def __init__(self, args, command):
"""
:type args: any
:type command: str
"""
super(TestConfig, self).__init__(args, command)
self.coverage = args.coverage # type: bool
self.coverage_label = args.coverage_label # type: str
self.include = args.include # type: list [str]
self.exclude = args.exclude # type: list [str]
self.require = args.require # type: list [str]
self.changed = args.changed # type: bool
self.tracked = args.tracked # type: bool
self.untracked = args.untracked # type: bool
self.committed = args.committed # type: bool
self.staged = args.staged # type: bool
self.unstaged = args.unstaged # type: bool
self.changed_from = args.changed_from # type: str
self.changed_path = args.changed_path # type: list [str]
self.lint = args.lint if 'lint' in args else False # type: bool
self.junit = args.junit if 'junit' in args else False # type: bool
self.failure_ok = args.failure_ok if 'failure_ok' in args else False # type: bool
self.metadata = Metadata.from_file(
args.metadata) if args.metadata else Metadata()
self.metadata_path = None
def _get_pluginname_and_metadata(self, plg_section, plg_conf):
"""
Return the actual plugin name and the metadata instance
:param plg_conf: loaded section of the plugin.yaml for the actual plugin
:type plg_conf: dict
:return: plugin_name and metadata_instance
:rtype: string, object
"""
plugin_name = plg_conf.get('plugin_name', '').lower()
plugin_version = plg_conf.get('plugin_version', '').lower()
if plugin_version != '':
plugin_version = '._pv_' + plugin_version.replace('.', '_')
if plugin_name != '':
meta = Metadata(self._sh, (plugin_name + plugin_version).replace('.', os.sep), 'plugin')
else:
classpath = plg_conf.get(KEY_CLASS_PATH, '')
if classpath != '':
plugin_name = classpath.split('.')[len(classpath.split('.')) - 1].lower()
if plugin_name.startswith('_pv'):
plugin_name = classpath.split('.')[len(classpath.split('.')) - 2].lower()
self.logger.debug("Plugins __init__: pluginname = '{}', classpath '{}'".format(plugin_name, classpath))
meta = Metadata(self._sh, plugin_name, 'plugin', (classpath + plugin_version).replace('.', os.sep))
else:
self.logger.error(
"Plugin configuration section '{}': Neither 'plugin_name' nor '{}' are defined.".format(plg_section,
KEY_CLASS_PATH))
meta = Metadata(self._sh, plugin_name, 'plugin', classpath)
return (plugin_name + plugin_version, meta)
def _get_modulename_and_metadata(self, module, mod_conf):
"""
Return the actual module name and the metadata instance
:param mod_conf: loaded section of the module.yaml for the actual module
:type mod_conf: dict
:return: module_name and metadata_instance
:rtype: string, object
"""
module_name = mod_conf.get('module_name', '').lower()
if module_name != '':
meta = Metadata(self._sh, module_name, 'module')
else:
classpath = mod_conf.get(KEY_CLASS_PATH, '')
if classpath != '':
module_name = classpath.split('.')[len(classpath.split('.')) -
1].lower()
logger.info(
"Module '{}': module_name '{}' was extracted from classpath '{}'"
.format(module, module_name, classpath))
else:
logger.error(
"Module '{}': No module_name found in configuration".
format(module))
meta = Metadata(self._sh, module_name, 'module', classpath)
return (module_name, meta)
def __init__(self, args, command):
"""
:type args: any
:type command: str
"""
super(TestConfig, self).__init__(args, command)
self.coverage = args.coverage # type: bool
self.coverage_label = args.coverage_label # type: str
self.coverage_check = args.coverage_check # type: bool
self.coverage_config_base_path = None # type: t.Optional[str]
self.include = args.include or [] # type: t.List[str]
self.exclude = args.exclude or [] # type: t.List[str]
self.require = args.require or [] # type: t.List[str]
self.changed = args.changed # type: bool
self.tracked = args.tracked # type: bool
self.untracked = args.untracked # type: bool
self.committed = args.committed # type: bool
self.staged = args.staged # type: bool
self.unstaged = args.unstaged # type: bool
self.changed_from = args.changed_from # type: str
self.changed_path = args.changed_path # type: t.List[str]
self.lint = args.lint if 'lint' in args else False # type: bool
self.junit = args.junit if 'junit' in args else False # type: bool
self.failure_ok = args.failure_ok if 'failure_ok' in args else False # type: bool
self.metadata = Metadata.from_file(
args.metadata) if args.metadata else Metadata()
self.metadata_path = None
if self.coverage_check:
self.coverage = True
def metadata_callback(
files): # type: (t.List[t.Tuple[str, str]]) -> None
"""Add the metadata file to the payload file list."""
