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NEW QUESTION: 1
You work for a company that automatically tags photographs using artificial neural networks (ANNs),
which run on GPUs using C++. You receive millions of images at a time, but only 3 times per day on
average. These images are loaded into an AWS S3 bucket you control for you in a batch, and then the
customer publishes a JSON-formatted manifest into another S3 bucket you control as well. Each image
takes 10 milliseconds to process using a full GPU. Your neural network software requires 5 minutes to
bootstrap. Image tags are JSON objects, and you must publish them to an S3 bucket.
Which of these is the best system architectures for this system?
A. Deploy your ANN code to AWS Lambda as a bundled binary for the C++ extension. Make an S3
notification configuration on the manifest, which publishes to another AWS Lambda running controller
code. This controller code publishes all the images in the manifest to AWS Kinesis. Your ANN code
Lambda Function uses the Kinesis as an Event Source. The system automatically scales when the
stream contains image events.
B. Create an Auto Scaling, Load Balanced Elastic Beanstalk worker tier Application and Environment.
Deploy the ANN code to G2 instances in this tier. Set the desired capacity to 1. Make the code
periodically check S3 for new manifests. When a new manifest is detected, push all of the images in the
manifest into the SQS queue associated with the Elastic Beanstalk worker tier.
C. Create an OpsWorks Stack with two Layers. The first contains lifecycle scripts for launching and
bootstrapping an HTTP API on G2 instances for ANN image processing, and the second has an
always-on instance which monitors the S3 manifest bucket for new files. When a new file is detected,
request instances to boot on the ANN layer. When the instances are booted and the HTTP APIs are up,
submit processing requests to individual instances.
D. Make an S3 notification configuration which publishes to AWS Lambda on the manifest bucket. Make
the Lambda create a CloudFormation Stack which contains the logic to construct an autoscaling worker
tier of EC2 G2 instances with the ANN code on each instance. Create an SQS queue of the images in the
manifest. Tear the stack down when the queue is empty.
Answer: D
Explanation:
The Elastic Beanstalk option is incorrect because it requires a constantly-polling instance, which may
break and costs money.
The Lambda fleet option is incorrect because AWS Lambda does not support GPU usage.
The OpsWorks stack option both requires a constantly-polling instance, and also requires complex timing
and capacity planning logic.
The CloudFormation option requires no polling, has no always-on instances, and allows arbitrarily fast
processing by simply setting the instance count as high as needed.
Reference: http://docs.aws.amazon.com/lambda/latest/dg/current-supported-versions.html

NEW QUESTION: 2
DRAG DROP

Answer:
Explanation:

NEW QUESTION: 3
A customer has mode investment in a number of on-premise storage arrays from a variety of vendors. They would now like simplify compatibility to hosts and allow for potential future switching of storage array vendors without impact. What capability is most appropriate to address this?
A. IBM Spectrum Control
B. OpenStack Cinder
C. IBM XIV Storage System
D. IBM SAN Volume Controller
Answer: D