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Expand Up @@ -10,9 +10,8 @@ Python functions -- brought to you by the Google Cloud Functions team.
The Functions Framework lets you write lightweight functions that run in many
different environments, including:

* [Google Cloud Functions](https://cloud.google.com/functions/)
* [Google Cloud Run Functions](https://cloud.google.com/functions/)
* Your local development machine
* [Cloud Run and Cloud Run for Anthos](https://cloud.google.com/run/)
* [Knative](https://github.com/knative/)-based environments

The framework allows you to go from:
Expand Down Expand Up @@ -294,20 +293,14 @@ https://cloud.google.com/functions/docs/tutorials/pubsub#functions_helloworld_pu

## Run your function on serverless platforms

### Google Cloud Functions
### Google Cloud Run functions

This Functions Framework is based on the [Python Runtime on Google Cloud Functions](https://cloud.google.com/functions/docs/concepts/python-runtime).

On Cloud Functions, using the Functions Framework is not necessary: you don't need to add it to your `requirements.txt` file.

After you've written your function, you can simply deploy it from your local machine using the `gcloud` command-line tool. [Check out the Cloud Functions quickstart](https://cloud.google.com/functions/docs/quickstart).

### Cloud Run/Cloud Run on GKE

Once you've written your function and added the Functions Framework to your `requirements.txt` file, all that's left is to create a container image. [Check out the Cloud Run quickstart](https://cloud.google.com/run/docs/quickstarts/build-and-deploy) for Python to create a container image and deploy it to Cloud Run. You'll write a `Dockerfile` when you build your container. This `Dockerfile` allows you to specify exactly what goes into your container (including custom binaries, a specific operating system, and more). [Here is an example `Dockerfile` that calls Functions Framework.](https://github.com/GoogleCloudPlatform/functions-framework-python/blob/main/examples/cloud_run_http)

If you want even more control over the environment, you can [deploy your container image to Cloud Run on GKE](https://cloud.google.com/run/docs/quickstarts/prebuilt-deploy-gke). With Cloud Run on GKE, you can run your function on a GKE cluster, which gives you additional control over the environment (including use of GPU-based instances, longer timeouts and more).

### Container environments based on Knative

Cloud Run and Cloud Run on GKE both implement the [Knative Serving API](https://www.knative.dev/docs/). The Functions Framework is designed to be compatible with Knative environments. Just build and deploy your container to a Knative environment.
Expand All @@ -325,10 +318,10 @@ You can configure the Functions Framework using command-line flags or environmen
| `--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` |

## Enable Google Cloud Function Events
## Enable Google Cloud Run function Events

The Functions Framework can unmarshall incoming
Google Cloud Functions [event](https://cloud.google.com/functions/docs/concepts/events-triggers#events) payloads to `event` and `context` objects.
Google Cloud Run functions [event](https://cloud.google.com/functions/docs/concepts/events-triggers#events) payloads to `event` and `context` objects.
These will be passed as arguments to your function when it receives a request.
Note that your function must use the `event`-style function signature:

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