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https://github.com/eabglobal/juniper
Juniper is a cli based tool used to package lambda functions
https://github.com/eabglobal/juniper
Last synced: 3 months ago
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Juniper is a cli based tool used to package lambda functions
- Host: GitHub
- URL: https://github.com/eabglobal/juniper
- Owner: eabglobal
- License: apache-2.0
- Archived: true
- Created: 2019-01-28T22:34:55.000Z (almost 6 years ago)
- Default Branch: master
- Last Pushed: 2023-08-24T19:23:01.000Z (about 1 year ago)
- Last Synced: 2024-07-21T03:24:17.823Z (4 months ago)
- Language: Python
- Size: 5.58 MB
- Stars: 67
- Watchers: 8
- Forks: 9
- Open Issues: 13
-
Metadata Files:
- Readme: README.rst
- Changelog: CHANGES.rst
- Contributing: CONTRIBUTING.rst
- License: LICENSE
- Authors: AUTHORS
Awesome Lists containing this project
README
Juniper: Package lambda functions
=================================|circle| |pypi version| |apache license|
Juniper is a packaging tool to stream and standardize the creation of a zip
artifact for a set of AWS Lambda functions.The zip artifacts generated include the source code of the dependencies defined
in a given requirements.txt file as well as any shared libraries the function
depends on. With the generated artifact, a developer can deploy a lambda function
either manually, through the awscli or using a cloudformation/sam template.Quickstart
**********With Python==3.6 and Docker installed, install juniper:
.. code-block:: text
> pip install juniper
In order to package your lambda functions with juniper, you need to create a
manifest file... code-block:: yaml
functions:
# Name the zip file you want juni to create
router:
# The dependencies of the router function.
requirements: ./src/requirements.txt
# Include this file in the generated zip artifact.
include:
- ./src/lambda_function.pyThe folder structure this manifest refers to looks like:
::
.
├── manifest.yml
├── src
│ ├── requirements.txt
│ ├── lambda_function.pyBuild it!
.. code-block:: text
> juni build
Juniper creates the following artifact `./dist/router.zip` 🎉
For a more comprehensive example, please take a look at our `tutorial`_.
The juni build command will generate the lambda artifact for all the functions and
layers defined in the manifest file. However, during the development process, it may be
desired to only build the lambda functions that a developer is actively working on.To build only a subset of the resources defined in the manifest use the following
command:.. code-block:: text
> juni build --skip-clean -f
This command will build all the functions that partially match the given target_fn_name.
When using a naming convention a developer has the ability to build a subset of
the lambdas defined in the manifest.The skip-clean flag will prevent the previously built artifacts from being deleted
before the build is executed... _`tutorial`: https://eabglobal.github.io/juniper/tutorial.html
Python3.7 and Beyond
********************
By default juniper uses docker containers to package your lambda functions. Behind
the scenes, juniper creates a docker-compose file from your manifest. This file is
used by the `build` command to spawn a build container per function definition.Since the AWS Lambda service supports multiple python runtimes, it makes sense for
juniper to give you the ability to specify a docker image. With the following
manifest file, you can package the router lambda using a python3.7 image... code-block:: yaml
functions:
router:
# Use this docker image
image: lambci/lambda:build-python3.7
requirements: ./src/router/requirements.txt
# Include these local modules in the artifact
include:
- ./src/commonlib/mylib
- ./src/router_function/routerKeep in mind that not every single docker image works, for more information on
the type of images supported read `juniper and docker`_... _`juniper and docker`: https://eabglobal.github.io/juniper/features.html
Lambda Layers
*************
AWS Lambda layers is a recent service that gives a developer the ability to
pre-package a set of dependencies. A lambda function can be built on top of multiple
layers, either packaged by the developer, by AWS or by a third party.To build a layer, the juniper manifest uses a new block:
.. code-block:: yaml
layers:
base:
requirements: ./src/requirements/base.txt
pg:
requirements: ./src/requirements/postgres.txtWith this manifest, running **juni build** creates two layer artifacts: one with the
name base and another one named pg. Lambda layers are packaged along the lambda
functions defined in the manifest and the zip files are stored in the artifacts directory.The generated artifact includes the dependencies defined in the requirements file
of the lambda layer.Each individual section supports the definition of a custom docker image. With this
feature, a layer can be built using python3.7 and another one can be built using the
default python interpreter; python3.6... code-block:: yaml
layers:
base:
image: lambci/lambda:build-python3.7
requirements: ./src/requirements/base.txtJuniper builds the artifact for you, you can either use the `layers aws cli`_ to
upload it to AWS or you can use a SAM template definition. While using a SAM template,
make sure you use the `AWS::Serverless::LayerVersion` resource.To see an example on how to package lambda functions with layers, juniper includes
an example in the codebase called `ridge`_... _`layers aws cli`: https://docs.aws.amazon.com/lambda/latest/dg/configuration-layers.html#configuration-layers-manage
.. _`ridge`: https://github.com/eabglobal/juniper/tree/master/examples/ridgeConfiguration
*************
To update the default configuration of juniper, can use the the global section
of the manifest. A sample configuration looks like:.. code-block:: yaml
global:
image: lambci/lambda:build-python3.7
output: ./buildfunctions:
router:
requirements: ./src/router/requirements.txt
include:
- ./src/router_function/router/lambda_function.pySetting a docker image at a global level tells juniper to package every
lambda function using that image. In this example, the zip artifacts will be stored in
the ./build folder instead of the ./dist; which is the default.Include Binaries
****************
Using the lambci build images to create the zip artifacts for a given set of lambda
functions is sufficient for most use cases. However, there are times when the base container
does not have all the build libraries necessary to install a python package. In this cases
running `juni build` fails while trying to pip install the dependencies of the function.
