diff --git a/Emby.Server.Implementations/Library/LibraryManager.cs b/Emby.Server.Implementations/Library/LibraryManager.cs
index 30ff1bd333..cc85f09d23 100644
--- a/Emby.Server.Implementations/Library/LibraryManager.cs
+++ b/Emby.Server.Implementations/Library/LibraryManager.cs
@@ -3394,6 +3394,12 @@ namespace Emby.Server.Implementations.Library
return _peopleRepository.GetPeopleNames(query);
}
+ ///
+ public IReadOnlyList GetPeopleNamesByItems(IReadOnlyList itemIds, IReadOnlyList personTypes, int limit)
+ {
+ return _peopleRepository.GetPeopleNamesByItems(itemIds, personTypes, limit);
+ }
+
public void UpdatePeople(BaseItem item, List people)
{
UpdatePeopleAsync(item, people, CancellationToken.None).GetAwaiter().GetResult();
diff --git a/Emby.Server.Implementations/Library/SimilarItems/MovieSimilarItemsProvider.cs b/Emby.Server.Implementations/Library/SimilarItems/MovieSimilarItemsProvider.cs
index 93aa0574c0..b4ed12a20c 100644
--- a/Emby.Server.Implementations/Library/SimilarItems/MovieSimilarItemsProvider.cs
+++ b/Emby.Server.Implementations/Library/SimilarItems/MovieSimilarItemsProvider.cs
@@ -1,36 +1,72 @@
using System;
using System.Collections.Generic;
+using System.Linq;
using System.Threading;
using System.Threading.Tasks;
using Jellyfin.Data.Enums;
-using Jellyfin.Database.Implementations.Enums;
+using Jellyfin.Database.Implementations;
+using Jellyfin.Database.Implementations.Entities;
+using Jellyfin.Extensions;
using MediaBrowser.Controller.Configuration;
using MediaBrowser.Controller.Dto;
using MediaBrowser.Controller.Entities;
using MediaBrowser.Controller.Entities.Movies;
using MediaBrowser.Controller.Library;
+using MediaBrowser.Controller.Persistence;
using MediaBrowser.Model.Configuration;
+using Microsoft.EntityFrameworkCore;
+using BaseItemDto = MediaBrowser.Controller.Entities.BaseItem;
namespace Emby.Server.Implementations.Library.SimilarItems;
///
-/// Provides similar items for movies and trailers.
+/// Provides similar items for movies and trailers using weighted scoring.
///
-public sealed class MovieSimilarItemsProvider : ILocalSimilarItemsProvider, ILocalSimilarItemsProvider
+public sealed class MovieSimilarItemsProvider : ILocalSimilarItemsProvider, ILocalSimilarItemsProvider, IBatchLocalSimilarItemsProvider
{
- private readonly ILibraryManager _libraryManager;
+ private const int GenreWeight = 10;
+ private const int TagWeight = 5;
+ private const int StudioWeight = 5;
+ private const int DirectorWeight = 50;
+ private const int ActorWeight = 15;
+
+ // Caps the batch fan-out so downstream IN-list sizes (per-source scores, accessible-id
+ // load, navigation includes) stay bounded regardless of caller input.
+ private const int MaxBatchSourceItems = 64;
+
+ private static readonly (ItemValueType Type, int Weight)[] _itemValueDimensions =
+ [
+ (ItemValueType.Genre, GenreWeight),
+ (ItemValueType.Tags, TagWeight),
+ (ItemValueType.Studios, StudioWeight)
+ ];
+
+ private static readonly Dictionary _personTypeWeights = new(StringComparer.Ordinal)
+ {
+ [nameof(PersonKind.Director)] = DirectorWeight,
+ [nameof(PersonKind.Actor)] = ActorWeight,
+ [nameof(PersonKind.GuestStar)] = ActorWeight,
+ };
+
+ private static readonly string[] _scoredPersonTypes = [.. _personTypeWeights.Keys];
+
+ private readonly IDbContextFactory _dbProvider;
+ private readonly IItemQueryHelpers _queryHelpers;
private readonly IServerConfigurationManager _serverConfigurationManager;
///
/// Initializes a new instance of the class.
///
- /// The library manager.
+ /// The database context factory.
+ /// The shared query helpers.
/// The server configuration manager.
