A handler library for cumulus tasks written in python
Project description
cumulus-message-adapter-python
What is Cumulus?
Cumulus is a cloud-based data ingest, archive, distribution and management prototype for NASA's future Earth science data streams.
Read the Cumulus Documentation
What is the Cumulus Message Adapter?
The Cumulus Message Adapter is a library that adapts incoming messages in the Cumulus protocol to a format more easily consumable by Cumulus tasks, invokes the tasks, and then adapts their response back to the Cumulus message protocol to be sent to the next task.
Installation
pip install cumulus-message-adapter-python
Task definition
In order to use the Cumulus Message Adapter, you will need to create two methods in your task module: a handler function and a business logic function.
The handler function is a standard Lambda handler function which takes two
parameters (as specified by AWS): event
and context
.
The business logic function is where the actual work of your task occurs. It
should take two parameters: event
and context
.
The event
object contains two keys:
input
- the task's input, typically thepayload
of the message, produced at runtimeconfig
- the task's configuration, with any templated variables resolved
The context
parameter is the standard Lambda context as passed by AWS.
The return value of the business logic function will be placed in the
payload
of the resulting Cumulus message.
Expectations for input, config, and return values are all defined by the task, and should be well documented. Tasks should thoughtfully consider their inputs and return values, as breaking changes may have cascading effects on tasks throughout a workflow. Configuration changes are slightly less impactful, but must be communicated to those using the task.
Cumulus Message Adapter interface
The Cumulus Message adapter for python provides one method:
run_cumulus_task
. It takes four parameters:
-
task_function
- the function containing your business logic (as described above) -
cumulus_message
- the event passed by Lambda, and should be a Cumulus Message, or a CMA parameter encapsulated message (see Cumulus Workflow Documentation):{ "cma": { "event": "<cumulus message object>", "SomeCMAConfigKey": "CMA configuration object>" } }
-
context
- the Lambda context -
schemas
- optional: a dict withinput
,config
, andoutput
properties. Each should be a string set to the filepath of the corresponding JSON schema file. All three properties of this dict are optional. If ommitted, the message adapter will look in/<task_root>/schemas/<schema_type>.json
, and if not found there, will be ignored. -
taskargs
- Optional. Additional keyword arguments for thetask_function
Example
Simple example of using this package's run_cumulus_task
function as a wrapper
around another function:
>>> from run_cumulus_task import run_cumulus_task
# simple task that returns the event
>>> def task(event, context):
... return event
# handler that is provided to aws lambda
>>> def handler(event, context):
... return run_cumulus_task(task, event, context)
For a full example see the example folder.
Creating a deployment package
Tasks that use this library are just standard AWS Lambda tasks. See creating release packages.
Usage in a Cumulus Deployment
For documenation on how to utilize this package in a Cumulus Deployment, view the Cumulus Workflow Documenation.
Development
Dependency Installation
$ pip install -r requirements-dev.txt
$ pip install -r requirements.txt
Logging with CumulusLogger
Included in this package is the cumulus_logger
which contains a logging class
CumulusLogger
that standardizes the log format for Cumulus. Methods are
provided to log error, fatal, warning, debug, info, and trace.
Import the CumulusLogger
class:
>>> from cumulus_logger import CumulusLogger
Instantiate the logger inside the task definition (name and level are optional):
>>> import logging
>>> logger = CumulusLogger("event_name", logging.ERROR)
Use the logging methods for different levels:
>>> logger.trace('<your message>')
>>> logger.debug('<your message>')
>>> logger.info('<your message>')
>>> logger.warn('<your message>')
>>> logger.error('<your message>')
>>> logger.fatal('<your message>')
It can also take additional non-keyword and keyword arguments as in Python Logger.
The msg
is the message format string, the args
and kwargs
are the
arguments for string formatting.
If exc_info
in kwargs
is not False
, the exception information in the
exc_info
or sys.exc_info()
is added to the message.
>>> logger.debug(msg, *args, **kwargs)
Example usage:
>>> import os
>>> import sys
>>> from run_cumulus_task import run_cumulus_task
>>> from cumulus_logger import CumulusLogger
# instantiate CumulusLogger
>>> logger = CumulusLogger()
>>> def task(event, context):
... logger.info('task executed')
...
... # log error when an exception is caught
... logger.error("task formatted message {} exc_info ", "bar", exc_info=True)
...
... # return the output of the task
... return { "example": "output" }
>>> def handler(event, context):
... # make sure event & context metadata is set in the logger
... logger.setMetadata(event, context)
... return run_cumulus_task(task, event, context)
Running Tests
Running tests requires localstack.
Tests only require localstack running S3, which can be initiated with the following command:
$ SERVICES=s3 localstack start
And then you can check tests pass with the following nosetests command:
$ CUMULUS_ENV=testing nose2
Linting
$ pylint run_cumulus_task.py
Why?
This approach has a few major advantages:
- It explicitly prevents tasks from making assumptions about data structures
like
meta
andcumulus_meta
that are owned internally and may therefore be broken in future updates. To gain access to fields in these structures, tasks must be passed the data explicitly in the workflow configuration. - It provides clearer ownership of the various data structures. Operators own
meta
. Cumulus ownscumulus_meta
. Tasks define their ownconfig
,input
, andoutput
formats. - The Cumulus Message Adapter greatly simplifies running Lambda functions not explicitly created for Cumulus.
- The approach greatly simplifies testing for tasks, as tasks don't need to set up cumbersome structures to emulate the message protocol and can just test their business function.
License
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Hashes for cumulus_message_adapter_python-2.1.1.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | c420b237347c5555253d177e39c3a666166c5556b758a44cbac366dab680752e |
|
MD5 | d271e588db5dc45829182f36c7ea26ea |
|
BLAKE2b-256 | 9bcc1fc8393d43cabe21e54b09b242f0ac8f54218863d34e72ab7062aa849b47 |