def main():
clusterers = []
for file in os.listdir('cached_clusterers'):
f = open('cached_clusterers/'+file, 'rb')
clusterers.append(pickle.load(f))
f.close()
purities = {}
for cl in clusterers:
e = Presenter()
purities[cl.n_clusters] = e.purity(cl.labels_true, cl.labels_pred)
df = pd.DataFrame(list(purities.items()), columns=('Topics',
'Overall Purity'))
fig, ax = plt.subplots(1)
pu_ax = df['Overall Purity'].plot(ax=ax, x='Topics', grid=True,
legend=True, figsize=(40, 25))
val = df['Overall Purity'].values
xpoints = np.linspace(0, val.shape[0]-1, val.shape[0])
poly = np.polyfit(xpoints, val, 2)
poly = np.poly1d(poly)
pol_ax = plt.plot(xpoints, poly(xpoints), 'r-', label='Fitted Polynomial')
handles, labels = ax.get_legend_handles_labels()
ax.legend(handles, labels)
ax.set_xlabel('Topics')
fig.savefig('Purity.svg', format='svg')
pdb.set_trace()
def optimize_cluster_size(self, max_cl, file_name, min_cl=10):
df = pd.DataFrame(columns=['Overall Purity'])
for i in range(min_cl, max_cl):
self.clust.cluster(i, n_init=10)
e = Presenter()
e.purity(self.clust.labels_true,
self.clust.labels_pred)
df.loc[i] = e.overall_purity
# Write dataframe to file
f = open(file_name, 'wb')
pickle.dump(df, f)
f.close()
def main():
app = QtWidgets.QApplication(sys.argv)
view = MainWindow()
model = Repository()
presenter = Presenter(view, model)
view.show()
sys.exit(app.exec_())
def main():
try:
app = QApplication([])
model = DataBase()
view = View()
_ = Presenter(model, view)
sys.exit(app.exec_())
except Exception as ex:
print('ERROR! : {0}'.format(str(ex)))
sys.exit(1)
import sys
from PyQt5 import QtGui
from PyQt5.QtWidgets import QApplication
from presenter.presenter import Presenter
if __name__ == '__main__':
app = QApplication(sys.argv)
app.setStyle("Fusion")
app.setWindowIcon(QtGui.QIcon("./resources/virusIcon.png"))
app.setApplicationDisplayName("Simulator")
presenter = Presenter()
presenter.ui.show()
sys.exit(app.exec_())
from view.view import GuiView
from presenter.presenter import Presenter
from model.authorized_yadisk_model import AuthorizedYadiskModel
from model.bublic_yadisk_model import BublicYadiskModel
from model.local_model import LocalModel
from model.security_model import SecurityModel
import logging
import magic_const
logging.basicConfig(**magic_const.LOGGING_CONFIG)
if __name__ == "__main__":
app = QApplication([])
gui_view = GuiView()
yadisk_model = AuthorizedYadiskModel()
local_model = LocalModel()
bublic_yadisk_model = BublicYadiskModel()
security_model = SecurityModel()
presenter = Presenter(gui_view, yadisk_model, local_model,
bublic_yadisk_model, security_model)
gui_view.set_presenter(presenter)
sys.exit(app.exec_())
def main():
app = QApplication([])
model = DataBase()
view = View()
_ = Presenter(model, view)
sys.exit(app.exec_())