#pragma warning disable SA1313 // Variable names must begin with lower-case letter
private Buffers BeamSearch(Buffers flip, Buffers flop, int T, int A, float[] ylog, Context context)
#pragma warning restore SA1313 // Variable names must begin with lower-case letter
{
State initialState = context.InitialState;
// add blank
int[] initial = new int[1];
flop.Add(initial, 0, Buffer.InitialHash, ylog[this.BlankLabelIndex], float.NegativeInfinity, initialState);
// add characters from context
IDictionary <char, State> nextstates = initialState.NextStates();
if (nextstates != null)
{
foreach (State nextstate in nextstates.Values)
{
int idx = this.TryGetClass(nextstate.Char);
float prob = idx >= 0 ? ylog[idx] : this.missingProb;
if (this.UseStatistics)
{
prob += nextstate.CharProbability;
}
initial[0] = idx;
flop.Add(initial, 1, Buffer.HashCode(Buffer.InitialHash, idx), float.NegativeInfinity, prob, nextstate);
}
}
// flip between buffers
for (int t = 1, off = A; t < T; t++, off += A)
{
Swapping.Swap(ref flip, ref flop);
for (Buffer buffer = flip.Head; buffer != null; buffer = buffer.Next)
{
int[] values = buffer.Classes;
int length = buffer.Length;
State state = buffer.State;
int lastIdx = length > 0 ? values[length - 1] : CTCBeamSearch.NoClass;
// repeat buffer with added blank and duplicated last character
float probBlank = buffer.Prob + ylog[off + this.BlankLabelIndex];
// no length check here -
// if prob is not neg. infinity it means there is at least one character
float probNoBlank = float.NegativeInfinity;
if (!float.IsNegativeInfinity(buffer.ProbNoBlank))
{
probNoBlank = buffer.ProbNoBlank + (lastIdx >= 0 ? ylog[off + lastIdx] : this.missingProb);
}
flop.Add(values, length, buffer.Hash, probBlank, probNoBlank, state);
// add context characters
nextstates = state.NextStates();
if (nextstates != null)
{
foreach (State nextstate in nextstates.Values)
{
int idx = this.TryGetClass(nextstate.Char);
float prob = idx >= 0 ? ylog[off + idx] : this.missingProb;
if (idx == lastIdx)
{
// when there are two consecutive same characters -
// append only there is a blank between them
if (float.IsNegativeInfinity(buffer.ProbBlank))
{
continue;
}
// same character - append to blank path only
prob += buffer.ProbBlank;
}
else
{
// different character - append to both blank and noblank paths
prob += buffer.Prob;
}
if (this.UseStatistics)
{
prob += nextstate.CharProbability;
}
values[length] = idx;
flop.Add(values, length + 1, Buffer.HashCode(buffer.Hash, idx), float.NegativeInfinity, prob, nextstate);
}
}
}
flip.Free();
}
return(flop);
}
#pragma warning disable SA1313 // Variable names must begin with lower-case letter
private Buffers BeamSearch(Buffers flip, Buffers flop, int T, int A, float[] ylog)
#pragma warning restore SA1313 // Variable names must begin with lower-case letter
{
// create array that contains classes indexes
// and then sort both probabilities and indexes
int[] cls = new int[ylog.Length];
for (int t = 0, off = 0; t < T; t++, off += A)
{
for (int i = 0; i < A; i++)
{
cls[off + i] = i;
}
Vectors.Sort(A, ylog, off, cls, off, false);
}
// initialize first buffer
int[] initial = new int[1];
for (int i = 0; i < A && i < 3; i++)
{
int idx = cls[i];
float prob = ylog[i];
if (idx == this.BlankLabelIndex)
{
flop.Add(initial, 0, Buffer.InitialHash, prob, float.NegativeInfinity, null);
}
else if (idx != this.spaceLabelIndex)
{
// do not start with spaces
initial[0] = idx;
flop.Add(initial, 1, Buffer.HashCode(Buffer.InitialHash, idx), float.NegativeInfinity, prob, null);
}
}
// flip between buffers
for (int t = 1, off = A; t < T; t++, off += A)
{
Swapping.Swap(ref flip, ref flop);
for (Buffer buffer = flip.Head; buffer != null; buffer = buffer.Next)
{
int[] values = buffer.Classes;
int length = buffer.Length;
int lastIdx = length > 0 ? values[length - 1] : CTCBeamSearch.NoClass;
float probBlank = float.NegativeInfinity;
float probNoBlank = float.NegativeInfinity;
for (int i = 0; i < A && i < 3; i++)
{
int idx = cls[off + i];
float prob = ylog[off + i];
if (idx == this.BlankLabelIndex)
{
// get probability of blank character
probBlank = buffer.Prob + prob;
}
else
{
if (idx == lastIdx)
{
// get probability of duplicated last character
if (!float.IsNegativeInfinity(buffer.ProbNoBlank))
{
probNoBlank = buffer.ProbNoBlank + prob;
}
// when there are two consecutive same characters -
// append only there is a blank between them
if (float.IsNegativeInfinity(buffer.ProbBlank))
{
continue;
}
// do not repeat blanks
if (idx == this.spaceLabelIndex)
{
continue;
}
// same character - append to blank path only
prob += buffer.ProbBlank;
}
else
{
// different character - append to both blank and noblank paths
prob += buffer.Prob;
}
values[length] = idx;
flop.Add(values, length + 1, Buffer.HashCode(buffer.Hash, idx), float.NegativeInfinity, prob, null);
}
}
// repeat buffer with blank and duplicated characters
if (!float.IsNegativeInfinity(probBlank) || !float.IsNegativeInfinity(probNoBlank))
{
flop.Add(values, length, buffer.Hash, probBlank, probNoBlank, null);
}
}
flip.Free();
}
return(flop);
}