ml-server-python-samples's Introduction

Microsoft Machine Learning Python Samples with ML Server

Discover more examples at Microsoft Machine Learning Server

In these examples, we will demonstrate how to develop and deploy end-to-end advanced analytics Python solutions with ]ML Server](https://docs.microsoft.com/en-us/machine-learning-server/what-is-machine-learning-server). The samples provided here are created in Python. Samples in R are available in the ML Server R Templates repository.

Although these samples have not been written for SQL Server ML Services, they can be deployed in the same manner as the R Templates that are provided in the repository linked above.

Available Samples

Category	Sample	Code	Documentation
Basic	Use a regression to predict wine quality with RevoscalePy	Code
Basic	Use a regression to predict wine quality with microsoftml	Code
Basic	Doing feature selection using mutual information	Code
Basic	Implementing binary classification	Code
Basic	Binary classification	Notebook	Documentation
Basic	Implementing multi-class classification	Code
Basic	Working with categorical features	Code
Basic	Using formulas	Code
Basic	Using a loss function	Code
Basic	Working with input schemas	Code
Basic	Classifying images using image featurization	Code
Basic	Finding similar images using image featurization	Code
Advanced	Tuning model hyperparameters using a grid search	Code
Advanced	Implementing sentiment analysis	Code
Advanced	Implementing text featurization	Code
Operationalization	Deploy Python model as a web service	Notebook	Documentation
Operationalization	Integrate a real-time web service into an application	Notebook	Documentation
Operationalization	Consuming web services synchronously	Notebook	Documentation
Operationalization	Consuming web services asynchronously	Notebook	Documentation

Contributing

This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact [email protected] with any additional questions or comments.

Legal Notices

Microsoft and any contributors grant you a license to the Microsoft documentation and other content in this repository under the Creative Commons Attribution 4.0 International Public License, see the LICENSE file, and grant you a license to any code in the repository under the MIT License, see the LICENSE-CODE file.

Microsoft, Windows, Microsoft Azure and/or other Microsoft products and services referenced in the documentation may be either trademarks or registered trademarks of Microsoft in the United States and/or other countries. The licenses for this project do not grant you rights to use any Microsoft names, logos, or trademarks. Microsoft's general trademark guidelines can be found at http://go.microsoft.com/fwlink/?LinkID=254653.

Privacy information can be found at https://privacy.microsoft.com/en-us/

Microsoft and any contributors reserve all others rights, whether under their respective copyrights, patents, or trademarks, whether by implication, estoppel or otherwise.

ml-server-python-samples's Issues

The Python service only return one char when call ml-server service

here is the code:

from azureml.deploy import DeployClient
from azureml.deploy.server import MLServer
import pandas as pd

HOST = 'http://MyML-ServerHost:12800'
context = ('admin', 'myPassword')
client = DeployClient(HOST, use=MLServer, auth=context)

def runHelloWorld(par1, par2):
listPars = ["HelloWorld",par1,par2]
resStr = ','.join(listPars)
return resStr

opts = {
'version': 'v1.0.0',
'description': 'Service description.',
'code_fn': runHelloWorld,
'inputs': {"par1": str,"par2":str},
'outputs': {"resStr": str},
'alias': 'runHelloWorld'
}

service = client.redeploy_service('runHelloWorld',**opts)

res = service.runHelloWorld("abc", "def")
answer = res.output('resStr')
print(res)
print(answer)

The real result is:

api: /api/runHelloWorld/v1.0.0 error: console_output: outputs: {'resStr': 'H'} raw_outputs: {'resStr': 'H'} artifacts: {} H

The expect result is:

HelloWorld,abc,def

The Question:

where is wrong with my python code??? why only return one char with this service??? please help me to see it, Thank you.

This repo is missing important files

There are important files that Microsoft projects should all have that are not present in this repository. A pull request has been opened to add the missing file(s). When the pr is merged this issue will be closed automatically.

Microsoft teams can learn more about this effort and share feedback within the open source guidance available internally.

Merge this pull request

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ml-server-python-samples's Introduction

Microsoft Machine Learning Python Samples with ML Server

Available Samples

Contributing

Legal Notices

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