Integration Testing

Integration or end-to-end (E2E) tests run your module in a mock environment that mimics a production system. Integration tests generally run slower than unittests but they provide a high degree of assurance that the module operates correctly. The e2e directory in the example_modules repository has a complete testing infrastructure that runs your module in a Docker container. The first time you run the test, you will be prompted to retrieve the containers from Docker hub, contact for access credentials. The rest of this section describes the structure of the e2e directory and how to run the test framework.

e2e directory structure
e2e \ docker-compose.yml main.conf module_configs \---reader.conf filter.conf stream_configs \---raw.conf filtered.conf

There are a large number of files in the test directory but you only need to customize a few, the rest are boilerplate testing infrastructure. Run the tests using the script:

Command Line
$> cd example_modules/e2e $> ./ #...output from Docker omitted.. joule | ---------[running e2e test suite]--------- joule | OK e2e_joule_1 exited with code 0 #...output from Docker omitted...

When you run this command, you will see several lines of output from Docker as it sets up the test environment and then tears down the environment and cleans up. The important lines of output are shown above. These lines are produced by which contains all of the testing logic and is the only file in e2e directory which you should customize. Before writing the tests though you need to set up the appropriate configuration files to run your module.

Configuration Files

The E2E tests run joule just like a production system, therefore you must include module and stream configuration files in order for joule to recognize and run your module. These file provide a type of "live" documentation that others can use as a guide when setting up your module on other their system.

The example_modules e2e test runs both the reader and filter module. The reader module configuration is shown below:

[Main] exec_cmd = python3 /joule-modules/ 0.1 name = Demo Reader [Inputs] [Outputs] output = /demo/raw

The reader module has no sources and one output called output which is connected to the /demo/raw NilmDB stream. Note that the exec command uses the python3 interpreter and the module script is in the /joule-modules/ directory. The e2e bootstrap process copies the contents of the project folder into /joule-modules on the test container. If your module scripts are stored in subdirectories access them at a path like /joule-modules/my-subdirectory/

The filter module has a similar configuration:

[Main] exec_cmd = python3 /joule-modules/ 2 name = Demo Filter [Inputs] raw = /demo/raw [Outputs] filtered = /demo/filtered

It has one source, input which is attached to the NilmDB stream /demo/raw. This stream is produced by the reader module. The filter has one output, output which is attached to the NilmDB stream /demo/filtered. The exec_cmd has the same structure as the reader module. Note that any arguments you added to the custom_args function in your module should be specified as command line arguments to the exec_cmd.

The stream configurations for both /demo/filtered and /demo/raw are in the stream_configs directory:

[Main] name = Raw Data path = /demo/raw datatype = int32 keep = 1w [Element1] name = random
[Main] name = Raw Data path = /demo/raw datatype = int32 keep = 1w [Element1] name = filtered

This file contains all of the testing logic. This file runs once the joule process has started and it interrogates the system using the same tools that would be available to an end user working on a live installation.

def main():
    time.sleep(8)   # wait for jouled to boot and get data
    check_modules() # these functions use asserts to fail on error

def check_modules()
    #check output from 'joule modules' command

def check_data()
    #check NilmDB data using 'nilmtool' commands

def check_logs()
    #check output from 'joule logs' command

if __name__ == "__main__":
    print("OK") # no asserts failed, so things are good

Not all of these tests may be necessary for your module, they are included in the example repository to show the range of tests that are possible rather than a prescription of exactly which tests to perform. See the contents of for several examples and the e2eutils reference for details on the testing API.