Fix beam parsing. Starting to work with early update.

spacy/syntax/beam_parser.pyx

@@ -100,23 +100,32 @@ cdef class BeamParser(Parser):
         cdef Beam gold = Beam(self.moves.n_moves, self.beam_width)
         gold.initialize(_init_state, tokens.length, tokens.c)
         gold.check_done(_check_final_state, NULL)
-        violn = MaxViolation()
-
         while not pred.is_done and not gold.is_done:
+            # We search separately here, to allow for ambiguity in the gold
+            # parse.
             self._advance_beam(pred, gold_parse, False)
             self._advance_beam(gold, gold_parse, True)
+            # Early update
             if pred.min_score > gold.score:
                 break
-        #print(pred.score, pred.min_score, gold.score)
+        # Gather the partition function --- Z --- by which we can normalize the
+        # scores into a probability distribution. The simple idea here is that
+        # we clip the probability of all parses outside the beam to 0.
         cdef long double Z = 0.0
         for i in range(pred.size):
+            # Make sure we've only got negative examples here.
+            # Otherwise, we might double-count the gold.
             if pred._states[i].loss > 0: 
                 Z += exp(pred._states[i].score)
-        if Z > 0:
+        if Z > 0: # If no negative examples, don't update.
             Z += exp(gold.score)
             for i, hist in enumerate(pred.histories):
                 if pred._states[i].loss > 0:
+                    # Update with the negative example.
+                    # Gradient of loss is P(parse) - 0
                     self._update_dense(tokens, hist, exp(pred._states[i].score) / Z)
+            # Update with the positive example.
+            # Gradient of loss is P(parse) - 1
             self._update_dense(tokens, gold.histories[0], (exp(gold.score) / Z) - 1)
         _cleanup(pred)
         _cleanup(gold)
@@ -217,7 +226,6 @@ def _cleanup(Beam beam):
 
 cdef hash_t _hash_state(void* _state, void* _) except 0:
     state = <StateClass>_state
-    #return <uint64_t>state.c
     return state.c.hash()
 
 #