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	* Move StateClass into the interface for is_valid
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				|  | @ -1,10 +1,11 @@ | |||
| from thinc.typedefs cimport atom_t | ||||
| 
 | ||||
| from ._state cimport State | ||||
| from .stateclass cimport StateClass | ||||
| 
 | ||||
| 
 | ||||
| cdef int fill_context(atom_t* context, State* state) except -1 | ||||
| cdef int _new_fill_context(atom_t* context, State* state) except -1 | ||||
| cdef int _new_fill_context(atom_t* context, StateClass state) except -1 | ||||
| # Context elements | ||||
| 
 | ||||
| # Ensure each token's attributes are listed: w, p, c, c6, c4. The order | ||||
|  |  | |||
|  | @ -65,13 +65,11 @@ cdef inline void fill_token(atom_t* context, const TokenC* token) nogil: | |||
|         context[10] = token.ent_iob | ||||
|         context[11] = token.ent_type | ||||
| 
 | ||||
| cdef int _new_fill_context(atom_t* ctxt, State* state) except -1: | ||||
| cdef int _new_fill_context(atom_t* ctxt, StateClass st) except -1: | ||||
|     # Take care to fill every element of context! | ||||
|     # We could memset, but this makes it very easy to have broken features that | ||||
|     # make almost no impact on accuracy. If instead they're unset, the impact | ||||
|     # tends to be dramatic, so we get an obvious regression to fix... | ||||
|     cdef StateClass st = StateClass(state.sent_len) | ||||
|     st.from_struct(state) | ||||
|     fill_token(&ctxt[S2w], st.S_(2)) | ||||
|     fill_token(&ctxt[S1w], st.S_(1)) | ||||
|     fill_token(&ctxt[S1rw], st.R_(st.S(1), 1)) | ||||
|  | @ -89,8 +87,8 @@ cdef int _new_fill_context(atom_t* ctxt, State* state) except -1: | |||
|     fill_token(&ctxt[P2w], st.safe_get(st.B(0)-2)) | ||||
| 
 | ||||
|     # TODO | ||||
|     fill_token(&ctxt[E0w], get_e0(state)) | ||||
|     fill_token(&ctxt[E1w], get_e1(state)) | ||||
|     fill_token(&ctxt[E0w], st.E_(0)) | ||||
|     fill_token(&ctxt[E1w], st.E_(1)) | ||||
| 
 | ||||
|     if st.stack_depth() >= 1 and not st.eol(): | ||||
|         ctxt[dist] = min(st.S(0) - st.B(0), 5) # TODO: This is backwards!! | ||||
|  |  | |||
|  | @ -4,6 +4,8 @@ from thinc.typedefs cimport weight_t | |||
| 
 | ||||
| 
 | ||||
| from ._state cimport State | ||||
| from .stateclass cimport StateClass | ||||
| 
 | ||||
| from .transition_system cimport TransitionSystem, Transition | ||||
| 
 | ||||
| cdef class ArcEager(TransitionSystem): | ||||
|  |  | |||
|  | @ -40,9 +40,6 @@ cdef enum: | |||
| 
 | ||||
|     BREAK | ||||
| 
 | ||||
|     CONSTITUENT | ||||
|     ADJUST | ||||
| 
 | ||||
|     N_MOVES | ||||
| 
 | ||||
| 
 | ||||
|  | @ -52,8 +49,6 @@ MOVE_NAMES[REDUCE] = 'D' | |||
| MOVE_NAMES[LEFT] = 'L' | ||||
| MOVE_NAMES[RIGHT] = 'R' | ||||
| MOVE_NAMES[BREAK] = 'B' | ||||
| MOVE_NAMES[CONSTITUENT] = 'C' | ||||
| MOVE_NAMES[ADJUST] = 'A' | ||||
| 
 | ||||
| 
 | ||||
| # Helper functions for the arc-eager oracle | ||||
|  | @ -69,15 +64,8 @@ cdef int push_cost(const State* st, const GoldParseC* gold, int target) except - | |||
|             cost += 1 | ||||
|         if gold.heads[S_i] == target and (NON_MONOTONIC or not stcls.has_head(S_i)): | ||||
|             cost += 1 | ||||
|     cost += Break.is_valid(st, -1) and Break.move_cost(st, gold) == 0 | ||||
|     cost += Break.is_valid(stcls, -1) and Break.move_cost(st, gold) == 0 | ||||
|     return cost | ||||
|     # When we push a word, we can't make arcs to or from the stack. So, we lose | ||||
|     # any of those arcs. | ||||
|     #cost += head_in_stack(st, target, gold.heads) | ||||
|     #cost += children_in_stack(st, target, gold.heads) | ||||
|     # If we can Break, we shouldn't push | ||||
|     #cost += Break.is_valid(st, -1) and Break.move_cost(st, gold) == 0 | ||||
|     #return cost | ||||
| 
 | ||||
| 
 | ||||
| cdef int pop_cost(const State* st, const GoldParseC* gold, int target) except -1: | ||||
|  | @ -92,10 +80,6 @@ cdef int pop_cost(const State* st, const GoldParseC* gold, int target) except -1 | |||
|         if gold.heads[B_i] == B_i or gold.heads[B_i] < target: | ||||
|             break | ||||
|     return cost | ||||
|     #cost += children_in_buffer(st, target, gold.heads) | ||||
|     #cost += head_in_buffer(st, target, gold.heads) | ||||
|     #return cost | ||||
| 
 | ||||
| 
 | ||||
| cdef int arc_cost(const State* st, const GoldParseC* gold, int head, int child) except -1: | ||||
|     cdef StateClass stcls = StateClass(st.sent_len) | ||||
|  | @ -108,14 +92,6 @@ cdef int arc_cost(const State* st, const GoldParseC* gold, int head, int child) | |||
|         return 1 | ||||
|     else: | ||||
|         return 0 | ||||
|     #if arc_is_gold(gold, head, child): | ||||
|     #    return 0 | ||||
|     #elif (child + st.sent[child].head) == gold.heads[child]: | ||||
|     #    return 1 | ||||
|     #elif gold.heads[child] >= st.i: | ||||
|     #    return 1 | ||||
|     #else: | ||||
|     #    return 0 | ||||
| 
 | ||||
| 
 | ||||
| cdef bint arc_is_gold(const GoldParseC* gold, int head, int child) except -1: | ||||
|  | @ -146,11 +122,7 @@ cdef bint _is_gold_root(const GoldParseC* gold, int word) except -1: | |||
| 
 | ||||
| cdef class Shift: | ||||
|     @staticmethod | ||||
|     cdef bint is_valid(const State* s, int label) except -1: | ||||
|         return not at_eol(s) | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef bint _new_is_valid(StateClass st, int label) except -1: | ||||
|     cdef bint is_valid(StateClass st, int label) except -1: | ||||
|         return not st.eol() | ||||