config = self
if data_context().content.collection:
working_path = data_context().content.collection.directory
else:
working_path = ''
if self.metadata_path:
files.append((os.path.abspath(config.metadata_path),
os.path.join(working_path,
config.metadata_path)))
data_context().register_payload_callback(metadata_callback)
def __init__(self, args, command):
"""
:type args: any
:type command: str
"""
super(TestConfig, self).__init__(args, command)
self.coverage = args.coverage # type: bool
self.coverage_label = args.coverage_label # type: str
self.include = args.include # type: list [str]
self.exclude = args.exclude # type: list [str]
self.require = args.require # type: list [str]
self.changed = args.changed # type: bool
self.tracked = args.tracked # type: bool
self.untracked = args.untracked # type: bool
self.committed = args.committed # type: bool
self.staged = args.staged # type: bool
self.unstaged = args.unstaged # type: bool
self.changed_from = args.changed_from # type: str
self.changed_path = args.changed_path # type: list [str]
self.lint = args.lint if 'lint' in args else False # type: bool
self.junit = args.junit if 'junit' in args else False # type: bool
self.failure_ok = args.failure_ok if 'failure_ok' in args else False # type: bool
self.metadata = Metadata.from_file(args.metadata) if args.metadata else Metadata()
self.metadata_path = None
def main():
run_id = "run_" + os.environ.get(
'USERNAME') + "_" + datetime.datetime.now().strftime("%Y%m%d_%H%M")
metadata = Metadata('UrbanSound8K/metadata/UrbanSound8K.csv', limit=-1)
accuracies = []
folder_accuracy = []
y_all = []
predictions_all = []
fe_params = FeatureExtractionParameters(hop_length=1024, n_mfcc=25)
metadata.calculate_all_features(fe_params)
def run_folder(folder):
#get metadata train set excluding first directory
train_set = metadata.train_set(folder)
#get metadata test set for the selected folder
test_set = metadata.test_set(folder)
#extract features for each sound that belong to class c
def forEachClass(c: SoundClass):
return np.array(
list(
map(lambda s: s.feature_extraction(fe_params),
tqdm(c.positive))))
X_train = np.array(list(map(
forEachClass, train_set))) #extract the training set features
print(list(map(lambda x: len(x), X_train)))
X_train = np.concatenate(X_train, axis=0)
y_train = np.array(
list(map(lambda x: [x.name] * len(x.positive),
train_set))) #extract the training set targets (classes)
y_train = np.concatenate(y_train, axis=0)
X_test = np.array(list(
map(forEachClass,
test_set))) #extract the test set features for each class
X_test = np.concatenate(X_test, axis=0)
y_test = np.array(
list(map(lambda x: [x.name] * len(x.positive),
test_set))) #extract the test set targets (classes)
y_test = np.concatenate(y_test, axis=0)
#normalize the features
scaler = skl.preprocessing.RobustScaler()
scaler.fit(X_train)
X_train = scaler.transform(X_train)
X_test = scaler.transform(X_test)
model = skl.svm.SVC(C=1, kernel='rbf') #define the model
model.fit(X_train, y_train) #train the model with the training set
predictions = model.predict(X_test) #make predictions on test set
acc = skl.metrics.accuracy_score(y_test,
predictions) #compute the accuracy
accuracies.append({"acc": acc, "folder": folder})
folder_accuracy.append(acc)
print(f'\nAccuracy: {acc}')
predictions_all.extend(predictions)
y_all.extend(y_test)
skplt.metrics.plot_confusion_matrix(
y_test,
predictions,
x_tick_rotation=90,
text_fontsize='small',
figsize=(10, 10)) #compute the confusion matrix
plt.savefig('runs/' + run_id + '_folder_' + str(folder) + '.png')
for folder in range(1, 11):
run_folder(folder)
acc_all = skl.metrics.accuracy_score(np.array(y_all),
np.array(predictions_all))
skplt.metrics.plot_confusion_matrix(
np.array(y_all),
np.array(predictions_all),
x_tick_rotation=90,
text_fontsize='small',
figsize=(10, 10)) #compute the confusion matrix
plt.savefig('runs/' + run_id + '_all.png')
