from cymem.cymem cimport Pool from thinc.typedefs cimport weight_t from collections import defaultdict from ..structs cimport TokenC from .stateclass cimport StateClass from ..attrs cimport TAG, HEAD, DEP, ENT_TYPE, ENT_IOB cdef weight_t MIN_SCORE = -90000 class OracleError(Exception): pass cdef class TransitionSystem: def __init__(self, StringStore string_table, dict labels_by_action): self.mem = Pool() self.n_moves = sum(len(labels) for labels in labels_by_action.values()) self._is_valid = self.mem.alloc(self.n_moves, sizeof(bint)) moves = self.mem.alloc(self.n_moves, sizeof(Transition)) cdef int i = 0 cdef int label_id self.strings = string_table for action, label_strs in sorted(labels_by_action.items()): for label_str in sorted(label_strs): label_id = self.strings[unicode(label_str)] if label_str else 0 moves[i] = self.init_transition(i, int(action), label_id) i += 1 self.c = moves self.root_label = self.strings['ROOT'] self.freqs = {} for attr in (TAG, HEAD, DEP, ENT_TYPE, ENT_IOB): self.freqs[attr] = defaultdict(int) self.freqs[attr][0] = 1 # Ensure we've seen heads. Need an official dependency length limit... for i in range(10024): self.freqs[HEAD][i] = 1 self.freqs[HEAD][-i] = 1 cdef int initialize_state(self, StateClass state) except -1: pass cdef int finalize_state(self, StateClass state) nogil: pass cdef int preprocess_gold(self, GoldParse gold) except -1: raise NotImplementedError cdef Transition lookup_transition(self, object name) except *: raise NotImplementedError cdef Transition init_transition(self, int clas, int move, int label) except *: raise NotImplementedError cdef int set_valid(self, int* is_valid, StateClass stcls) nogil: cdef int i for i in range(self.n_moves): is_valid[i] = self.c[i].is_valid(stcls, self.c[i].label) cdef int set_costs(self, int* is_valid, int* costs, StateClass stcls, GoldParse gold) except -1: cdef int i self.set_valid(is_valid, stcls) for i in range(self.n_moves): if is_valid[i]: costs[i] = self.c[i].get_cost(stcls, &gold.c, self.c[i].label) else: costs[i] = 9000