Serverless Framework
Using the Serverless Framework, you can easily deploy applications to various cloud providers, such as AWS and Azure.
Introduction
Serverless Framework allows developers to deploy auto-scaling, pay-per-execution, event-driven functions.
The advantages include:
No server management
Cost-effectiveness
Scalability
Developer productivity
FastAPI is a modern web framework for building APIs with Python, known for its fast performance and built-in support for data validation and interactive documentation.
Setting Up Serverless Framework
Installation:
npm install -g serverless
Authentication:
For AWS, set up the AWS CLI and configure your credentials:
aws configure
For Azure, set up the Azure CLI and log in:
az login
Deploying FastAPI on AWS Lambda
Create a New Project:
serverless create --template aws-python3 --path my-fastapi-app
cd my-fastapi-app
FastAPI Setup
Install FastAPI and Uvicorn:
pip install fastapi uvicorn
Your application (app.py
):
app.py
):from fastapi import FastAPI
app = FastAPI()
@app.get("/")
def read_root():
return {"Hello": "World"}
Serverless Configuration (serverless.yml
):
serverless.yml
):service: my-fastapi-app
provider:
name: aws
runtime: python3.8
functions:
api:
handler: handler.app
events:
- http: ANY /
- http: 'ANY {proxy+}'
Deploy:
serverless deploy
Deploying on Azure and Other Platforms
While AWS is widely used, Serverless Framework also supports Azure, Google Cloud, and more.
Azure
Update your serverless.yml
:
serverless.yml
:provider:
name: azure
location: West US
runtime: python3.6
functions:
hello:
handler: handler.hello
events:
- http: true
x-azure-settings:
authLevel: anonymous
Features, Tips, and Tricks
Local Development: Use
serverless-offline
plugin for simulating AWS Lambda & API Gateway locally.Environment Variables: Manage with the
serverless-dotenv-plugin
.Middleware: The
serverless-middleware
plugin allows you to add middlewares before your lambda function is executed.Optimizing Dependencies: Use
serverless-python-requirements
to automatically package only the required dependencies.Warm-Up: AWS Lambdas can sometimes have cold starts. Use
serverless-plugin-warmup
to mitigate this.Fine-tune your IAM roles for your functions in
serverless.yml
to adhere to the principle of least privilege.Automate Documentation: FastAPI provides automatic interactive API documentation using Swagger.
Extended Management Commands
Deploy to a Specific Stage:
By default, the deployment goes to the dev
stage.
serverless deploy --stage production
Remove a Specific Stage:
serverless remove --stage <stage-name>
Specifying a Region:
serverless deploy --region us-west-1
Function Deployment:
Instead of deploying the entire stack, deploy a single function.
serverless deploy function --function <function-name>
View Function Configuration:
serverless info --function <function-name>
Invoke a Function Remotely:
serverless invoke --function <function-name> --log
Print Out the Serverless Configuration:
This prints out the configuration that will be sent to the provider.
serverless print
Serverless Dashboard:
After setting up an account on Serverless Dashboard, you can monitor, troubleshoot, and test your serverless application.
serverless dashboard
Serverless Plugin Management:
Install and manage plugins directly from the CLI.
serverless plugin install --name <plugin-name>
serverless plugin uninstall --name <plugin-name>
Config Credentials:
Set up the Serverless Framework with your account credentials, useful if you didn’t do it during the setup.
serverless config credentials --provider <provider-name> --key <key> --secret <s
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