public MovieSimilarItemsProvider(
- ILibraryManager libraryManager,
+ IDbContextFactory dbProvider,
+ IItemQueryHelpers queryHelpers,
IServerConfigurationManager serverConfigurationManager)
{
- _libraryManager = libraryManager;
+ _dbProvider = dbProvider;
+ _queryHelpers = queryHelpers;
_serverConfigurationManager = serverConfigurationManager;
}
@@ -41,15 +77,17 @@ public sealed class MovieSimilarItemsProvider : ILocalSimilarItemsProvider MetadataPluginType.LocalSimilarityProvider;
///
- public Task> GetSimilarItemsAsync(Movie item, SimilarItemsQuery query, CancellationToken cancellationToken)
+ public async Task> GetSimilarItemsAsync(Movie item, SimilarItemsQuery query, CancellationToken cancellationToken)
{
- return Task.FromResult(GetSimilarMovieItems(item, query));
+ var results = await GetBatchSimilarItemsAsync([item], query, cancellationToken).ConfigureAwait(false);
+ return results.TryGetValue(item.Id, out var items) ? items : [];
}
///
- public Task> GetSimilarItemsAsync(Trailer item, SimilarItemsQuery query, CancellationToken cancellationToken)
+ public async Task> GetSimilarItemsAsync(Trailer item, SimilarItemsQuery query, CancellationToken cancellationToken)
{
- return Task.FromResult(GetSimilarMovieItems(item, query));
+ var results = await GetBatchSimilarItemsAsync([item], query, cancellationToken).ConfigureAwait(false);
+ return results.TryGetValue(item.Id, out var items) ? items : [];
}
bool ILocalSimilarItemsProvider.Supports(Type itemType)
@@ -63,29 +101,233 @@ public sealed class MovieSimilarItemsProvider : ILocalSimilarItemsProvider throw new ArgumentException($"Unsupported item type {item.GetType()}", nameof(item))
};
- private IReadOnlyList GetSimilarMovieItems(BaseItem item, SimilarItemsQuery query)
+ ///
+ public async Task>> GetBatchSimilarItemsAsync(
+ IReadOnlyList sourceItems,
+ SimilarItemsQuery query,
+ CancellationToken cancellationToken)
{
var includeItemTypes = new List { BaseItemKind.Movie };
-
if (_serverConfigurationManager.Configuration.EnableExternalContentInSuggestions)
{
includeItemTypes.Add(BaseItemKind.Trailer);
includeItemTypes.Add(BaseItemKind.LiveTvProgram);
}
- var internalQuery = new InternalItemsQuery(query.User)
- {
- Genres = item.Genres,
- Tags = item.Tags,
- Limit = query.Limit,
- DtoOptions = query.DtoOptions ?? new DtoOptions(),
- ExcludeItemIds = [.. query.ExcludeItemIds],
- IncludeItemTypes = [.. includeItemTypes],
- EnableGroupByMetadataKey = true,
- EnableTotalRecordCount = false,
- OrderBy = [(ItemSortBy.Random, SortOrder.Ascending)]
- };
+ var limit = query.Limit ?? 50;
+ var dtoOptions = query.DtoOptions ?? new DtoOptions();
- return _libraryManager.GetItemList(internalQuery);
+ if (sourceItems.Count > MaxBatchSourceItems)
+ {
+ sourceItems = sourceItems.Take(MaxBatchSourceItems).ToList();
+ }
+
+ var context = await _dbProvider.CreateDbContextAsync(cancellationToken).ConfigureAwait(false);
+ await using (context.ConfigureAwait(false))
+ {
+ // Phase 1: Score all candidates per source item
+ var sourceIds = sourceItems.Select(i => i.Id).ToList();
+ var perSourceScores = await ComputeBatchScoresAsync(sourceIds, context, cancellationToken).ConfigureAwait(false);
+
+ var allCandidateIds = new HashSet();
+ foreach (var (_, scores) in perSourceScores)
+ {
+ allCandidateIds.UnionWith(
+ scores.OrderByDescending(kvp => kvp.Value)
+ .Take(limit * 3)
+ .Select(kvp => kvp.Key));
+ }
+
+ var result = new Dictionary>();
+ if (allCandidateIds.Count == 0)
+ {
+ return result;
+ }
+
+ // Phase 2: One access filter for all candidates
+ var filter = new InternalItemsQuery(query.User)
+ {
+ IncludeItemTypes = [.. includeItemTypes],
+ ExcludeItemIds = [.. query.ExcludeItemIds],
+ DtoOptions = dtoOptions,
+ EnableGroupByMetadataKey = true,
+ EnableTotalRecordCount = false,
+ IsMovie = true,
+ IsPlayed = false
+ };
+
+ _queryHelpers.PrepareFilterQuery(filter);
+ var baseQuery = _queryHelpers.PrepareItemQuery(context, filter);
+ baseQuery = _queryHelpers.TranslateQuery(baseQuery, context, filter);
+
+ var allCandidateIdsList = allCandidateIds.ToList();
+ var accessibleItems = await baseQuery
+ .WhereOneOrMany(allCandidateIdsList, e => e.Id)
+ .Select(e => new { e.Id, e.PresentationUniqueKey })
+ .ToListAsync(cancellationToken).ConfigureAwait(false);
+
+ // Phase 3: Pick top IDs per source, dedup by PresentationUniqueKey
+ var allOrderedIds = new HashSet();
+ var perSourceOrderedIds = new Dictionary>();
+
+ foreach (var item in sourceItems)
+ {
+ if (!perSourceScores.TryGetValue(item.Id, out var scores))
+ {
+ continue;
+ }
+
+ var orderedIds = accessibleItems
+ .Where(x => scores.ContainsKey(x.Id))
+ .OrderByDescending(x => scores.GetValueOrDefault(x.Id))
+ .DistinctBy(x => x.PresentationUniqueKey)
+ .Take(limit)
+ .Select(x => x.Id)
+ .ToList();
+
+ if (orderedIds.Count > 0)
+ {
+ perSourceOrderedIds[item.Id] = orderedIds;
+ allOrderedIds.UnionWith(orderedIds);
+ }
+ }
+
+ if (allOrderedIds.Count == 0)
+ {
+ return result;
+ }
+
+ // Phase 4: One entity load for all results
+ var allOrderedIdsList = allOrderedIds.ToList();
+ var entities = await _queryHelpers.ApplyNavigations(
+ context.BaseItems.AsNoTracking().WhereOneOrMany(allOrderedIdsList, e => e.Id),
+ filter)
+ .AsSplitQuery()
+ .ToListAsync(cancellationToken).ConfigureAwait(false);
+
+ var entitiesById = entities
+ .Select(e => _queryHelpers.DeserializeBaseItem(e, filter.SkipDeserialization))
+ .Where(dto => dto is not null)
+ .ToDictionary(i => i!.Id);
+
+ // Phase 5: Split by source, preserving score order
+ foreach (var (sourceId, orderedIds) in perSourceOrderedIds)
+ {
+ var items = orderedIds
+ .Where(entitiesById.ContainsKey)
+ .Select(id => entitiesById[id]!)
