/// <summary>
/// Shifting is legal as long as the state is not finished and there
/// are more items on the queue to be shifted.
/// </summary>
/// <remarks>
/// Shifting is legal as long as the state is not finished and there
/// are more items on the queue to be shifted.
/// TODO: go through the papers and make sure they don't mention any
/// other conditions where one shouldn't shift
/// </remarks>
public virtual bool IsLegal(State state, IList <ParserConstraint> constraints)
{
if (state.finished)
{
return(false);
}
if (state.tokenPosition >= state.sentence.Count)
{
return(false);
}
// We disallow shifting when the previous transition was a right
// head transition to a partial (binarized) state
// TODO: I don't have an explanation for this, it was just stated
// in Zhang & Clark 2009
if (state.stack.Size() > 0)
{
Tree top = state.stack.Peek();
// Temporary node, eg part of a binarized sequence
if (top.Label().Value().StartsWith("@") && top.Children().Length == 2 && ShiftReduceUtils.GetBinarySide(top) == BinaryTransition.Side.Right)
{
return(false);
}
}
if (constraints == null || state.stack.Size() == 0)
{
return(true);
}
Tree top_1 = state.stack.Peek();
// If there are ParserConstraints, you can only shift if shifting
// will not make a constraint unsolvable. This happens if we
// shift beyond the right end of a constraint which is not solved.
foreach (ParserConstraint constraint in constraints)
{
// either went past or haven't gotten to this constraint yet
if (ShiftReduceUtils.RightIndex(top_1) != constraint.end - 1)
{
continue;
}
int left = ShiftReduceUtils.LeftIndex(top_1);
if (left < constraint.start)
{
continue;
}
if (left > constraint.start)
{
return(false);
}
if (!ShiftReduceUtils.ConstraintMatchesTreeTop(top_1, constraint))
{
return(false);
}
}
return(true);
}
internal virtual State.HeadPosition GetSeparator(int nodeNum)
{
if (nodeNum >= stack.Size())
{
return(null);
}
TreeShapedStack <Tree> stack = this.stack;
for (int i = 0; i < nodeNum; ++i)
{
stack = stack.Pop();
}
Tree node = stack.Peek();
int head = ShiftReduceUtils.HeadIndex(node);
if (separators[head] != null)
{
return(State.HeadPosition.Head);
}
int left = ShiftReduceUtils.LeftIndex(node);
int nextLeft = separators.FloorKey(head);
bool hasLeft = (nextLeft != null && nextLeft >= left);
int right = ShiftReduceUtils.RightIndex(node);
int nextRight = separators.CeilingKey(head);
bool hasRight = (nextRight != null && nextRight <= right);
if (hasLeft && hasRight)
{
return(State.HeadPosition.Both);
}
else
{
if (hasLeft)
{
return(State.HeadPosition.Left);
}
else
{
if (hasRight)
{
return(State.HeadPosition.Right);
}
else
{
return(State.HeadPosition.None);
}
}
}
}
public static void FindKnownStates(Tree tree, ICollection <string> knownStates)
{
if (tree.IsLeaf() || tree.IsPreTerminal())
{
return;
}
if (!ShiftReduceUtils.IsTemporary(tree))
{
knownStates.Add(tree.Value());
}
foreach (Tree child in tree.Children())
{
FindKnownStates(child, knownStates);
}
}
internal virtual string GetSeparatorBetween(Tree right, Tree left)
{
if (right == null || left == null)
{
return(null);
}
int leftHead = ShiftReduceUtils.HeadIndex(left);
int rightHead = ShiftReduceUtils.HeadIndex(right);
KeyValuePair <int, string> nextSeparator = separators.CeilingEntry(leftHead);
if (nextSeparator == null || nextSeparator.Key > rightHead)
{
return(null);
}
return(Sharpen.Runtime.Substring(nextSeparator.Value, 0, 1));
}
internal static Tree GetEnclosingTree(Tree subtree, IDictionary <Tree, Tree> parents, IList <Tree> leaves)
