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Restore support for deeper networks in parser

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This commit is contained in:
Matthew Honnibal 2017-05-23 05:31:13 -05:00
parent e27262f431
commit 964707d795
1 changed files with 21 additions and 2 deletions
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23
spacy/syntax/nn_parser.pyx
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@ -336,9 +336,25 @@ cdef class Parser:
feat_weights = state2vec.get_feat_weights() feat_weights = state2vec.get_feat_weights()
cdef int i cdef int i
cdef np.ndarray token_ids = numpy.zeros((nr_state, nr_feat), dtype='i')
cdef np.ndarray is_valid = numpy.zeros((nr_state, nr_feat), dtype='i')
cdef np.ndarray scores
c_token_ids = <int*>token_ids.data
c_is_valid = <int*>is_valid.data
while not next_step.empty(): while not next_step.empty():
for i in cython.parallel.prange(next_step.size(), num_threads=4, nogil=True): for i in range(next_step.size()):
self._parse_step(next_step[i], feat_weights, nr_class, nr_feat) st = next_step[i]
st.set_context_tokens(&c_token_ids[i*nr_feat], nr_feat)
self.moves.set_valid(&c_is_valid[i*nr_class], st)
vectors = state2vec.begin_update(token_ids[:next_step.size()])
scores = vec2scores(vectors)
c_scores = <float*>scores.data
for i in range(next_step.size()):
st = next_step[i]
guess = arg_max_if_valid(
&c_scores[i*nr_class], &c_is_valid[i*nr_class], nr_class)
action = self.moves.c[guess]
action.do(st, action.label)
this_step, next_step = next_step, this_step this_step, next_step = next_step, this_step
next_step.clear() next_step.clear()
for st in this_step: for st in this_step:
@ -349,6 +365,9 @@ cdef class Parser:
cdef void _parse_step(self, StateC* state, cdef void _parse_step(self, StateC* state,
const float* feat_weights, const float* feat_weights,
int nr_class, int nr_feat) nogil: int nr_class, int nr_feat) nogil:
'''This only works with no hidden layers -- fast but inaccurate'''
#for i in cython.parallel.prange(next_step.size(), num_threads=4, nogil=True):
# self._parse_step(next_step[i], feat_weights, nr_class, nr_feat)
token_ids = <int*>calloc(nr_feat, sizeof(int)) token_ids = <int*>calloc(nr_feat, sizeof(int))
scores = <float*>calloc(nr_class, sizeof(float)) scores = <float*>calloc(nr_class, sizeof(float))
is_valid = <int*>calloc(nr_class, sizeof(int)) is_valid = <int*>calloc(nr_class, sizeof(int))