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feat(snapshots): add snapshot fixtures, remove pandas fixture (#151)
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* add numpy array snapshot extensions and fixtures with syrupy, moved from flopy
* remove use_pandas fixture, originally meant for use in flopy tests for pandas support but never used and probably not needed, as flopy use_pandas flags will be removed eventually
* todo: figure out how to support multi-array snapshots
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wpbonelli authored May 13, 2024
1 parent 748c935 commit c9e445d
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3 changes: 2 additions & 1 deletion README.md
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Expand Up @@ -56,6 +56,7 @@ Python3.8+, dependency-free, but pairs well with `pytest` and select plugins, e.

- [`pytest-dotenv`](https://github.com/quiqua/pytest-dotenv)
- [`pytest-xdist`](https://github.com/pytest-dev/pytest-xdist)
- [`syrupy`](https://github.com/tophat/syrupy)

## Installation

Expand All @@ -65,7 +66,7 @@ Python3.8+, dependency-free, but pairs well with `pytest` and select plugins, e.
pip install modflow-devtools
```

Pytest, pytest plugins, and other optional dependencies can be installed with:
Pytest, pytest plugins, and other testing-related dependencies can be installed with:

```shell
pip install "modflow-devtools[test]"
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[1.1 2.2 3.3]
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@@ -0,0 +1,3 @@
1.100000000000000089e+00
2.200000000000000178e+00
3.299999999999999822e+00
102 changes: 65 additions & 37 deletions autotest/test_fixtures.py
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Expand Up @@ -2,11 +2,13 @@
import platform
from pathlib import Path

import numpy as np
import pytest
from _pytest.config import ExitCode

system = platform.system()
proj_root = Path(__file__).parent.parent.parent.parent
proj_root = Path(__file__).parents[1]
module_path = Path(inspect.getmodulename(__file__))


# test temporary directory fixtures
Expand Down Expand Up @@ -63,7 +65,7 @@ def test_class_scoped_tmpdir(self, class_tmpdir):
def test_module_scoped_tmpdir(module_tmpdir):
assert isinstance(module_tmpdir, Path)
assert module_tmpdir.is_dir()
assert Path(inspect.getmodulename(__file__)).stem in module_tmpdir.name
assert module_path.stem in module_tmpdir.name


def test_session_scoped_tmpdir(session_tmpdir):
Expand Down Expand Up @@ -269,41 +271,7 @@ def test_large_test_model(large_test_model):
assert large_test_model.name == "mfsim.nam"


# test pandas fixture

test_pandas_fname = "pandas.txt"


@pytest.mark.meta("test_pandas")
def test_pandas_inner(function_tmpdir, use_pandas):
with open(function_tmpdir / test_pandas_fname, "w") as f:
f.write(str(use_pandas))


@pytest.mark.parametrize("pandas", ["yes", "no", "random"])
@pytest.mark.parametrize("arg", ["--pandas", "-P"])
def test_pandas(pandas, arg, function_tmpdir):
inner_fn = test_pandas_inner.__name__
args = [
__file__,
"-v",
"-s",
"-k",
inner_fn,
arg,
pandas,
"--keep",
function_tmpdir,
"-M",
"test_pandas",
]
assert pytest.main(args) == ExitCode.OK
res = open(next(function_tmpdir.rglob(test_pandas_fname))).readlines()[0]
assert res
if pandas == "yes":
assert "True" in res
elif pandas == "no":
assert "False" in res
# test tabular data format fixture


test_tabular_fname = "tabular.txt"
Expand Down Expand Up @@ -335,3 +303,63 @@ def test_tabular(tabular, arg, function_tmpdir):
assert pytest.main(args) == ExitCode.OK
res = open(next(function_tmpdir.rglob(test_tabular_fname))).readlines()[0]
assert tabular == res


# test snapshot fixtures


snapshot_array = np.array([1.1, 2.2, 3.3])
snapshots_path = proj_root / "autotest" / "__snapshots__"


def test_binary_array_snapshot(array_snapshot):
assert array_snapshot == snapshot_array
snapshot_path = (
snapshots_path
/ module_path.stem
/ f"{inspect.currentframe().f_code.co_name}.npy"
)
assert snapshot_path.is_file()
assert np.allclose(np.load(snapshot_path), snapshot_array)