+ .ToList();
+
+ if (items.Count > 0)
+ {
+ result[sourceId] = items;
+ }
+ }
+
+ return result;
+ }
+ }
+
+ private static async Task>> ComputeBatchScoresAsync(List sourceIds, JellyfinDbContext context, CancellationToken cancellationToken)
+ {
+ var result = new Dictionary>();
+ foreach (var id in sourceIds)
+ {
+ result[id] = [];
+ }
+
+ foreach (var (valueType, weight) in _itemValueDimensions)
+ {
+ var sourceRows = await context.ItemValuesMap.AsNoTracking()
+ .Where(m => sourceIds.Contains(m.ItemId) && m.ItemValue.Type == valueType)
+ .Select(m => new { m.ItemId, Key = m.ItemValue.CleanValue })
+ .ToListAsync(cancellationToken).ConfigureAwait(false);
+
+ var sourceMap = sourceRows.GroupBy(r => r.ItemId).ToDictionary(g => g.Key, g => g.Select(x => x.Key).ToHashSet());
+ var allKeys = sourceMap.Values.SelectMany(v => v).Distinct().ToList();
+ if (allKeys.Count == 0)
+ {
+ continue;
+ }
+
+ var candidateRows = await context.ItemValuesMap.AsNoTracking()
+ .Where(m => m.ItemValue.Type == valueType && allKeys.Contains(m.ItemValue.CleanValue))
+ .Select(m => new { m.ItemId, Key = m.ItemValue.CleanValue })
+ .ToListAsync(cancellationToken).ConfigureAwait(false);
+
+ var keyToCandidates = candidateRows.GroupBy(r => r.Key).ToDictionary(g => g.Key, g => g.Select(x => x.ItemId).ToList());
+ ApplyDimensionScores(sourceIds, sourceMap, keyToCandidates, weight, result);
+ }
+
+ var personSourceRows = await context.PeopleBaseItemMap.AsNoTracking()
+ .Where(m => sourceIds.Contains(m.ItemId) && _scoredPersonTypes.Contains(m.People.PersonType))
+ .Select(m => new { m.ItemId, m.PeopleId, m.People.PersonType })
+ .ToListAsync(cancellationToken).ConfigureAwait(false);
+
+ if (personSourceRows.Count > 0)
+ {
+ var personCandidateRows = await context.PeopleBaseItemMap.AsNoTracking()
+ .Where(m => context.PeopleBaseItemMap
+ .Where(s => sourceIds.Contains(s.ItemId) && _scoredPersonTypes.Contains(s.People.PersonType))
+ .Select(s => s.PeopleId)
+ .Contains(m.PeopleId))
+ .Select(m => new { m.ItemId, m.PeopleId })
+ .ToListAsync(cancellationToken).ConfigureAwait(false);
+
+ var personToCandidates = personCandidateRows
+ .GroupBy(r => r.PeopleId)
+ .ToDictionary(g => g.Key, g => g.Select(x => x.ItemId).ToList());
+
+ foreach (var weightGroup in personSourceRows.GroupBy(r => _personTypeWeights[r.PersonType!]))
+ {
+ var sourceMap = weightGroup
+ .GroupBy(r => r.ItemId)
+ .ToDictionary(g => g.Key, g => g.Select(x => x.PeopleId).ToHashSet());
+ ApplyDimensionScores(sourceIds, sourceMap, personToCandidates, weightGroup.Key, result);
+ }
+ }
+
+ foreach (var sourceId in sourceIds)
+ {
+ var scoreMap = result[sourceId];
+ scoreMap.Remove(sourceId);
+ if (scoreMap.Count == 0)
+ {
+ result.Remove(sourceId);
+ }
+ }
+
+ return result;
+ }
+
+ private static void ApplyDimensionScores(
+ List sourceIds,
+ Dictionary> sourceMap,
+ Dictionary> keyToCandidates,
+ int weight,
+ Dictionary> result)
+ where TKey : notnull
+ {
+ foreach (var sourceId in sourceIds)
+ {
+ if (!sourceMap.TryGetValue(sourceId, out var sourceKeys))
+ {
+ continue;
+ }
+
+ var scoreMap = result[sourceId];
+ foreach (var key in sourceKeys)
+ {
+ if (!keyToCandidates.TryGetValue(key, out var candidates))
+ {
+ continue;
+ }
+
+ foreach (var candidateId in candidates)
+ {
+ scoreMap[candidateId] = scoreMap.GetValueOrDefault(candidateId) + weight;
+ }
+ }
+ }
}
}
diff --git a/Emby.Server.Implementations/Library/SimilarItems/SimilarItemsManager.cs b/Emby.Server.Implementations/Library/SimilarItems/SimilarItemsManager.cs
index b56779cf3f..358c170db2 100644
--- a/Emby.Server.Implementations/Library/SimilarItems/SimilarItemsManager.cs
+++ b/Emby.Server.Implementations/Library/SimilarItems/SimilarItemsManager.cs
@@ -8,12 +8,16 @@ using System.Threading;
using System.Threading.Tasks;
using Jellyfin.Data.Enums;
using Jellyfin.Database.Implementations.Entities;
+using Jellyfin.Database.Implementations.Enums;
using Jellyfin.Extensions.Json;
+using MediaBrowser.Common.Extensions;
using MediaBrowser.Controller;
+using MediaBrowser.Controller.Configuration;
using MediaBrowser.Controller.Dto;
using MediaBrowser.Controller.Entities;
using MediaBrowser.Controller.Library;
using MediaBrowser.Model.Configuration;
+using MediaBrowser.Model.Dto;
using MediaBrowser.Model.Entities;
using MediaBrowser.Model.IO;
using MediaBrowser.Model.Querying;
@@ -30,6 +34,7 @@ public class SimilarItemsManager : ISimilarItemsManager
private readonly IServerApplicationPaths _appPaths;
private readonly ILibraryManager _libraryManager;
private readonly IFileSystem _fileSystem;
+ private readonly IServerConfigurationManager _serverConfigurationManager;
private ISimilarItemsProvider[] _similarItemsProviders = [];
///
@@ -39,16 +44,19 @@ public class SimilarItemsManager : ISimilarItemsManager
/// The server application paths.
