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Azure Compute Blog
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Azure Functions: V2 Python Programming Model is Generally Available

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shreyab
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May 23, 2023

The Azure Functions team is thrilled to share that the v2 programming model for Python is now Generally Available!

 

The v2 programming model enables customers to easily create Functions applications – leaning towards fewer Functions concepts and instead emphasizing Python principles. Key improvements include triggers and bindings declared as decorators, a simplified folder structure, and easy to reference documentation.

 

Note that leveraging the v2 model will alter how you create functions, but the underlying experience regarding monitoring, debugging, and deployment will remain the same.

 

We are so grateful for the community support of the new model and the feedback we have gotten since we brought the experience to Preview last fall. We've iterated on usability and increased out-of-the-box support for numerous triggers and bindings. Furthermore, running existing Flask and Fast API apps on Azure Functions, and leveraging generic triggers and bindings are now easier than ever, enabling customers to integrate with first and third-party extensions seamlessly.

 

Comparing v1 & v2

 

Following is an example of a Function Application with an HTTP trigger using both the v1 and the v2 programming models:

 

File Name v1 v2
init.py
import azure.functions

def main(req: azure.functions.HttpRequest) -> str:
    user = req.params.get('user')
    return f'Hello, {user}!'
 
function.json
{
    "scriptFile": "__init__.py",
    "bindings": [
        {
            "authLevel": "function",
            "type": "httpTrigger",
            "direction": "in",
            "name": "req",
            "methods": [
                "get",
                "post"
            ]
        },
        {
            "type": "http",
            "direction": "out",
            "name": "$return"
        }
    ]
}
 
function_app.py  
import azure.functions

app = func.FunctionApp()

@app.function_name(name="HttpTrigger1")
@app.route(route="req")
def main(req: azure.functions.HttpRequest) -> str:
    user = req.params.get('user')
    return f'Hello, {user}!'


Note that using the v1 programming model, there would be an 'init.py' and 'function.json' file for each function within the function application. When using the v2 programming model, all functions can be defined within the 'function_app.py' file. This significantly decreases the number of files and simplifies the folder structure, making it easier to manage applications. Additionally, the v2 programming model includes support for blueprints, such that multiple Python files can contain functions.

 

Supported Triggers and Bindings

 

Following are the triggers and bindings supported with decorators today:

 

Type Trigger Input Binding Output Binding
HTTP x    
Timer x    
Azure Queue Storage x   x
Azure Service Bus topic x   x
Azure Service Bus queue x   x
Azure Cosmos DB x x x
Azure Blob Storage x x x
Azure Hub x   x
Azure Event Grid x   x

 

If you want to use an extension for which there isn't a decorator available, you can use the generic triggers and bindings. For example, you can use generic decorators for the new Azure Data Explorer extension!

 

Integrating Web Applications that use ASGI & WSGI Frameworks

 

Have an existing web application using Flask or Fast API? Running it on Functions is easier than ever - check out the following examples!

 

ASGI

 

 

# function_app.py

import azure.functions as func 
from fastapi import FastAPI, Request, Response 

fast_app = FastAPI() 

@fast_app.get("/return_http_no_body") 
async def return_http_no_body(): 
    return Response(content='', media_type="text/plain") 

app = func.AsgiFunctionApp(app=fast_app, 
                           http_auth_level=func.AuthLevel.ANONYMOUS)

 

 

 

WSGI

 

 

# function_app.py

import azure.functions as func 
from flask import Flask, request, Response, redirect, url_for 

flask_app = Flask(__name__) 
logger = logging.getLogger("my-function") 

@flask_app.get("/return_http") 
def return_http(): 
    return Response('<h1>Hello World™</h1>', mimetype='text/html') 

app = func.WsgiFunctionApp(app=flask_app.wsgi_app, 
                           http_auth_level=func.AuthLevel.ANONYMOUS)

 

 

 

Finally, modify the host.json file to include the code:

 

 

"extensions": 
  {
    "http": 
    {
        "routePrefix": ""
    }
  }

 

 

 

As you can see, just by adding a few lines of code, you can get your existing web applications running on Functions. Learn more here and try it out today!

 

Troubleshooting & What's Next

 

We are continuing to iterate and improve the v2 programming model experience for our customers. At the time of release, there are still deployments in progress until all features are available. Learn about current caveats and upcoming features here.

 

Thank you to our community for the support and feedback on this programming model. Please continue to let us know what you think, and report any issues you face. Happy coding!