{
// TODO: make this more efficient
int left = ShiftReduceUtils.LeftIndex(subtree);
int right = ShiftReduceUtils.RightIndex(subtree);
Tree gold = leaves[left];
while (ShiftReduceUtils.RightIndex(gold) < right)
{
gold = parents[gold];
}
if (gold.IsLeaf())
{
gold = parents[gold];
}
return(gold);
}
public virtual void TestBinarySide()
{
string[] words = new string[] { "This", "is", "a", "short", "test", "." };
string[] tags = new string[] { "DT", "VBZ", "DT", "JJ", "NN", "." };
NUnit.Framework.Assert.AreEqual(words.Length, tags.Length);
IList <TaggedWord> sentence = SentenceUtils.ToTaggedList(Arrays.AsList(words), Arrays.AsList(tags));
State state = ShiftReduceParser.InitialStateFromTaggedSentence(sentence);
ShiftTransition shift = new ShiftTransition();
state = shift.Apply(shift.Apply(state));
BinaryTransition transition = new BinaryTransition("NP", BinaryTransition.Side.Right);
State next = transition.Apply(state);
NUnit.Framework.Assert.AreEqual(BinaryTransition.Side.Right, ShiftReduceUtils.GetBinarySide(next.stack.Peek()));
transition = new BinaryTransition("NP", BinaryTransition.Side.Left);
next = transition.Apply(state);
NUnit.Framework.Assert.AreEqual(BinaryTransition.Side.Left, ShiftReduceUtils.GetBinarySide(next.stack.Peek()));
}
internal virtual int GetSeparatorCount(Tree right, Tree left)
{
if (right == null || left == null)
{
return(0);
}
int leftHead = ShiftReduceUtils.HeadIndex(left);
int rightHead = ShiftReduceUtils.HeadIndex(right);
int nextSeparator = separators.HigherKey(leftHead);
int count = 0;
while (nextSeparator != null && nextSeparator < rightHead)
{
++count;
nextSeparator = separators.HigherKey(nextSeparator);
}
return(count);
}
public virtual bool IsLegal(State state, IList <ParserConstraint> constraints)
{
bool legal = !state.finished && state.tokenPosition >= state.sentence.Count && state.stack.Size() == 1 && rootStates.Contains(state.stack.Peek().Value());
if (!legal || constraints == null)
{
return(legal);
}
foreach (ParserConstraint constraint in constraints)
{
if (constraint.start != 0 || constraint.end != state.sentence.Count)
{
continue;
}
if (!ShiftReduceUtils.ConstraintMatchesTreeTop(state.stack.Peek(), constraint))
{
return(false);
}
}
return(true);
}
/// <summary>This option also does not seem to help</summary>
public virtual void AddEdgeFeatures2(IList <string> features, State state, string nodeName, Tree node)
{
if (node == null)
{
return;
}
int left = ShiftReduceUtils.LeftIndex(node);
int right = ShiftReduceUtils.RightIndex(node);
CoreLabel nodeLabel = GetCoreLabel(node);
string nodeValue = GetFeatureFromCoreLabel(nodeLabel, FeatureFactory.FeatureComponent.Value) + "-";
CoreLabel leftLabel = GetQueueLabel(state, left);
CoreLabel rightLabel = GetQueueLabel(state, right);
AddUnaryQueueFeatures(features, leftLabel, nodeName + "EL-" + nodeValue);
AddUnaryQueueFeatures(features, rightLabel, nodeName + "ER-" + nodeValue);
CoreLabel previousLabel = GetQueueLabel(state, left - 1);
AddUnaryQueueFeatures(features, previousLabel, nodeName + "EP-" + nodeValue);
CoreLabel nextLabel = GetQueueLabel(state, right + 1);
AddUnaryQueueFeatures(features, nextLabel, nodeName + "EN-" + nodeValue);
}
/// <summary>
/// Could potentially add the tags and words for the left and right
/// ends of the tree.
/// </summary>
/// <remarks>
/// Could potentially add the tags and words for the left and right
/// ends of the tree. Also adds notes about the sizes of the given
/// tree. However, it seems somewhat slow and doesn't help accuracy.
