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test_cli.py
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import io
import sys
from unittest import mock
from _pytest import capture
from m2cgen import __version__, cli
from tests.utils import verify_python_model_is_expected
def _get_mock_args(
indent=4,
function_name=None,
namespace=None,
module_name=None,
package_name=None,
class_name=None,
infile=None,
language=None,
lib="pickle"
):
return mock.MagicMock(
indent=indent,
function_name=function_name,
namespace=namespace,
module_name=module_name,
package_name=package_name,
class_name=class_name,
infile=infile,
language=language,
recursion_limit=cli.MAX_RECURSION_DEPTH,
lib=lib)
def test_file_as_input(tmp_path):
f = tmp_path / "hello.txt"
f.write_text("123")
input_args = ["-l", "python", str(f)]
args = cli.parse_args(input_args)
assert args.language == "python"
assert isinstance(args.infile, io.BufferedReader)
assert args.infile.name == str(f)
def test_stdin_as_input(request):
input_args = ["--language", "python"]
args = cli.parse_args(input_args)
assert args.language == "python"
# Since pytest by default captures stdin, but sometimes we need to disable
# it (primarily for using (i)pdb), we have 2 different strategies to verify
# that stdin was returned as infile.
capturemanager = request.config.pluginmanager.getplugin("capturemanager")
if capturemanager.is_globally_capturing():
assert isinstance(args.infile, capture.DontReadFromInput)
else:
assert args.infile.name == "<stdin>"
@mock.patch.object(sys, "exit")
def test_language_is_required(mocked_exit):
mocked_stderr = io.StringIO()
with mock.patch.object(sys, "stderr", new=mocked_stderr):
cli.parse_args([])
assert "the following arguments are required: --language" in mocked_stderr.getvalue()
mocked_exit.assert_called_with(2)
def test_generate_code(pickled_model):
mock_args = _get_mock_args(infile=pickled_model, language="python")
generated_code = cli.generate_code(mock_args)
verify_python_model_is_expected(
generated_code,
[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13],
expected_output=-44.40540274041321)
def test_function_name(pickled_model):
mock_args = _get_mock_args(infile=pickled_model, language="python", function_name="predict")
generated_code = cli.generate_code(mock_args).strip()
assert generated_code.startswith("def predict")
def test_function_name_csharp_default(pickled_model):
mock_args = _get_mock_args(infile=pickled_model, language="c_sharp")
generated_code = cli.generate_code(mock_args).strip()
assert 'public static double Score' in generated_code
def test_class_name(pickled_model):
mock_args = _get_mock_args(infile=pickled_model, language="java", class_name="TestClassName")
generated_code = cli.generate_code(mock_args).strip()
assert generated_code.startswith("public class TestClassName")
def test_package_name(pickled_model):
mock_args = _get_mock_args(infile=pickled_model, language="java", package_name="foo.bar.baz")
generated_code = cli.generate_code(mock_args).strip()
assert generated_code.startswith("package foo.bar.baz;")
def test_module_name(pickled_model):
mock_args = _get_mock_args(infile=pickled_model, language="visual_basic", module_name="TestModule")
generated_code = cli.generate_code(mock_args).strip()
assert generated_code.startswith("Module TestModule")
def test_namespace(pickled_model):
mock_args = _get_mock_args(infile=pickled_model, language="c_sharp", namespace="Tests.ML")
generated_code = cli.generate_code(mock_args).strip()
assert "namespace Tests.ML {" in generated_code
def test_joblib_loading(pickled_model):
mock_args = _get_mock_args(infile=pickled_model, language="go", lib="joblib")
generated_code = cli.generate_code(mock_args).strip()
assert generated_code.startswith("func score(input []float64) float64 {\n")
def test_indent(pickled_model):
mock_args = _get_mock_args(infile=pickled_model, indent=0, language="c_sharp")
generated_code = cli.generate_code(mock_args).strip()
assert generated_code.startswith("""
namespace ML {
public static class Model {
public static double Score(double[] input) {
return
""".strip())
@mock.patch.object(sys, "exit")
def test_version(mocked_exit):
mocked_stdout = io.StringIO()
with mock.patch.object(sys, "stdout", new=mocked_stdout):
cli.parse_args(["-v"])
assert mocked_stdout.getvalue().strip() == f"m2cgen {__version__}"
def test_unsupported_args_are_ignored(pickled_model):
mock_args = _get_mock_args(
infile=pickled_model, language="python", class_name="TestClassName", package_name="foo.bar.baz")
generated_code = cli.generate_code(mock_args)
verify_python_model_is_expected(
generated_code,
[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13],
expected_output=-44.40540274041321)