/// The library manager.
/// The file system.
+ /// The server configuration manager.
public SimilarItemsManager(
ILogger logger,
IServerApplicationPaths appPaths,
ILibraryManager libraryManager,
- IFileSystem fileSystem)
+ IFileSystem fileSystem,
+ IServerConfigurationManager serverConfigurationManager)
{
_logger = logger;
_appPaths = appPaths;
_libraryManager = libraryManager;
_fileSystem = fileSystem;
+ _serverConfigurationManager = serverConfigurationManager;
}
///
@@ -225,6 +233,211 @@ public class SimilarItemsManager : ISimilarItemsManager
.ToList();
}
+ ///
+ public async Task> GetMovieRecommendationsAsync(
+ User? user,
+ Guid parentId,
+ int categoryLimit,
+ int itemLimit,
+ DtoOptions dtoOptions,
+ CancellationToken cancellationToken)
+ {
+ ArgumentNullException.ThrowIfNull(dtoOptions);
+
+ var recentlyPlayedMovies = _libraryManager.GetItemList(new InternalItemsQuery(user)
+ {
+ IncludeItemTypes = [BaseItemKind.Movie],
+ OrderBy = [(ItemSortBy.DatePlayed, SortOrder.Descending), (ItemSortBy.Random, SortOrder.Descending)],
+ Limit = 7,
+ ParentId = parentId,
+ Recursive = true,
+ IsPlayed = true,
+ EnableGroupByMetadataKey = true,
+ DtoOptions = dtoOptions
+ });
+
+ var itemTypes = new List { BaseItemKind.Movie };
+ if (_serverConfigurationManager.Configuration.EnableExternalContentInSuggestions)
+ {
+ itemTypes.Add(BaseItemKind.Trailer);
+ itemTypes.Add(BaseItemKind.LiveTvProgram);
+ }
+
+ var likedMovies = _libraryManager.GetItemList(new InternalItemsQuery(user)
+ {
+ IncludeItemTypes = itemTypes.ToArray(),
+ IsMovie = true,
+ OrderBy = [(ItemSortBy.Random, SortOrder.Descending)],
+ Limit = 10,
+ IsFavoriteOrLiked = true,
+ ExcludeItemIds = recentlyPlayedMovies.Select(i => i.Id).ToArray(),
+ EnableGroupByMetadataKey = true,
+ ParentId = parentId,
+ Recursive = true,
+ DtoOptions = dtoOptions
+ });
+
+ var mostRecentMovies = recentlyPlayedMovies.Take(Math.Min(recentlyPlayedMovies.Count, 6)).ToList();
+ var recentDirectors = GetPeopleNames(mostRecentMovies, [PersonType.Director]);
+ var recentActors = GetPeopleNames(mostRecentMovies, [PersonType.Actor, PersonType.GuestStar]);
+
+ // Cap baseline items to categoryLimit - the round-robin can't use more categories than that.
+ var recentlyPlayedBaseline = recentlyPlayedMovies.Count > categoryLimit
+ ? recentlyPlayedMovies.Take(categoryLimit).ToList()
+ : recentlyPlayedMovies;
+ var likedBaseline = likedMovies.Count > categoryLimit
+ ? likedMovies.Take(categoryLimit).ToList()
+ : likedMovies;
+
+ var batchQuery = new SimilarItemsQuery
+ {
+ User = user,
+ Limit = itemLimit,
+ DtoOptions = dtoOptions
+ };
+
+ var similarToRecentlyPlayed = await GetSimilarItemsRecommendationsAsync(
+ recentlyPlayedBaseline,
+ RecommendationType.SimilarToRecentlyPlayed,
+ batchQuery,
+ cancellationToken).ConfigureAwait(false);
+
+ var similarToLiked = await GetSimilarItemsRecommendationsAsync(
+ likedBaseline,
+ RecommendationType.SimilarToLikedItem,
+ batchQuery,
+ cancellationToken).ConfigureAwait(false);
+
+ var hasDirectorFromRecentlyPlayed = GetPersonRecommendations(user, recentDirectors, itemLimit, dtoOptions, RecommendationType.HasDirectorFromRecentlyPlayed, itemTypes);
+ var hasActorFromRecentlyPlayed = GetPersonRecommendations(user, recentActors, itemLimit, dtoOptions, RecommendationType.HasActorFromRecentlyPlayed, itemTypes);
+
+ // Use a single enumerator per list, listed twice so MoveNext advances it
+ // twice per round-robin pass (giving these categories double weight).
+ // IMPORTANT: Declare as IEnumerator to box the List.Enumerator struct once;
+ // using var would box separately per list insertion, creating independent copies.