/// </remarks>
public virtual void AddEdgeFeatures(IList <string> features, State state, string nodeName, string neighborName, Tree node, Tree neighbor)
{
if (node == null)
{
return;
}
int left = ShiftReduceUtils.LeftIndex(node);
int right = ShiftReduceUtils.RightIndex(node);
// Trees of size one are already featurized
if (right == left)
{
features.Add(nodeName + "SZ1");
return;
}
AddUnaryQueueFeatures(features, GetCoreLabel(state.sentence[left]), nodeName + "EL-");
AddUnaryQueueFeatures(features, GetCoreLabel(state.sentence[right]), nodeName + "ER-");
if (neighbor != null)
{
AddBinaryFeatures(features, nodeName, GetCoreLabel(state.sentence[right]), FeatureFactory.FeatureComponent.Headword, FeatureFactory.FeatureComponent.Headtag, neighborName, GetCoreLabel(neighbor), FeatureFactory.FeatureComponent.Headword, FeatureFactory.FeatureComponent
.Headtag);
}
if (right - left == 1)
{
features.Add(nodeName + "SZ2");
return;
}
if (right - left == 2)
{
features.Add(nodeName + "SZ3");
AddUnaryQueueFeatures(features, GetCoreLabel(state.sentence[left + 1]), nodeName + "EM-");
return;
}
features.Add(nodeName + "SZB");
AddUnaryQueueFeatures(features, GetCoreLabel(state.sentence[left + 1]), nodeName + "El-");
AddUnaryQueueFeatures(features, GetCoreLabel(state.sentence[right - 1]), nodeName + "Er-");
}
/// <summary>Legal as long as there are at least two items on the state's stack.</summary>
public virtual bool IsLegal(State state, IList <ParserConstraint> constraints)
{
// some of these quotes come directly from Zhang Clark 09
if (state.finished)
{
return(false);
}
if (state.stack.Size() <= 1)
{
return(false);
}
// at least one of the two nodes on top of stack must be non-temporary
if (ShiftReduceUtils.IsTemporary(state.stack.Peek()) && ShiftReduceUtils.IsTemporary(state.stack.Pop().Peek()))
{
return(false);
}
if (ShiftReduceUtils.IsTemporary(state.stack.Peek()))
{
if (side == BinaryTransition.Side.Left)
{
return(false);
}
if (!ShiftReduceUtils.IsEquivalentCategory(label, state.stack.Peek().Value()))
{
return(false);
}
}
if (ShiftReduceUtils.IsTemporary(state.stack.Pop().Peek()))
{
if (side == BinaryTransition.Side.Right)
{
return(false);
}
if (!ShiftReduceUtils.IsEquivalentCategory(label, state.stack.Pop().Peek().Value()))
{
return(false);
}
}
// don't allow binarized labels if it makes the state have a stack
// of size 1 and a queue of size 0
if (state.stack.Size() == 2 && IsBinarized() && state.EndOfQueue())
{
return(false);
}
// when the stack contains only two nodes, temporary resulting
// nodes from binary reduce must be left-headed
if (state.stack.Size() == 2 && IsBinarized() && side == BinaryTransition.Side.Right)
{
return(false);
}
// when the queue is empty and the stack contains more than two
// nodes, with the third node from the top being temporary, binary
// reduce can be applied only if the resulting node is non-temporary
if (state.EndOfQueue() && state.stack.Size() > 2 && ShiftReduceUtils.IsTemporary(state.stack.Pop().Pop().Peek()) && IsBinarized())
{
return(false);
}
// when the stack contains more than two nodes, with the third
// node from the top being temporary, temporary resulting nodes
// from binary reduce must be left-headed
if (state.stack.Size() > 2 && ShiftReduceUtils.IsTemporary(state.stack.Pop().Pop().Peek()) && IsBinarized() && side == BinaryTransition.Side.Right)
{
return(false);
}
if (constraints == null)
{
return(true);
}
Tree top = state.stack.Peek();
int leftTop = ShiftReduceUtils.LeftIndex(top);
int rightTop = ShiftReduceUtils.RightIndex(top);
Tree next = state.stack.Pop().Peek();
int leftNext = ShiftReduceUtils.LeftIndex(next);
// The binary transitions are affected by constraints in the
// following two circumstances. If a transition would cross the
// left boundary of a constraint, that is illegal. If the
// transition is exactly the right size for the constraint and
// would make a temporary node, that is also illegal.
