Helper to run command with matrix configurations
Project description
Matrix Runner for Python
Allows easy top level command line interface generation for matrix configurations.
Install
Installation using pip:
pip install python-matrix-runner
The appearance of matrix runner can be configured by placing a copy of the default.conf into the users Python site base directory (user global configuration) or next to a build script (local configuration). Figuring out the right locations is assisted by the following command:
$ python -m matrix_runner config -h
Preferences
The following preferences can be configured:
- global
Global settings.
- loglevel
The default log level, one of: DEBUG, INFO, WARNING, ERROR, CRITICAL
- colors
Settings for colorized log output.
Colors can be one of: black, red, green, yellow, blue, purple, cyan, white
Style prefix can be one of: bold_, thin_
Background color prefix: bg_
- DEBUG
Debug level log output.
- INFO
Info level log output.
- WARNING
Warning level log output.
- ERROR
Error level log output.
- CRITICAL
Critical level log output.
- config
Matrix configuration column.
- action
Action column.
- summary_config
Summary table matrix configuration column.
- summary_success
Summary table success cell.
- summary_unstable
Summary table unstable cell, i.e. failing test cases.
- summary_skip
Summary table skip cell.
- summary_fail
Summary table fail cell.
- summary_error
Summary table error cell.
Example Usage
Writing the following to build.py:
from enum import Enum from matrix_runner import main, matrix_axis, matrix_action, matrix_command, matrix_filter @matrix_axis("alpha", "a", "A configuration axis") class MyAlphaAxisValue(Enum): Value1 = ('value1', 'v1') Value2 = ('value2', 'v2') Value3 = ('value3', 'v3') @matrix_action def dump(config): """Dump configuration to console""" yield dump_config(config) @matrix_command() def dump_config(config): return ["sh", "-c", f"echo '{config}'"] if __name__ == "__main__": main()
Can be executed as:
$ ./build.py --help usage: build.py [-h] [--silent | --verbose | --debug] [--pairwise] [--slice <HERE>/<TOTAL>] [--alpha ALPHA] action [action ...] positional arguments: action Action(s) to run: dump optional arguments: -h, --help show this help message and exit --silent Silent mode, only errors are shown. --verbose Verbose log output. --debug Debug log output. --pairwise, -2 Reduce number of combinations using pairwise algorithm. --slice <HERE>/<TOTAL> Cut set of combinations into <TOTAL> number of slices and run ony <HERE>th one. --alpha ALPHA, -a ALPHA A configuration axis: value1|v1, value2|v2, value3|v3 $ ./build.py -a v[23] dump [value2](dump:dump_config) /usr/bin/sh -c echo 'Config(alpha=<MyAlphaAxisValue.Value2: ('value2', 'v2')>)' [value2](dump:dump_config) (Hello, World): Config(alpha=<MyAlphaAxisValue.Value2: (value2, v2)>) [value2](dump:dump_config) /usr/bin/sh succeeded with exit code 0 [value3](dump:dump_config) /usr/bin/sh -c echo 'Config(alpha=<MyAlphaAxisValue.Value3: ('value3', 'v3')>)' [value3](dump:dump_config) Config(alpha=<MyAlphaAxisValue.Value3: (value3, v3)>) [value3](dump:dump_config) /usr/bin/sh succeeded with exit code 0 Matrix Summary ============== alpha dump ------- ------- value2 success value3 success
Matrix Runner automatically generates a comprehensive command line help. Giving at least one action the commands for all permutations of configured matrix axes are automatically executed one by one. In this example the execution is limited by a regex pattern v[23].
Detailed Usage
The Matrix Runner constructs what gets executed by defining these elements:
Axis
Axes build up the actual configuration matrix to be rolled out. Each degree of freedom in ones set of configuration can be mapped to a single axis by annotating an Enum with @matrix_axis:
@matrix_axis("alpha", abbrev="a", desc="A configuration axis") class MyAlphaAxisValue(Enum): Value1 = ('value1', 'v1') Value2 = ('value2', 'v2') Value3 = ('value3', 'v3')
This adds an axis named alpha to the current builds configuration matrix. The optional argument abbrev can be used to specify a shortcut to be used from the command line, i.e. --alpha or -a. And the optional argument desc enriches the argument parser with a help string.
The values in such an Enum can either be plain strings or tuples of strings. Tuples can be used to provide multiple string representations for a single value. In the example one can provide Value2 on the command line as --alpha value2 or just as -a v2. Alternatively axis values can be selected by providing a fnmatch.fnmatch pattern, e.g. -a v[23]. Be aware that such a pattern selects all values which have at least one matching string representation in its tuple.
The overall configuration matrix is calculated by permuting all values from all specified axes. In a typical scenario it easily happens that some combinations are known to be inappropriate. These can be filtered by specifying Filter’s.
Action
Actions are used to capture different workflow steps, such as compile and run for unit tests. A step is simply defined by decorating a function with @matrix_action:
@matrix_action def dump(config: Config <, results: List[Result]>): """Dump configuration to console""" pre_process() yield dump_config(config, 'Hello', 'World') post_process(<results>)
The function itself needs to return a Generator generating a list of Command’s. The function is called once in preparation for each matrix configuration.