+ IEnumerator similarToRecentlyPlayedEnum = similarToRecentlyPlayed.GetEnumerator();
+ IEnumerator similarToLikedEnum = similarToLiked.GetEnumerator();
+
+ var categoryTypes = new List>
+ {
+ similarToRecentlyPlayedEnum,
+ similarToRecentlyPlayedEnum,
+ similarToLikedEnum,
+ similarToLikedEnum,
+ hasDirectorFromRecentlyPlayed.GetEnumerator(),
+ hasActorFromRecentlyPlayed.GetEnumerator()
+ };
+
+ var categories = new List();
+ while (categories.Count < categoryLimit)
+ {
+ var allEmpty = true;
+ foreach (var category in categoryTypes)
+ {
+ if (category.MoveNext())
+ {
+ categories.Add(category.Current);
+ allEmpty = false;
+
+ if (categories.Count >= categoryLimit)
+ {
+ break;
+ }
+ }
+ }
+
+ if (allEmpty)
+ {
+ break;
+ }
+ }
+
+ return [.. categories.OrderBy(i => i.RecommendationType)];
+ }
+
+ private async Task> GetSimilarItemsRecommendationsAsync(
+ IReadOnlyList baselineItems,
+ RecommendationType recommendationType,
+ SimilarItemsQuery query,
+ CancellationToken cancellationToken)
+ {
+ var batchProvider = _similarItemsProviders
+ .OfType()
+ .FirstOrDefault();
+
+ if (batchProvider is null || baselineItems.Count == 0)
+ {
+ return [];
+ }
+
+ var batchResults = await batchProvider.GetBatchSimilarItemsAsync(baselineItems, query, cancellationToken).ConfigureAwait(false);
+
+ var recommendations = new List(baselineItems.Count);
+ foreach (var baseline in baselineItems)
+ {
+ if (batchResults.TryGetValue(baseline.Id, out var similar) && similar.Count > 0)
+ {
+ recommendations.Add(new SimilarItemsRecommendation
+ {
+ BaselineItemName = baseline.Name,
+ CategoryId = baseline.Id,
+ RecommendationType = recommendationType,
+ Items = similar
+ });
+ }
+ }
+
+ return recommendations;
+ }
+
+ private IEnumerable GetPersonRecommendations(
+ User? user,
+ IReadOnlyList names,
+ int itemLimit,
+ DtoOptions dtoOptions,
+ RecommendationType type,
+ IReadOnlyList itemTypes)
+ {
+ var personTypes = type == RecommendationType.HasDirectorFromRecentlyPlayed
+ ? [PersonType.Director]
+ : Array.Empty();
+
+ foreach (var name in names)
+ {
+ var items = _libraryManager.GetItemList(new InternalItemsQuery(user)
+ {
+ Person = name,
+ Limit = itemLimit + 2,
+ PersonTypes = personTypes,
+ IncludeItemTypes = itemTypes.ToArray(),
+ IsMovie = true,
+ IsPlayed = false,
+ EnableGroupByMetadataKey = true,
+ DtoOptions = dtoOptions
+ })
+ .DistinctBy(i => i.GetProviderId(MetadataProvider.Imdb) ?? Guid.NewGuid().ToString("N", CultureInfo.InvariantCulture))
+ .Take(itemLimit)
+ .ToList();
+
+ if (items.Count > 0)
+ {
+ yield return new SimilarItemsRecommendation
+ {
+ BaselineItemName = name,
+ CategoryId = name.GetMD5(),
+ RecommendationType = type,
+ Items = items
+ };
+ }
+ }
+ }
+
+ private IReadOnlyList GetPeopleNames(IReadOnlyList items, IReadOnlyList personTypes)
+ {
+ var itemIds = items.Select(i => i.Id).ToArray();
+ return _libraryManager.GetPeopleNamesByItems(itemIds, personTypes, limit: 0);
+ }
+
private List<(BaseItem Item, float Score)> ResolveRemoteReferences(
IReadOnlyList references,
int providerOrder,
diff --git a/Jellyfin.Api/Controllers/MoviesController.cs b/Jellyfin.Api/Controllers/MoviesController.cs
index 50d34d0656..a1f2fe7ce7 100644
--- a/Jellyfin.Api/Controllers/MoviesController.cs
+++ b/Jellyfin.Api/Controllers/MoviesController.cs
@@ -1,17 +1,13 @@
using System;
using System.Collections.Generic;
-using System.Globalization;
using System.Linq;
+using System.Threading;
+using System.Threading.Tasks;
+using Jellyfin.Api.Extensions;
using Jellyfin.Api.Helpers;
using Jellyfin.Api.ModelBinders;
-using Jellyfin.Data.Enums;
-using Jellyfin.Database.Implementations.Entities;
-using Jellyfin.Database.Implementations.Enums;
using Jellyfin.Extensions;
-using MediaBrowser.Common.Extensions;
-using MediaBrowser.Controller.Configuration;
using MediaBrowser.Controller.Dto;
-using MediaBrowser.Controller.Entities;
using MediaBrowser.Controller.Library;
using MediaBrowser.Model.Dto;
using MediaBrowser.Model.Entities;
@@ -30,27 +26,23 @@ namespace Jellyfin.Api.Controllers;
public class MoviesController : BaseJellyfinApiController
{
private readonly IUserManager _userManager;
- private readonly ILibraryManager _libraryManager;
private readonly IDtoService _dtoService;
- private readonly IServerConfigurationManager _serverConfigurationManager;
+ private readonly ISimilarItemsManager _similarItemsManager;
///
/// Initializes a new instance of the class.
///
/// Instance of the interface.
- /// Instance of the interface.
/// Instance of the interface.
- /// Instance of the interface.
+ /// Instance of the interface.
public MoviesController(
IUserManager userManager,
- ILibraryManager libraryManager,
IDtoService dtoService,
- IServerConfigurationManager serverConfigurationManager)
+ ISimilarItemsManager similarItemsManager)
{
_userManager = userManager;
- _libraryManager = libraryManager;
_dtoService = dtoService;
- _serverConfigurationManager = serverConfigurationManager;
+ _similarItemsManager = similarItemsManager;
}
///
@@ -61,15 +53,17 @@ public class MoviesController : BaseJellyfinApiController
/// Optional. The fields to return.
/// The max number of categories to return.
/// The max number of items to return per category.
+ /// The cancellation token.
/// Movie recommendations returned.
/// The list of movie recommendations.