| 
 | ||||
|     @staticmethod | ||||
|  | @ -162,8 +134,6 @@ cdef class Shift: | |||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int cost(const State* s, const GoldParseC* gold, int label) except -1: | ||||
|         if not Shift.is_valid(s, label): | ||||
|             return 9000 | ||||
|         return Shift.move_cost(s, gold) + Shift.label_cost(s, gold, label) | ||||
| 
 | ||||
|     @staticmethod | ||||
|  | @ -177,19 +147,12 @@ cdef class Shift: | |||
| 
 | ||||
| cdef class Reduce: | ||||
|     @staticmethod | ||||
|     cdef bint _new_is_valid(StateClass st, int label) except -1: | ||||
|     cdef bint is_valid(StateClass st, int label) except -1: | ||||
|         if NON_MONOTONIC: | ||||
|             return st.stack_depth() >= 2 #and not missing_brackets(s) | ||||
|         else: | ||||
|             return st.stack_depth() >= 2 and st.has_head(st.S(0)) | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef bint is_valid(const State* s, int label) except -1: | ||||
|         if NON_MONOTONIC: | ||||
|             return s.stack_len >= 2 #and not missing_brackets(s) | ||||
|         else: | ||||
|             return s.stack_len >= 2 and has_head(get_s0(s)) | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int transition(State* state, int label) except -1: | ||||
|         if NON_MONOTONIC and not has_head(get_s0(state)) and state.stack_len >= 2: | ||||
|  | @ -198,8 +161,6 @@ cdef class Reduce: | |||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int cost(const State* s, const GoldParseC* gold, int label) except -1: | ||||
|         if not Reduce.is_valid(s, label): | ||||
|             return 9000 | ||||
|         return Reduce.move_cost(s, gold) + Reduce.label_cost(s, gold, label) | ||||
| 
 | ||||
|     @staticmethod | ||||
|  | @ -216,19 +177,12 @@ cdef class Reduce: | |||
| 
 | ||||
| cdef class LeftArc: | ||||
|     @staticmethod | ||||
|     cdef bint _new_is_valid(StateClass st, int label) except -1: | ||||
|     cdef bint is_valid(StateClass st, int label) except -1: | ||||
|         if NON_MONOTONIC: | ||||
|             return st.stack_depth() >= 1 #and not missing_brackets(s) | ||||
|         else: | ||||
|             return st.stack_depth() >= 1 and not st.has_head(st.S(0)) | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef bint is_valid(const State* s, int label) except -1: | ||||
|         if NON_MONOTONIC: | ||||
|             return s.stack_len >= 1 #and not missing_brackets(s) | ||||
|         else: | ||||
|             return s.stack_len >= 1 and not has_head(get_s0(s)) | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int transition(State* state, int label) except -1: | ||||
|         # Interpret left-arcs from EOL as attachment to root | ||||
|  | @ -240,15 +194,11 @@ cdef class LeftArc: | |||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int cost(const State* s, const GoldParseC* gold, int label) except -1: | ||||
|         if not LeftArc.is_valid(s, label): | ||||
|             return 9000 | ||||
|         return LeftArc.move_cost(s, gold) + LeftArc.label_cost(s, gold, label) | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int move_cost(const State* s, const GoldParseC* gold) except -1: | ||||
|         if not LeftArc.is_valid(s, -1): | ||||
|             return 9000 | ||||
|         elif arc_is_gold(gold, s.i, s.stack[0]): | ||||
|         if arc_is_gold(gold, s.i, s.stack[0]): | ||||
|             return 0 | ||||
|         else: | ||||
|             return pop_cost(s, gold, s.stack[0]) + arc_cost(s, gold, s.i, s.stack[0]) | ||||
|  | @ -260,11 +210,7 @@ cdef class LeftArc: | |||
| 
 | ||||
| cdef class RightArc: | ||||
|     @staticmethod | ||||
|     cdef bint is_valid(const State* s, int label) except -1: | ||||
|         return s.stack_len >= 1 and not at_eol(s) | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef bint _new_is_valid(StateClass st, int label) except -1: | ||||
|     cdef bint is_valid(StateClass st, int label) except -1: | ||||
|         return st.stack_depth() >= 1 and not st.eol() | ||||
| 
 | ||||
|     @staticmethod | ||||
|  | @ -274,8 +220,6 @@ cdef class RightArc: | |||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int cost(const State* s, const GoldParseC* gold, int label) except -1: | ||||
|         if not RightArc.is_valid(s, label): | ||||
|             return 9000 | ||||
|         return RightArc.move_cost(s, gold) + RightArc.label_cost(s, gold, label) | ||||
| 
 | ||||
|     @staticmethod | ||||
|  | @ -292,7 +236,7 @@ cdef class RightArc: | |||
| 
 | ||||
| cdef class Break: | ||||
|     @staticmethod | ||||
|     cdef bint _new_is_valid(StateClass st, int label) except -1: | ||||
|     cdef bint is_valid(StateClass st, int label) except -1: | ||||
|         cdef int i | ||||
|         if not USE_BREAK: | ||||
|             return False | ||||
|  | @ -317,32 +261,6 @@ cdef class Break: | |||
|             # TODO: Constituency constraints | ||||
|             return True | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef bint is_valid(const State* s, int label) except -1: | ||||
|         cdef int i | ||||
|         if not USE_BREAK: | ||||
|             return False | ||||
|         elif at_eol(s): | ||||
|             return False | ||||
|         elif s.stack_len < 1: | ||||
|             return False | ||||
|         elif NON_MONOTONIC: | ||||
|             return True | ||||
|         else: | ||||
|             # In the Break transition paper, they have this constraint that prevents | ||||
|             # Break if stack is disconnected. But, if we're doing non-monotonic parsing, | ||||
