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# Project Guidelines | ||
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This document describes general guidelines for the Safe-DS Runner. | ||
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## Docstrings | ||
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The docstrings **should** use the [numpydoc](https://numpydoc.readthedocs.io/en/latest/format.html) format. The | ||
descriptions **should not** start with "this" and **should** use imperative mood. Refer to the subsections below for | ||
more details on how to document specific API elements. | ||
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!!! success "**DO**:" | ||
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```py | ||
def add_ints(a: int, b: int) -> int: | ||
"""Add two integers.""" | ||
return a + b | ||
``` | ||
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!!! failure "**DON'T**:" | ||
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```py | ||
def add_ints(a: int, b: int) -> int: | ||
"""This function adds two integers.""" | ||
return a + b | ||
``` | ||
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!!! failure "**DON'T**:" | ||
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```py | ||
def add_ints(a: int, b: int) -> int: | ||
"""Adds two integers.""" | ||
return a + b | ||
``` | ||
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!!! success "**DO**:" | ||
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```py | ||
def __init__(self, data: Mapping[str, Any] | None = None) -> None: | ||
""" | ||
data : Mapping[str, Any] | None | ||
""" | ||
``` | ||
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!!! failure "**DON'T**:" | ||
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```py | ||
def __init__(self, data: Optional[Mapping[str, Any]] = None) -> None: | ||
""" | ||
data : Optional[Mapping[str, Any]] | ||
""" | ||
``` | ||
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!!! failure "**DON'T**:" | ||
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```py | ||
def __init__(self, data: Mapping[str, Any] | None = None) -> None: | ||
""" | ||
data : Optional[Mapping[str, Any]] | ||
""" | ||
``` | ||
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### Modules | ||
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All modules should have | ||
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* a one-line description ([short summary][short-summary-section]), | ||
* a longer description if needed ([extended summary][extended-summary-section]). | ||
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Example: | ||
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```py | ||
"""Containers for tabular data.""" | ||
``` | ||
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### Classes | ||
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All classes should have | ||
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* a one-line description ([short summary][short-summary-section]), | ||
* a longer description if needed ([extended summary][extended-summary-section]) | ||
* a description of the parameters of their `__init__` method ([`Parameters` section][parameters-section]), | ||
* examples that show how to use them correctly ([`Examples` section][examples-section]). | ||
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Example: | ||
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```py | ||
""" | ||
A row is a collection of named values. | ||
Parameters | ||
---------- | ||
data : Mapping[str, Any] | None | ||
The data. If None, an empty row is created. | ||
Examples | ||
-------- | ||
>>> from safeds.data.tabular.containers import Row | ||
>>> row = Row({"a": 1, "b": 2}) | ||
""" | ||
``` | ||
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### Functions | ||
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All functions should have | ||
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* a one-line description ([short summary][short-summary-section]), | ||
* a longer description if needed ([extended summary][extended-summary-section]) | ||
* a description of their parameters ([`Parameters` section][parameters-section]), | ||
* a description of their results ([`Returns` section][returns-section]), | ||
* a description of any exceptions that may be raised and under which conditions that may | ||
happen ([`Raises` section][raises-section]), | ||
* a description of any warnings that may be issued and under which conditions that may | ||
happen ([`Warns` section][warns-section]), | ||
* examples that show how to use them correctly ([`Examples` section][examples-section]). | ||
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Example: | ||
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```py | ||
""" | ||
Return the value of a specified column. | ||
Parameters | ||
---------- | ||
column_name : str | ||
The column name. | ||
Returns | ||
------- | ||
value : Any | ||
The column value. | ||
Raises | ||
------ | ||
UnknownColumnNameError | ||
If the row does not contain the specified column. | ||
Examples | ||
-------- | ||
>>> from safeds.data.tabular.containers import Row | ||