[HttpGet("Recommendations")]
- public ActionResult> GetMovieRecommendations(
+ public async Task>> GetMovieRecommendations(
[FromQuery] Guid? userId,
[FromQuery] Guid? parentId,
[FromQuery, ModelBinder(typeof(CommaDelimitedCollectionModelBinder))] ItemFields[] fields,
[FromQuery] int categoryLimit = 5,
- [FromQuery] int itemLimit = 8)
+ [FromQuery] int itemLimit = 8,
+ CancellationToken cancellationToken = default)
{
userId = RequestHelpers.GetUserId(User, userId);
var user = userId.IsNullOrEmpty()
@@ -77,251 +71,16 @@ public class MoviesController : BaseJellyfinApiController
: _userManager.GetUserById(userId.Value);
var dtoOptions = new DtoOptions { Fields = fields };
- var categories = new List();
+ var recommendations = await _similarItemsManager
+ .GetMovieRecommendationsAsync(user, parentId ?? Guid.Empty, categoryLimit, itemLimit, dtoOptions, cancellationToken)
+ .ConfigureAwait(false);
- var parentIdGuid = parentId ?? Guid.Empty;
-
- var query = new InternalItemsQuery(user)
+ return Ok(recommendations.Select(r => new RecommendationDto
{
- IncludeItemTypes = new[]
- {
- BaseItemKind.Movie,
- // nameof(Trailer),
- // nameof(LiveTvProgram)
- },
- // IsMovie = true
- OrderBy = new[] { (ItemSortBy.DatePlayed, SortOrder.Descending), (ItemSortBy.Random, SortOrder.Descending) },
- Limit = 7,
- ParentId = parentIdGuid,
- Recursive = true,
- IsPlayed = true,
- DtoOptions = dtoOptions
- };
-
- var recentlyPlayedMovies = _libraryManager.GetItemList(query);
-
- var itemTypes = new List { BaseItemKind.Movie };
- if (_serverConfigurationManager.Configuration.EnableExternalContentInSuggestions)
- {
- itemTypes.Add(BaseItemKind.Trailer);
- itemTypes.Add(BaseItemKind.LiveTvProgram);
- }
-
- var likedMovies = _libraryManager.GetItemList(new InternalItemsQuery(user)
- {
- IncludeItemTypes = itemTypes.ToArray(),
- IsMovie = true,
- OrderBy = new[] { (ItemSortBy.Random, SortOrder.Descending) },
- Limit = 10,
- IsFavoriteOrLiked = true,
- ExcludeItemIds = recentlyPlayedMovies.Select(i => i.Id).ToArray(),
- EnableGroupByMetadataKey = true,
- ParentId = parentIdGuid,
- Recursive = true,
- DtoOptions = dtoOptions
- });
-
- var mostRecentMovies = recentlyPlayedMovies.Take(Math.Min(recentlyPlayedMovies.Count, 6)).ToList();
- // Get recently played directors
- var recentDirectors = GetDirectors(mostRecentMovies)
- .ToList();
-
- // Get recently played actors
- var recentActors = GetActors(mostRecentMovies)
- .ToList();
-
- var similarToRecentlyPlayed = GetSimilarTo(user, recentlyPlayedMovies, itemLimit, dtoOptions, RecommendationType.SimilarToRecentlyPlayed).GetEnumerator();
- var similarToLiked = GetSimilarTo(user, likedMovies, itemLimit, dtoOptions, RecommendationType.SimilarToLikedItem).GetEnumerator();
-
- var hasDirectorFromRecentlyPlayed = GetWithDirector(user, recentDirectors, itemLimit, dtoOptions, RecommendationType.HasDirectorFromRecentlyPlayed).GetEnumerator();
- var hasActorFromRecentlyPlayed = GetWithActor(user, recentActors, itemLimit, dtoOptions, RecommendationType.HasActorFromRecentlyPlayed).GetEnumerator();
-
- var categoryTypes = new List>
- {
- // Give this extra weight
- similarToRecentlyPlayed,
- similarToRecentlyPlayed,
-
- // Give this extra weight
- similarToLiked,
- similarToLiked,
- hasDirectorFromRecentlyPlayed,
- hasActorFromRecentlyPlayed
- };
-
- while (categories.Count < categoryLimit)
- {
- var allEmpty = true;
-
- foreach (var category in categoryTypes)
- {
- if (category.MoveNext())
- {
- categories.Add(category.Current);
- allEmpty = false;
-
- if (categories.Count >= categoryLimit)
- {
- break;
- }
- }
- }
-
- if (allEmpty)
- {
- break;
- }
- }
-
- return Ok(categories.OrderBy(i => i.RecommendationType).AsEnumerable());
- }
-
- private IEnumerable GetWithDirector(
- User? user,
- IEnumerable names,
- int itemLimit,
- DtoOptions dtoOptions,
- RecommendationType type)
- {
- var itemTypes = new List { BaseItemKind.Movie };
- if (_serverConfigurationManager.Configuration.EnableExternalContentInSuggestions)
- {
- itemTypes.Add(BaseItemKind.Trailer);
- itemTypes.Add(BaseItemKind.LiveTvProgram);
- }
-
- foreach (var name in names)
- {
- var items = _libraryManager.GetItemList(
- new InternalItemsQuery(user)
- {
- Person = name,
- // Account for duplicates by IMDb id, since the database doesn't support this yet
- Limit = itemLimit + 2,
- PersonTypes = new[] { PersonType.Director },
- IncludeItemTypes = itemTypes.ToArray(),
- IsMovie = true,
- EnableGroupByMetadataKey = true,
- DtoOptions = dtoOptions
- }).DistinctBy(i => i.GetProviderId(MediaBrowser.Model.Entities.MetadataProvider.Imdb) ?? Guid.NewGuid().ToString("N", CultureInfo.InvariantCulture))
- .Take(itemLimit)
- .ToList();
-
- if (items.Count > 0)
- {
- var returnItems = _dtoService.GetBaseItemDtos(items, dtoOptions, user);
-
- yield return new RecommendationDto
- {
- BaselineItemName = name,
- CategoryId = name.GetMD5(),
- RecommendationType = type,
- Items = returnItems
- };
- }
- }
- }
-