with open('runs/' + run_id + '.csv', 'w', newline='') as csvfile:
writer = csv.writer(csvfile)
writer.writerow(['Folder', 'Accuracy'])
writer.writerow(['Average', "{:.2f}".format(acc_all)])
writer.writerow(['Average', "{:.2f}".format(mean(folder_accuracy))])
for acc in accuracies:
writer.writerow([acc['folder'], acc['acc']])
def test_meta_is_registered(self):
logger.warning('')
logger.warning('=== Begin Metadata Tests:')
self.sh = MockSmartHome()
self.meta = Metadata(self.sh, 'test_resources', 'module', 'tests.resources.test_metadata')
print()
print('self.meta: {}'.format(self.meta))
print()
args = {}
# (processed_args, allparams_ok) = self.meta.check_parameters(args)
(processed_args, allparams_ok, hide_params) = self.meta.check_parameters(args)
# Test default values for datatypes
self.assertIsNone(processed_args.get('notype_nodefault', None))
self.assertEqual(False, processed_args['bool_nodefault'])
self.assertEqual(0, processed_args['int_nodefault'])
self.assertEqual(2, processed_args['int_validmin_nodefault'])
self.assertEqual(-42, processed_args['int_validmax_nodefault'])
self.assertEqual(0, processed_args['pint_nodefault'])
self.assertEqual(0, processed_args['float_nodefault'])
self.assertEqual(0, processed_args['pfloat_nodefault'])
self.assertEqual('', processed_args['str_nodefault'])
self.assertEqual('', processed_args['str_validlist_nodefault'])
self.assertEqual([], processed_args['list_nodefault'])
self.assertEqual({}, processed_args['dict_nodefault'])
self.assertEqual('0.0.0.0', processed_args['ip_nodefault'])
self.assertEqual('00:00:00:00:00:00', processed_args['mac_nodefault'])
self.assertIsNone(processed_args['foo_nodefault'])
# Test set default values for parameters
self.assertEqual(42, processed_args['notype_default1'])
self.assertEqual('42', processed_args['notype_default2'])
self.assertEqual(True, processed_args['bool_default'])
self.assertEqual(42, processed_args['int_default'])
self.assertEqual(42, processed_args['pint_default'])
self.assertEqual(4.2, processed_args['float_default'])
self.assertEqual(4.2, processed_args['pfloat_default'])
self.assertEqual('42', processed_args['str_default'])
self.assertEqual('string2', processed_args['str_validlist_default'])
self.assertEqual('string1', processed_args['str_validlist_invalid_default'])
self.assertEqual([4,2], processed_args['list_default'])
self.assertEqual({'answer': 42}, processed_args['dict_default'])
self.assertEqual('127.0.0.1', processed_args['ip_default'])
self.assertEqual('01:23:45:67:89:ab', processed_args['mac_default'])
self.assertEqual(42, processed_args['foo_default'])
args = {
'notype_nodefault': True, 'bool_nodefault': '42', 'int_nodefault': -24, 'pint_nodefault': 24,
'float_nodefault': -24.2, 'pfloat_nodefault': 24.3, 'str_nodefault': 'answer', 'str_validlist_nodefault': 'string2',
'str_validlist_default': 'x', 'str_validlist_invalid_default': 'string2',
'list_nodefault': [24,42], 'dict_nodefault': {'question': 24, 'answer': '42'},
'ip_nodefault': '1.2.3.4', 'mac_nodefault': 'aa:ab:ac:ad:ae:af',
'foo_nodefault': [4, 2],
'notype_default1': '24', 'notype_default2': 24, 'bool_default': True, 'int_default': '-x', 'pint_default': -24,
'float_default': '-x', 'pfloat_default': -24.2, 'str_default': 25,
'list_default': "[24,'42', 4.2, '4.2']", 'dict_default': {24, '42'},
'ip_default': '1.2.3.256', 'mac_default': 'aa:ab:ac:ad:ae:ag',
'foo_default': ['4', 2, [4, '2']]
}
# (processed_args, allparams_ok) = self.meta.check_parameters(args)
(processed_args, allparams_ok, hide_params) = self.meta.check_parameters(args)
logger.warning("\n=== processed_args: {}".format(processed_args))
logger.warning("\n=== allparams_ok: {}".format(allparams_ok))
logger.warning("\n=== hide_params: {}\n".format(hide_params))
# Test valid parameter configurations
#self.assertEqual(True, processed_args.get('notype_nodefault', None))
self.assertEqual(False, processed_args['bool_nodefault'])
