I am trying to build an application via Amazon Textract that extracts the textual information from Images and validates the text. I am searching for a way to deploy the application via Sagemaker but could not find any method to deploy the application. The models built on TensorFlow, PyTorch, Sklearn, etc. can be deployed via Sagemaker. How do we deploy the Textract application via Sagemaker?
Amazon Textract is a managed service, deployed and operated by an AWS service team on their infrastructure. When using Amazon Textract, you don't have infrastructure to deploy yourself, just use one of its API. https://docs.aws.amazon.com/textract/latest/dg/API_Operations.html
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As I am new to AWS, so it will be really helpful for me if someone suggest me the correct strategy.
I have requirement in which I have to deploy Back-End Application with Node.js and Front-End Application in React.js which call endpoint of Node.js.
And the database is PostgresSQL.
So, as per my understanding below AWS service to be used for Back-End & Database: -
1). Node.js - Back-End Application: - To be deploy over EC2 instance
2). PostgresSQL - Database: - To be deploy over RDS Service
But I am not sure which service to be use for Front-End -- React.js, so that it can call an endpoint of Back-End Application deploy on EC2 instance?
You could also use EC2 for the front-end. With EC2 you get direct access to a server and you can configure it however you like.
But since a pure front-end application is just a bunch of HTML, Javascript and CSS files, you can also deploy it to Amazon S3 (+ an optional CDN for better performance and less cost). You might want to check articles like this one.
Bonus: you might also want to check AWS Amplify for these purposes.
ANother option you have is you can deploy your client to AWS Elastic Beanstalk. Elastic Beanstalk is a service for deploying and scaling web applications and services. Upload your code and Elastic Beanstalk automatically handles the deployment—from capacity provisioning, load balancing, and auto scaling to application health monitoring.This service hosts web apps.
For details, see https://aws.amazon.com/elasticbeanstalk.
I have done one of the tutorial for aws amplify (the todo app). When it was done I had no more need for it so I deleted the application from the cloud.
Then one though hit me. If I have the source code locally (or hypothetically in git) for my amplify application, can't I somehow recreate the app in the cloud again from the source? if I understood it completely it is supposed to be infrastructure-as-code.
Currently, Amplify CLI doesn't support this.
Amplify is not an Infrastructure as Code.
From the AWS Documentation:
AWS Amplify is a set of tools and services that can be used together or on their own, to help front-end web and mobile developers build scalable full stack applications, powered by AWS. With Amplify, you can configure app backends and connect your app in minutes, deploy static web apps in a few clicks, and easily manage app content outside the AWS console.
Even if it's not supported, apparently there is some way to add services to the newly created Amplify from the existing Amplify backend.
https://github.com/aws-amplify/amplify-cli/issues/3505#issuecomment-597897873
On GCP, I run Cloud Build from one project and deploy code to App Engine in another project. It looks like the project where build runs from needs to have App Engine Admin API enabled. Is it a real request or I missed the real configurations?
App Engine Admin API is required as it is used for any App Engine-related management operations
Also, based on the link above:
The Admin API provides you with:
An integration point for your development and build tools.
Tighter control around deploying new versions, including the ability to automate traffic
migration between two versions or traffic splitting across one or more versions.
The ability to programmatically manage applications across multiple Google Cloud projects.
So yes, if you plan on deploying code to App Engine using Cloud Build, you need GAE Admin API enabled.
I tried to deploy my single page application with spring boot and react.js. but I don't know where to start. I did my research and EC2 and S3 would be the right setup for deploying spa but I'm not quite sure. is there any resource I could have?
There are so many way to do this.
But I would use AWS CloudFront, and have the EC2 as a source (could also have the EC2 behind application load balancer) and the react.js in an S3 as a source. This way you also get them under a common domain name, and you can easily enforce HTTPS.
We have a Java web application developed locally without using any GAE components / AWS components (GAE/AWS SDK etc.,).
We used the following technologies: Java, Spring framework, MySQL Database, Hibernate ORM, Jersy REST library, Tomcat web server.
Our application is up & running fine on our local server.
Now my question is
If I deploy the existing WAR to Google App Engine/ Amazon AWS will it start working right away OR Do I have to make extra changes to my code and deploy new WAR file in order to make it working on Google App Engine / Amazon AWS?
If I want to start a new java web project(using same configuration I mentioned above) that will eventually run on Google App Engine / Amazon AWS, What is the best strategy:
Should I start my development using Google App Engine / Amazon AWS from the beginning ? or just deploy when everything is done?
EDIT : I just wanted to know about GAE and/or AWS in general.
It looks like Google Computer Engine is more suited if you rely on a relational database. Google app engine uses a NoSQL datastore that is not compatible with your relational scheme.