/// <summary>
/// Creates a transducer that replaces escaped argument placeholders with the corresponding arguments.
/// </summary>
/// <param name="escapedArgs">The list of arguments.</param>
/// <param name="transpose">Specifies whether the created transducer should be transposed (useful for backward message computation).</param>
/// <returns>The created transducer.</returns>
private static StringTransducer GetPlaceholderReplacingTransducer(IList <StringAutomaton> escapedArgs, bool transpose)
{
var alternatives = new List <StringTransducer>();
for (int i = 0; i < escapedArgs.Count; ++i)
{
StringTransducer alternative = StringTransducer.ConsumeElement((char)('0' + i));
alternative.AppendInPlace(StringTransducer.Produce(escapedArgs[i]), (byte)(i + 1));
alternatives.Add(alternative);
}
StringTransducer result = DisallowBraceReplacersTransducer.Clone();
result.AppendInPlace(StringTransducer.ConsumeElement(LeftBraceReplacer));
result.AppendInPlace(StringTransducer.Sum(alternatives));
result.AppendInPlace(StringTransducer.ConsumeElement(RightBraceReplacer));
result = StringTransducer.Repeat(result, minTimes: 0);
result.AppendInPlace(DisallowBraceReplacersTransducer);
if (transpose)
{
result.TransposeInPlace();
}
return(result);
}
/// <summary>
/// Computes the normalizer via transducers.
/// </summary>
/// <param name="automaton">The automaton.</param>
/// <returns>The logarithm of the normalizer.</returns>
private static double GetLogNormalizerByGetValueWithTransducers(StringAutomaton automaton)
{
var one = StringAutomaton.Constant(1.0);
StringTransducer transducer = StringTransducer.Consume(automaton);
transducer.AppendInPlace(StringTransducer.Produce(one));
return(transducer.ProjectSource(one).GetLogValue("an arbitrary string")); // Now this will be exactly the normalizer
}
public void ProduceSequence()
{
StringTransducer produce = StringTransducer.Produce("abc");
StringInferenceTestUtilities.TestTransducerValue(produce, string.Empty, "abc", 1.0);
StringInferenceTestUtilities.TestTransducerValue(produce, string.Empty, "ab", 0.0);
StringInferenceTestUtilities.TestTransducerValue(produce, string.Empty, "abcd", 0.0);
StringInferenceTestUtilities.TestTransducerValue(produce, string.Empty, string.Empty, 0.0);
StringInferenceTestUtilities.TestTransducerValue(produce, "abc", string.Empty, 0.0);
}
/// <summary>EP message to <c>str</c>.</summary>
/// <param name="sub">Incoming message from <c>sub</c>.</param>
/// <param name="start">Constant value for <c>start</c>.</param>
/// <param name="length">Constant value for <c>length</c>.</param>
/// <returns>The outgoing EP message to the <c>str</c> argument.</returns>
/// <remarks>
/// <para>The outgoing message is a distribution matching the moments of <c>str</c> as the random arguments are varied. The formula is <c>proj[p(str) sum_(sub) p(sub) factor(sub,str,start,length)]/p(str)</c>.</para>
/// </remarks>
public static StringDistribution StrAverageConditional(StringDistribution sub, int start, int length)
{
Argument.CheckIfNotNull(sub, "sub");
Argument.CheckIfInRange(start >= 0, "start", "Start index must be non-negative.");
Argument.CheckIfInRange(length >= 0, "length", "Length must be non-negative.");
var anyChar = StringAutomaton.ConstantOnElement(1.0, DiscreteChar.Any());
var transducer = StringTransducer.Produce(StringAutomaton.Repeat(anyChar, minTimes: start, maxTimes: start));
transducer.AppendInPlace(StringTransducer.Copy(StringAutomaton.Repeat(anyChar, minTimes: length, maxTimes: length)));
transducer.AppendInPlace(StringTransducer.Produce(StringAutomaton.Constant(1.0)));
return(StringDistribution.FromWorkspace(transducer.ProjectSource(sub)));
}
public void ProduceAutomaton()
{
StringAutomaton automaton = StringAutomaton.Constant(2.0, DiscreteChar.Lower());
automaton = automaton.Sum(StringAutomaton.ConstantOnElement(3.0, 'a'));
StringTransducer produce = StringTransducer.Produce(automaton);
StringInferenceTestUtilities.TestTransducerValue(produce, string.Empty, "aaa", 2.0);
StringInferenceTestUtilities.TestTransducerValue(produce, string.Empty, "bb", 2.0);
StringInferenceTestUtilities.TestTransducerValue(produce, string.Empty, "a", 5.0);
StringInferenceTestUtilities.TestTransducerValue(produce, string.Empty, string.Empty, 2.0);
StringInferenceTestUtilities.TestTransducerValue(produce, "aaa", "bb", 0.0);
StringInferenceTestUtilities.TestTransducerValue(produce, "bb", "bb", 0.0);
StringInferenceTestUtilities.TestTransducerValue(produce, "bb", string.Empty, 0.0);
StringInferenceTestUtilities.TestTransducerValue(produce, "a", string.Empty, 0.0);
}
/// <summary>
/// Creates a transducer that replaces argument placeholders with the corresponding arguments.
/// </summary>
/// <param name="args">The list of arguments.</param>
/// <param name="argNames">The list of argument names.</param>
/// <param name="forBackwardMessage">Specifies whether the created transducer should be transposed so that the backward message can be computed.</param>
/// <param name="withGroups">Specifies whether filled in arguments should be labeled with different groups.</param>
/// <returns>The created transducer.</returns>
private static StringTransducer GetPlaceholderReplacingTransducer(
IList <StringAutomaton> args, IReadOnlyList <string> argNames, bool forBackwardMessage, bool withGroups)
{
var alternatives = new List <StringTransducer>();
for (int argumentIndex = 0; argumentIndex < args.Count; ++argumentIndex)
{
StringTransducer alternative;
if (!forBackwardMessage)
{
alternative = StringTransducer.Consume(argNames[argumentIndex]);
alternative.AppendInPlace(StringTransducer.Produce(args[argumentIndex]), withGroups ? argumentIndex + 1 : 0);
}
else
{
// After transposing 'Produce' will become 'Consume',
// and starting from 'Consume' makes projection computations more efficeint because it allows to detect dead braches earlier
Debug.Assert(!withGroups, "Groups are never needed for backward message.");
alternative = StringTransducer.Produce(args[argumentIndex]);
alternative.AppendInPlace(StringTransducer.Consume(argNames[argumentIndex]));
}
alternatives.Add(alternative);
}
StringTransducer result = DisallowBracesTransducer.Clone();
result.AppendInPlace(StringTransducer.ConsumeElement('{'));
result.AppendInPlace(StringTransducer.Sum(alternatives));
result.AppendInPlace(StringTransducer.ConsumeElement('}'));
result = StringTransducer.Repeat(result, minTimes: 0);
result.AppendInPlace(DisallowBracesTransducer);
if (forBackwardMessage)
{
result = StringTransducer.Transpose(result);
}
return(result);
}