|             # we prefer to relax this constraint. This is helpful in parsing whole | ||||
|             # documents, because then we don't get stuck with words on the stack. | ||||
|             seen_headless = False | ||||
|             for i in range(s.stack_len): | ||||
|                 if s.sent[s.stack[-i]].head == 0: | ||||
|                     if seen_headless: | ||||
|                         return False | ||||
|                     else: | ||||
|                         seen_headless = True | ||||
|             # TODO: Constituency constraints | ||||
|             return True | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int transition(State* state, int label) except -1: | ||||
|         state.sent[state.i-1].sent_end = True | ||||
|  | @ -354,9 +272,6 @@ cdef class Break: | |||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int cost(const State* s, const GoldParseC* gold, int label) except -1: | ||||
|         if not Break.is_valid(s, label): | ||||
|             return 9000 | ||||
|         else: | ||||
|         return Break.move_cost(s, gold) + Break.label_cost(s, gold, label) | ||||
| 
 | ||||
|     @staticmethod | ||||
|  | @ -374,163 +289,11 @@ cdef class Break: | |||
|         return 0 | ||||
| 
 | ||||
| 
 | ||||
| cdef class Constituent: | ||||
|     @staticmethod | ||||
|     cdef bint is_valid(const State* s, int label) except -1: | ||||
|         if s.stack_len < 1: | ||||
|             return False | ||||
|         return False | ||||
|     #else: | ||||
|     #    # If all stack elements are popped, can't constituent | ||||
|     #    for i in range(s.ctnts.stack_len): | ||||
|     #        if not s.ctnts.is_popped[-i]: | ||||
|     #            return True | ||||
|     #    else: | ||||
|     #        return False | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int transition(State* state, int label) except -1: | ||||
|         return False | ||||
|         #cdef Constituent* bracket = new_bracket(state.ctnts) | ||||
| 
 | ||||
|         #bracket.parent = NULL | ||||
|         #bracket.label = self.label | ||||
|         #bracket.head = get_s0(state) | ||||
|         #bracket.length = 0 | ||||
| 
 | ||||
|         #attach(bracket, state.ctnts.stack) | ||||
|         # Attach rightward children. They're in the brackets array somewhere | ||||
|         # between here and B0. | ||||
|         #cdef Constituent* node | ||||
|         #cdef const TokenC* node_gov | ||||
|         #for i in range(1, bracket - state.ctnts.stack): | ||||
|         #    node = bracket - i | ||||
|         #    node_gov = node.head + node.head.head | ||||
|         #    if node_gov == bracket.head: | ||||
|         #        attach(bracket, node) | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int cost(const State* s, const GoldParseC* gold, int label) except -1: | ||||
|         if not Constituent.is_valid(s, label): | ||||
|             return 9000 | ||||
|         raise Exception("Constituent move should be disabled currently") | ||||
|         # The gold standard is indexed by end, then by start, then a set of labels | ||||
|         #brackets = gold.brackets(get_s0(s).r_edge, {}) | ||||
|         #if not brackets: | ||||
|         #    return 2 # 2 loss for bad bracket, only 1 for good bracket bad label | ||||
|         # Index the current brackets in the state | ||||
|         #existing = set() | ||||
|         #for i in range(s.ctnt_len): | ||||
|         #    if ctnt.end == s.r_edge and ctnt.label == self.label: | ||||
|         #        existing.add(ctnt.start) | ||||
|         #cdef int loss = 2 | ||||
|         #cdef const TokenC* child | ||||
|         #cdef const TokenC* s0 = get_s0(s) | ||||
|         #cdef int n_left = count_left_kids(s0) | ||||
|         # Iterate over the possible start positions, and check whether we have a | ||||
|         # (start, end, label) match to the gold tree | ||||
|         #for i in range(1, n_left): | ||||
|         #    child = get_left(s, s0, i) | ||||
|         #    if child.l_edge in brackets and child.l_edge not in existing: | ||||
|         #        if self.label in brackets[child.l_edge] | ||||
|         #            return 0 | ||||
|         #        else: | ||||
|         #            loss = 1 # If we see the start position, set loss to 1 | ||||
|         #return loss | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int move_cost(const State* s, const GoldParseC* gold) except -1: | ||||
|         if not Constituent.is_valid(s, -1): | ||||
|             return 9000 | ||||
|         raise Exception("Constituent move should be disabled currently") | ||||
|      | ||||
|     @staticmethod | ||||
|     cdef int label_cost(const State* s, const GoldParseC* gold, int label) except -1: | ||||
|         return 0 | ||||
| 
 | ||||
| 
 | ||||
| 
 | ||||
| cdef class Adjust: | ||||
|     @staticmethod | ||||
|     cdef bint is_valid(const State* s, int label) except -1: | ||||
|         return False | ||||
|         #if s.ctnts.stack_len < 2: | ||||
|         #    return False | ||||
| 
 | ||||
|         #cdef const Constituent* b1 = s.ctnts.stack[-1] | ||||
|         #cdef const Constituent* b0 = s.ctnts.stack[0] | ||||
| 
 | ||||
|         #if (b1.head + b1.head.head) != b0.head: | ||||
|         #    return False | ||||
|         #elif b0.head >= b1.head: | ||||
|         #    return False | ||||
|         #elif b0 >= b1: | ||||
|         #    return False | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int transition(State* state, int label) except -1: | ||||