foreach (ParserConstraint constraint in constraints)
{
if (leftTop == constraint.start)
{
// can't binary reduce away from a tree which doesn't match a constraint
if (rightTop == constraint.end - 1)
{
if (!ShiftReduceUtils.ConstraintMatchesTreeTop(top, constraint))
{
return(false);
}
else
{
continue;
}
}
else
{
if (rightTop >= constraint.end)
{
continue;
}
else
{
// can't binary reduce if it would make the tree cross the left boundary
return(false);
}
}
}
// top element is further left than the constraint, so
// there's no harm to be done by binary reduce
if (leftTop < constraint.start)
{
continue;
}
// top element is past the end of the constraint, so it must already be satisfied
if (leftTop >= constraint.end)
{
continue;
}
// now leftTop > constraint.start and < constraint.end, eg inside the constraint
// the next case is no good because it crosses the boundary
if (leftNext < constraint.start)
{
return(false);
}
if (leftNext > constraint.start)
{
continue;
}
// can't transition to a binarized node when there's a constraint that matches.
if (rightTop == constraint.end - 1 && IsBinarized())
{
return(false);
}
}
return(true);
}
internal static bool SpansEqual(Tree subtree, Tree goldSubtree)
{
return((ShiftReduceUtils.LeftIndex(subtree) == ShiftReduceUtils.LeftIndex(goldSubtree)) && (ShiftReduceUtils.RightIndex(subtree) == ShiftReduceUtils.RightIndex(goldSubtree)));
}
/// <summary>
/// Returns an attempt at a "gold" transition given the current state
/// while parsing a known gold tree.
/// </summary>
/// <remarks>
/// Returns an attempt at a "gold" transition given the current state
/// while parsing a known gold tree.
/// Tree is passed in by index so the oracle can precompute various
/// statistics about the tree.
/// If we already finalized, then the correct transition is to idle.
/// If the stack is empty, shift is the only possible answer.
/// If the first item on the stack is a correct span, correctly
/// labeled, and it has unaries transitions above it, then if we are
/// not doing compound unaries, the next unary up is the correct
/// answer. If we are doing compound unaries, and the state does not
/// already have a transition, then the correct answer is a compound
/// unary transition to the top of the unary chain.
/// If the first item is the entire tree, with no remaining unary
/// transitions, then we need to finalize.
/// If the first item is a correct span, with or without a correct
/// label, and there are no unary transitions to be added, then we
/// must look at the next parent. If it has the same left side, then
/// we return a shift transition. If it has the same right side,
/// then we look at the next subtree on the stack (which must exist).
/// If it is also correct, then the transition is to combine the two
/// subtrees with the correct label and side.
/// TODO: suppose the correct label is not either child label and the
/// children are binarized states? We should see what the
/// debinarizer does in that case. Perhaps a post-processing step
/// If the previous stack item is too small, then any binary reduce
/// action is legal, with no gold transition. TODO: can this be improved?
/// If the previous stack item is too large, perhaps because of
/// incorrectly attached PP/SBAR, for example, we still need to
/// binary reduce. TODO: is that correct? TODO: we could look back
/// further in the stack to find hints at a label that would work
/// better, for example
/// If the current item is an incorrect span, then look at the
/// containing item. If it has the same left side, shift. If it has
/// the same right side, binary reduce (producing an exact span if
/// possible). If neither edge is correct, then any of shift or
/// binary reduce are acceptable, with no gold transition. TODO: can
/// this be improved?
