BuildFlow, is an open source framework for building large scale systems using Python. All you need to do is describe where your input is coming from and where your output should be written, and BuildFlow handles the rest.
Project description
📑 Resources
📖 Docs | ⚡ Quickstart | 👋 Slack | 🌟 Contribute | 🚀 Deployment
🤔 What is BuildFlow?
BuildFlow is a Python framework that allows you to build your entire backend system using one framework. With our simple decorator pattern you can turn any function into a component of your backend system. Allowing you to serve data over HTTP, dump data to a datastore, or process async data from message queues. All of these can use our built in IO connectors allowing you to create, manage, and connect to your cloud resources using pure Python.
Key Features
Common Serving & Processing Patterns | 📖 Docs
Turn any function into a component of your backend system.
# Serve traffic over HTTP or Websockets
service = app.service("my-service")
@service.endpoint("/", method="GET")
def get():
return "Hello World"
# Collect, transform, and write data to storage
@app.collector("/collect", method="POST", sink=SnowflakeTable(...))
def collect(request: Dict[str, Any]):
return element
# Process data from message queues such as Pub/Sub & SQS
@app.consumer(source=SQSQueue(...), sink=BigQuery(...))
def process(element: Dict[str, Any]):
return element
Infrastructure from Code | 📖 Docs
Create and connect to cloud resources using python (powered by Pulumi)
# Use Python objects to define your infrastructure
sqs_queue = SQSQueue("queue-name")
gcs_bucket = GCSBucket("bucket-name")
# Your application manages its own infrastructure state
app.manage(s3_bucket, gcs_bucket)
# Use the same resource objects in your application logic
@app.consumer(source=sqs_queue, sink=gcs_bucket)
def process(event: YourSchema) -> OutputSchema:
# Processing logic goes here
return OutputSchema(...)
Dependency Injection | 📖 Docs
Inject any dependency with full control over its setup and lifecycle
# Define custom dependencies
@dependency(Scope.GLOBAL)
class MyStringDependency:
def __init__(self):
self.my_string = "HELLO!"
# Or use the prebuilt dependencies
PostgresDep = SessionDepBuilder(postgres)
# BuildFlow handles the rest
@service.endpoint("/hello", method="GET")
def hello(db: PostgresDep, custom_dep: MyStringDependency):
with db.session as session:
user = session.query(User).first()
# Returns "HELLO! User.name"
return f"{custom_dep.my_string} {user.name}"
Async Runtime | 📖 Docs
Scale out parallel tasks across your cluster with Ray or any other async framework.
@ray.remote
def long_task(elem):
time.sleep(10)
return elem
@app.consumer(PubSubSubscription(...), BigQueryTable(...))
def my_consumer(elem):
# Tasks are automatically parallelized across your cluster
return await long_task.remote(elem)
⚙️ Installation
pip install buildflow
Extra Dependencies
Pulumi Installation
BuildFlow uses Pulumi to manage resources used by your application. To install Pulumi visit: https://www.pulumi.com/docs/install/
Installing Pulumi unlocks:
- allows BuildFlow to manage resource creation and destruction
- full access to Pulumi API / CLI
- fine-grained control over Pulumi Stacks & Resources
🩺 Code Health Checks
We use black and ruff with pre-commit hooks to perform health checks. To setup these locally:
- Clone the repo
- Install the
dev
dependencies likepython -m pip install -e .[dev]
- Check if pre-commit is installed correctly by running
pre-commit --version
- Setup pre-commit to run before every commit on staged changes by running
pre-commit install
- Pre-commit can also be ran manually as
pre-commit run --all-files
📜 License
BuildFlow is open-source and licensed under the Apache License 2.0. We welcome contributions, see our CONTRIBUTING.md file for details.
Project details
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