API for dynamically loading Python classes from Google Cloud Storage or Secret Manager.
Project description
Dynamic Class Loader
One of the issues developers can encounter when developing in Python is the time taken to deploy changes. You can help reduce this time by dynamically loading some of your Python classes. This allows you to make iterative changes to just the area of your application that you’re working on.
For example, if you’re creating code that requires lots of small changes and want to see your results quickly, without needing to redeploy the Cloud Function each time, then this solution is for you. Put the code you want to change in a class you can dynamically load, and redeploy the Cloud Function once calling this new class. You can now copy the new class to your chosen storage and test iteratively by just changing the file in storage without having to redeploy the Cloud Function.
Installation and Setup
The library is available on PyPi as python-dynamic-loader
. To install it
into your local python environment, simple add the following line to your
requirements.txt
:
python-dynamic-loader>=1.0.0
Usage
The system relies on the classes extending the DynamicClass
object, which has
in it the loader, and suggests a method to override to make generic loading
easier.
How to create a dynamically loadable class
A very simple example can be found in the command_files
folder.
1 from typing import Mapping
2 from dynamic import DynamicClass
3
4
5 class HelloWorld(DynamicClass):
6 """A simple dynamic Hello World."""
7
8 def run(self, **attributes: Mapping[str, str]) -> str:
9 """Runs the command.
10
11 The is the mandatory implementation of the `run` method in
12 `DynamicClass`. It is the only method that the framework will call.
13
14 The attributes are passed as Python keyword args and will vary
15 according to whatever the user needs.
16
17 Returns:
18 Dict[str, Any]: the result of the command
19 """
20 return "Hello world!"
So your named class must extend DynamicClass
, as shown on line 5.
You should then implement the run
method, which at a minimum should return the
result of the class. This run
method is only a placeholder, you could create
any method you want.
Once this is done, you need to call the code when needed.
1 import dynamic
2
3 processor = DynamicClass.install(module_name='my_module',
4 class_name='HelloWorld',
5 storage=dynamic.CloudStorage,
6 bucket='my-gcs-bucket')
7 processor().run()
As you can see, the first step is to install
the new class. This loads the
code from the chosen storage location (dynamic.CloudStorage
in this example)
and returns the class
object.
install
takes 3 mandatory parameters and any number of optional ones that will
be passed on to the storage object.
Parameter | Function |
---|---|
module_name | The name of the file (module) the code is in, without any extension. This can be any valid Python name. NO dot ( . ) characters are permitted. |
class_name | The name of the class within the file to be used. A class object will be returned that can then be instantiated by the user. |
storage | The storage to use. Provided examples are listed below. |
other | Any other named parameters will be passed to the constructor of the SourceGrabber . In the example above, bucket is passed to dynamic.CloudStorage ,. |
You can then instantiate the object (processor()
) and call the run method, or
any other method you have defined.
The module is reloaded each time, so the latest version will always be used.
Where To Store Your Code: SourceGrabber
s
Provided SourceGrabber
s
CloudStorage
This is to grab the code from a bucket in Google Cloud Storage (GCS).
CloudStorage
takes one parameter:
Parameter | Function | Default |
---|---|---|
bucket |
The name of the GCS bucket in which the code files are stored. | dynamic-commands |
The files must be stored in the bucket, with the .py
extension as normal text
files. As an example, the above sample code would be stored as hello.py
, like
this:
SecretManager
This fetches the code from a secret stored in Google Secret Manager in plain text. It takes no additional parameters.
The file is uploaded as a secret to secret manager with the name of the module
just as is. For example, the above sample code would be stored in Secret Manager
as a secret
called "hello
", and the value of the secret should be the text
content of the class. Your Secret Manager should look like this:
Secret Manager can store up to 64kb of text which sdhould be large enough for most uses.
LocalStorage
Mostly useful for testing, this is to grab the code from a local folder on the
user's local drive.
LocalStorage
takes one parameter:
Parameter | Function | Default |
---|---|---|
folder |
The name of the local folder in which the code files are stored. | None |
The files must be stored in the folder, with the .py
extension as normal
source files. As an example, the above sample code would be stored as
hello.py
.
Creating your own SourceGrabber
Any location where you can fetch plain text from can be used as a source for the code to be loaded dynamically - Amazon S3, Fiurestore, Big Query etc. would all be decent choices.
In order to create a SourceGrabber
you need to create a class extending
dynamic.SourceGrabber
.
It must implement at a minimum the fetch_source
method, which must return the source to be loaded as a str
.
It can, in addition, include an __init__
method which will be passed any
additional startup parameters given to the install
method
(see above). If you intend to do this, remember to always include
the **unused
as the final parameter so that unexpected parameters will not
cause instantiation failures.
Examples of SourceGrabber
s can be seen in the dynamic.source_grabbers
module.
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