# cython: profile=True from ._state cimport State from ._state cimport has_head, get_idx, get_s0, get_n0 from ._state cimport is_final, at_eol, pop_stack, push_stack, add_dep from ._state cimport head_in_buffer, children_in_buffer from ._state cimport head_in_stack, children_in_stack from ..tokens cimport TokenC cdef enum: SHIFT REDUCE LEFT RIGHT N_MOVES cdef inline bint _can_shift(const State* s) nogil: return not at_eol(s) cdef inline bint _can_right(const State* s) nogil: return s.stack_len >= 1 and not at_eol(s) cdef inline bint _can_left(const State* s) nogil: return s.stack_len >= 1 and not has_head(get_s0(s)) cdef inline bint _can_reduce(const State* s) nogil: return s.stack_len >= 2 and has_head(get_s0(s)) cdef int _shift_cost(const State* s, int* gold) except -1: assert not at_eol(s) cost = 0 cost += head_in_stack(s, s.i, gold) cost += children_in_stack(s, s.i, gold) return cost cdef int _right_cost(const State* s, int* gold) except -1: assert s.stack_len >= 1 cost = 0 if gold[s.i] == s.stack[0]: return cost cost += head_in_buffer(s, s.i, gold) cost += children_in_stack(s, s.i, gold) cost += head_in_stack(s, s.i, gold) return cost cdef int _left_cost(const State* s, int* gold) except -1: assert s.stack_len >= 1 cost = 0 if gold[s.stack[0]] == s.i: return cost cost += head_in_buffer(s, s.stack[0], gold) cost += children_in_buffer(s, s.stack[0], gold) return cost cdef int _reduce_cost(const State* s, int* gold) except -1: return children_in_buffer(s, s.stack[0], gold) cdef class TransitionSystem: def __init__(self, list left_labels, list right_labels): self.mem = Pool() left_labels.sort() right_labels.sort() if 'ROOT' in right_labels: right_labels.pop(right_labels.index('ROOT')) if 'dep' in right_labels: right_labels.pop(right_labels.index('dep')) if 'ROOT' in left_labels: left_labels.pop(left_labels.index('ROOT')) if 'dep' in left_labels: left_labels.pop(left_labels.index('dep')) self.n_moves = 2 + len(left_labels) + len(right_labels) moves = self.mem.alloc(self.n_moves, sizeof(Transition)) cdef int i = 0 moves[i].move = SHIFT moves[i].label = 0 i += 1 moves[i].move = REDUCE moves[i].label = 0 i += 1 self.label_ids = {'ROOT': 0, 'dep': -1} cdef int label_id for label_str in left_labels: label_id = self.label_ids.setdefault(label_str, len(self.label_ids)) moves[i].move = LEFT moves[i].label = label_id i += 1 for label_str in right_labels: label_id = self.label_ids.setdefault(label_str, len(self.label_ids)) moves[i].move = RIGHT moves[i].label = label_id i += 1 self._moves = moves cdef int transition(self, State *s, const int clas) except -1: cdef const Transition* t = &self._moves[clas] if t.move == SHIFT: push_stack(s) elif t.move == LEFT: add_dep(s, s.i, s.stack[0], t.label) pop_stack(s) elif t.move == RIGHT: add_dep(s, s.stack[0], s.i, t.label) push_stack(s) elif t.move == REDUCE: pop_stack(s) else: raise StandardError(t.move) cdef int best_valid(self, const weight_t* scores, const State* s) except -1: cdef bint[N_MOVES] valid valid[SHIFT] = _can_shift(s) valid[LEFT] = _can_left(s) valid[RIGHT] = _can_right(s) valid[REDUCE] = _can_reduce(s) cdef int best = -1 cdef weight_t score = 0 cdef int i for i in range(self.n_moves): if valid[self._moves[i].move] and (best == -1 or scores[i] > score): best = i score = scores[i] assert best >= 0 return best cdef int best_gold(self, const weight_t* scores, const State* s, int* gold_heads, int* gold_labels) except -1: cdef int[N_MOVES] unl_costs unl_costs[SHIFT] = _shift_cost(s, gold_heads) if _can_shift(s) else -1 unl_costs[LEFT] = _left_cost(s, gold_heads) if _can_left(s) else -1 unl_costs[RIGHT] = _right_cost(s, gold_heads) if _can_right(s) else -1 unl_costs[REDUCE] = _reduce_cost(s, gold_heads) if _can_reduce(s) else -1 cdef int cost cdef int move cdef int label cdef int best = -1 cdef weight_t score = -9000 cdef int i for i in range(self.n_moves): move = self._moves[i].move label = self._moves[i].label if unl_costs[move] == 0: if move == SHIFT or move == REDUCE: cost = 0 elif move == LEFT: if gold_heads[s.stack[0]] == s.i and gold_labels[s.stack[0]] != -1: cost = label != gold_labels[s.stack[0]] else: cost = 0 elif move == RIGHT: if gold_heads[s.i] == s.stack[0] and gold_labels[s.i] != -1: cost = label != gold_labels[s.i] else: cost = 0 else: raise StandardError("Unknown Move") if cost == 0 and (best == -1 or scores[i] > score): best = i score = scores[i] if best < 0: print unl_costs[SHIFT], unl_costs[REDUCE], unl_costs[LEFT], unl_costs[RIGHT] print s.stack_len print has_head(get_s0(s)) print s.sent[s.stack[0]].head print s.stack[0], s.i print gold_heads[s.stack[0]], gold_heads[s.i] print gold_labels[s.i] print children_in_buffer(s, s.stack[0], gold_heads) print head_in_buffer(s, s.stack[0], gold_heads) raise StandardError return best