Updated May 30, 2023
Version 2.0

14 Comments

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Functions: V2 Python Programming Model is Generally Available","id":"message:3827474","revisionNum":15,"repliesCount":14,"author":{"__ref":"User:user:1232610"},"depth":0,"hasGivenKudo":false,"board":{"__ref":"Blog:board:AzureCompute"},"conversation":{"__ref":"Conversation:conversation:3827474"},"messagePolicies":{"__typename":"MessagePolicies","canPublishArticleOnEdit":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.forums.policy_can_publish_on_edit_workflow_action.accessDenied","key":"error.lithium.policies.forums.policy_can_publish_on_edit_workflow_action.accessDenied","args":[]}},"canModerateSpamMessage":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.feature.moderation_spam.action.moderate_entity.allowed.accessDenied","key":"error.lithium.policies.feature.moderation_spam.action.moderate_entity.allowed.accessDenied","args":[]}}},"contentWorkflow":{"__typename":"ContentWorkflow","state":"PUBLISH","scheduledPublishTime":null,"scheduledTimezone":null,"userContext":{"__typename":"MessageWorkflowContext","canSubmitForReview":null,"canEdit":false,"canRecall":null,"canSubmitForPublication":null,"canReturnToAuthor":null,"canPublish":null,"canReturnToReview":null,"canSchedule":false},"shortScheduledTimezone":null},"readOnly":false,"editFrozen":false,"moderationData":{"__ref":"ModerationData:moderation_data:3827474"},"teaser":"

Read more to learn about new key features such as triggers and bindings declared as decorators, a simplified folder structure, and easy to reference documentation

","body":"

The Azure Functions team is thrilled to share that the v2 programming model for Python is now Generally Available!

\n

 

\n

The v2 programming model enables customers to easily create Functions applications – leaning towards fewer Functions concepts and instead emphasizing Python principles. Key improvements include triggers and bindings declared as decorators, a simplified folder structure, and easy to reference documentation.

\n

 

\n

Note that leveraging the v2 model will alter how you create functions, but the underlying experience regarding monitoring, debugging, and deployment will remain the same.

\n

 

\n

We are so grateful for the community support of the new model and the feedback we have gotten since we brought the experience to Preview last fall. We've iterated on usability and increased out-of-the-box support for numerous triggers and bindings. Furthermore, running existing Flask and Fast API apps on Azure Functions, and leveraging generic triggers and bindings are now easier than ever, enabling customers to integrate with first and third-party extensions seamlessly.

\n

 

\n

Comparing v1 & v2

\n

 

\n

Following is an example of a Function Application with an HTTP trigger using both the v1 and the v2 programming models:

\n

 

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
File Namev1v2
init.py
import azure.functions\n\ndef main(req: azure.functions.HttpRequest) -> str:\n    user = req.params.get('user')\n    return f'Hello, {user}!'
 
function.json
{\n    \"scriptFile\": \"__init__.py\",\n    \"bindings\": [\n        {\n            \"authLevel\": \"function\",\n            \"type\": \"httpTrigger\",\n            \"direction\": \"in\",\n            \"name\": \"req\",\n            \"methods\": [\n                \"get\",\n                \"post\"\n            ]\n        },\n        {\n            \"type\": \"http\",\n            \"direction\": \"out\",\n            \"name\": \"$return\"\n        }\n    ]\n}
 
function_app.py 
import azure.functions\n\napp = func.FunctionApp()\n\n@app.function_name(name=\"HttpTrigger1\")\n@app.route(route=\"req\")\ndef main(req: azure.functions.HttpRequest) -> str:\n    user = req.params.get('user')\n    return f'Hello, {user}!'
\n


Note that using the v1 programming model, there would be an 'init.py' and 'function.json' file for each function within the function application. When using the v2 programming model, all functions can be defined within the 'function_app.py' file. This significantly decreases the number of files and simplifies the folder structure, making it easier to manage applications. Additionally, the v2 programming model includes support for blueprints, such that multiple Python files can contain functions.

\n

 

\n

Supported Triggers and Bindings

\n

 

\n

Following are the triggers and bindings supported with decorators today:

\n

 

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
TypeTriggerInput BindingOutput Binding
HTTPx  
Timerx  
Azure Queue Storagex x
Azure Service Bus topicx x
Azure Service Bus queuex x
Azure Cosmos DBxxx
Azure Blob Storagexxx
Azure Hubx x
Azure Event Gridx x
\n

 

\n

If you want to use an extension for which there isn't a decorator available, you can use the generic triggers and bindings. For example, you can use generic decorators for the new Azure Data Explorer extension!

\n

 

\n

Integrating Web Applications that use ASGI & WSGI Frameworks

\n

 

\n

Have an existing web application using Flask or Fast API? Running it on Functions is easier than ever - check out the following examples!