/// </remarks>
internal virtual OracleTransition GoldTransition(int index, State state)
{
if (state.finished)
{
return(new OracleTransition(new IdleTransition(), false, false, false));
}
if (state.stack.Size() == 0)
{
return(new OracleTransition(new ShiftTransition(), false, false, false));
}
IDictionary <Tree, Tree> parents = parentMaps[index];
Tree gold = binarizedTrees[index];
IList <Tree> leaves = leafLists[index];
Tree S0 = state.stack.Peek();
Tree enclosingS0 = GetEnclosingTree(S0, parents, leaves);
OracleTransition result = GetUnaryTransition(S0, enclosingS0, parents, compoundUnaries);
if (result != null)
{
return(result);
}
// TODO: we could interject that all trees must end with ROOT, for example
if (state.tokenPosition >= state.sentence.Count && state.stack.Size() == 1)
{
return(new OracleTransition(new FinalizeTransition(rootStates), false, false, false));
}
if (state.stack.Size() == 1)
{
return(new OracleTransition(new ShiftTransition(), false, false, false));
}
if (SpansEqual(S0, enclosingS0))
{
Tree parent = parents[enclosingS0];
// cannot be root
while (SpansEqual(parent, enclosingS0))
{
// in case we had missed unary transitions
enclosingS0 = parent;
parent = parents[parent];
}
if (parent.Children()[0] == enclosingS0)
{
// S0 is the left child of the correct tree
return(new OracleTransition(new ShiftTransition(), false, false, false));
}
// was the second (right) child. there must be something else on the stack...
Tree S1 = state.stack.Pop().Peek();
Tree enclosingS1 = GetEnclosingTree(S1, parents, leaves);
if (SpansEqual(S1, enclosingS1))
{
// the two subtrees should be combined
return(new OracleTransition(new BinaryTransition(parent.Value(), ShiftReduceUtils.GetBinarySide(parent)), false, false, false));
}
return(new OracleTransition(null, false, true, false));
}
if (ShiftReduceUtils.LeftIndex(S0) == ShiftReduceUtils.LeftIndex(enclosingS0))
{
return(new OracleTransition(new ShiftTransition(), false, false, false));
}
if (ShiftReduceUtils.RightIndex(S0) == ShiftReduceUtils.RightIndex(enclosingS0))
{
Tree S1 = state.stack.Pop().Peek();
Tree enclosingS1 = GetEnclosingTree(S1, parents, leaves);
if (enclosingS0 == enclosingS1)
{
// BinaryTransition with enclosingS0's label, either side, but preferring LEFT
return(new OracleTransition(new BinaryTransition(enclosingS0.Value(), BinaryTransition.Side.Left), false, false, true));
}
// S1 is smaller than the next tree S0 is supposed to be part of,
// so we must have a BinaryTransition
if (ShiftReduceUtils.LeftIndex(S1) > ShiftReduceUtils.LeftIndex(enclosingS0))
{
return(new OracleTransition(null, false, true, true));
}
// S1 is larger than the next tree. This is the worst case
return(new OracleTransition(null, true, true, true));
}
// S0 doesn't match either endpoint of the enclosing tree
return(new OracleTransition(null, true, true, true));
}
/// <summary>
/// Legal as long as there is at least one item on the state's stack
/// and that item has not already been unary transformed.
/// </summary>
public virtual bool IsLegal(State state, IList <ParserConstraint> constraints)
{
if (state.finished)
{
return(false);
}
if (state.stack.Size() == 0)
{
return(false);
}
Tree top = state.stack.Peek();
if (top.Children().Length == 1 && !top.IsPreTerminal())
{
// Disallow unary transitions after we've already had a unary transition
return(false);
}
if (top.Label().Value().Equals(labels[0]))
{
// Disallow unary transitions where the final label doesn't change
return(false);
}
// TODO: need to think more about when a unary transition is
// allowed if the top of the stack is temporary
if (top.Label().Value().StartsWith("@") && !labels[labels.Length - 1].Equals(Sharpen.Runtime.Substring(top.Label().Value(), 1)))
{
// Disallow a transition if the top is a binarized node and the
// bottom of the unary transition chain isn't the same type
return(false);
}
if (isRoot && (state.stack.Size() > 1 || !state.EndOfQueue()))
{
return(false);
}
// Now we check the constraints...
