def __init__(self,
corpus,
env_matrix,
context_type='sentence',
psi=None,
rand_perm=None,
lmda=7):
"""
Initialize BeagleOrderMulti.
:param corpus: Source of observed data.
:type corpus: Corpus
:param env_matrix: BEAGLE environement matrix.
:type env_matrix: 2-D array
:param context_type: Name of tokenization stored in `corpus` whose
tokens will be treated as documents. Default is `sentence`.
:type context_type: string, optional
:param psi:
:type psi: int, optional
:param rand_perm:
:type rand_perm: boolean, optional
:param lmda:
:type lmda: int, optional
"""
self.context_type = context_type
self.sents = corpus.view_contexts(context_type)
self.dtype = env_matrix.dtype
global _shape
_shape = mp.Array('i', 2, lock=False)
_shape[:] = env_matrix.shape
print('Copying env matrix to shared mp array')
global _env_matrix
_env_matrix = mp.Array('d', env_matrix.size, lock=False)
_env_matrix[:] = env_matrix.ravel()[:]
#TODO: Convert this to a shared data structure
global _b_conv
_b_conv = mk_b_conv(env_matrix.shape[1], rand_perm)
global _psi
_psi = mp.Array('d', _shape[1], lock=False)
if psi is None:
_psi[:] = rand_pt_unit_sphere(env_matrix.shape[1])[:]
else:
_psi[:] = psi[:]
global _lmda
_lmda = mp.Value('i', lock=False)
_lmda = lmda
def __init__(self, corpus, env_matrix, context_type='sentence',
psi=None, rand_perm=None, lmda =7):
"""
Initialize BeagleOrderMulti.
:param corpus: Source of observed data.
:type corpus: Corpus
:param env_matrix: BEAGLE environement matrix.
:type env_matrix: 2-D array
:param context_type: Name of tokenization stored in `corpus` whose
tokens will be treated as documents. Default is `sentence`.
:type context_type: string, optional
:param psi:
:type psi: int, optional
:param rand_perm:
:type rand_perm: boolean, optional
:param lmda:
:type lmda: int, optional
"""
self.context_type = context_type
self.sents = corpus.view_contexts(context_type)
self.dtype = env_matrix.dtype
global _shape
_shape = mp.Array('i', 2, lock=False)
_shape[:] = env_matrix.shape
print('Copying env matrix to shared mp array')
global _env_matrix
_env_matrix = mp.Array('d', env_matrix.size, lock=False)
_env_matrix[:] = env_matrix.ravel()[:]
#TODO: Convert this to a shared data structure
global _b_conv
_b_conv = mk_b_conv(env_matrix.shape[1], rand_perm)
global _psi
_psi = mp.Array('d', _shape[1], lock=False)
if psi is None:
_psi[:] = rand_pt_unit_sphere(env_matrix.shape[1])[:]
else:
_psi[:] = psi[:]
global _lmda
_lmda = mp.Value('i', lock=False)
_lmda =lmda
def __init__(self,
corpus,
env_matrix,
context_type='sentence',
psi=None,
rand_perm=None,
lmda=7):
"""
Initialize BeagleOrderSeq.
:param corpus: Soure of observed data.
:type corpus: Corpus
:param env_matrix: BEAGLE environment matrix.
:type env_matrix: 2-D array
:param context_type: Name of tokenization stored in `corpus` whose
tokens will be treated as documents. Default is `sentence`.
:type context_type: string, optional
:param psi:
:type psi: int, optional
:param rand_perm:
:type rand_perm: boolean, optional
:param lmda:
:type lmda: int, optional
"""
self.context_type = context_type
self.sents = corpus.view_contexts(context_type)
self.env_matrix = env_matrix
self.b_conv = mk_b_conv(env_matrix.shape[1], rand_perm)
if psi is None:
self.psi = rand_pt_unit_sphere(env_matrix.shape[1])
else:
self.psi = psi
self.lmda = lmda
def __init__(self, corpus, env_matrix, context_type='sentence',
psi=None, rand_perm=None, lmda =7):
"""
Initialize BeagleOrderSeq.
:param corpus: Soure of observed data.
:type corpus: Corpus
:param env_matrix: BEAGLE environment matrix.
:type env_matrix: 2-D array
:param context_type: Name of tokenization stored in `corpus` whose
tokens will be treated as documents. Default is `sentence`.
:type context_type: string, optional
:param psi:
:type psi: int, optional
:param rand_perm:
:type rand_perm: boolean, optional
:param lmda:
:type lmda: int, optional
"""
self.context_type = context_type
self.sents = corpus.view_contexts(context_type)
self.env_matrix = env_matrix
self.b_conv = mk_b_conv(env_matrix.shape[1], rand_perm)
if psi is None:
self.psi = rand_pt_unit_sphere(env_matrix.shape[1])
else:
self.psi = psi
self.lmda = lmda
