|
| 1 | +"""Estimator checker for extension.""" |
| 2 | + |
| 3 | +__author__ = ["fkiraly"] |
| 4 | +__all__ = ["check_estimator"] |
| 5 | + |
| 6 | +from skbase.utils.dependencies import _check_soft_dependencies |
| 7 | + |
| 8 | + |
| 9 | +def check_estimator( |
| 10 | + estimator, |
| 11 | + raise_exceptions=False, |
| 12 | + tests_to_run=None, |
| 13 | + fixtures_to_run=None, |
| 14 | + verbose=True, |
| 15 | + tests_to_exclude=None, |
| 16 | + fixtures_to_exclude=None, |
| 17 | +): |
| 18 | + """Run all tests on one single estimator. |
| 19 | +
|
| 20 | + Tests that are run on estimator: |
| 21 | +
|
| 22 | + * all tests in test_all_estimators |
| 23 | + * all interface compatibility tests from the module of estimator's scitype |
| 24 | +
|
| 25 | + Parameters |
| 26 | + ---------- |
| 27 | + estimator : estimator class or estimator instance |
| 28 | + raise_exceptions : bool, optional, default=False |
| 29 | + whether to return exceptions/failures in the results dict, or raise them |
| 30 | +
|
| 31 | + * if False: returns exceptions in returned `results` dict |
| 32 | + * if True: raises exceptions as they occur |
| 33 | +
|
| 34 | + tests_to_run : str or list of str, optional. Default = run all tests. |
| 35 | + Names (test/function name string) of tests to run. |
| 36 | + sub-sets tests that are run to the tests given here. |
| 37 | + fixtures_to_run : str or list of str, optional. Default = run all tests. |
| 38 | + pytest test-fixture combination codes, which test-fixture combinations to run. |
| 39 | + sub-sets tests and fixtures to run to the list given here. |
| 40 | + If both tests_to_run and fixtures_to_run are provided, runs the *union*, |
| 41 | + i.e., all test-fixture combinations for tests in tests_to_run, |
| 42 | + plus all test-fixture combinations in fixtures_to_run. |
| 43 | + verbose : str, optional, default=True. |
| 44 | + whether to print out informative summary of tests run. |
| 45 | + tests_to_exclude : str or list of str, names of tests to exclude. default = None |
| 46 | + removes tests that should not be run, after subsetting via tests_to_run. |
| 47 | + fixtures_to_exclude : str or list of str, fixtures to exclude. default = None |
| 48 | + removes test-fixture combinations that should not be run. |
| 49 | + This is done after subsetting via fixtures_to_run. |
| 50 | +
|
| 51 | + Returns |
| 52 | + ------- |
| 53 | + results : dict of results of the tests in self |
| 54 | + keys are test/fixture strings, identical as in pytest, e.g., test[fixture] |
| 55 | + entries are the string "PASSED" if the test passed, |
| 56 | + or the exception raised if the test did not pass |
| 57 | + returned only if all tests pass, or raise_exceptions=False |
| 58 | +
|
| 59 | + Raises |
| 60 | + ------ |
| 61 | + if raise_exceptions=True, |
| 62 | + raises any exception produced by the tests directly |
| 63 | +
|
| 64 | + Examples |
| 65 | + -------- |
| 66 | + >>> from hyperactive.opt import HillClimbing |
| 67 | + >>> from hyperactive.utils import check_estimator |
| 68 | +
|
| 69 | + Running all tests for HillClimbing class, |
| 70 | + this uses all instances from get_test_params and compatible scenarios |
| 71 | +
|
| 72 | + >>> results = check_estimator(HillClimbing) |
| 73 | + All tests PASSED! |
| 74 | +
|
| 75 | + Running all tests for a specific HillClimbing |
| 76 | + this uses the instance that is passed and compatible scenarios |
| 77 | +
|
| 78 | + >>> specific_hill_climbing = HillClimbing.create_test_instance() |
| 79 | + >>> results = check_estimator(specific_hill_climbing) |
| 80 | + All tests PASSED! |
| 81 | +
|
| 82 | + Running specific test (all fixtures) HillClimbing |
| 83 | +
|
| 84 | + >>> results = check_estimator(HillClimbing, tests_to_run="test_clone") |
| 85 | + All tests PASSED! |
| 86 | +
|
| 87 | + {'test_clone[HillClimbing-0]': 'PASSED', |
| 88 | + 'test_clone[HillClimbing-1]': 'PASSED'} |
| 89 | +
|
| 90 | + Running one specific test-fixture-combination for ResidualDouble |
| 91 | +
|
| 92 | + >>> check_estimator( |
| 93 | + ... HillClimbing, fixtures_to_run="test_clone[HillClimbing-1]" |
| 94 | + ... ) |
| 95 | + All tests PASSED! |
| 96 | + {'test_clone[HillClimbing-1]': 'PASSED'} |
| 97 | + """ |
| 98 | + msg = ( |
| 99 | + "check_estimator is a testing utility for developers, and " |
| 100 | + "requires pytest to be present " |
| 101 | + "in the python environment, but pytest was not found. " |
| 102 | + "pytest is a developer dependency and not included in the base " |
| 103 | + "sktime installation. Please run: `pip install pytest` to " |
| 104 | + "install the pytest package. " |
| 105 | + "To install sktime with all developer dependencies, run:" |
| 106 | + " `pip install hyperactive[dev]`" |
| 107 | + ) |
| 108 | + _check_soft_dependencies("pytest", msg=msg) |
| 109 | + |
| 110 | + from hyperactive.tests.test_class_register import get_test_classes_for_obj |
| 111 | + |
| 112 | + test_clss_for_est = get_test_classes_for_obj(estimator) |
| 113 | + |
| 114 | + results = {} |
| 115 | + |
| 116 | + for test_cls in test_clss_for_est: |
| 117 | + test_cls_results = test_cls().run_tests( |
| 118 | + obj=estimator, |
| 119 | + raise_exceptions=raise_exceptions, |
| 120 | + tests_to_run=tests_to_run, |
| 121 | + fixtures_to_run=fixtures_to_run, |
| 122 | + tests_to_exclude=tests_to_exclude, |
| 123 | + fixtures_to_exclude=fixtures_to_exclude, |
| 124 | + ) |
| 125 | + results.update(test_cls_results) |
| 126 | + |
| 127 | + failed_tests = [key for key in results.keys() if results[key] != "PASSED"] |
| 128 | + if len(failed_tests) > 0: |
| 129 | + msg = failed_tests |
| 130 | + msg = ["FAILED: " + x for x in msg] |
| 131 | + msg = "\n".join(msg) |
| 132 | + else: |
| 133 | + msg = "All tests PASSED!" |
| 134 | + |
| 135 | + if verbose: |
| 136 | + # printing is an intended feature, for console usage and interactive debugging |
| 137 | + print(msg) # noqa T001 |
| 138 | + |
| 139 | + return results |
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