// Constraints only apply to CompoundUnaryTransitions if the tree
// is exactly the right size and the tree has not already been
// constructed to match the constraint. In that case, we check to
// see if the candidate transition contains the desired label.
if (constraints == null)
{
return(true);
}
foreach (ParserConstraint constraint in constraints)
{
if (ShiftReduceUtils.LeftIndex(top) != constraint.start || ShiftReduceUtils.RightIndex(top) != constraint.end - 1)
{
continue;
}
if (constraint.state.Matcher(top.Value()).Matches())
{
continue;
}
bool found = false;
foreach (string label in labels)
{
if (constraint.state.Matcher(label).Matches())
{
found = true;
break;
}
}
if (!found)
{
return(false);
}
}
return(true);
}
private Pair <int, int> TrainTree(int index, IList <Tree> binarizedTrees, IList <IList <ITransition> > transitionLists, IList <PerceptronModel.Update> updates, Oracle oracle)
{
int numCorrect = 0;
int numWrong = 0;
Tree tree = binarizedTrees[index];
ReorderingOracle reorderer = null;
if (op.TrainOptions().trainingMethod == ShiftReduceTrainOptions.TrainingMethod.ReorderOracle || op.TrainOptions().trainingMethod == ShiftReduceTrainOptions.TrainingMethod.ReorderBeam)
{
reorderer = new ReorderingOracle(op);
}
// TODO. This training method seems to be working in that it
// trains models just like the gold and early termination methods do.
// However, it causes the feature space to go crazy. Presumably
// leaving out features with low weights or low frequencies would
// significantly help with that. Otherwise, not sure how to keep
// it under control.
if (op.TrainOptions().trainingMethod == ShiftReduceTrainOptions.TrainingMethod.Oracle)
{
State state = ShiftReduceParser.InitialStateFromGoldTagTree(tree);
while (!state.IsFinished())
{
IList <string> features = featureFactory.Featurize(state);
ScoredObject <int> prediction = FindHighestScoringTransition(state, features, true);
if (prediction == null)
{
throw new AssertionError("Did not find a legal transition");
}
int predictedNum = prediction.Object();
ITransition predicted = transitionIndex.Get(predictedNum);
OracleTransition gold = oracle.GoldTransition(index, state);
if (gold.IsCorrect(predicted))
{
numCorrect++;
if (gold.transition != null && !gold.transition.Equals(predicted))
{
int transitionNum = transitionIndex.IndexOf(gold.transition);
if (transitionNum < 0)
{
// TODO: do we want to add unary transitions which are
// only possible when the parser has gone off the rails?
continue;
}
updates.Add(new PerceptronModel.Update(features, transitionNum, -1, learningRate));
}
}
else
{
numWrong++;
int transitionNum = -1;
if (gold.transition != null)
{
transitionNum = transitionIndex.IndexOf(gold.transition);
}
// TODO: this can theoretically result in a -1 gold
// transition if the transition exists, but is a
// CompoundUnaryTransition which only exists because the
// parser is wrong. Do we want to add those transitions?
updates.Add(new PerceptronModel.Update(features, transitionNum, predictedNum, learningRate));
}
state = predicted.Apply(state);
}
}
else
{
if (op.TrainOptions().trainingMethod == ShiftReduceTrainOptions.TrainingMethod.Beam || op.TrainOptions().trainingMethod == ShiftReduceTrainOptions.TrainingMethod.ReorderBeam)
{
if (op.TrainOptions().beamSize <= 0)
{
throw new ArgumentException("Illegal beam size " + op.TrainOptions().beamSize);
}
IList <ITransition> transitions = Generics.NewLinkedList(transitionLists[index]);
PriorityQueue <State> agenda = new PriorityQueue <State>(op.TrainOptions().beamSize + 1, ScoredComparator.AscendingComparator);
State goldState = ShiftReduceParser.InitialStateFromGoldTagTree(tree);
agenda.Add(goldState);
// int transitionCount = 0;
while (transitions.Count > 0)
{
ITransition goldTransition = transitions[0];
