Is there any way to load containers stored in docker hub registry in Amazon Sagemaker.
According to some documentation, it should be possible, but I have not been able to find any relevan example or guide for it.
While you can use any registry when working with Docker on a SageMaker notebook, as of this writing other SageMaker components presently only support images from Amazon ECR repositories.
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I have a time series model and I've forecasted using SARIMAX. I'm very new to AWS. I want to deploy this on AWS Sagemaker but SARIMAX is not available directly on AWS sagemaker.
So the one method I read about was to create docker image and push it to ECR. As I don't know docker I'm searching if there are any other methods to do this. Is this the only way?
Can you please tell me if there are any alternatives of how can I do it in sagemaker? Or if I could use lambda?
I am new to AWS SageMaker and i am using this technology for building and training the machine learning models. I have now developed a docker image which contains our custom code for tensorflow. I would like to upload this custom docker image to AWS SageMaker and make use of it.
I have searched various links but could not find proper information on how to upload our own custom docker image.
Can you please suggest me the recommended links regarding the process of uploading our own docker image to AWS SageMaker?
In order to work with sagemaker, you have to push your container to ECR. The most important thing is that the container must be "adapted" to be complaint to what sagemaker requires, but everything is described here. In addition if you want to take a look to an example, here is mine.. where I use my container with TF Object Detection API in AWS Sagemaker.
I have the end goal of deploying a docker container on AWS Fargate. As it happens, my dockerfile has no local dependencies and my upload connection is very slow, thus I want to build it in the cloud. What would be the easiest way to build the image on AWS? Creating an EC2 Linux instance, installing docker and aws-cli in it, building the image then uploading to AWS ECR, if that's possible?
The easiest way is by using AWS CodeBuild - it will do everything for you, even push it to AWS ECR.
Basic instructions: here
I have web application tar file. I have created docker image for the same. I will be using a private docker registry (Due to security reasons). I have written Helm charts to use the image in Kubernetes (Kept it in Private helm repo). So if anyone want to install the APP using docker image on EKS feature of AWS, what would be the best way I can package my app and give it to them ?
Basic requirement is It shouldn't be available to everyone for installation. Only the one's approved by me can install.
Thanks in advance.
You can push it to their private container registry. If they are using AWS you can use ECR. You can find more information on how to push the image here
Basically, they would need to create an IAM user/role for you to be able to push to their AWS account.
I am trying to setup a new springboot+docker(microservices) based project. The deployment is targeted on aws. Every service has a Dockerfile associated with it. I am thinking of using amazon container service for deployment, but as far as I see it only pulls images from docker hub. I don't want ECS to pull from docker-hub, rather build the images from docker file and then take over the deploying those containers.Is it possible to do? If yes how.
This is not possible yet with the Amazon EC2 Container Service (ECS) alone - while ECS meanwhile supports private registries (see also the introductory blog post), it doesn't yet offer an image build service (as usual, AWS is expected to add such notable additional features over time, see e.g. the Feature Request: ECS container dream service for more on this).
However, it can already be achieved with AWS Elastic Beanstalk's built in initial support for Single Container Docker Configurations:
Docker uses a Dockerfile to create a Docker image that contains your source bundle. [...] Dockerfile is a plain text file that contains instructions that Elastic Beanstalk uses to build a customized Docker image on each Amazon EC2 instance in your Elastic Beanstalk environment. Create a Dockerfile when you do not already have an existing image hosted in a repository. [emphasis mine]
In an ironic twist, Elastic Beanstalk has now added Multicontainer Docker Environments based on ECS, but this highly desired more versatile Docker deployment option doesn't offer the ability to build images in turn:
Building custom images during deployment with a Dockerfile is not supported by the multicontainer Docker platform on Elastic Beanstalk. Build your images and deploy them to an online repository before creating an Elastic Beanstalk environment. [emphasis mine]
As mentioned above, I would expect this to be added to ECS in a not too distant future due to AWS' well known agility (see e.g. the most recent ECS updates), but they usually don't commit to roadmap details, so it is hard to estimate how long we need to wait on this one.
Meanwhile Amazon has introduced EC2 Container Registry https://aws.amazon.com/ecr/
It is a private docker repository if you do not like docker hub. Nicely integrated with the ECS service.
However it does not build your docker images, so it does not solve the entire problem.
I use a bamboo server for building images (the source is in git repositories in bitbucket). Bamboo pushes the images to Amazons container registry.
I am hoping the Bitbucket Pipelines will make the process more smooth with less configuration of build servers. From the videos I have seen all your build configuration sits right in your repository. It is still in a closed beta so I guess we will have to wait a bit more to see what it ends up being.