- private IEnumerable GetWithActor(User? user, IEnumerable names, int itemLimit, DtoOptions dtoOptions, RecommendationType type)
- {
- var itemTypes = new List { BaseItemKind.Movie };
- if (_serverConfigurationManager.Configuration.EnableExternalContentInSuggestions)
- {
- itemTypes.Add(BaseItemKind.Trailer);
- itemTypes.Add(BaseItemKind.LiveTvProgram);
- }
-
- foreach (var name in names)
- {
- var items = _libraryManager.GetItemList(new InternalItemsQuery(user)
- {
- Person = name,
- // Account for duplicates by IMDb id, since the database doesn't support this yet
- Limit = itemLimit + 2,
- IncludeItemTypes = itemTypes.ToArray(),
- IsMovie = true,
- EnableGroupByMetadataKey = true,
- DtoOptions = dtoOptions
- }).DistinctBy(i => i.GetProviderId(MediaBrowser.Model.Entities.MetadataProvider.Imdb) ?? Guid.NewGuid().ToString("N", CultureInfo.InvariantCulture))
- .Take(itemLimit)
- .ToList();
-
- if (items.Count > 0)
- {
- var returnItems = _dtoService.GetBaseItemDtos(items, dtoOptions, user);
-
- yield return new RecommendationDto
- {
- BaselineItemName = name,
- CategoryId = name.GetMD5(),
- RecommendationType = type,
- Items = returnItems
- };
- }
- }
- }
-
- private IEnumerable GetSimilarTo(User? user, IEnumerable baselineItems, int itemLimit, DtoOptions dtoOptions, RecommendationType type)
- {
- var itemTypes = new List { BaseItemKind.Movie };
- if (_serverConfigurationManager.Configuration.EnableExternalContentInSuggestions)
- {
- itemTypes.Add(BaseItemKind.Trailer);
- itemTypes.Add(BaseItemKind.LiveTvProgram);
- }
-
- foreach (var item in baselineItems)
- {
- var similar = _libraryManager.GetItemList(new InternalItemsQuery(user)
- {
- Limit = itemLimit,
- IncludeItemTypes = itemTypes.ToArray(),
- IsMovie = true,
- EnableGroupByMetadataKey = true,
- DtoOptions = dtoOptions
- });
-
- if (similar.Count > 0)
- {
- var returnItems = _dtoService.GetBaseItemDtos(similar, dtoOptions, user);
-
- yield return new RecommendationDto
- {
- BaselineItemName = item.Name,
- CategoryId = item.Id,
- RecommendationType = type,
- Items = returnItems
- };
- }
- }
- }
-
- private IEnumerable GetActors(IEnumerable items)
- {
- var people = _libraryManager.GetPeople(new InternalPeopleQuery(Array.Empty(), new[] { PersonType.Director })
- {
- MaxListOrder = 3
- });
-
- var itemIds = items.Select(i => i.Id).ToList();
-
- return people
- .Where(i => itemIds.Contains(i.ItemId))
- .Select(i => i.Name)
- .DistinctNames();
- }
-
- private IEnumerable GetDirectors(IEnumerable items)
- {
- var people = _libraryManager.GetPeople(new InternalPeopleQuery(
- new[] { PersonType.Director },
- Array.Empty()));
-
- var itemIds = items.Select(i => i.Id).ToList();
-
- return people
- .Where(i => itemIds.Contains(i.ItemId))
- .Select(i => i.Name)
- .DistinctNames();
+ BaselineItemName = r.BaselineItemName,
+ CategoryId = r.CategoryId,
+ RecommendationType = r.RecommendationType,
+ Items = _dtoService.GetBaseItemDtos(r.Items, dtoOptions, user)
+ }));
}
}
diff --git a/Jellyfin.Server.Implementations/Item/PeopleRepository.cs b/Jellyfin.Server.Implementations/Item/PeopleRepository.cs
index b612112d49..6062aaca2f 100644
--- a/Jellyfin.Server.Implementations/Item/PeopleRepository.cs
+++ b/Jellyfin.Server.Implementations/Item/PeopleRepository.cs
@@ -165,6 +165,31 @@ public class PeopleRepository(IDbContextFactory dbProvider, I
transaction.Commit();
}
+ ///
+ public IReadOnlyList GetPeopleNamesByItems(IReadOnlyList itemIds, IReadOnlyList personTypes, int limit)
+ {
+ using var context = _dbProvider.CreateDbContext();
+ var query = context.PeopleBaseItemMap
+ .AsNoTracking()
+ .Where(m => itemIds.Contains(m.ItemId));
+
+ if (personTypes.Count > 0)
+ {
+ query = query.Where(m => personTypes.Contains(m.People.PersonType));
+ }
+
+ var names = query
+ .Select(m => m.People.Name)
+ .Distinct();
+
+ if (limit > 0)
+ {
+ names = names.Take(limit);
+ }
+
+ return names.ToArray();
+ }
+
private PersonInfo Map(People people)
{
var mapping = people.BaseItems?.FirstOrDefault();
@@ -239,7 +264,7 @@ public class PeopleRepository(IDbContextFactory dbProvider, I
if (filter.MaxListOrder.HasValue && !filter.ItemId.IsEmpty())
{
- query = query.Where(e => e.BaseItems!.Where(w => w.ItemId == filter.ItemId).OrderBy(w => w.ListOrder).First().ListOrder <= filter.MaxListOrder.Value);
+ query = query.Where(e => e.BaseItems!.Any(w => w.ItemId == filter.ItemId && w.ListOrder <= filter.MaxListOrder.Value));
}
if (!string.IsNullOrWhiteSpace(filter.NameContains))
diff --git a/MediaBrowser.Controller/Library/IBatchLocalSimilarItemsProvider.cs b/MediaBrowser.Controller/Library/IBatchLocalSimilarItemsProvider.cs
new file mode 100644
index 0000000000..af49711606
--- /dev/null
+++ b/MediaBrowser.Controller/Library/IBatchLocalSimilarItemsProvider.cs
@@ -0,0 +1,26 @@
+using System;
+using System.Collections.Generic;
+using System.Threading;
+using System.Threading.Tasks;
+using MediaBrowser.Controller.Entities;
+
+namespace MediaBrowser.Controller.Library;
+
+///
+/// A local similar items provider that supports batch queries across multiple source items.