|         return False | ||||
|         #cdef Constituent* b0 = state.ctnts.stack[0] | ||||
|         #cdef Constituent* b1 = state.ctnts.stack[1] | ||||
| 
 | ||||
|         #assert (b1.head + b1.head.head) == b0.head | ||||
|         #assert b0.head < b1.head | ||||
|         #assert b0 < b1 | ||||
| 
 | ||||
|         #attach(b0, b1) | ||||
|         ## Pop B1 from stack, but keep B0 on top | ||||
|         #state.ctnts.stack -= 1 | ||||
|         #state.ctnts.stack[0] = b0 | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int cost(const State* s, const GoldParseC* gold, int label) except -1: | ||||
|         if not Adjust.is_valid(s, label): | ||||
|             return 9000 | ||||
|         raise Exception("Adjust move should be disabled currently") | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int move_cost(const State* s, const GoldParseC* gold) except -1: | ||||
|         if not Adjust.is_valid(s, -1): | ||||
|             return 9000 | ||||
|         raise Exception("Adjust move should be disabled currently") | ||||
|      | ||||
|     @staticmethod | ||||
|     cdef int label_cost(const State* s, const GoldParseC* gold, int label) except -1: | ||||
|         return 0 | ||||
|         # The gold standard is indexed by end, then by start, then a set of labels | ||||
|         #gold_starts = gold.brackets(get_s0(s).r_edge, {}) | ||||
|         # Case 1: There are 0 brackets ending at this word. | ||||
|         # --> Cost is sunk, but must allow brackets to begin | ||||
|         #if not gold_starts: | ||||
|         #    return 0 | ||||
|         # Is the top bracket correct? | ||||
|         #gold_labels = gold_starts.get(s.ctnt.start, set()) | ||||
|         # TODO: Case where we have a unary rule | ||||
|         # TODO: Case where two brackets end on this word, with top bracket starting | ||||
|         # before | ||||
| 
 | ||||
|         #cdef const TokenC* child | ||||
|         #cdef const TokenC* s0 = get_s0(s) | ||||
|         #cdef int n_left = count_left_kids(s0) | ||||
|         #cdef int i | ||||
|         # Iterate over the possible start positions, and check whether we have a | ||||
|         # (start, end, label) match to the gold tree | ||||
|         #for i in range(1, n_left): | ||||
|         #    child = get_left(s, s0, i) | ||||
|         #    if child.l_edge in brackets: | ||||
|         #        if self.label in brackets[child.l_edge]: | ||||
|         #            return 0 | ||||
|         #        else: | ||||
|         #            loss = 1 # If we see the start position, set loss to 1 | ||||
|         #return loss | ||||
| 
 | ||||
| 
 | ||||
| cdef class ArcEager(TransitionSystem): | ||||
|     @classmethod | ||||
|     def get_labels(cls, gold_parses): | ||||
|         move_labels = {SHIFT: {'': True}, REDUCE: {'': True}, RIGHT: {}, | ||||
|                        LEFT: {'ROOT': True}, BREAK: {'ROOT': True}, | ||||
|                        CONSTITUENT: {}, ADJUST: {'': True}} | ||||
|                        LEFT: {'ROOT': True}, BREAK: {'ROOT': True}} | ||||
|         for raw_text, sents in gold_parses: | ||||
|             for (ids, words, tags, heads, labels, iob), ctnts in sents: | ||||
|                 for child, head, label in zip(ids, heads, labels): | ||||
|  | @ -539,8 +302,6 @@ cdef class ArcEager(TransitionSystem): | |||
|                             move_labels[RIGHT][label] = True | ||||
|                         elif head > child: | ||||
|                             move_labels[LEFT][label] = True | ||||
|                 for start, end, label in ctnts: | ||||
|                     move_labels[CONSTITUENT][label] = True | ||||
|         return move_labels | ||||
| 
 | ||||
|     cdef int preprocess_gold(self, GoldParse gold) except -1: | ||||
|  | @ -604,14 +365,6 @@ cdef class ArcEager(TransitionSystem): | |||
|             t.is_valid = Break.is_valid | ||||
|             t.do = Break.transition | ||||
|             t.get_cost = Break.cost | ||||
|         elif move == CONSTITUENT: | ||||
|             t.is_valid = Constituent.is_valid | ||||
|             t.do = Constituent.transition | ||||
|             t.get_cost = Constituent.cost | ||||
|         elif move == ADJUST: | ||||
|             t.is_valid = Adjust.is_valid | ||||
|             t.do = Adjust.transition | ||||
|             t.get_cost = Adjust.cost | ||||
|         else: | ||||
|             raise Exception(move) | ||||
|         return t | ||||
|  | @ -625,18 +378,13 @@ cdef class ArcEager(TransitionSystem): | |||
|             if state.sent[i].head == 0 and state.sent[i].dep == 0: | ||||
|                 state.sent[i].dep = root_label | ||||
| 
 | ||||
|     cdef int set_valid(self, bint* output, const State* state) except -1: | ||||
|         raise Exception | ||||
|         cdef StateClass stcls = StateClass(state.sent_len) | ||||
|         stcls.from_struct(state) | ||||
|     cdef int set_valid(self, bint* output, StateClass stcls) except -1: | ||||
|         cdef bint[N_MOVES] is_valid | ||||
|         is_valid[SHIFT] = Shift._new_is_valid(stcls, -1) | ||||
|         is_valid[REDUCE] = Reduce._new_is_valid(stcls, -1) | ||||
|         is_valid[LEFT] = LeftArc._new_is_valid(stcls, -1) | ||||
|         is_valid[RIGHT] = RightArc._new_is_valid(stcls, -1) | ||||
|         is_valid[BREAK] = Break._new_is_valid(stcls, -1) | ||||
|         is_valid[CONSTITUENT] = False # Constituent.is_valid(state, -1) | ||||
|         is_valid[ADJUST] = False # Adjust.is_valid(state, -1) | ||||
|         is_valid[SHIFT] = Shift.is_valid(stcls, -1) | ||||
