conftest.py

# coding: utf-8

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"""conftest.py contains configuration for pytest.

Configuration file for tests in tests/ and scripts/ folders.

Note that fixtures of higher-scoped fixtures (such as ``session``) are
instantiated before lower-scoped fixtures (such as ``function``).

"""

import logging
import os
import random

import numpy as np
import mxnet as mx
import gluonts
import pytest


# * Random seed setup
def pytest_configure():
    """Pytest configuration hook to help reproduce test segfaults

    Sets and outputs rng seeds.

    The segfault-debug procedure on a module called test_module.py is:

    1. run "pytest --verbose test_module.py".  A seg-faulting output might be:

       [INFO] np, mx and python random seeds = 4018804151
       test_module.test1 ... ok
       test_module.test2 ... Illegal instruction (core dumped)

    2. Copy the module-starting seed into the next command, then run:

       MXNET_MODULE_SEED=4018804151 pytest --log-level=DEBUG --verbose test_module.py

       Output might be:

       [WARNING] **** module-level seed is set: all tests running deterministically ****
       [INFO] np, mx and python random seeds = 4018804151
       test_module.test1 ... [DEBUG] np and mx random seeds = 3935862516
       ok
       test_module.test2 ... [DEBUG] np and mx random seeds = 1435005594
       Illegal instruction (core dumped)

    3. Copy the segfaulting-test seed into the command:
       MXNET_TEST_SEED=1435005594 pytest --log-level=DEBUG --verbose test_module.py:test2
       Output might be:

       [INFO] np, mx and python random seeds = 2481884723
       test_module.test2 ... [DEBUG] np and mx random seeds = 1435005594
       Illegal instruction (core dumped)

    3. Finally reproduce the segfault directly under gdb (might need additional os packages)
       by editing the bottom of test_module.py to be

       if __name__ == '__main__':
           logging.getLogger().setLevel(logging.DEBUG)
           test2()

       MXNET_TEST_SEED=1435005594 gdb -ex r --args python test_module.py

    4. When finished debugging the segfault, remember to unset any exported MXNET_ seed
       variables in the environment to return to non-deterministic testing (a good thing).
    """

    module_seed_str = os.getenv("MXNET_MODULE_SEED")
    if module_seed_str is None:
        seed = np.random.randint(0, np.iinfo(np.int32).max)
    else:
        seed = int(module_seed_str)
        logging.warning(
            "*** module-level seed is set: "
            "all tests running deterministically ***"
        )
    print(
        "Setting module np/mx/python random seeds, "
        "use MXNET_MODULE_SEED={} to reproduce.".format(seed)
    )

    np.random.seed(seed)
    mx.random.seed(seed)
    random.seed(seed)

    # The MXNET_TEST_SEED environment variable will override MXNET_MODULE_SEED for tests with
    #  the 'with_seed()' decoration.  Inform the user of this once here at the module level.
    if os.getenv("MXNET_TEST_SEED") is not None:
        logging.warning(
            '*** test-level seed set: all "@with_seed()" '
            "tests run deterministically ***"
        )


@pytest.hookimpl(tryfirst=True, hookwrapper=True)
def pytest_runtest_makereport(item, call):
    """Make test outcome available to fixture.

    https://docs.pytest.org/en/latest/example/simple.html#making-test-result-information-available-in-fixtures
    """
    # execute all other hooks to obtain the report object
    outcome = yield
    rep = outcome.get_result()

    # set a report attribute for each phase of a call, which can
    # be "setup", "call", "teardown"
    setattr(item, "rep_" + rep.when, rep)


@pytest.fixture(scope="function", autouse=True)
def function_scope_seed(request):
    """A function scope fixture that manages rng seeds.

    This fixture automatically initializes the python, numpy and mxnet random
    number generators randomly on every test run.

    def test_ok_with_random_data():
        ...

    To fix the seed used for a test case mark the test function with the
    desired seed:

    @pytest.mark.seed(1)
    def test_not_ok_with_random_data():
        '''This testcase actually works.'''
        assert 17 == random.randint(0, 100)

    When a test fails, the fixture outputs the seed used. The user can then set
    the environment variable MXNET_TEST_SEED to the value reported, then rerun
    the test with:

        pytest --verbose -s <test_module_name.py> -k <failing_test>

    To run a test repeatedly, install pytest-repeat and add the --count argument:

        pip install pytest-repeat
        pytest --verbose -s <test_module_name.py> -k <failing_test> --count 1000

    """

    seed = request.node.get_closest_marker("seed")
    env_seed_str = os.getenv("MXNET_TEST_SEED")

    if seed is not None:
        seed = seed.args[0]
        assert isinstance(seed, int)
    elif env_seed_str is not None:
        seed = int(env_seed_str)
    else:
        seed = np.random.randint(0, np.iinfo(np.int32).max)

    post_test_state = np.random.get_state()
    np.random.seed(seed)
    mx.random.seed(seed)
    random.seed(seed)

    seed_message = (
        "np/mx/python random seeds are set to "
        "{}, use MXNET_TEST_SEED={} to reproduce."
    )
    seed_message = seed_message.format(seed, seed)

    # Always log seed on DEBUG log level. This makes sure we can find out the
    # value of the seed even if the test case causes a segfault and subsequent
    # teardown code is not run.
    logging.debug(seed_message)

    yield  # run the test

    if request.node.rep_call.outcome == "failed":
        # On failure also log seed on INFO log level
        logging.info(seed_message)

    np.random.set_state(post_test_state)


# * Shared test fixtures
@pytest.fixture(params=[True, False])
def hybridize(request):
    return request.param


@pytest.fixture(autouse=True)
def doctest(doctest_namespace):
    doctest_namespace["np"] = np
    doctest_namespace["gluonts"] = gluonts
    doctest_namespace["mx"] = mx
    doctest_namespace["gluon"] = mx.gluon
    import doctest

    doctest.ELLIPSIS_MARKER = "-etc-"