def setUp(self):
dataset_dir = str(script_directory) + '/datasets/partial_dataset'
self.data = load_act_assist(dataset_dir, subjects=[SUBJECT_ADMIN_NAME])
self.data.df_activities = self.data.df_activities_admin
self.rf_pipe = [('raw', BinaryEncoder(encode='raw')),
('lbl', LabelEncoder(idle=True)),
('drop_tidx', DropTimeIndex()),
('classifier', RandomForestClassifier(random_state=42))
]
self.kde_pipe = [('raw', BinaryEncoder(encode='raw')),
('drop_tidx', DropTimeIndex()),
('classifier',
KernelDensity(kernel='gaussian', bandwidth=0.5))]
self.svm_pipe = [('raw', BinaryEncoder(encode='raw')),
('lbl', LabelEncoder(idle=True)),
('drop_tidx', DropTimeIndex()), ('classifier', SVC())]
def setUp(self):
dataset_dir = str(script_directory) + '/datasets/partial_dataset'
self.data = load_act_assist(dataset_dir, subjects=[SUBJECT_ADMIN_NAME])
self.data.df_activities = self.data.df_activities_admin
self.iris = load_iris()
def setUp(self):
dataset_dir = str(script_directory) + '/datasets/empty_dataset'
self.data = load_act_assist(
dataset_dir, subjects=[SUBJECT_ONE_NAME, SUBJECT_TWO_NAME])
def setUp(self):
dataset_dir = str(script_directory) + '/datasets/dirty_dataset'
self.data = load_act_assist(dataset_dir, subjects=[SUBJECT_ADMIN_NAME])
os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'act_assist.settings')
else:
logger.info('running in production mode')
sys.path.append('/opt/activity_assistant/web')
sys.path.append('/etc/opt/activity_assistant/')
os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'settings')
import django
django.setup()
from backend.models import Dataset
import settings
from frontend.util import get_person_names, get_server
from pyadlml.dataset import load_act_assist
try:
logger.info('loading dataset...')
dataset = Dataset.objects.get(id=args.dataset_id)
data = load_act_assist(dataset.path_to_folder, get_person_names())
logger.info('generating plots for persons...')
gen_plots_persons(dataset, data)
logger.info('generating plots for devices...')
gen_plots_devices(dataset, data)
except KeyboardInterrupt:
pass
finally:
logger.info('wrapping up service...')
srv = get_server()
srv.plot_gen_service_pid = None
srv.save()
logger.info('exited')