|         is_valid[REDUCE] = Reduce.is_valid(stcls, -1) | ||||
|         is_valid[LEFT] = LeftArc.is_valid(stcls, -1) | ||||
|         is_valid[RIGHT] = RightArc.is_valid(stcls, -1) | ||||
|         is_valid[BREAK] = Break.is_valid(stcls, -1) | ||||
|         cdef int i | ||||
|         for i in range(self.n_moves): | ||||
|             output[i] = is_valid[self.c[i].move] | ||||
|  | @ -653,38 +401,36 @@ cdef class ArcEager(TransitionSystem): | |||
|         move_cost_funcs[LEFT] = LeftArc.move_cost | ||||
|         move_cost_funcs[RIGHT] = RightArc.move_cost | ||||
|         move_cost_funcs[BREAK] = Break.move_cost | ||||
|         move_cost_funcs[CONSTITUENT] = Constituent.move_cost | ||||
|         move_cost_funcs[ADJUST] = Adjust.move_cost | ||||
| 
 | ||||
|         label_cost_funcs[SHIFT] = Shift.label_cost | ||||
|         label_cost_funcs[REDUCE] = Reduce.label_cost | ||||
|         label_cost_funcs[LEFT] = LeftArc.label_cost | ||||
|         label_cost_funcs[RIGHT] = RightArc.label_cost | ||||
|         label_cost_funcs[BREAK] = Break.label_cost | ||||
|         label_cost_funcs[CONSTITUENT] = Constituent.label_cost | ||||
|         label_cost_funcs[ADJUST] = Adjust.label_cost | ||||
| 
 | ||||
|         cdef int* labels = gold.c.labels | ||||
|         cdef int* heads = gold.c.heads | ||||
| 
 | ||||
|         cdef StateClass stcls = StateClass(s.sent_len) | ||||
|         stcls.from_struct(s) | ||||
|         self.set_valid(self._is_valid, stcls) | ||||
|         for i in range(self.n_moves): | ||||
|             if not self._is_valid[i]: | ||||
|                 output[i] = 9000 | ||||
|             else: | ||||
|                 move = self.c[i].move | ||||
|                 label = self.c[i].label | ||||
|                 if move_costs[move] == -1: | ||||
|                     move_costs[move] = move_cost_funcs[move](s, &gold.c) | ||||
|                 output[i] = move_costs[move] + label_cost_funcs[move](s, &gold.c, label) | ||||
| 
 | ||||
|     cdef Transition best_valid(self, const weight_t* scores, const State* s) except *: | ||||
|         assert s is not NULL | ||||
|         cdef StateClass stcls = StateClass(s.sent_len) | ||||
|         stcls.from_struct(s) | ||||
|     cdef Transition best_valid(self, const weight_t* scores, StateClass stcls) except *: | ||||
|         cdef bint[N_MOVES] is_valid | ||||
|         is_valid[SHIFT] = Shift._new_is_valid(stcls, -1) | ||||
|         is_valid[REDUCE] = Reduce._new_is_valid(stcls, -1) | ||||
|         is_valid[LEFT] = LeftArc._new_is_valid(stcls, -1) | ||||
|         is_valid[RIGHT] = RightArc._new_is_valid(stcls, -1) | ||||
|         is_valid[BREAK] = Break._new_is_valid(stcls, -1) | ||||
|         is_valid[CONSTITUENT] = False # Constituent._new_is_valid(s, -1) | ||||
|         is_valid[ADJUST] = False # Adjust._new_is_valid(s, -1) | ||||
|         is_valid[SHIFT] = Shift.is_valid(stcls, -1) | ||||
|         is_valid[REDUCE] = Reduce.is_valid(stcls, -1) | ||||
|         is_valid[LEFT] = LeftArc.is_valid(stcls, -1) | ||||
|         is_valid[RIGHT] = RightArc.is_valid(stcls, -1) | ||||
|         is_valid[BREAK] = Break.is_valid(stcls, -1) | ||||
|         cdef Transition best | ||||
|         cdef weight_t score = MIN_SCORE | ||||
|         cdef int i | ||||
|  | @ -703,5 +449,3 @@ cdef class ArcEager(TransitionSystem): | |||
|                     best.label = self.c[i].label | ||||
|                     score = scores[i] | ||||
|         return best | ||||
| 
 | ||||
| 
 | ||||
|  |  | |||
|  | @ -11,6 +11,8 @@ from thinc.typedefs cimport weight_t | |||
| from ..gold cimport GoldParseC | ||||
| from ..gold cimport GoldParse | ||||
| 
 | ||||
| from .stateclass cimport StateClass | ||||
| 
 | ||||
| 
 | ||||
| cdef enum: | ||||
|     MISSING | ||||
|  | @ -132,14 +134,14 @@ cdef class BiluoPushDown(TransitionSystem): | |||
|             raise Exception(move) | ||||
|         return t | ||||
| 
 | ||||
|     cdef Transition best_valid(self, const weight_t* scores, const State* s) except *: | ||||
|     cdef Transition best_valid(self, const weight_t* scores, StateClass stcls) except *: | ||||
|         cdef int best = -1 | ||||
|         cdef weight_t score = -90000 | ||||
|         cdef const Transition* m | ||||
|         cdef int i | ||||
|         for i in range(self.n_moves): | ||||
|             m = &self.c[i] | ||||
|             if m.is_valid(s, m.label) and scores[i] > score: | ||||
|             if m.is_valid(stcls, m.label) and scores[i] > score: | ||||
|                 best = i | ||||
|                 score = scores[i] | ||||
|         assert best >= 0 | ||||
|  | @ -147,16 +149,16 @@ cdef class BiluoPushDown(TransitionSystem): | |||
|         t.score = score | ||||
|         return t | ||||
| 
 | ||||
|     cdef int set_valid(self, bint* output, const State* s) except -1: | ||||
|     cdef int set_valid(self, bint* output, StateClass stcls) except -1: | ||||
|         cdef int i | ||||
|         for i in range(self.n_moves): | ||||
|             m = &self.c[i] | ||||
|             output[i] = m.is_valid(s, m.label) | ||||
|             output[i] = m.is_valid(stcls, m.label) | ||||
| 
 | ||||
| 
 | ||||
| cdef class Missing: | ||||
|     @staticmethod | ||||
|     cdef bint is_valid(const State* s, int label) except -1: | ||||
|     cdef bint is_valid(StateClass st, int label) except -1: | ||||
|         return False | ||||
| 
 | ||||
|     @staticmethod | ||||
|  | @ -170,8 +172,8 @@ cdef class Missing: | |||
| 
 | ||||
| cdef class Begin: | ||||
|     @staticmethod | ||||