ITransition highestScoringTransitionFromGoldState = null;
double highestScoreFromGoldState = 0.0;
PriorityQueue <State> newAgenda = new PriorityQueue <State>(op.TrainOptions().beamSize + 1, ScoredComparator.AscendingComparator);
State highestScoringState = null;
State highestCurrentState = null;
foreach (State currentState in agenda)
{
bool isGoldState = (op.TrainOptions().trainingMethod == ShiftReduceTrainOptions.TrainingMethod.ReorderBeam && goldState.AreTransitionsEqual(currentState));
IList <string> features = featureFactory.Featurize(currentState);
ICollection <ScoredObject <int> > stateTransitions = FindHighestScoringTransitions(currentState, features, true, op.TrainOptions().beamSize, null);
foreach (ScoredObject <int> transition in stateTransitions)
{
State newState = transitionIndex.Get(transition.Object()).Apply(currentState, transition.Score());
newAgenda.Add(newState);
if (newAgenda.Count > op.TrainOptions().beamSize)
{
newAgenda.Poll();
}
if (highestScoringState == null || highestScoringState.Score() < newState.Score())
{
highestScoringState = newState;
highestCurrentState = currentState;
}
if (isGoldState && (highestScoringTransitionFromGoldState == null || transition.Score() > highestScoreFromGoldState))
{
highestScoringTransitionFromGoldState = transitionIndex.Get(transition.Object());
highestScoreFromGoldState = transition.Score();
}
}
}
// This can happen if the REORDER_BEAM method backs itself
// into a corner, such as transitioning to something that
// can't have a FinalizeTransition applied. This doesn't
// happen for the BEAM method because in that case the correct
// state (eg one with ROOT) isn't on the agenda so it stops.
if (op.TrainOptions().trainingMethod == ShiftReduceTrainOptions.TrainingMethod.ReorderBeam && highestScoringTransitionFromGoldState == null)
{
break;
}
State newGoldState = goldTransition.Apply(goldState, 0.0);
// if highest scoring state used the correct transition, no training
// otherwise, down the last transition, up the correct
if (!newGoldState.AreTransitionsEqual(highestScoringState))
{
++numWrong;
IList <string> goldFeatures = featureFactory.Featurize(goldState);
int lastTransition = transitionIndex.IndexOf(highestScoringState.transitions.Peek());
updates.Add(new PerceptronModel.Update(featureFactory.Featurize(highestCurrentState), -1, lastTransition, learningRate));
updates.Add(new PerceptronModel.Update(goldFeatures, transitionIndex.IndexOf(goldTransition), -1, learningRate));
if (op.TrainOptions().trainingMethod == ShiftReduceTrainOptions.TrainingMethod.Beam)
{
// If the correct state has fallen off the agenda, break
if (!ShiftReduceUtils.FindStateOnAgenda(newAgenda, newGoldState))
{
break;
}
else
{
transitions.Remove(0);
}
}
else
{
if (op.TrainOptions().trainingMethod == ShiftReduceTrainOptions.TrainingMethod.ReorderBeam)
{
if (!ShiftReduceUtils.FindStateOnAgenda(newAgenda, newGoldState))
{
if (!reorderer.Reorder(goldState, highestScoringTransitionFromGoldState, transitions))
{
break;
}
newGoldState = highestScoringTransitionFromGoldState.Apply(goldState);
if (!ShiftReduceUtils.FindStateOnAgenda(newAgenda, newGoldState))
{
break;
}
}
else
{
transitions.Remove(0);
}
}
}
}
else
{
++numCorrect;
transitions.Remove(0);
}
goldState = newGoldState;
agenda = newAgenda;
}
}
else
{
if (op.TrainOptions().trainingMethod == ShiftReduceTrainOptions.TrainingMethod.ReorderOracle || op.TrainOptions().trainingMethod == ShiftReduceTrainOptions.TrainingMethod.EarlyTermination || op.TrainOptions().trainingMethod == ShiftReduceTrainOptions.TrainingMethod
.Gold)
{
State state = ShiftReduceParser.InitialStateFromGoldTagTree(tree);
IList <ITransition> transitions = transitionLists[index];
transitions = Generics.NewLinkedList(transitions);
bool keepGoing = true;