self.assertEqual(-24, processed_args['int_nodefault'])
self.assertEqual(24, processed_args['pint_nodefault'])
self.assertEqual(-24.2, processed_args['float_nodefault'])
self.assertEqual(24.3, processed_args['pfloat_nodefault'])
self.assertEqual('answer', processed_args['str_nodefault'])
self.assertEqual('string2', processed_args['str_validlist_nodefault'])
self.assertEqual([24,42], processed_args['list_nodefault'])
self.assertEqual({'question': 24, 'answer': '42'}, processed_args['dict_nodefault'])
self.assertEqual('1.2.3.4', processed_args['ip_nodefault'])
self.assertEqual('aa:ab:ac:ad:ae:af', processed_args['mac_nodefault'])
self.assertEqual([4, 2], processed_args['foo_nodefault'])
# Test invalid parameter configurations
self.assertEqual('24', processed_args['notype_default1'])
self.assertEqual(24, processed_args['notype_default2'])
self.assertTrue(processed_args['bool_default'])
self.assertEqual(42, processed_args['int_default']) # default value taken (42 instead of '-x')
self.assertEqual(0, processed_args['pint_default']) # valid_min value taken, not default value (0 instead of -24)
self.assertEqual(4.2, processed_args['float_default']) # default value taken (42 instead of '-x')
self.assertEqual(0, processed_args['pfloat_default']) # valid_min value taken, not default value (0 instead of -24)
self.assertEqual('25', processed_args['str_default']) # default value not taken, because 25 can be converted to '25'
self.assertEqual('string1', processed_args['str_validlist_default']) # default value taken ('string1' instead of 'x')
self.assertEqual('string2', processed_args['str_validlist_invalid_default'])
self.assertEqual([24,'42', 4.2, '4.2'], processed_args['list_default']) # Test list with mixed datatypes
self.assertEqual({'answer': 42}, processed_args['dict_default']) # default value taken ({'answer': 42} instead of invalid dict {24, '42'})
self.assertEqual('127.0.0.1', processed_args['ip_default']) # default value taken ('127.0.0.1' instead of invalid ip '1.2.3.256')
self.assertEqual('01:23:45:67:89:ab', processed_args['mac_default']) # default value taken (instead of invalid mac 'aa:ab:ac:ad:ae:ag')
self.assertEqual(['4', 2, [4, '2']], processed_args['foo_default']) # accepts any data (no default is taken, if a value is specified)
logger.warning('=== End metadata Tests')
def test_meta_is_registered(self):
logger.warning('')
logger.warning('=== Begin Metadata Tests:')
self.sh = MockSmartHome()
self.meta = Metadata(self.sh, 'test_resources', 'module', 'tests.resources.test_metadata')
args = {}
(processed_args, allparams_ok) = self.meta.check_parameters(args)
# Test default values for datatypes
self.assertIsNone(processed_args['notype_nodefault'])
self.assertEqual(False, processed_args['bool_nodefault'])
self.assertEqual(0, processed_args['int_nodefault'])
self.assertEqual(2, processed_args['int_validmin_nodefault'])
self.assertEqual(-42, processed_args['int_validmax_nodefault'])
self.assertEqual(0, processed_args['pint_nodefault'])
self.assertEqual(0, processed_args['float_nodefault'])
self.assertEqual(0, processed_args['pfloat_nodefault'])
self.assertEqual('', processed_args['str_nodefault'])
self.assertEqual('', processed_args['str_validlist_nodefault'])
self.assertEqual([], processed_args['list_nodefault'])
self.assertEqual({}, processed_args['dict_nodefault'])
self.assertEqual('0.0.0.0', processed_args['ip_nodefault'])
self.assertEqual('00:00:00:00:00:00', processed_args['mac_nodefault'])
self.assertIsNone(processed_args['foo_nodefault'])
# Test set default values for parameters
self.assertEqual(42, processed_args['notype_default1'])
self.assertEqual('42', processed_args['notype_default2'])
self.assertEqual(True, processed_args['bool_default'])
self.assertEqual(42, processed_args['int_default'])
self.assertEqual(42, processed_args['pint_default'])
self.assertEqual(4.2, processed_args['float_default'])