|     cdef bint is_valid(const State* s, int label) except -1: | ||||
|         return label != 0 and not entity_is_open(s) | ||||
|     cdef bint is_valid(StateClass st, int label) except -1: | ||||
|         return label != 0 and not st.entity_is_open() | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int transition(State* s, int label) except -1: | ||||
|  | @ -186,8 +188,6 @@ cdef class Begin: | |||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int cost(const State* s, const GoldParseC* gold, int label) except -1: | ||||
|         if not Begin.is_valid(s, label): | ||||
|             return 9000 | ||||
|         cdef int g_act = gold.ner[s.i].move | ||||
|         cdef int g_tag = gold.ner[s.i].label | ||||
| 
 | ||||
|  | @ -203,10 +203,11 @@ cdef class Begin: | |||
|             # B, Gold U --> False (P) | ||||
|             return 1 | ||||
| 
 | ||||
| 
 | ||||
| cdef class In: | ||||
|     @staticmethod | ||||
|     cdef bint is_valid(const State* s, int label) except -1: | ||||
|         return entity_is_open(s) and label != 0 and s.ent.label == label | ||||
|     cdef bint is_valid(StateClass st, int label) except -1: | ||||
|         return st.entity_is_open() and label != 0 and st.E_(0).ent_type == label | ||||
|      | ||||
|     @staticmethod | ||||
|     cdef int transition(State* s, int label) except -1: | ||||
|  | @ -216,8 +217,6 @@ cdef class In: | |||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int cost(const State* s, const GoldParseC* gold, int label) except -1: | ||||
|         if not In.is_valid(s, label): | ||||
|             return 9000 | ||||
|         move = IN | ||||
|         cdef int next_act = gold.ner[s.i+1].move if s.i < s.sent_len else OUT | ||||
|         cdef int g_act = gold.ner[s.i].move | ||||
|  | @ -245,11 +244,10 @@ cdef class In: | |||
|             return 1 | ||||
| 
 | ||||
| 
 | ||||
| 
 | ||||
| cdef class Last: | ||||
|     @staticmethod | ||||
|     cdef bint is_valid(const State* s, int label) except -1: | ||||
|         return entity_is_open(s) and label != 0 and s.ent.label == label | ||||
|     cdef bint is_valid(StateClass st, int label) except -1: | ||||
|         return st.entity_is_open() and label != 0 and st.E_(0).ent_type == label | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int transition(State* s, int label) except -1: | ||||
|  | @ -260,8 +258,6 @@ cdef class Last: | |||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int cost(const State* s, const GoldParseC* gold, int label) except -1: | ||||
|         if not Last.is_valid(s, label): | ||||
|             return 9000 | ||||
|         move = LAST | ||||
| 
 | ||||
|         cdef int g_act = gold.ner[s.i].move | ||||
|  | @ -290,8 +286,8 @@ cdef class Last: | |||
| 
 | ||||
| cdef class Unit: | ||||
|     @staticmethod | ||||
|     cdef bint is_valid(const State* s, int label) except -1: | ||||
|         return label != 0 and not entity_is_open(s) | ||||
|     cdef bint is_valid(StateClass st, int label) except -1: | ||||
|         return label != 0 and not st.entity_is_open() | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int transition(State* s, int label) except -1: | ||||
|  | @ -306,8 +302,6 @@ cdef class Unit: | |||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int cost(const State* s, const GoldParseC* gold, int label) except -1: | ||||
|         if not Unit.is_valid(s, label): | ||||
|             return 9000 | ||||
|         cdef int g_act = gold.ner[s.i].move | ||||
|         cdef int g_tag = gold.ner[s.i].label | ||||
| 
 | ||||
|  | @ -326,8 +320,8 @@ cdef class Unit: | |||
| 
 | ||||
| cdef class Out: | ||||
|     @staticmethod | ||||
|     cdef bint is_valid(const State* s, int label) except -1: | ||||
|         return not entity_is_open(s) | ||||
|     cdef bint is_valid(StateClass st, int label) except -1: | ||||
|         return not st.entity_is_open() | ||||
| 
 | ||||
|     @staticmethod | ||||
|     cdef int transition(State* s, int label) except -1: | ||||
|  | @ -336,9 +330,6 @@ cdef class Out: | |||
|      | ||||
|     @staticmethod | ||||
|     cdef int cost(const State* s, const GoldParseC* gold, int label) except -1: | ||||
|         if not Out.is_valid(s, label): | ||||
|             return 9000 | ||||
| 
 | ||||
|         cdef int g_act = gold.ner[s.i].move | ||||
|         cdef int g_tag = gold.ner[s.i].label | ||||
| 
 | ||||
|  |  | |||
|  | @ -40,8 +40,9 @@ from ..gold cimport GoldParse | |||
| 
 | ||||
| from . import _parse_features | ||||
| from ._parse_features cimport CONTEXT_SIZE | ||||
| from ._parse_features cimport _new_fill_context as fill_context | ||||
| #from ._parse_features cimport fill_context | ||||
| from ._parse_features cimport _new_fill_context | ||||
| from ._parse_features cimport fill_context | ||||
| from .stateclass cimport StateClass | ||||
| 
 | ||||
| 
 | ||||
| DEBUG = False | ||||
|  | @ -104,11 +105,13 @@ cdef class Parser: | |||
|         cdef Pool mem = Pool() | ||||
|         cdef State* state = new_state(mem, tokens.data, tokens.length) | ||||
|         self.moves.initialize_state(state) | ||||
|         cdef StateClass stcls = StateClass(state.sent_len) | ||||
|         cdef Transition guess | ||||
|         while not is_final(state): | ||||
|             fill_context(context, state) | ||||
|             stcls.from_struct(state) | ||||
|             _new_fill_context(context, stcls) | ||||
|             scores = self.model.score(context) | ||||
|             guess = self.moves.best_valid(scores, state) | ||||
|             guess = self.moves.best_valid(scores, stcls) | ||||