\n

 

\n

ASGI

\n

 

\n

 

\n
# function_app.py\n\nimport azure.functions as func \nfrom fastapi import FastAPI, Request, Response \n\nfast_app = FastAPI() \n\n@fast_app.get(\"/return_http_no_body\") \nasync def return_http_no_body(): \n    return Response(content='', media_type=\"text/plain\") \n\napp = func.AsgiFunctionApp(app=fast_app, \n                           http_auth_level=func.AuthLevel.ANONYMOUS)
\n

 

\n

 

\n

 

\n

WSGI

\n

 

\n

 

\n
# function_app.py\n\nimport azure.functions as func \nfrom flask import Flask, request, Response, redirect, url_for \n\nflask_app = Flask(__name__) \nlogger = logging.getLogger(\"my-function\") \n\n@flask_app.get(\"/return_http\") \ndef return_http(): \n    return Response('<h1>Hello World™</h1>', mimetype='text/html') \n\napp = func.WsgiFunctionApp(app=flask_app.wsgi_app, \n                           http_auth_level=func.AuthLevel.ANONYMOUS)
\n

 

\n

 

\n

 

\n

Finally, modify the host.json file to include the code:

\n

 

\n

 

\n
\"extensions\": \n  {\n    \"http\": \n    {\n        \"routePrefix\": \"\"\n    }\n  }
\n

 

\n

 

\n

 

\n

As you can see, just by adding a few lines of code, you can get your existing web applications running on Functions. Learn more here and try it out today!

\n

 

\n

Troubleshooting & What's Next

\n

 

\n

We are continuing to iterate and improve the v2 programming model experience for our customers. At the time of release, there are still deployments in progress until all features are available. Learn about current caveats and upcoming features here.

\n

 

\n

Thank you to our community for the support and feedback on this programming model. Please continue to let us know what you think, and report any issues you face. Happy coding!

","body@stringLength":"10004","rawBody":"

The Azure Functions team is thrilled to share that the v2 programming model for Python is now Generally Available!

\n

 

\n

The v2 programming model enables customers to easily create Functions applications – leaning towards fewer Functions concepts and instead emphasizing Python principles. Key improvements include triggers and bindings declared as decorators, a simplified folder structure, and easy to reference documentation.

\n

 

\n

Note that leveraging the v2 model will alter how you create functions, but the underlying experience regarding monitoring, debugging, and deployment will remain the same.

\n

 

\n

We are so grateful for the community support of the new model and the feedback we have gotten since we brought the experience to Preview last fall. We've iterated on usability and increased out-of-the-box support for numerous triggers and bindings. Furthermore, running existing Flask and Fast API apps on Azure Functions, and leveraging generic triggers and bindings are now easier than ever, enabling customers to integrate with first and third-party extensions seamlessly.

\n

 

\n

Comparing v1 & v2

\n

 

\n

Following is an example of a Function Application with an HTTP trigger using both the v1 and the v2 programming models:

\n

 

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
File Namev1v2
init.pyimport azure.functions\n\ndef main(req: azure.functions.HttpRequest) -> str:\n user = req.params.get('user')\n return f'Hello, {user}!' 
function.json{\n \"scriptFile\": \"__init__.py\",\n \"bindings\": [\n {\n \"authLevel\": \"function\",\n \"type\": \"httpTrigger\",\n \"direction\": \"in\",\n \"name\": \"req\",\n \"methods\": [\n \"get\",\n \"post\"\n ]\n },\n {\n \"type\": \"http\",\n \"direction\": \"out\",\n \"name\": \"$return\"\n }\n ]\n} 
function_app.py import azure.functions\n\napp = func.FunctionApp()\n\n@app.function_name(name=\"HttpTrigger1\")\n@app.route(route=\"req\")\ndef main(req: azure.functions.HttpRequest) -> str:\n user = req.params.get('user')\n return f'Hello, {user}!'
\n


Note that using the v1 programming model, there would be an 'init.py' and 'function.json' file for each function within the function application. When using the v2 programming model, all functions can be defined within the 'function_app.py' file. This significantly decreases the number of files and simplifies the folder structure, making it easier to manage applications. Additionally, the v2 programming model includes support for blueprints, such that multiple Python files can contain functions.

\n

 

\n

Supported Triggers and Bindings

\n

 

\n

Following are the triggers and bindings supported with decorators today:

\n

 

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
TypeTriggerInput BindingOutput Binding
HTTPx  
Timerx  
Azure Queue Storagex x
Azure Service Bus topicx x
Azure Service Bus queuex x
Azure Cosmos DBxxx
Azure Blob Storagexxx
Azure Hubx x
Azure Event Gridx x
\n

 

\n

If you want to use an extension for which there isn't a decorator available, you can use the generic triggers and bindings. For example, you can use generic decorators for the new Azure Data Explorer extension!

