What s the difference between regular and ml AWS EC2 instances

0 votes

According to the Sagemaker pricing, I can use 50 hours of m4.xlarge and m5.xlarge instances for training in the free tier. (I am safely within the two-month limit.) But when I attempt to train an algorithm with the XGBoost container using m5. xlarge, I get the error shown below the code.

Are the ml-type and non-ml-type instances the same with just a fancy prefix for those that one would use with Sagemaker or are they entirely different? The EC2 page doesn't even list the ml instances.
 

sess = sagemaker.Session() xgb = sagemaker.estimator.Estimator(container, role, instance_count=1, instance_type='m5.xlarge', output_path=output_location, sagemaker_session=sess)

But, however, I get the following ERROR:

ClientError: An error occurred (ValidationException) when calling the CreateTrainingJob operation: 1 validation error detected: Value 'm5.xlarge' at 'resourceConfig.instanceType' failed to satisfy constraint: Member must satisfy enum value set: [ml.p2.xlarge, ml.m5.4xlarge, ml.m4.16xlarge, ml.p4d.24xlarge, ml.c5n.xlarge, ml.p3.16xlarge, ml.m5.large, ml.p2.16xlarge, ml.c4.2xlarge, ml.c5.2xlarge, ml.c4.4xlarge, ml.c5.4xlarge, ml.c5n.18xlarge, ml.g4dn.xlarge, ml.g4dn.12xlarge, ml.c4.8xlarge, ml.g4dn.2xlarge, ml.c5.9xlarge, ml.g4dn.4xlarge, ml.c5.xlarge, ml.g4dn.16xlarge, ml.c4.xlarge, ml.g4dn.8xlarge, ml.c5n.2xlarge, ml.c5n.4xlarge, ml.c5.18xlarge, ml.p3dn.24xlarge, ml.p3.2xlarge, ml.m5.xlarge, ml.m4.10xlarge, ml.c5n.9xlarge, ml.m5.12xlarge, ml.m4.xlarge, ml.m5.24xlarge, ml.m4.2xlarge, ml.p2.8xlarge, ml.m5.2xlarge, ml.p3.8xlarge, ml.m4.4xlarge]

Any help will be appreciated!!

Apr 19, 2022 in AWS by Rahul
• 9,670 points
815 views

No answer to this question. Be the first to respond.

Your answer

Your name to display (optional):
Privacy: Your email address will only be used for sending these notifications.

Related Questions In AWS

0 votes
1 answer
+1 vote
4 answers

What is the difference between Amazon ECS and Amazon EC2?

EC2 allows you to launch individual instances ...READ MORE

answered Jul 11, 2018 in AWS by Priyaj
• 58,090 points
42,600 views
0 votes
1 answer

What's the difference between Simple Workflow Service and Data Pipeline?

While both services provide execution tracking, handling ...READ MORE

answered Nov 16, 2018 in AWS by Archana
• 5,640 points
841 views
0 votes
1 answer

What is the difference between AWS Ops Work and Cloud Formation?

AWS Ops Work is an application management ...READ MORE

answered Dec 14, 2018 in AWS by Shuvodip
1,312 views
0 votes
2 answers

What is the difference between VPC security group and EC2 security group?

EC2-Classic Security Group When the instance is launched, ...READ MORE

answered Feb 11, 2019 in AWS by Ramaya
3,954 views
+1 vote
1 answer

What is the difference between an Instance, AMI and Snaphots in AWS?

AMI is the Amazon Machine Image which provides ...READ MORE

answered May 24, 2019 in AWS by ArchanaNagur
• 2,360 points
3,928 views
0 votes
1 answer

Using Shapely on AWS Lambda with Python 3

For some reason, the pip install of ...READ MORE

answered Oct 8, 2018 in AWS by Priyaj
• 58,090 points
2,594 views
0 votes
1 answer
0 votes
1 answer
webinar REGISTER FOR FREE WEBINAR X
REGISTER NOW
webinar_success Thank you for registering Join Edureka Meetup community for 100+ Free Webinars each month JOIN MEETUP GROUP