|             guess.do(state, guess.label) | ||||
|         self.moves.finalize_state(state) | ||||
|         tokens.set_parse(state.sent) | ||||
|  | @ -133,12 +136,14 @@ cdef class Parser: | |||
|         cdef const weight_t* scores | ||||
|         cdef Transition guess | ||||
|         cdef Transition best | ||||
|         cdef StateClass stcls = StateClass(state.sent_len) | ||||
|         cdef atom_t[CONTEXT_SIZE] context | ||||
|         loss = 0 | ||||
|         while not is_final(state): | ||||
|             fill_context(context, state) | ||||
|             stcls.from_struct(state) | ||||
|             _new_fill_context(context, stcls) | ||||
|             scores = self.model.score(context) | ||||
|             guess = self.moves.best_valid(scores, state) | ||||
|             guess = self.moves.best_valid(scores, stcls) | ||||
|             best = self.moves.best_gold(scores, state, gold) | ||||
|             cost = guess.get_cost(state, &gold.c, guess.label) | ||||
|             self.model.update(context, guess.clas, best.clas, cost) | ||||
|  | @ -174,12 +179,14 @@ cdef class Parser: | |||
|         cdef int i, j, cost | ||||
|         cdef bint is_valid | ||||
|         cdef const Transition* move | ||||
|         cdef StateClass stcls = StateClass(gold.length) | ||||
|         for i in range(beam.size): | ||||
|             state = <State*>beam.at(i) | ||||
|             stcls.from_struct(state) | ||||
|             if not is_final(state): | ||||
|                 fill_context(context, state) | ||||
|                 self.model.set_scores(beam.scores[i], context) | ||||
|                 self.moves.set_valid(beam.is_valid[i], state) | ||||
|                 self.moves.set_valid(beam.is_valid[i], stcls) | ||||
|         | ||||
|         if gold is not None: | ||||
|             for i in range(beam.size): | ||||
|  |  | |||
|  | @ -2,7 +2,7 @@ from libc.string cimport memcpy, memset | |||
| 
 | ||||
| from cymem.cymem cimport Pool | ||||
| 
 | ||||
| from ..structs cimport TokenC | ||||
| from ..structs cimport TokenC, Entity | ||||
| 
 | ||||
| from ._state cimport State | ||||
| 
 | ||||
|  | @ -14,10 +14,12 @@ cdef class StateClass: | |||
|     cdef int* _stack | ||||
|     cdef int* _buffer | ||||
|     cdef TokenC* _sent | ||||
|     cdef Entity* _ents | ||||
|     cdef TokenC _empty_token | ||||
|     cdef int length | ||||
|     cdef int _s_i | ||||
|     cdef int _b_i | ||||
|     cdef int _e_i | ||||
| 
 | ||||
|     cdef int from_struct(self, const State* state) except -1 | ||||
| 
 | ||||
|  | @ -25,6 +27,7 @@ cdef class StateClass: | |||
|     cdef int B(self, int i) nogil | ||||
|      | ||||
|     cdef int H(self, int i) nogil | ||||
|     cdef int E(self, int i) nogil | ||||
|      | ||||
|     cdef int L(self, int i, int idx) nogil | ||||
|     cdef int R(self, int i, int idx) nogil | ||||
|  | @ -33,6 +36,7 @@ cdef class StateClass: | |||
|     cdef const TokenC* B_(self, int i) nogil | ||||
| 
 | ||||
|     cdef const TokenC* H_(self, int i) nogil | ||||
|     cdef const TokenC* E_(self, int i) nogil | ||||
| 
 | ||||
|     cdef const TokenC* L_(self, int i, int idx) nogil | ||||
|     cdef const TokenC* R_(self, int i, int idx) nogil | ||||
|  | @ -41,12 +45,15 @@ cdef class StateClass: | |||
| 
 | ||||
|     cdef bint empty(self) nogil | ||||
|      | ||||
|     cdef bint entity_is_open(self) nogil | ||||
| 
 | ||||
|     cdef bint eol(self) nogil | ||||
| 
 | ||||
|     cdef bint is_final(self) nogil | ||||
| 
 | ||||
|     cdef bint has_head(self, int i) nogil | ||||
|      | ||||
| 
 | ||||
|     cdef int n_L(self, int i) nogil | ||||
| 
 | ||||
|     cdef int n_R(self, int i) nogil | ||||
|  | @ -65,6 +72,12 @@ cdef class StateClass: | |||
|      | ||||
|     cdef void del_arc(self, int head, int child) nogil | ||||
|      | ||||
|     cdef void open_ent(self, int label) nogil | ||||
|      | ||||
|     cdef void close_ent(self) nogil | ||||
|      | ||||
|     cdef void set_ent_tag(self, int i, int ent_iob, int ent_type) nogil | ||||
| 
 | ||||
|     cdef void set_sent_end(self, int i) nogil | ||||
| 
 | ||||
|     cdef void clone(self, StateClass src) nogil | ||||
|  |  | |||
|  | @ -9,10 +9,12 @@ cdef class StateClass: | |||
|         self._buffer = <int*>mem.alloc(length, sizeof(int)) | ||||
|         self._stack = <int*>mem.alloc(length, sizeof(int)) | ||||
|         self._sent = <TokenC*>mem.alloc(length, sizeof(TokenC)) | ||||
|         self._ents = <Entity*>mem.alloc(length, sizeof(Entity)) | ||||
|         self.mem = mem | ||||
|         self.length = length | ||||
|         self._s_i = 0 | ||||
|         self._b_i = 0 | ||||
|         self._e_i = 0 | ||||
|         cdef int i | ||||
|         for i in range(length): | ||||
|             self._buffer[i] = i | ||||
|  | @ -21,10 +23,13 @@ cdef class StateClass: | |||
|     cdef int from_struct(self, const State* state) except -1: | ||||
|         self._s_i = state.stack_len | ||||
|         self._b_i = state.i | ||||
|         self._e_i = state.ents_len | ||||
|         memcpy(self._sent, state.sent, sizeof(TokenC) * self.length) | ||||
|         cdef int i | ||||
|         for i in range(state.stack_len): | ||||
|             self._stack[self._s_i - (i+1)] = state.stack[-i] | ||||
|         for i in range(state.ents_len): | ||||
|             self._ents[i] = state.ent[-i] | ||||
| 
 | ||||
|     cdef int S(self, int i) nogil: | ||||
|         if i >= self._s_i: | ||||
|  | @ -41,6 +46,9 @@ cdef class StateClass: | |||
|             return -1 | ||||