\n

 

\n

Integrating Web Applications that use ASGI & WSGI Frameworks

\n

 

\n

Have an existing web application using Flask or Fast API? Running it on Functions is easier than ever - check out the following examples!

\n

 

\n

ASGI

\n

 

\n

 

\n# function_app.py\n\nimport azure.functions as func \nfrom fastapi import FastAPI, Request, Response \n\nfast_app = FastAPI() \n\n@fast_app.get(\"/return_http_no_body\") \nasync def return_http_no_body(): \n return Response(content='', media_type=\"text/plain\") \n\napp = func.AsgiFunctionApp(app=fast_app, \n http_auth_level=func.AuthLevel.ANONYMOUS)\n

 

\n

 

\n

 

\n

WSGI

\n

 

\n

 

\n# function_app.py\n\nimport azure.functions as func \nfrom flask import Flask, request, Response, redirect, url_for \n\nflask_app = Flask(__name__) \nlogger = logging.getLogger(\"my-function\") \n\n@flask_app.get(\"/return_http\") \ndef return_http(): \n return Response('<h1>Hello World™</h1>', mimetype='text/html') \n\napp = func.WsgiFunctionApp(app=flask_app.wsgi_app, \n http_auth_level=func.AuthLevel.ANONYMOUS)\n

 

\n

 

\n

 

\n

Finally, modify the host.json file to include the code:

\n

 

\n

 

\n\"extensions\": \n {\n \"http\": \n {\n \"routePrefix\": \"\"\n }\n }\n

 

\n

 

\n

 

\n

As you can see, just by adding a few lines of code, you can get your existing web applications running on Functions. Learn more here and try it out today!

\n

 

\n

Troubleshooting & What's Next

\n

 

\n

We are continuing to iterate and improve the v2 programming model experience for our customers. At the time of release, there are still deployments in progress until all features are available. Learn about current caveats and upcoming features here.

\n

 

\n

Thank you to our community for the support and feedback on this programming model. Please continue to let us know what you think, and report any issues you face. Happy coding!

","kudosSumWeight":3,"postTime":"2023-05-23T07:22:47.818-07:00","images":{"__typename":"AssociatedImageConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"attachments":{"__typename":"AttachmentConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"tags":{"__typename":"TagConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"timeToRead":3,"rawTeaser":"

Read more to learn about new key features such as triggers and bindings declared as decorators, a simplified folder structure, and easy to reference documentation

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Azure Functions: V2 Python Programming Model is Generally Available","moderationData":{"__ref":"ModerationData:moderation_data:4356441"},"body":"

There doesn't appear to be support for Storage Queue Triggers...is this still the case?

Thank you

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Ah, disregard ;). I see v2 functions can be triggered by storage queues. 

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shreyab Thank you very much, I got the binding working and I am able to insert 1 row of data with every function call. Is it possible to insert multiple rows for one function call using a binding between Azure Function Python V2 and Azure SQL Database? If so, how?

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LokeshW Yes, it is possible, you can view the updated documentation here. Be sure to navigate to the 'v2' tab. Thanks for your feedback and please let us know if you have any questions.

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LouisDeconinck Hi, yes it is possible to create a SQL binding using the v2 programming model. Here are examples of how you can use the SQL triggers and bindings.

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shreyab Is it possible to create a binding between Azure Function Python V2 and Azure SQL Database? If so, how?

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--UPDATE I have realised that my version of core tools was outdated, all sorted now!! --

 

Hi, I am trying the new V2 programming model, and it works pretty well with docker container deployments to Azure. My issue is that when I try and run the function app locally using azure functions core tools, the system is unable to map the routes defined in decorations/annotations and so no function is exposed.

I wonder if I am doing something wrong or if the core tools do not support this model yet shreyab 

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Hi I wanted to use python programming model V2 for with signalR service but documentation is not up to date for signalR. so is v2 model supports signalR input output binding and is there any sample that I can use it.

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mwarren830 Your application should not have been impacted by the transition to GA. Please create an issue in this repository and we can hep troubleshoot this case.

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oribesser Yes definitely. Generic triggers and bindings offer the opportunity if you want to use a trigger or binding that is not listed as supported. You can learn more about generic triggers, input, and output bindings using this documentation. Additionally, could you provide a reference where you found the @app.table_input() method?

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I had an application running with the V2 model and I just discovered that the application doesn't appear to be running anymore. Did the switch to V2 into GA change something? I haven't made any changes to the code in awhile so it has just been sitting there until now.

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