>>> row = Row({"a": 1, "b": 2}) | ||
>>> row.get_value("a") | ||
1 | ||
""" | ||
``` | ||
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## Tests | ||
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We aim for 100% line coverage, so automated tests should be added for any new function. | ||
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### File structure | ||
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Tests belong in the [`tests`][tests-folder] folder. The file structure in the tests folder should mirror the file | ||
structure of the [`src`][src-folder] folder. | ||
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### Naming | ||
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Names of test functions shall start with `test_should_` followed by a description of the expected behaviour, | ||
e.g. `test_should_add_column`. | ||
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!!! success "**DO**:" | ||
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```py | ||
def test_should_raise_if_less_than_or_equal_to_0(self, number_of_trees) -> None: | ||
with pytest.raises(ValueError, match="The parameter 'number_of_trees' has to be greater than 0."): | ||
... | ||
``` | ||
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!!! failure "**DON'T**:" | ||
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```py | ||
def test_value_error(self, number_of_trees) -> None: | ||
with pytest.raises(ValueError, match="The parameter 'number_of_trees' has to be greater than 0."): | ||
... | ||
``` | ||
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### Parametrization | ||
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Tests should be parametrized using `@pytest.mark.parametrize`, even if there is only a single test case. This makes it | ||
easier to add new test cases in the future. Test cases should be given descriptive IDs. | ||
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!!! success "**DO**:" | ||
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```py | ||
@pytest.mark.parametrize("number_of_trees", [0, -1], ids=["zero", "negative"]) | ||
def test_should_raise_if_less_than_or_equal_to_0(self, number_of_trees) -> None: | ||
with pytest.raises(ValueError, match="The parameter 'number_of_trees' has to be greater than 0."): | ||
RandomForest(number_of_trees=number_of_trees) | ||
``` | ||
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!!! failure "**DON'T**:" | ||
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```py | ||
def test_should_raise_if_less_than_0(self, number_of_trees) -> None: | ||
with pytest.raises(ValueError, match="The parameter 'number_of_trees' has to be greater than 0."): | ||
RandomForest(number_of_trees=-1) | ||
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def test_should_raise_if_equal_to_0(self, number_of_trees) -> None: | ||
with pytest.raises(ValueError, match="The parameter 'number_of_trees' has to be greater than 0."): | ||
RandomForest(number_of_trees=0) | ||
``` | ||
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## Code style | ||
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### Consistency | ||
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If there is more than one way to solve a particular task, check how it has been solved at other places in the codebase | ||
and stick to that solution. | ||
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### Sort exported classes in `__init__.py` | ||
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Classes defined in a module that other classes shall be able to import must be defined in a list named `__all__` in the | ||
module's `__init__.py` file. This list should be sorted alphabetically, to reduce the likelihood of merge conflicts when | ||
adding new classes to it. | ||
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!!! success "**DO**:" | ||
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```py | ||
__all__ = [ | ||
"Column", | ||
"Row", | ||
"Table", | ||
"TaggedTable", | ||
] | ||
``` | ||
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!!! failure "**DON'T**:" | ||
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```py | ||
__all__ = [ | ||
"Table", | ||
"TaggedTable", | ||
"Column", | ||
"Row", | ||
] | ||
``` | ||
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[src-folder]: https://github.com/Safe-DS/Library/tree/main/src | ||
[tests-folder]: https://github.com/Safe-DS/Library/tree/main/tests | ||
[short-summary-section]: https://numpydoc.readthedocs.io/en/latest/format.html#short-summary | ||
[extended-summary-section]: https://numpydoc.readthedocs.io/en/latest/format.html#extended-summary | ||
[parameters-section]: https://numpydoc.readthedocs.io/en/latest/format.html#parameters | ||
[returns-section]: https://numpydoc.readthedocs.io/en/latest/format.html#returns | ||
[raises-section]: https://numpydoc.readthedocs.io/en/latest/format.html#raises | ||
[warns-section]: https://numpydoc.readthedocs.io/en/latest/format.html#warns | ||
[examples-section]: https://numpydoc.readthedocs.io/en/latest/format.html#examples |
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