feat: add local Resemblyzer speaker recognition

MeetingAssistant/Speakers/SpeakerIdentityMergeService.cs

@@ -20,17 +20,20 @@ public sealed class SpeakerIdentityMergeService : ISpeakerIdentityMergeService
 {
     private readonly IDbContextFactory<SpeakerIdentityDbContext> dbContextFactory;
     private readonly ISpeakerIdentityMatcher matcher;
+    private readonly ResemblyzerVoiceVectorOutlierPruner outlierPruner;
     private readonly SpeakerIdentificationOptions options;
     private readonly ILogger<SpeakerIdentityMergeService> logger;
 
     public SpeakerIdentityMergeService(
         IDbContextFactory<SpeakerIdentityDbContext> dbContextFactory,
         ISpeakerIdentityMatcher matcher,
+        ResemblyzerVoiceVectorOutlierPruner outlierPruner,
         IOptions<MeetingAssistantOptions> options,
         ILogger<SpeakerIdentityMergeService> logger)
     {
         this.dbContextFactory = dbContextFactory;
         this.matcher = matcher;
+        this.outlierPruner = outlierPruner;
         this.options = options.Value.SpeakerIdentification;
         this.logger = logger;
     }
@@ -44,9 +47,11 @@ public sealed class SpeakerIdentityMergeService : ISpeakerIdentityMergeService
 
         var cutoff = DateTimeOffset.UtcNow - (recentIdentityAge ?? options.MergeRecentIdentityAge);
         var identities = await context.SpeakerIdentities
+            .AsSplitQuery()
             .Include(identity => identity.Aliases)
             .Include(identity => identity.CandidateNames)
             .Include(identity => identity.Snippets)
+            .Include(identity => identity.VoiceVectors)
             .Include(identity => identity.References)
             .OrderByDescending(identity => identity.References.Count)
             .ThenBy(identity => identity.Id)
@@ -154,10 +159,12 @@ public sealed class SpeakerIdentityMergeService : ISpeakerIdentityMergeService
 
                 var targetName = target.GetDisplayName() ?? $"identity-{target.Id}";
                 var sourceName = source.GetDisplayName() ?? $"identity-{source.Id}";
-                SpeakerIdentityMerger.MergeInto(
+                SpeakerIdentityMerger.MergeIntoAndPrune(
                     target,
                     source,
-                    options.MaxSnippetsPerSpeaker);
+                    options.MaxSnippetsPerSpeaker,
+                    options.Resemblyzer.MaxVectorsPerIdentity,
+                    outlierPruner);
                 logger.LogInformation(
                     "Speaker identity merge diagnostics merging source identity {SourceIdentityId} ({SourceName}) into target identity {TargetIdentityId} ({TargetName})",
                     source.Id,