self.assertEqual(4.2, processed_args['pfloat_default'])
self.assertEqual('42', processed_args['str_default'])
self.assertEqual('string2', processed_args['str_validlist_default'])
self.assertEqual('string1', processed_args['str_validlist_invalid_default'])
self.assertEqual([4,2], processed_args['list_default'])
self.assertEqual({'answer': 42}, processed_args['dict_default'])
self.assertEqual('127.0.0.1', processed_args['ip_default'])
self.assertEqual('01:23:45:67:89:ab', processed_args['mac_default'])
self.assertEqual(42, processed_args['foo_default'])
args = {
'notype_nodefault': True, 'bool_nodefault': '42', 'int_nodefault': -24, 'pint_nodefault': 24,
'float_nodefault': -24.2, 'pfloat_nodefault': 24.3, 'str_nodefault': 'answer', 'str_validlist_nodefault': 'string2',
'str_validlist_default': 'x', 'str_validlist_invalid_default': 'string2',
'list_nodefault': [24,42], 'dict_nodefault': {'question': 24, 'answer': '42'},
'ip_nodefault': '1.2.3.4', 'mac_nodefault': 'aa:ab:ac:ad:ae:af',
'foo_nodefault': [4, 2],
'notype_default1': '24', 'notype_default2': 24, 'bool_default': True, 'int_default': '-x', 'pint_default': -24,
'float_default': '-x', 'pfloat_default': -24.2, 'str_default': 25,
'list_default': "[24,'42', 4.2, '4.2']", 'dict_default': {24, '42'},
'ip_default': '1.2.3.256', 'mac_default': 'aa:ab:ac:ad:ae:ag',
'foo_default': ['4', 2, [4, '2']]
}
(processed_args, allparams_ok) = self.meta.check_parameters(args)
# Test valid parameter configurations
self.assertEqual(True, processed_args['notype_nodefault'])
self.assertEqual(False, processed_args['bool_nodefault'])
self.assertEqual(-24, processed_args['int_nodefault'])
self.assertEqual(24, processed_args['pint_nodefault'])
self.assertEqual(-24.2, processed_args['float_nodefault'])
self.assertEqual(24.3, processed_args['pfloat_nodefault'])
self.assertEqual('answer', processed_args['str_nodefault'])
self.assertEqual('string2', processed_args['str_validlist_nodefault'])
self.assertEqual([24,42], processed_args['list_nodefault'])
self.assertEqual({'question': 24, 'answer': '42'}, processed_args['dict_nodefault'])
self.assertEqual('1.2.3.4', processed_args['ip_nodefault'])
self.assertEqual('aa:ab:ac:ad:ae:af', processed_args['mac_nodefault'])
self.assertEqual([4, 2], processed_args['foo_nodefault'])
# Test invalid parameter configurations
self.assertEqual('24', processed_args['notype_default1'])
self.assertEqual(24, processed_args['notype_default2'])
self.assertTrue(processed_args['bool_default'])
self.assertEqual(42, processed_args['int_default']) # default value taken (42 instead of '-x')
self.assertEqual(0, processed_args['pint_default']) # valid_min value taken, not default value (0 instead of -24)
self.assertEqual(4.2, processed_args['float_default']) # default value taken (42 instead of '-x')
self.assertEqual(0, processed_args['pfloat_default']) # valid_min value taken, not default value (0 instead of -24)
self.assertEqual('25', processed_args['str_default']) # default value not taken, because 25 can be converted to '25'
self.assertEqual('string1', processed_args['str_validlist_default']) # default value taken ('string1' instead of 'x')
self.assertEqual('string2', processed_args['str_validlist_invalid_default'])
self.assertEqual([24,'42', 4.2, '4.2'], processed_args['list_default']) # Test list with mixed datatypes
self.assertEqual({'answer': 42}, processed_args['dict_default']) # default value taken ({'answer': 42} instead of invalid dict {24, '42'})
self.assertEqual('127.0.0.1', processed_args['ip_default']) # default value taken ('127.0.0.1' instead of invalid ip '1.2.3.256')
self.assertEqual('01:23:45:67:89:ab', processed_args['mac_default']) # default value taken (instead of invalid mac 'aa:ab:ac:ad:ae:ag')
self.assertEqual(['4', 2, [4, '2']], processed_args['foo_default']) # accepts any data (no default is taken, if a value is specified)
logger.warning('=== End metadata Tests')