def generateSingleHash(X, planesFileName, n_bits=64):
"""
Generate a n_bits long hash for each input in X
:param X:
:param n_bits:
:return:
"""
import utils
# overwrite old matrixes an build some random new ones
fileName = os.path.join(utils.lsh_planes_dir, planesFileName + '.npz')
lsh = LSHash(n_bits, np.shape(X)[0], matrices_filename=fileName, overwrite=False)
return lsh._hash(lsh.uniform_planes[0], X.tolist())
def test():
import utils
trueIds, testSet = utils.load_test_set('fc7', 'raw', 0)
lsh = LSHash(128, np.shape(testSet[0])[0], matrices_filename='lsh_planes.data.npz', overwrite=True)
for idx, input_point in enumerate(testSet):
hastValue = lsh._hash(lsh.uniform_planes[0], input_point.tolist())
print hastValue
lsh.index(input_point, idx)
print lsh.query(testSet[3], 3)
return None
def generateSingleHash(X, planesFileName, n_bits=64):
"""
Generate a n_bits long hash for each input in X
:param X:
:param n_bits:
:return:
"""
import utils
# overwrite old matrixes an build some random new ones
fileName = os.path.join(utils.lsh_planes_dir, planesFileName + '.npz')
lsh = LSHash(n_bits,
np.shape(X)[0],
matrices_filename=fileName,
overwrite=False)
return lsh._hash(lsh.uniform_planes[0], X.tolist())
def generateHashes(X, scalar, planesFileName, n_bits=64):
"""
Generate a n_bits long hash for each input in X
:param X:
:param n_bits:
:return:
"""
import utils
# overwrite old matrixes an build some random new ones
fileName = os.path.join(utils.lsh_planes_dir, planesFileName + '.npz')
lsh = LSHash(n_bits, np.shape(X[0])[0], matrices_filename=fileName, overwrite=False)
hashValues = []
for input_point in X:
input_point = scalar.transform(input_point)
hashValues.append(lsh._hash(lsh.uniform_planes[0], input_point))
return hashValues
def test():
import utils
trueIds, testSet = utils.load_test_set('fc7', 'raw', 0)
lsh = LSHash(128,
np.shape(testSet[0])[0],
matrices_filename='lsh_planes.data.npz',
overwrite=True)
for idx, input_point in enumerate(testSet):
hastValue = lsh._hash(lsh.uniform_planes[0], input_point.tolist())
print hastValue
lsh.index(input_point, idx)
print lsh.query(testSet[3], 3)
return None
def generateHashes(X, scalar, planesFileName, n_bits=64):
"""
Generate a n_bits long hash for each input in X
:param X:
:param n_bits:
:return:
"""
import utils
# overwrite old matrixes an build some random new ones
fileName = os.path.join(utils.lsh_planes_dir, planesFileName + '.npz')
lsh = LSHash(n_bits,
np.shape(X[0])[0],
matrices_filename=fileName,
overwrite=False)
hashValues = []
for input_point in X:
input_point = scalar.transform(input_point)
hashValues.append(lsh._hash(lsh.uniform_planes[0], input_point))
return hashValues