return self.images[i]
def __len__(self):
return len(self.images)
def append(self, name, bow):
self.images.append((name, bow))
def top5Closest(self, bow):
closest=sorted([(n, sp.distance.cosine(bow,b)) for (n,b) in self.images], key=lambda x:x[1])
return closest[0:5]
def __str__(self):
s = ''
for i in self:
s += str(i[0]) + ' : ' + str(i[1]) + '\n'
return s
if __name__ == "__main__":
print('Load library')
lib = Library("SIFT")
lib.loadLibrary("SIFTSaved")
print('Load ok\nextract vector')
vec = lib.extractVector(10)
print('Create cluster')
centroid = createCluster(vec, 1000)
import pickle
print('Save cluster')
pickle.dump(centroid, open("Centroid_SIFT_1000_10", "wb"))
print("BOW of ", lib.images[0][0], " is", image2BOW(centroid, lib.images[0][1][1]))
def append(self, name, bow):
self.images.append((name, bow))
def top5Closest(self, bow):
closest = sorted([(n, sp.distance.cosine(bow, b))
for (n, b) in self.images],
key=lambda x: x[1])
return closest[0:5]
def __str__(self):
s = ''
for i in self:
s += str(i[0]) + ' : ' + str(i[1]) + '\n'
return s
if __name__ == "__main__":
print('Load library')
lib = Library("SIFT")
lib.loadLibrary("SIFTSaved")
print('Load ok\nextract vector')
vec = lib.extractVector(10)
print('Create cluster')
centroid = createCluster(vec, 1000)
import pickle
print('Save cluster')
pickle.dump(centroid, open("Centroid_SIFT_1000_10", "wb"))
print("BOW of ", lib.images[0][0], " is",
image2BOW(centroid, lib.images[0][1][1]))
# Security Group creation
aws.createAllSG()
elif sys.argv[1] == 'initKP':
# Key pairs creation
aws.createAllKP()
else:
print "Unknown operation !"
sys.exit(1)
elif argc == 3:
if sys.argv[1] == 'create':
# Cluster creation
cluster_name = sys.argv[2]
stream = open('cassandgo.yaml','r')
conf = yaml.load(stream)
if cluster_name in conf:
cluster.createCluster(conf[cluster_name],cluster_name)
else:
print cluster_name+' is not defined !'
elif sys.argv[1] == 'destroy':
# Cluster creation
cluster_name = sys.argv[2]
stream = open('cassandgo.yaml','r')
conf = yaml.load(stream)
if cluster_name in conf:
cluster.destroyCluster(conf[cluster_name],cluster_name)
else:
print cluster_name+' is not defined !'
#for info in conf_HVM:
# listInstancesRegionZone(info['region'],info['zone'])
# ec2 = boto.ec2.connect_to_region(info['region']+'-'+info['zone'])
# Security Group creation
aws.createAllSG()
elif sys.argv[1] == 'initKP':
# Key pairs creation
aws.createAllKP()
else:
print "Unknown operation !"
sys.exit(1)
elif argc == 3:
if sys.argv[1] == 'create':
# Cluster creation
cluster_name = sys.argv[2]
stream = open('cassandgo.yaml', 'r')
conf = yaml.load(stream)
if cluster_name in conf:
cluster.createCluster(conf[cluster_name], cluster_name)
else:
print cluster_name + ' is not defined !'
elif sys.argv[1] == 'destroy':
# Cluster creation
cluster_name = sys.argv[2]
stream = open('cassandgo.yaml', 'r')
conf = yaml.load(stream)
if cluster_name in conf:
cluster.destroyCluster(conf[cluster_name], cluster_name)
else:
print cluster_name + ' is not defined !'
#for info in conf_HVM:
# listInstancesRegionZone(info['region'],info['zone'])
# ec2 = boto.ec2.connect_to_region(info['region']+'-'+info['zone'])