def MockCallBacks(self):
df = pd.read_csv('data/CrossValidationData.csv')
df.columns = ['x', 'y', 'z', 'id', 'is_building', 'label']
deleteIndex = df[df['is_building'] == 0]['id']
labels = df[df['is_building'] == 1][['id', 'label']]
# The prune model
sd = Methods()
df = sd.splitCallBack(labels, 'lidar_sf__1')
sd.hullCallBack(df, 'lidar_sf__1')
sd.deleteCallBack(df, 'lidar_sf__1')
sd.deleteCallBack(deleteIndex, 'lidar_sf__1')
def MockCallBacks(self):
df = pd.read_csv('data/CrossValidationData.csv');
df.columns = ['x','y','z','id', 'is_building', 'label']
deleteIndex = df[df['is_building']==0]['id'];
labels = df[df['is_building']==1][['id','label']];
# The prune model
sd = Methods()
df = sd.splitCallBack(labels, 'lidar_sf__1')
sd.hullCallBack(df, 'lidar_sf__1');
sd.deleteCallBack(df, 'lidar_sf__1');
sd.deleteCallBack(deleteIndex, 'lidar_sf__1')
class Building:
def __init__(self,
database='building',
User='******',
host='localhost',
projection=4326,
transform_to=None):
# If the dataset is not in metric units, transform projection
self.transform_to = transform_to
# file uploads
self.upload = pgDataLoader(database=database,
User=User,
host=host,
projection=projection)
# methods to cal to server
self.methods = Methods(database=database,
User=User,
host=host,
projection=projection)
# Reset storage tables
self.methods.tableSetUp(transform_to=transform_to)
def screen(self, file_path, hull=True, load_lidar=False, split=10):
# Create table name from file path
lidar_name = "z_" + basename(file_path).split('.')[0]
if load_lidar:
# Load the data to server
self.upload.lidar_to_server(file_path,
lidar_name,
transform_to=self.transform_to)
# Split the bounding box into equal children
self.methods.partionSpace(lidar_name,
split=split,
transform_to=self.transform_to)
# Get a dataframe of bounding box id's
bbox_ids = self.methods.pg_df('SELECT id FROM %s_bbox' % lidar_name)
for index, row in bbox_ids.T.iteritems():
# Get the id of the child bounding box
child_id = row.id
print child_id
# Get the points intersecting this bounding box
pts = self.methods.partionPoints(child_id)
# Get the points of buildings and not buildings
blds, not_blds = dbscan(pts, zboost=1.4)
pts = None
# Save some memory
if hull:
# Split points into interior points and boundary points.
# Save the boundary points to an overflow table.
inside_points = self.methods.splitCallBack(blds, child_id)
blds = None
# Save some memory
# Calculate the outline of the interior buildings and save geometries.
self.methods.hullCallBack(inside_points, child_id)
inside_points = None
else:
self.methods.loadpointsCallBack(blds, child_id)
blds = None