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FaaS (Function as a service) framework for writing portable Python functions
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GoogleCloudPlatform/functions-framework-python
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An open source FaaS (Function as a service) framework for writing portablePython functions -- brought to you by the Google Cloud Functions team.
The Functions Framework lets you write lightweight functions that run in manydifferent environments, including:
- Google Cloud Run Functions
- Your local development machine
- Knative-based environments
The framework allows you to go from:
defhello(request):return"Hello world!"
To:
curl http://my-url# Output: Hello world!
All without needing to worry about writing an HTTP server or complicated request handling logic.
- Spin up a local development server for quick testing
- Invoke a function in response to a request
- Automatically unmarshal events conforming to theCloudEvents spec
- Portable between serverless platforms
Install the Functions Framework viapip
:
pip install functions-framework
Or, for deployment, add the Functions Framework to yourrequirements.txt
file:
functions-framework==3.*
Create anmain.py
file with the following contents:
importflaskimportfunctions_framework@functions_framework.httpdefhello(request:flask.Request)->flask.typing.ResponseReturnValue:return"Hello world!"
Your function is passed a single parameter,
(request)
, which is a FlaskRequest
object.
Run the following command:
functions-framework --target hello --debug* Serving Flask app"hello" (lazy loading)* Environment: production WARNING: This is a development server. Do not use itin a production deployment. Use a production WSGI server instead.* Debug mode: on* Running on http://0.0.0.0:8080/ (Press CTRL+C to quit)
(You can also usefunctions-framework-python
if you have multiplelanguage frameworks installed).
Openhttp://localhost:8080/ in your browser and seeHello world!.
Or send requests to this function usingcurl
from another terminal window:
curl localhost:8080# Output: Hello world!
Create anmain.py
file with the following contents:
importfunctions_frameworkfromcloudevents.http.eventimportCloudEvent@functions_framework.cloud_eventdefhello_cloud_event(cloud_event:CloudEvent)->None:print(f"Received event with ID:{cloud_event['id']} and data{cloud_event.data}")
Your function is passed a singleCloudEvent parameter.
Run the following command to runhello_cloud_event
target locally:
functions-framework --target=hello_cloud_event
In a different terminal,curl
the Functions Framework server:
curl -X POST localhost:8080 \ -H"Content-Type: application/cloudevents+json" \ -d'{"specversion" : "1.0","type" : "example.com.cloud.event","source" : "https://example.com/cloudevents/pull","subject" : "123","id" : "A234-1234-1234","time" : "2018-04-05T17:31:00Z","data" : "hello world"}'
Output from the terminal runningfunctions-framework
:
Received event with ID: A234-1234-1234 and data hello world
More info on sendingCloudEvents payloads, seeexamples/cloud_run_cloud_events
instruction.
The framework includes an error handler that is similar to theflask.Flask.errorhandler
function, which allows you to handle specific error types with a decorator:
importfunctions_framework@functions_framework.errorhandler(ZeroDivisionError)defhandle_zero_division(e):return"I'm a teapot",418deffunction(request):1/0return"Success",200
This function will catch theZeroDivisionError
and return a differentresponse instead.
Create a
main.py
file with the following contents:defhello(event,context):print("Received",context.event_id)
Start the Functions Framework on port 8080:
functions-framework --target=hello --signature-type=event --debug --port=8080
In a second terminal, start the Pub/Sub emulator on port 8085.
export PUBSUB_PROJECT_ID=my-projectgcloud beta emulators pubsub start \ --project=$PUBSUB_PROJECT_ID \ --host-port=localhost:8085
You should see the following after the Pub/Sub emulator has started successfully:
[pubsub] INFO: Server started, listening on 8085
In a third terminal, create a Pub/Sub topic and attach a push subscription to the topic, using
http://localhost:8080
as its push endpoint.Publish some messages to the topic. Observe your function getting triggered by the Pub/Sub messages.export PUBSUB_PROJECT_ID=my-projectexport TOPIC_ID=my-topicexport PUSH_SUBSCRIPTION_ID=my-subscription$(gcloud beta emulators pubsub env-init)git clone https://github.com/googleapis/python-pubsub.gitcd python-pubsub/samples/snippets/pip install -r requirements.txtpython publisher.py$PUBSUB_PROJECT_ID create$TOPIC_IDpython subscriber.py$PUBSUB_PROJECT_ID create-push$TOPIC_ID$PUSH_SUBSCRIPTION_ID http://localhost:8080python publisher.py$PUBSUB_PROJECT_ID publish$TOPIC_ID
You should see the following after the commands have run successfully:
Created topic: projects/my-project/topics/my-topictopic: "projects/my-project/topics/my-topic"push_config { push_endpoint: "http://localhost:8080"}ack_deadline_seconds: 10message_retention_duration { seconds: 604800}.Endpoint for subscription is: http://localhost:8080123456789Published messages to projects/my-project/topics/my-topic.
