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feat: add local Resemblyzer speaker recognition
2026-09-11 13:49:27 +02:00

155 lines
5.4 KiB
C#

using Microsoft.Extensions.Options;
namespace MeetingAssistant.Speakers;
public sealed record SpeakerSampleCollectionPolicy(
int MinimumRetainedSamples,
bool RequireNonOverlappingSamples)
{
public static SpeakerSampleCollectionPolicy ExistingBackend { get; } = new(1, false);
public static SpeakerSampleCollectionPolicy IndependentVectors(int maximumVectors)
{
return new SpeakerSampleCollectionPolicy(Math.Max(1, maximumVectors), true);
}
public int ResolveRetainedSampleLimit(int configuredLimit)
{
return Math.Max(Math.Max(1, configuredLimit), MinimumRetainedSamples);
}
}
internal static class SpeakerSampleDurationConfiguration
{
public static void ValidateOrThrow(
SpeakerIdentificationOptions options,
string context)
{
ValidateOrThrow(
options.MinimumSampleSpeechDuration,
options.MaximumSampleDuration,
context);
}
public static void ValidateOrThrow(
TimeSpan minimumDuration,
TimeSpan maximumDuration,
string context)
{
var error = GetError(minimumDuration, maximumDuration);
if (error is not null)
{
throw new InvalidOperationException($"{context}: {error}");
}
}
public static string? GetError(
TimeSpan minimumDuration,
TimeSpan maximumDuration)
{
if (minimumDuration < TimeSpan.Zero)
{
return "SpeakerIdentification:MinimumSampleSpeechDuration must not be negative.";
}
if (maximumDuration <= TimeSpan.Zero)
{
return "SpeakerIdentification:MaximumSampleDuration must be greater than zero.";
}
return minimumDuration > maximumDuration
? "SpeakerIdentification:MinimumSampleSpeechDuration must not exceed SpeakerIdentification:MaximumSampleDuration."
: null;
}
}
internal static class ResemblyzerSpeakerRecognitionConfiguration
{
public static void ValidateOrThrow(
ResemblyzerSpeakerRecognitionOptions options,
string context)
{
var error = GetError(options);
if (error is not null)
{
throw new InvalidOperationException($"{context}: {error}");
}
}
public static string? GetError(ResemblyzerSpeakerRecognitionOptions options)
{
if (options.RequiredVectorsPerSpeaker < 1)
{
return "SpeakerIdentification:Resemblyzer:RequiredVectorsPerSpeaker must be at least one.";
}
if (options.MaxVectorsPerIdentity < options.RequiredVectorsPerSpeaker)
{
return "SpeakerIdentification:Resemblyzer:MaxVectorsPerIdentity must not be less than RequiredVectorsPerSpeaker.";
}
if (options.OutlierPruningMinimumVectors < options.RequiredVectorsPerSpeaker)
{
return "SpeakerIdentification:Resemblyzer:OutlierPruningMinimumVectors must not be less than RequiredVectorsPerSpeaker.";
}
if (options.OutlierPruningMinimumVectors > options.MaxVectorsPerIdentity)
{
return "SpeakerIdentification:Resemblyzer:OutlierPruningMinimumVectors must not exceed MaxVectorsPerIdentity.";
}
if (options.OutlierPruningMinimumNeighbors < 1 ||
options.OutlierPruningMinimumNeighbors > options.OutlierPruningMinimumVectors)
{
return "SpeakerIdentification:Resemblyzer:OutlierPruningMinimumNeighbors must be between one and OutlierPruningMinimumVectors.";
}
if (!IsCosine(options.OutlierPruningNeighborSimilarity))
{
return "SpeakerIdentification:Resemblyzer:OutlierPruningNeighborSimilarity must be finite and between -1 and 1.";
}
if (!double.IsFinite(options.OutlierPruningMinimumClusterRatio) ||
options.OutlierPruningMinimumClusterRatio is <= 0 or > 1)
{
return "SpeakerIdentification:Resemblyzer:OutlierPruningMinimumClusterRatio must be finite, greater than zero, and at most one.";
}
if (!IsCosine(options.MinimumClusterCohesion))
{
return "SpeakerIdentification:Resemblyzer:MinimumClusterCohesion must be finite and between -1 and 1.";
}
if (!IsCosine(options.MinimumIdentitySimilarity))
{
return "SpeakerIdentification:Resemblyzer:MinimumIdentitySimilarity must be finite and between -1 and 1.";
}
return !double.IsFinite(options.MinimumSimilarityMargin) ||
options.MinimumSimilarityMargin is < 0 or > 2
? "SpeakerIdentification:Resemblyzer:MinimumSimilarityMargin must be finite and between 0 and 2."
: null;
}
private static bool IsCosine(double value)
{
return double.IsFinite(value) && value is >= -1 and <= 1;
}
}
internal sealed class MeetingAssistantSpeakerSampleOptionsValidator
: IValidateOptions<MeetingAssistantOptions>
{
public ValidateOptionsResult Validate(string? name, MeetingAssistantOptions options)
{
var error = SpeakerSampleDurationConfiguration.GetError(
options.SpeakerIdentification.MinimumSampleSpeechDuration,
options.SpeakerIdentification.MaximumSampleDuration) ??
ResemblyzerSpeakerRecognitionConfiguration.GetError(
options.SpeakerIdentification.Resemblyzer);
return error is null
? ValidateOptionsResult.Success
: ValidateOptionsResult.Fail(error);
}
}