# todo: reinstate if/when we support multiple arrays
# def test_binary_array_snapshot_multi(array_snapshot):
# arrays = {"ascending": snapshot_array, "descending": np.flip(snapshot_array)}
# assert array_snapshot == arrays
# snapshot_path = (
# snapshots_path
# / module_path.stem
# / f"{inspect.currentframe().f_code.co_name}.npy"
# )
# assert snapshot_path.is_file()
# assert np.allclose(np.load(snapshot_path)["ascending"], snapshot_array)
# assert np.allclose(np.load(snapshot_path)["descending"], np.flip(snapshot_array))


def test_text_array_snapshot(text_array_snapshot):
assert text_array_snapshot == snapshot_array
snapshot_path = (
snapshots_path
/ module_path.stem
/ f"{inspect.currentframe().f_code.co_name}.txt"
)
assert snapshot_path.is_file()
assert np.allclose(np.loadtxt(snapshot_path), snapshot_array)


def test_readable_text_array_snapshot(readable_array_snapshot):
assert readable_array_snapshot == snapshot_array
snapshot_path = (
snapshots_path
/ module_path.stem
/ f"{inspect.currentframe().f_code.co_name}.txt"
)
assert snapshot_path.is_file()
assert np.allclose(
np.fromstring(
open(snapshot_path).readlines()[0].replace("[", "").replace("]", ""),
sep=" ",
),
snapshot_array,
)
10 changes: 10 additions & 0 deletions docs/md/fixtures.md
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Expand Up @@ -169,3 +169,13 @@ Model-loading fixtures use a set of utility functions to find and enumerate mode
- `get_namefile_paths()`

These functions are used internally in a `pytest_generate_tests` hook to implement the above model-parametrization fixtures. See `fixtures.py` and/or this project's test suite for usage examples.

## Snapshot testing

Snapshot testing is a form of regression testing in which a "snapshot" of the results of some computation is verified and captured by the developer to be compared against when tests are subsequently run. This is accomplished with [`syrupy`](https://github.com/tophat/syrupy), which provides a `snapshot` fixture overriding the equality operator to allow comparison with e.g. `snapshot == result`. A few custom fixtures for snapshots of NumPy arrays are also provided:

- `array_snapshot`: saves an array in a binary file for compact storage, can be inspected programmatically with `np.load()`
- `text_array_snapshot`: flattens an array and stores it in a text file, compromise between readability and disk usage
- `readable_array_snapshot`: stores an array in a text file in its original shape, easy to inspect but largest on disk

By default, tests run in comparison mode. This means a newly written test using any of the snapshot fixtures will fail until a snapshot is created. Snapshots can be created/updated by running pytest with the `--snapshot-update` flag.
138 changes: 107 additions & 31 deletions modflow_devtools/fixtures.py
Original file line number Diff line number Diff line change
@@ -1,22 +1,106 @@
import random
from collections import OrderedDict
from io import BytesIO, StringIO
from itertools import groupby
from os import PathLike, environ
from pathlib import Path
from shutil import copytree, rmtree
from typing import Dict, List, Optional
from typing import Dict, Generator, List, Optional

from modflow_devtools.imports import import_optional_dependency
from modflow_devtools.misc import get_namefile_paths, get_packages

np = import_optional_dependency("numpy")
pytest = import_optional_dependency("pytest")
syrupy = import_optional_dependency("syrupy")

# ruff: noqa: E402
from syrupy.extensions.single_file import (
SingleFileSnapshotExtension,
WriteMode,
)
from syrupy.types import (
PropertyFilter,
PropertyMatcher,
SerializableData,
SerializedData,
)

# snapshot extensions


class BinaryArrayExtension(SingleFileSnapshotExtension):
"""
Binary snapshot of a NumPy array. Can be read back into NumPy with
.load(), preserving dtype and shape. This is the recommended array
snapshot approach if human-readability is not a necessity, as disk
space is minimized.
"""

_write_mode = WriteMode.BINARY
_file_extension = "npy"

def serialize(
self,
data,
*,
exclude=None,
include=None,
matcher=None,
):
buffer = BytesIO()
np.save(buffer, data)
return buffer.getvalue()


class TextArrayExtension(SingleFileSnapshotExtension):
"""
Text snapshot of a NumPy array. Flattens the array before writing.
Can be read back into NumPy with .loadtxt() assuming you know the
shape of the expected data and subsequently reshape it if needed.
"""