The config argument gives access to the selected _Config permutation. It can be used to generate the commands depending on the actual configuration.
The optional results argument can be used to gain access to the list of Command results gathered so far, e.g. for adding post-processing.
The function needs to yield Command’s, i.e. dump_config needs to be an annotated command function. Pre and post processing code can be added around.
Command
Commands are actual command lines to be executed while forwarding their standard output and standard error streams. A command is defined by decorating a function with @matrix_command:
@matrix_command() def dump_config(*args, **kwargs): return ["sh", "-c", f"echo '{args}: {kwargs}'"]
The decorator takes optional keyword arguments to fine control how the returned command line should be executed through subprocess.Popen:
- exit_code: Union[int, Iterable[int], Callable[[int], bool]] = 0
Specifies exit codes denoting successful execution of the command, this can either be
a specific integer exit code, by default 0, or
a sequence of integer exit codes, e.g. a range, or
a function that returns True for successful exit codes.
- needs_shell: bool = False
Set this to True if the command requires a shell environment.
- encoding: str = 'utf-8'
Set this to another character encoding if the command’s output does not use an UTF-8 compatible character set.
- exclusive: bool = False
Some command are known to be prone to concurrency issues. Setting this to True will block concurrent invocations of the command, e.g. when using Matrix Runner concurrently on the same machine.
- timeout: Optional[float] = None
Commands prone to hick-ups (i.e. getting stuck) can be automatically killed when a specified time span has elapsed [in seconds].
- retry: Optional[int] = 1
Commands prone to occasional failures can be automatically repeated. The result will reflect the latest return code. The output from all tries is captured.
- rest_period: Optional[float] = None
Some commands are known to be prone to concurrency issues. Setting this to a value larger than 0 adds a rest period (i.e. time.sleep) before the command actually gets executed.
- test_report: Optional[ReportFilter] = None
By default the result of a command only depends on the exit_code. The commands output is captured but not processed by Matrix Runner. By specifying a “recipe” how to evaluate results the output can be post processed into a detailed Report.
The actual command function can take arbitrary arguments which can be provided during the enclosing Action. All arguments bound to a Command instance can be inspected by reading the according object attribute, e.g.:
cmd = dump_config(*args, **kwargs) # Retrieve the Command object with bound arguments print(cmd.args, cmd.kwargs) # Inspect the Command object's bound arguments
Command Result
For each single invocation of a Command the entire output is captured in a CommandResult object. These objects can be used to inspect the details of the execution using the following properties:
- command: Command
A back-reference to the executed Command with bound arguments.
- cmdline: List
The actual command line returned from the command function.
- exit_status: Optional[Union[int, TimeoutError]]
The exit status returned by the command, or a TimeoutError exception if occurred. A None indicates the command has run to completion, yet.
- success: bool
Indicator for an overall successful execution. This value is calculated from the actual exit_status and the expected Command’s exit_code.
- output: StringIO
The captured stdout and stderr from the execution.
- test_report: Optional[ReportFilter.Result]
The generated Report Result from applying the Command’s test_report.
- start_time: float
The Unix Epoch the command was launched retrieved from time.time().
- end_time: float
The Unix Epoch the command was finished time.time().
- start_perf_counter: float
The value retrieved from time.perf_counter() before running the command.
- end_perf_counter: float
The value retrieved from time.perf_counter() after running the command.
Report
A report can capture and post process the output of a command after execution. This can be used to gather a test report from the commands standard output into a standardized format. Though, this feature is not limit to test reports.
In order to attach report generation to a Command assign a pipe chain of report generators to test_report. The available report generators are:
- ConsoleReport()
Captures the console output of the command.
- CropReport(first: AnyStr, last: AnyStr)
Crops a section out of the input. All lines between first and last (inclusive) are kept, everything else is dropped.
- TransformReport(xslt)
Applies the provided XSLT script to the input.
- JUnitReport(title)
Treats the input as JUnit XML and provides a detailed summary. Set title to a static string or a function lambda(title: str <, result: CommandResult]>) -> str to update the test suite names.
Report generators can be chained in pipe like manner:
ConsoleReport() | CropReport("<report>", "</report>") | TransformReport("tojunit.xsl") | JUnitReport(title = lambda title, report: title)
This chain
Captures the console output of the command.
Crops all content between <report> and </report>, inclusive.
Transforms the custom XML to JUnit.
Considers the JUnit results for summary.
The Report Result is appended to the Command’s result test_report property to be accessible, e.g. in Action functions.
The report can be written to a file using its write(file: AnyStr) function.
Report Result
The ReportFilter.Result gives access to the final output of a Report filter chain applied to a specific Command result. The following properties and functions can be used to access the report:
- stream -> StringIO
Direct access to the text stream.
- getvalue() -> str
Final string output.
- write(file: AnyStr)
Write the output into a file.
The mixin ReportFilter.Summary adds a detailed summary output in addition to the default passed or failed one:
- summary -> Tuple[int, int] returns a tuple of passed and executed
test cases.