+/// Implementations share access filtering and entity loading across all sources for better performance.
+///
+public interface IBatchLocalSimilarItemsProvider : ISimilarItemsProvider
+{
+ ///
+ /// Gets similar items for multiple source items in a single batch.
+ ///
+ /// The source items to find similar items for.
+ /// The query options.
+ /// The cancellation token.
+ /// Per-source-item results keyed by source item ID.
+ Task>> GetBatchSimilarItemsAsync(
+ IReadOnlyList sourceItems,
+ SimilarItemsQuery query,
+ CancellationToken cancellationToken);
+}
diff --git a/MediaBrowser.Controller/Library/ILibraryManager.cs b/MediaBrowser.Controller/Library/ILibraryManager.cs
index f4c2196400..c23eba75ef 100644
--- a/MediaBrowser.Controller/Library/ILibraryManager.cs
+++ b/MediaBrowser.Controller/Library/ILibraryManager.cs
@@ -597,6 +597,15 @@ namespace MediaBrowser.Controller.Library
/// List<System.String>.
IReadOnlyList GetPeopleNames(InternalPeopleQuery query);
+ ///
+ /// Gets distinct people names for multiple items.
+ ///
+ /// The item IDs.
+ /// The person types to include.
+ /// Maximum number of names.
+ /// The distinct people names.
+ IReadOnlyList GetPeopleNamesByItems(IReadOnlyList itemIds, IReadOnlyList personTypes, int limit);
+
///
/// Queries the items.
///
diff --git a/MediaBrowser.Controller/Library/ISimilarItemsManager.cs b/MediaBrowser.Controller/Library/ISimilarItemsManager.cs
index 0ced6f71ee..36fa547eeb 100644
--- a/MediaBrowser.Controller/Library/ISimilarItemsManager.cs
+++ b/MediaBrowser.Controller/Library/ISimilarItemsManager.cs
@@ -6,6 +6,7 @@ using Jellyfin.Database.Implementations.Entities;
using MediaBrowser.Controller.Dto;
using MediaBrowser.Controller.Entities;
using MediaBrowser.Model.Configuration;
+using MediaBrowser.Model.Dto;
namespace MediaBrowser.Controller.Library;
@@ -47,4 +48,23 @@ public interface ISimilarItemsManager
int? limit,
LibraryOptions? libraryOptions,
CancellationToken cancellationToken);
+
+ ///
+ /// Builds movie recommendations for a user: a mix of similar-items and person-based categories,
+ /// scheduled round-robin and capped to .
+ ///
+ /// The user the recommendations are for. May be for anonymous access.
+ /// The library/folder to localize the search to. Pass to use the root.
+ /// Maximum number of recommendation categories to return.
+ /// Maximum number of items per category.
+ /// DTO options used when querying the library.
+ /// The cancellation token.
+ /// The list of recommendation categories, ordered by .
+ Task> GetMovieRecommendationsAsync(
+ User? user,
+ Guid parentId,
+ int categoryLimit,
+ int itemLimit,
+ DtoOptions dtoOptions,
+ CancellationToken cancellationToken);
}
diff --git a/MediaBrowser.Controller/Library/SimilarItemsRecommendation.cs b/MediaBrowser.Controller/Library/SimilarItemsRecommendation.cs
new file mode 100644
index 0000000000..71346fcadf
--- /dev/null
+++ b/MediaBrowser.Controller/Library/SimilarItemsRecommendation.cs
@@ -0,0 +1,32 @@
+using System;
+using System.Collections.Generic;
+using MediaBrowser.Controller.Entities;
+using MediaBrowser.Model.Dto;
+
+namespace MediaBrowser.Controller.Library;
+
+///
+/// A recommendation category derived from a baseline item, holding similar items prior to DTO conversion.
+///
+public sealed class SimilarItemsRecommendation
+{
+ ///
+ /// Gets the display name of the baseline item the recommendation is based on.
+ ///
+ public required string BaselineItemName { get; init; }
+
+ ///
+ /// Gets an identifier for the recommendation category.
+ ///
+ public required Guid CategoryId { get; init; }
+
+ ///
+ /// Gets the recommendation type.
+ ///
+ public required RecommendationType RecommendationType { get; init; }
+
+ ///
+ /// Gets the similar items for the baseline, ordered by relevance.
+ ///
+ public required IReadOnlyList Items { get; init; }
+}
diff --git a/MediaBrowser.Controller/Persistence/IPeopleRepository.cs b/MediaBrowser.Controller/Persistence/IPeopleRepository.cs
index a89f3ef9ee..7474130ec4 100644
--- a/MediaBrowser.Controller/Persistence/IPeopleRepository.cs
+++ b/MediaBrowser.Controller/Persistence/IPeopleRepository.cs
@@ -32,4 +32,13 @@ public interface IPeopleRepository
/// The query.
/// The list of people names matching the filter.
IReadOnlyList GetPeopleNames(InternalPeopleQuery filter);
+
+ ///
+ /// Gets distinct people names for multiple items efficiently by querying from the mapping table.
+ ///
+ /// The item IDs to get people for.
+ /// The person types to include (e.g. "Actor", "Director").
+ /// Maximum number of names to return.
+ /// The distinct people names.
+ IReadOnlyList GetPeopleNamesByItems(IReadOnlyList itemIds, IReadOnlyList personTypes, int limit);
}