|         return self._sent[i].head + i | ||||
| 
 | ||||
|     cdef int E(self, int i) nogil: | ||||
|         return -1 | ||||
| 
 | ||||
|     cdef int L(self, int i, int idx) nogil: | ||||
|         if idx < 1: | ||||
|             return -1 | ||||
|  | @ -94,7 +102,10 @@ cdef class StateClass: | |||
|         return self.safe_get(self.B(i)) | ||||
| 
 | ||||
|     cdef const TokenC* H_(self, int i) nogil: | ||||
|         return self.safe_get(self.B(i)) | ||||
|         return self.safe_get(self.H(i)) | ||||
| 
 | ||||
|     cdef const TokenC* E_(self, int i) nogil: | ||||
|         return self.safe_get(self.E(i)) | ||||
| 
 | ||||
|     cdef const TokenC* L_(self, int i, int idx) nogil: | ||||
|         return self.safe_get(self.L(i, idx)) | ||||
|  | @ -129,6 +140,11 @@ cdef class StateClass: | |||
|     cdef bint stack_is_connected(self) nogil: | ||||
|         return False | ||||
| 
 | ||||
|     cdef bint entity_is_open(self) nogil: | ||||
|         if self._e_i < 1: | ||||
|             return False | ||||
|         return self._ents[self._e_i-1].end != 0 | ||||
| 
 | ||||
|     cdef int stack_depth(self) nogil: | ||||
|         return self._s_i | ||||
| 
 | ||||
|  | @ -164,6 +180,21 @@ cdef class StateClass: | |||
|         else: | ||||
|             self._sent[head].l_kids &= ~(1 << dist) | ||||
| 
 | ||||
|     cdef void open_ent(self, int label) nogil: | ||||
|         self._ents[self._e_i].start = self.B(0) | ||||
|         self._ents[self._e_i].label = label | ||||
|         self._ents[self._e_i].end = 0 | ||||
|         self._e_i += 1 | ||||
| 
 | ||||
|     cdef void close_ent(self) nogil: | ||||
|         self._ents[self._e_i].end = self.B(0)+1 | ||||
|         self._sent[self.B(0)].ent_iob = 1 | ||||
| 
 | ||||
|     cdef void set_ent_tag(self, int i, int ent_iob, int ent_type) nogil: | ||||
|         if 0 <= i < self.length: | ||||
|             self._sent[i].ent_iob = ent_iob | ||||
|             self._sent[i].ent_type = ent_type | ||||
| 
 | ||||
|     cdef void set_sent_end(self, int i) nogil: | ||||
|         if 0 < i < self.length: | ||||
|             self._sent[i].sent_end = True | ||||
|  | @ -172,8 +203,10 @@ cdef class StateClass: | |||
|         memcpy(self._sent, src._sent, self.length * sizeof(TokenC)) | ||||
|         memcpy(self._stack, src._stack, self.length * sizeof(int)) | ||||
|         memcpy(self._buffer, src._buffer, self.length * sizeof(int)) | ||||
|         memcpy(self._ents, src._ents, self.length * sizeof(int)) | ||||
|         self._b_i = src._b_i | ||||
|         self._s_i = src._s_i | ||||
|         self._e_i = src._e_i | ||||
|   | ||||
| 
 | ||||
| # From https://en.wikipedia.org/wiki/Hamming_weight | ||||
|  |  | |||
|  | @ -7,6 +7,8 @@ from ..gold cimport GoldParse | |||
| from ..gold cimport GoldParseC | ||||
| from ..strings cimport StringStore | ||||
| 
 | ||||
| from .stateclass cimport StateClass | ||||
| 
 | ||||
| 
 | ||||
| cdef struct Transition: | ||||
|     int clas | ||||
|  | @ -15,7 +17,7 @@ cdef struct Transition: | |||
| 
 | ||||
|     weight_t score | ||||
| 
 | ||||
|     bint (*is_valid)(const State* state, int label) except -1 | ||||
|     bint (*is_valid)(StateClass state, int label) except -1 | ||||
|     int (*get_cost)(const State* state, const GoldParseC* gold, int label) except -1 | ||||
|     int (*do)(State* state, int label) except -1 | ||||
| 
 | ||||
|  | @ -43,11 +45,11 @@ cdef class TransitionSystem: | |||
| 
 | ||||
|     cdef Transition init_transition(self, int clas, int move, int label) except * | ||||
| 
 | ||||
|     cdef int set_valid(self, bint* output, const State* state) except -1 | ||||
|     cdef int set_valid(self, bint* output, StateClass state) except -1 | ||||
|      | ||||
|     cdef int set_costs(self, int* output, const State* state, GoldParse gold) except -1 | ||||
| 
 | ||||
|     cdef Transition best_valid(self, const weight_t* scores, const State* state) except * | ||||
|     cdef Transition best_valid(self, const weight_t* scores, StateClass stcls) except * | ||||
| 
 | ||||
|     cdef Transition best_gold(self, const weight_t* scores, const State* state, | ||||
|     cdef Transition best_gold(self, const weight_t* scores, State* state, | ||||
|                               GoldParse gold) except * | ||||
|  |  | |||
|  | @ -44,10 +44,10 @@ cdef class TransitionSystem: | |||
|     cdef Transition init_transition(self, int clas, int move, int label) except *: | ||||
|         raise NotImplementedError | ||||
| 
 | ||||
|     cdef Transition best_valid(self, const weight_t* scores, const State* s) except *: | ||||
|     cdef Transition best_valid(self, const weight_t* scores, StateClass s) except *: | ||||
|         raise NotImplementedError | ||||
|      | ||||
|     cdef int set_valid(self, bint* output, const State* state) except -1: | ||||
|     cdef int set_valid(self, bint* output, StateClass state) except -1: | ||||
|         raise NotImplementedError | ||||
| 
 | ||||
|     cdef int set_costs(self, int* output, const State* s, GoldParse gold) except -1: | ||||
|  | @ -63,6 +63,7 @@ cdef class TransitionSystem: | |||
|         cdef weight_t score = MIN_SCORE | ||||
|         cdef int i | ||||
|         for i in range(self.n_moves): | ||||
|             if self.c[i].is_valid(stcls, self.c[i].label): | ||||
|                 cost = self.c[i].get_cost(s, &gold.c, self.c[i].label) | ||||
|                 if scores[i] > score and cost == 0: | ||||
|                     best = self.c[i] | ||||
|  |  | |||
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