpu-py36-ubuntu16.04

Neuron Inference Containers

Framework Job Type Python Version Options Example URL
TensorFlow 1.15 with Neuron Inference inference 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference-neuron:1.15.4-neuron-py37-ubuntu18.04

Prior General Framework Container Versions

Framework Job Type Horovod Options CPU/GPU Python Version Options Example URL
TensorFlow 1.15.3 training Yes GPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:1.15.3-gpu-py37-cu100-ubuntu18.04
TensorFlow 1.15.3 training Yes GPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:1.15.3-gpu-py36-cu100-ubuntu18.04
TensorFlow 1.15.3 inference No GPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:1.15.3-gpu-py36-cu100-ubuntu18.04
TensorFlow 1.15.3 training Yes CPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:1.15.3-cpu-py37-ubuntu18.04
TensorFlow 1.15.3 training Yes GPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:1.15.3-cpu-py36-ubuntu18.04
TensorFlow 1.15.3 inference No GPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:1.15.3-cpu-py36-ubuntu18.04
MXNet 1.7.0 training Yes GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-training:1.7.0-gpu-py36-cu101-ubuntu16.04
MXNet 1.7.0 training Yes CPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-training:1.7.0-cpu-py36-ubuntu16.04
MXNet 1.7.0 inference No GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-inference:1.7.0-gpu-py36-cu101-ubuntu16.04
MXNet 1.7.0 inference No CPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-inference:1.7.0-cpu-py36-ubuntu16.04
TensorFlow 2.2.1 training Yes GPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.2.1-gpu-py37-cu102-ubuntu18.04
TensorFlow 2.2.1 training Yes GPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.2.1-gpu-py37-cu101-ubuntu18.04
TensorFlow 2.2.1 training Yes CPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.2.1-cpu-py37-ubuntu18.04
TensorFlow 2.2.1 inference No GPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:2.2.1-gpu-py37-cu102-ubuntu18.04
TensorFlow 2.2.1 inference No CPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:2.2.1-cpu-py37-ubuntu18.04
TensorFlow 2.2.0 training Yes GPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.2.0-gpu-py37-cu102-ubuntu18.04
TensorFlow 2.2.0 training Yes GPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.2.0-gpu-py37-cu101-ubuntu18.04
TensorFlow 2.2.0 training Yes CPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.2.0-cpu-py37-ubuntu18.04
TensorFlow 2.2.0 inference No GPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:2.2.0-gpu-py37-cu102-ubuntu18.04
TensorFlow 2.2.0 inference No CPU 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:2.2.0-cpu-py37-ubuntu18.04
MXNet 1.6.0 training Yes GPU 2.7 (py27) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-training:1.6.0-gpu-py27-cu101-ubuntu16.04
MXNet 1.6.0 training, inference Training: Yes, Inference: No GPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-training:1.6.0-gpu-py36-cu101-ubuntu16.04
MXNet 1.6.0 training, inference Training: Yes, Inference: No CPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-training:1.6.0-cpu-py36-ubuntu16.04
PyTorch 1.5.1 training No CPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.5.1-cpu-py36-ubuntu16.04
PyTorch 1.5.1 training Yes GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.5.1-gpu-py36-cu101-ubuntu16.04
PyTorch 1.5.1 inference No GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:1.5.1-gpu-py36-cu101-ubuntu16.04
PyTorch 1.5.1 inference No CPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:1.5.1-cpu-py36-ubuntu16.04
TensorFlow 2.1.1 training, inference Training: Yes, Inference: No CPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.1.1-cpu-py36-ubuntu18.04
TensorFlow 2.1.1 training, inference Training: Yes, Inference: No GPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.1.1-gpu-py36-cu101-ubuntu18.04
PyTorch 1.5.0 training, inference No CPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.5.0-cpu-py36-ubuntu16.04
PyTorch 1.5.0 training, inference Training: Yes, Inference: No GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.5.0-gpu-py36-cu101-ubuntu16.04
TensorFlow 1.15.2 training Yes CPU 2.7 (py27), 3.6 (py36), 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:1.15.2-cpu-py37-ubuntu18.04
TensorFlow 1.15.2 inference No CPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:1.15.2-cpu-py36-ubuntu18.04
TensorFlow 1.15.2 training Yes GPU 2.7 (py27), 3.6 (py36), 3.7 (py37) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:1.15.2-gpu-py37-cu100-ubuntu18.04
TensorFlow 1.15.2 inference No GPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:1.15.2-gpu-py36-cu100-ubuntu18.04
MXNet 1.4.1 with Elastic Inference inference No CPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-inference-eia:1.4.1-cpu-py36-ubuntu16.04
PyTorch 1.4.0 training No CPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.4.0-cpu-py36-ubuntu16.04
PyTorch 1.4.0 inference No CPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:1.4.0-cpu-py36-ubuntu16.04
PyTorch 1.4.0 training Yes GPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.4.0-gpu-py36-cu101-ubuntu16.04
PyTorch 1.4.0 inference No GPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference:1.4.0-gpu-py36-cu101-ubuntu16.04
TensorFlow 2.0.2 training, inference Training:Yes, Inference: No CPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.0.2-cpu-py36-ubuntu18.04
TensorFlow 2.0.2 training, inference Training:Yes, Inference: No GPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:2.0.2-gpu-py36-cu100-ubuntu18.04
TensorFlow 1.14.0 training, inference Training:Yes, Inference: No CPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:1.14.0-cpu-py36-ubuntu16.04
TensorFlow 1.14.0 training, inference Training:Yes, Inference: No GPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-training:1.14.0-gpu-py36-cu100-ubuntu16.04
MXNet 1.4.1 training, inference No CPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-training:1.4.1-cpu-py36-ubuntu16.04
MXNet 1.4.1 training, inference No GPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/mxnet-training:1.4.1-gpu-py36-cu100-ubuntu16.04
PyTorch 1.3.1 training, inference No CPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.3.1-cpu-py36-ubuntu16.04
PyTorch 1.3.1 training, inference Training:Yes, Inference: No GPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.3.1-gpu-py36-cu101-ubuntu16.04
PyTorch 1.2.0 training, inference No CPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.2.0-cpu-py36-ubuntu16.04
PyTorch 1.2.0 training, inference Training:Yes, Inference: No GPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.2.0-gpu-py36-cu100-ubuntu16.04

Prior Elastic Inference Container Versions

Framework Job Type Horovod Options CPU/GPU Python Version Options Example URL
PyTorch 1.3.1 with Elastic Inference inference No CPU 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-inference-eia:1.3.1-cpu-py36-ubuntu16.04
TensorFlow 1.14.0 with Elastic Inference inference No CPU 2.7 (py27), 3.6 (py36) 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference-eia:1.14.0-cpu-py36-ubuntu16.04