Machine Learning for Spot Prices
AWS Spot Price Machine Learning Tools
Machine Learning for Spot Prices Command-Line Tool and Jupyter Notebook. This material is covered in Chapter 9 of Pragmatic AI
Pragmatic AI Labs
You can continue learning about these topics by:
- Buying a copy of Pragmatic AI: An Introduction to Cloud-Based Machine Learning
- Viewing more content at noahgift.com
Contains two command-line tools
TO DO
- Linear Optimization using Pyomo
- Documentation
Assumptions, AWS account and/or profile with credentials.
[happygolucky]
awsaccesskey_id =
awssecretaccess_key =
Running lint and tests
To make sure it works, do something like below:
setup && make install<your virtualenv>linttestProblems Solved: Recommended Spot Instances and Finding Deals
Describe Spot Instances by Median Price History and Price per ECU
(.pragia-aws) ➜ pragai-aws git:(master) ✗ ./spot-price-ml.py describe
SpotPrice priceecuspot cluster pricememoryspot
InstanceType
r4.xlarge 0.033 0.002 0 0.001
r4.large 0.017 0.002 0 0.001
r4.2xlarge 0.061 0.002 0 0.001
c3.2xlarge 0.098 0.003 1 0.007
r4.4xlarge 0.158 0.003 0 0.001
r3.xlarge 0.044 0.003 0 0.001
m4.4xlarge 0.185 0.003 0 0.003
m3.xlarge 0.043 0.003 0 0.003
m3.medium 0.009 0.003 0 0.002
c3.4xlarge 0.175 0.003 1 0.006
c3.8xlarge 0.368 0.003 1 0.006
cc2.8xlarge 0.344 0.004 1 0.006
r4.8xlarge 0.385 0.004 0 0.002
c3.large 0.027 0.004 1 0.007
c3.xlarge 0.053 0.004 1 0.007
r4.16xlarge 0.805 0.004 0 0.002
c4.2xlarge 0.125 0.004 1 0.008
c4.xlarge 0.057 0.004 1 0.008
m4.16xlarge 0.712 0.004 0 0.003
m4.10xlarge 0.440 0.004 0 0.003
c4.4xlarge 0.265 0.004 1 0.009
m3.2xlarge 0.094 0.004 0 0.003
c4.8xlarge 0.558 0.004 1 0.009
m4.2xlarge 0.133 0.005 0 0.004
m4.xlarge 0.062 0.005 0 0.004
g3.4xlarge 0.247 0.005 0 0.002
r3.4xlarge 0.237 0.005 0 0.002
r3.8xlarge 0.668 0.006 0 0.003
d2.4xlarge 0.319 0.006 0 0.003
x1.32xlarge 1.998 0.006 2 0.001
r3.2xlarge 0.195 0.007 0 0.003
i2.4xlarge 0.416 0.008 0 0.003
g3.8xlarge 0.762 0.008 0 0.003
i2.8xlarge 0.848 0.008 0 0.003
x1.16xlarge 1.394 0.008 2 0.001
d2.8xlarge 1.018 0.009 2 0.004
i2.2xlarge 0.335 0.012 1 0.005
g3.16xlarge 2.409 0.013 2 0.005
p2.8xlarge 1.800 0.019 2 0.004
p2.xlarge 0.267 0.022 2 0.004Get Machine Learning Based Recommendations on Substitutes for Your Favorite Spot Instance
(.pragia-aws) ➜ pragai-aws git:(master) ✗ ./spot-price-ml.py recommend --instance c3.8xlarge
SpotPrice priceecuspot cluster pricememoryspot
InstanceType
c3.2xlarge 0.098 0.003 0 0.007
c3.4xlarge 0.176 0.003 0 0.006
c3.8xlarge 0.370 0.003 0 0.006
c4.4xlarge 0.265 0.004 0 0.009
cc2.8xlarge 0.356 0.004 0 0.006
c3.large 0.027 0.004 0 0.007
c3.xlarge 0.053 0.004 0 0.007
c4.2xlarge 0.125 0.004 0 0.008
c4.8xlarge 0.557 0.004 0 0.009
c4.xlarge 0.060 0.004 0 0.008
hi1.4xlarge 0.370 0.011 0 0.006Launch Self-Terminating Spot Instances
Note, the defaults will need to be set for your environment: security groups, keyname, etc.
(.spot-price-ml) ➜ spotpricemachinelearning git:(master) ./spotlauncher.py launch --help
Usage: spot_launcher.py launch [OPTIONS]
Request spot instance
Options: --instance TEXT Instance Type --duration TEXT Duration --keyname TEXT Key Name --profile TEXT IamInstanceProfile --securitygroup TEXT Key Name --ami TEXT Key Name --help Show this message and exit.
(.pragia-aws) ➜ pragai-aws git:(master) ✗ ./spot_launcher.py launch --duration 115
2017-09-20 06:46:53,046 - main - INFO - SPOT REQUEST DATA: {'SpotPrice': '0.8', 'Type': 'one-time', 'InstanceCount': 1, 'LaunchSpecification': {'ImageId': 'ami-6df1e514', 'InstanceType': 'r4.large', 'KeyName': 'pragai', 'IamInstanceProfile': {'Arn': 'arn:aws:iam::561744971673:instance-profile/admin'}, 'UserData': 'CiAgICAgICAgI2Nsb3VkLWNvbmZpZwogICAgICAgIHJ1bmNtZDoKICAgICAgICAgLSBlY2hvICJoYWx0IiB8IGF0IG5vdyArIDExNSBtaW4KICAgIA==', 'BlockDeviceMappings': [{'DeviceName': '/dev/xvda', 'Ebs': {'DeleteOnTermination': True, 'VolumeType': 'gp2', 'VolumeSize': 8}}], 'SecurityGroupIds': ['sg-61706e07']}}
Seaborn Plots from Juypter
Jupyter Notebook Version
https://github.com/noahgift/spotpricemachinelearning/blob/master/notebooks/spotpricing_ml.ipynb