Custom Reports
Custom report generators can be added by subclassing ReportFilter overwriting its inner class ReportFilter.Result and giving a custom stream -> StringIO property. The preceding generator can be accessed through _other property. In case of an error while processing the report a RuntimeError should be raised:
class CustomReport(ReportFilter): class Result(ReportFilter.Result): @property def stream(self) -> StringIO: if not self._stream: try: self._stream = StringIO() input = self._other.stream args = self._report.args output = input # add some modification self._stream.write(output) except SomeException as e: self._stream = e if isinstance(self._stream, Exception): raise RuntimeError from self._stream else: return self._stream def __init__(self, *args): super(CustomReport, self).__init__() self.args = args
Additional report formats can be supported by mixing in ReportFilter.Summary and providing a custom summary -> Tuple[int, int] property. The summary shall return a tuple with numbers test cases (passed, executed):
class CustomSummary(ReportFilter): class Result(ReportFilter.Result, ReportFilter.Summary): @property def summary(self) -> Tuple[int, int]: passed = ... # calculate passed test cases executed = ... # calculate executed test cases return passed, executed
Filter
A filter can be used to remove inappropriate Config’s from the configuration matrix. This is achieved by defining a function annotated with @matrix_filter returning True for configuration to be dropped:
@matrix_filter def filter(config): return config.alpha.match('value3')
Config
A single matrix configuration with specific values for each matrix axis is denoted by an Config object. The Config object contains a property for each axis containing the value.
In order to check if an axis value matches a condition one can use the match function providing a fnmatch.fnmatch pattern.
Command Line
Running one or more configurations from the command line using Matrix Runner is trivial. The generated interface looks like this:
$ ./build.py --help usage: build.py [-h] [--silent | --verbose | --debug] [--pairwise] [--slice <HERE>/<TOTAL>] [[--<axis> <AXIS>] ...] action [action ...]
The positional argument action can be one or multiple define Action’s to be executed in the given order, e.g. either build and run separately or both in a sequence.
The optional arguments are a combination of static ones used to parametrize Matrix Runner itself and dynamic ones generated from the defined Axis:
-h, --help shows the help message
--silent Silent mode, only errors are shown.
--verbose Verbose log output.
--debug Debug log output.
-2, --pairwise reduces number of combinations using pairwise algorithm. This enables combinatorial all-pairs testing to reduce the overall number of configuration in logarithmic manner while retaining a high probability of detecting issues.
--slice <HERE>/<TOTAL> cuts the set of combinations into TOTAL number of slices and executes only the HERE’th one. This can be used to run the overall set of combinations in parallel. Slicing is applied after --pairwise reduction.
-<a> <AXIS>, --<axis> <AXIS> reduce number of combinations to selected AXIS values for axis Axis values can be given as one of their string representations or an fnmatch.fnmatch pattern matching at least one of these. In case of pattern matching all matching values are selected. This argument can be given multiple time which adds the values in a cumulative way.
The console output has two parts. While executing the actions the output from the associated commands is forwarded like this:
[<AXIS>](<ACTION>) <pre processing log> [<AXIS>](<ACTION>:<COMMAND>) <command line> [<AXIS>](<ACTION>:<COMMAND>) <stdout/stderr from command> [<AXIS>](<ACTION>) <post processing log>
Each line of output is prefixed with a [<AXIS>] per axis giving the matrix configuration values the output belongs to. Followed by a (<ACTION>:<COMMAND>) tag denoting the action and command currently executed. On a color terminal there is a clear distinction between stdout (green) and stderr (red) output. Intermediate warning messages from Python are colored as yellow.
After all actions have been executed for all selected configurations a comprehensive summary is displayed like this:
Matrix Summary ============== <axis> <ACTION> ------- ------- <AXIS> success <AXIS> FAILED <AXIS> (skip) ... ...
The Matrix Summary gives a table with a column per axis and action. Each line denotes all actions result for a specific configuration:
success (green) denotes all commands have been executed successfully (i.e. with expected exit codes)
FAILED (red) denotes a command has returned a failure exit code and execution got stalled
- (skip) (yellow) denotes that this action has not been performed for that configuration.
Skipping configuration happens due to Filter’s.
Utilities
Inspector
The command line utility matrix-runner-inspect can be used to inspect a Matrix Runner build:
$ matrix-runner-inspect -h usage: matrix-runner-inspect [-h] script
It takes only a single positional argument denoting the script to be inspected, for example:
$ matrix-runner-inspect -- example.py { "axes": { "alpha": {"abbrev": "a", "values": ["value1", "value2", "value3"], "desc": "A configuration axis"} }, "matrix": [{"alpha": "value1"}, {"alpha": "value2"}, {"alpha": "value3"}] }
The output gives the axes definition and the actual configuration matrix. The script take all the usual axis arguments as shown above. These can be used to reduce the matrix reported by inspect:
$ matrix-runner-inspect -- demo/example.py -a v[23] { "axes": {"alpha": {"abbrev": "a", "values": ["value1", "value2", "value3"], "desc": "A configuration axis"}}, "matrix": [{"alpha": "value2"}, {"alpha": "value3"}] }
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