_write_mode = WriteMode.TEXT
_file_extension = "txt"

def serialize(
self,
data: "SerializableData",
*,
exclude: Optional["PropertyFilter"] = None,
include: Optional["PropertyFilter"] = None,
matcher: Optional["PropertyMatcher"] = None,
) -> "SerializedData":
buffer = StringIO()
np.savetxt(buffer, data.ravel())
return buffer.getvalue()


class ReadableArrayExtension(SingleFileSnapshotExtension):
"""
Human-readable snapshot of a NumPy array. Preserves array shape
at the expense of possible loss of precision (default 8 places)
and more difficulty loading into NumPy than TextArrayExtension.
"""

_write_mode = WriteMode.TEXT
_file_extension = "txt"

def serialize(
self,
data: "SerializableData",
*,
exclude: Optional["PropertyFilter"] = None,
include: Optional["PropertyFilter"] = None,
matcher: Optional["PropertyMatcher"] = None,
) -> "SerializedData":
return np.array2string(data, threshold=np.inf)


# fixtures


@pytest.fixture(scope="function")
def function_tmpdir(tmpdir_factory, request) -> Path:
def function_tmpdir(tmpdir_factory, request) -> Generator[Path, None, None]:
node = request.node.name.replace("/", "_").replace("\\", "_").replace(":", "_")
temp = Path(tmpdir_factory.mktemp(node))
yield Path(temp)
Expand All @@ -37,7 +121,7 @@ def function_tmpdir(tmpdir_factory, request) -> Path:


@pytest.fixture(scope="class")
def class_tmpdir(tmpdir_factory, request) -> Path:
def class_tmpdir(tmpdir_factory, request) -> Generator[Path, None, None]:
assert (
request.cls is not None
), "Class-scoped temp dir fixture must be used on class"
Expand All @@ -53,7 +137,7 @@ def class_tmpdir(tmpdir_factory, request) -> Path:


@pytest.fixture(scope="module")
def module_tmpdir(tmpdir_factory, request) -> Path:
def module_tmpdir(tmpdir_factory, request) -> Generator[Path, None, None]:
temp = Path(tmpdir_factory.mktemp(request.module.__name__))
yield temp

Expand All @@ -66,7 +150,7 @@ def module_tmpdir(tmpdir_factory, request) -> Path:


@pytest.fixture(scope="session")
def session_tmpdir(tmpdir_factory, request) -> Path:
def session_tmpdir(tmpdir_factory, request) -> Generator[Path, None, None]:
temp = Path(tmpdir_factory.mktemp(request.config.rootpath.name))
yield temp

Expand All @@ -85,26 +169,28 @@ def repos_path() -> Optional[Path]:


@pytest.fixture
def use_pandas(request):
pandas = request.config.option.PANDAS
if pandas == "yes":
return True
elif pandas == "no":
return False
elif pandas == "random":
return random.randint(0, 1) == 0
else:
raise ValueError(f"Unsupported value for --pandas: {pandas}")


@pytest.fixture
def tabular(request):
def tabular(request) -> str:
tab = request.config.option.TABULAR
if tab not in ["raw", "recarray", "dataframe"]:
raise ValueError(f"Unsupported value for --tabular: {tab}")
return tab


@pytest.fixture
def array_snapshot(snapshot):
return snapshot.use_extension(BinaryArrayExtension)


@pytest.fixture
def text_array_snapshot(snapshot):
return snapshot.use_extension(TextArrayExtension)


@pytest.fixture
def readable_array_snapshot(snapshot):
return snapshot.use_extension(ReadableArrayExtension)


# configuration hooks


Expand Down Expand Up @@ -168,16 +254,6 @@ def pytest_addoption(parser):
help="Select a subset of packages to run.",
)

parser.addoption(
"-P",
"--pandas",
action="store",
default="yes",
dest="PANDAS",
help="Indicates whether to use pandas, where multiple approaches "
"are available. Select 'yes', 'no', or 'random'.",
)

parser.addoption(
"-T",
"--tabular",
Expand Down Expand Up @@ -399,5 +475,5 @@ def get_examples():
metafunc.parametrize(
key,
[(name, nfps) for name, nfps in example_scenarios.items()],
ids=[name for name, ex in example_scenarios.items()],
ids=list(example_scenarios.keys()),
)
4 changes: 3 additions & 1 deletion pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -54,11 +54,13 @@ test = [
"meson!=0.63.0",
"ninja",
"numpy",
"pandas",
"pytest!=8.1.0",
"pytest-cov",
"pytest-dotenv",
"pytest-xdist",
"PyYaml"
"PyYaml",
"syrupy"
]
docs = [
"sphinx",
Expand Down

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