And in the terminal where the Functions Framework is running:
* Serving Flask app "hello" (lazy loading) * Environment: production WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead. * Debug mode: on * Running on http://0.0.0.0:8080/ (Press CTRL+C to quit) * Restarting with fsevents reloader * Debugger is active! * Debugger PIN: 911-794-046Received 1127.0.0.1 - - [11/Aug/2021 14:42:22] "POST / HTTP/1.1" 200 -Received 2127.0.0.1 - - [11/Aug/2021 14:42:22] "POST / HTTP/1.1" 200 -Received 5127.0.0.1 - - [11/Aug/2021 14:42:22] "POST / HTTP/1.1" 200 -Received 6127.0.0.1 - - [11/Aug/2021 14:42:22] "POST / HTTP/1.1" 200 -Received 7127.0.0.1 - - [11/Aug/2021 14:42:22] "POST / HTTP/1.1" 200 -Received 8127.0.0.1 - - [11/Aug/2021 14:42:22] "POST / HTTP/1.1" 200 -Received 9127.0.0.1 - - [11/Aug/2021 14:42:39] "POST / HTTP/1.1" 200 -Received 3127.0.0.1 - - [11/Aug/2021 14:42:39] "POST / HTTP/1.1" 200 -Received 4127.0.0.1 - - [11/Aug/2021 14:42:39] "POST / HTTP/1.1" 200 -
For more details on extracting data from a Pub/Sub event, seehttps://cloud.google.com/functions/docs/tutorials/pubsub#functions_helloworld_pubsub_tutorial-python
Build a container from your function using the Functionsbuildpacks:
pack build \ --builder gcr.io/buildpacks/builder:v1 \ --env GOOGLE_FUNCTION_SIGNATURE_TYPE=http \ --env GOOGLE_FUNCTION_TARGET=hello \ my-first-function
Start the built container:
docker run --rm -p 8080:8080 my-first-function # Output: Serving function...
Send requests to this function using
curl
from another terminal window:curl localhost:8080 # Output: Hello World!
This Functions Framework is based on thePython Runtime on Google Cloud Functions.
On Cloud Functions, using the Functions Framework is not necessary: you don't need to add it to yourrequirements.txt
file.
After you've written your function, you can simply deploy it from your local machine using thegcloud
command-line tool.Check out the Cloud Functions quickstart.
Cloud Run and Cloud Run on GKE both implement theKnative Serving API. The Functions Framework is designed to be compatible with Knative environments. Just build and deploy your container to a Knative environment.
You can configure the Functions Framework using command-line flags or environment variables. If you specify both, the environment variable will be ignored.
Command-line flag | Environment variable | Description |
---|---|---|
--host | HOST | The host on which the Functions Framework listens for requests. Default:0.0.0.0 |
--port | PORT | The port on which the Functions Framework listens for requests. Default:8080 |
--target | FUNCTION_TARGET | The name of the exported function to be invoked in response to requests. Default:function |
--signature-type | FUNCTION_SIGNATURE_TYPE | The signature used when writing your function. Controls unmarshalling rules and determines which arguments are used to invoke your function. Default:http ; accepted values:http ,event orcloudevent |
--source | FUNCTION_SOURCE | The path to the file containing your function. Default:main.py (in the current working directory) |
--debug | DEBUG | A flag that allows to run functions-framework to run in debug mode, including live reloading. Default:False |
The Functions Framework can unmarshall incomingGoogle Cloud Run functionsevent payloads toevent
andcontext
objects.These will be passed as arguments to your function when it receives a request.Note that your function must use theevent
-style function signature:
defhello(event,context):print(event)print(context)
To enable automatic unmarshalling, set the function signature type toevent
using the--signature-type
command-line flag or theFUNCTION_SIGNATURE_TYPE
environment variable. By default, the HTTPsignature will be used and automatic event unmarshalling will be disabled.
For more details on this signature type, see the Google Cloud Functionsdocumentation onbackground functions.
See therunning example.
More advanced guides can be found in theexamples/
directory.You can also find examples on using the CloudEvent Python SDKhere.
Contributions to this library are welcome and encouraged. SeeCONTRIBUTING for more information on how to get started.
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