while (transitions.Count > 0 && keepGoing)
{
ITransition transition = transitions[0];
int transitionNum = transitionIndex.IndexOf(transition);
IList <string> features = featureFactory.Featurize(state);
int predictedNum = FindHighestScoringTransition(state, features, false).Object();
ITransition predicted = transitionIndex.Get(predictedNum);
if (transitionNum == predictedNum)
{
transitions.Remove(0);
state = transition.Apply(state);
numCorrect++;
}
else
{
numWrong++;
// TODO: allow weighted features, weighted training, etc
updates.Add(new PerceptronModel.Update(features, transitionNum, predictedNum, learningRate));
switch (op.TrainOptions().trainingMethod)
{
case ShiftReduceTrainOptions.TrainingMethod.EarlyTermination:
{
keepGoing = false;
break;
}
case ShiftReduceTrainOptions.TrainingMethod.Gold:
{
transitions.Remove(0);
state = transition.Apply(state);
break;
}
case ShiftReduceTrainOptions.TrainingMethod.ReorderOracle:
{
keepGoing = reorderer.Reorder(state, predicted, transitions);
if (keepGoing)
{
state = predicted.Apply(state);
}
break;
}
default:
{
throw new ArgumentException("Unexpected method " + op.TrainOptions().trainingMethod);
}
}
}
}
}
}
}
return(Pair.MakePair(numCorrect, numWrong));
}
/// <summary>
/// Returns a transition which might not even be part of the model,
/// but will hopefully allow progress in an otherwise stuck parse
/// TODO: perhaps we want to create an EmergencyTransition class
/// which indicates that something has gone wrong
/// </summary>
public virtual ITransition FindEmergencyTransition(State state, IList <ParserConstraint> constraints)
{
if (state.stack.Size() == 0)
{
return(null);
}
// See if there is a constraint whose boundaries match the end
// points of the top node on the stack. If so, we can apply a
// UnaryTransition / CompoundUnaryTransition if that would solve
// the constraint
if (constraints != null)
{
Tree top = state.stack.Peek();
foreach (ParserConstraint constraint in constraints)
{
if (ShiftReduceUtils.LeftIndex(top) != constraint.start || ShiftReduceUtils.RightIndex(top) != constraint.end - 1)
{
continue;
}
if (ShiftReduceUtils.ConstraintMatchesTreeTop(top, constraint))
{
continue;
}
// found an unmatched constraint that can be fixed with a unary transition
// now we need to find a matching state for the transition
foreach (string label in knownStates)
{
if (constraint.state.Matcher(label).Matches())
{
return((op.compoundUnaries) ? new CompoundUnaryTransition(Java.Util.Collections.SingletonList(label), false) : new UnaryTransition(label, false));
}
}
}
}
if (ShiftReduceUtils.IsTemporary(state.stack.Peek()) && (state.stack.Size() == 1 || ShiftReduceUtils.IsTemporary(state.stack.Pop().Peek())))
{
return((op.compoundUnaries) ? new CompoundUnaryTransition(Java.Util.Collections.SingletonList(Sharpen.Runtime.Substring(state.stack.Peek().Value(), 1)), false) : new UnaryTransition(Sharpen.Runtime.Substring(state.stack.Peek().Value(), 1),
false));
}
if (state.stack.Size() == 1 && state.tokenPosition >= state.sentence.Count)
{
// either need to finalize or transition to a root state
if (!rootStates.Contains(state.stack.Peek().Value()))
{
string root = rootStates.GetEnumerator().Current;
return((op.compoundUnaries) ? new CompoundUnaryTransition(Java.Util.Collections.SingletonList(root), false) : new UnaryTransition(root, false));
}
}
if (state.stack.Size() == 1)
{
return(null);
}
if (ShiftReduceUtils.IsTemporary(state.stack.Peek()))
{
return(new BinaryTransition(Sharpen.Runtime.Substring(state.stack.Peek().Value(), 1), BinaryTransition.Side.Right));
}
if (ShiftReduceUtils.IsTemporary(state.stack.Pop().Peek()))
{
return(new BinaryTransition(Sharpen.Runtime.Substring(state.stack.Pop().Peek().Value(), 1), BinaryTransition.Side.Left));
}
return(null);
}