In addition, once the libraries are installed in the container some packages require a set of
binaries to work properly at runtime.The recommended procedure to install OS libraries and include missing dependencies
is to use a dockerfile to build a local docker image. The strategy is illustrated as follows:* Create a dockerfile using one of the lambci images as a starting point
* Build a local docker image from the docker file
* Use the local image in the juniper manifestWith this startegy, the juniper manifest will look like this:
.. code-block:: yaml
functions:
router:
image: custom/local_docker_image
requirements: ./src/router/requirements.txt
include:
- ./src/router_function/router/lambda_function.pyIn this case, a developer needs to build the docker image before executing the
juni build command.At this point, the developer can push the docker image to the docker hub and use
the hosted version instead of the local one. This strategy separates the build of
a custom image from the build of the artifacts.If you need binaries in the final artifact, you can place these files either in the
**/var/task/lambda_lib/** or the **/var/task/lambda_bin/** depending on your use case.
Files added to the bin folder are included in the PATH, files added to the lib,
are included in the LD_LIBRARY_PATH. For more information view `aws layer config`_.Juniper is in charge of putting the files in the lambda_bin and lambda_lib in
the right place when building an artifact.A concrete example of the configuration is outlined in the `advanced`_ section
of our documentation... _`advanced`: https://eabglobal.github.io/juniper/advanced.html
.. _`aws layer config`: https://docs.aws.amazon.com/lambda/latest/dg/configuration-layers.html#configuration-layers-pathPIP Configuration
*****************
To set any pip configuration parameters, create a pip.conf file and add the path
to the manifest. The **pipconf** setting is only available at a global level and
it will apply to the packaging of all the functions defined in the manifest... code-block:: yaml
global:
pipconf: ./pip.conffunctions:
sample:
requirements: ./requirements.txt
include:
- ./lambda_function.pyA sample pip.conf file can be seen bellow, to see the entire list of parameters
visit the official `pip documentation`_... code-block:: yaml
[global]
timeout = 5
index-url = https://download.zope.org/ppix.. _`pip documentation`: https://pip.pypa.io/en/stable/user_guide/#config-file
Features
********This list defines the entire scope of Juniper. Nothing more, nothing else.
* Minimal manifest file to define packaging
* Using docker containers as a way to install dependencies and generate the artifacts
* Ability to tailor the requirements.txt per lambda
* Create an individual zip artifact for multiple lambda functions
* Ability to include shared dependencies (python modules relative to the function
being packaged)
* Specify docker image to package lamdba functions using different python runtimes
* Define pip command line arguments using a pip.conf file
* Packaging of lambda layersContributing
************For guidance on setting up a development environment and how to make a
contribution to Juniper, see the `contributing guidelines`_... _contributing guidelines: https://github.com/eabglobal/juniper/blob/master/CONTRIBUTING.rst
Links
****** Documentation: https://eabglobal.github.io/juniper/
* License: `Apache Software License`_* Code: https://github.com/eabglobal/juniper
* Issue tracker: https://github.com/eabglobal/juniper/issues
* Test status:* Linux, Mac: https://circleci.com/gh/eabglobal/juniper
.. _Apache Software License: https://github.com/eabglobal/juniper/blob/master/LICENSE
.. |circle| image:: https://circleci.com/gh/eabglobal/juniper/tree/master.svg?style=shield
:target: https://circleci.com/gh/eabglobal/juniper/tree/master.. |pypi version| image:: https://img.shields.io/pypi/v/juniper.svg
:target: https://pypi.org/project/juniper/.. |apache license| image:: https://img.shields.io/github/license/eabglobal/juniper.svg
:target: https://github.com/eabglobal/juniper/blob/master/LICENSE