class Media(object): """all media (mixed) widgets provided by the script""" ICON_IMAGE_MOVIES = "DefaultMovies.png" ICON_IMAGE_TVSHOWS = "DefaultTvShows.png" ICON_IMAGE_TAGS = "DefaultTags.png" MOVIES_TAGS_PATH = "videodb://movies/tags" TVSHOWS_TAGS_PATH = "videodb://tvshows/tags" KODI_USER_PLAYLISTS_PATH = "special://videoplaylists/" KODI_SKIN_PLAYLISTS_PATH = "special://skin/playlists/" PLAYLIST_SORT_OPTIONS = [ 'Recommended', 'TopPicks', 'Random', 'Recent', 'Year', 'Title' ] YEAR_TODAY_MINUS_FOUR = str(date.today().year - 4) FILTER_LAST_THREE_YEARS = { "operator": "greaterthan", "field": "year", "value": YEAR_TODAY_MINUS_FOUR } SORT_VOTES = {"method": "votes", "order": "descending"} def __init__(self, addon, metadatautils, options): """Initializations pass our common classes and the widget options as arguments""" self.metadatautils = metadatautils self.addon = addon self.options = options self.movies = Movies(self.addon, self.metadatautils, self.options) self.tvshows = Tvshows(self.addon, self.metadatautils, self.options) self.songs = Songs(self.addon, self.metadatautils, self.options) self.albums = Albums(self.addon, self.metadatautils, self.options) self.pvr = Pvr(self.addon, self.metadatautils, self.options) self.episodes = Episodes(self.addon, self.metadatautils, self.options) def listing(self): """main listing with all our media nodes""" tag = self.options.get("tag", "") exp_setting = self.options["exp_recommended"] extended_info_setting = self.options["extended_info"] mylist_setting = self.options["mylist"] if tag: label_prefix = u"%s - " % tag else: label_prefix = u"" all_items = [ (label_prefix + self.addon.getLocalizedString(32011), "inprogress&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES), (label_prefix + self.addon.getLocalizedString(32070), "inprogressshowsandmovies&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES), (label_prefix + self.addon.getLocalizedString(32080), "inprogressepisodesandmovies&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES), (label_prefix + self.addon.getLocalizedString(32005), "recent&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES), (label_prefix + self.addon.getLocalizedString(32078), "recentshowsandmovies&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES), (label_prefix + self.addon.getLocalizedString(32059), "random&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES), (label_prefix + self.addon.getLocalizedString(32079), "randomshowsandmovies&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES), (label_prefix + self.addon.getLocalizedString(32088), "unwatchedshowsandmovies&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES), (label_prefix + self.addon.getLocalizedString(32086), "watchagainshowsandmovies&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES), (label_prefix + self.addon.getLocalizedString(32087), "newrelease&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES), (label_prefix + self.addon.getLocalizedString(32058), "top250&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES), (label_prefix + self.addon.getLocalizedString(32081), "randomtop250&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES), (label_prefix + self.addon.getLocalizedString(32004), "toprated&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES) ] if exp_setting: all_items += [ (label_prefix + self.addon.getLocalizedString(32084), "recommendedmoviesandshows&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES), (label_prefix + self.addon.getLocalizedString(32085), "toppicks&mediatype=media&tag=%s" % tag, Media.ICON_IMAGE_MOVIES) ] if not tag: all_items += [ (self.addon.getLocalizedString(32022), "similar&mediatype=media", Media.ICON_IMAGE_MOVIES) ] if mylist_setting: all_items += [(self.addon.getLocalizedString(32094), "mylist&mediatype=media", Media.ICON_IMAGE_MOVIES)] if not tag: all_items += [ (self.addon.getLocalizedString(32007), "inprogressandrecommended&mediatype=media", Media.ICON_IMAGE_MOVIES), (self.addon.getLocalizedString(32060), "inprogressandrandom&mediatype=media", Media.ICON_IMAGE_MOVIES), (self.addon.getLocalizedString(32090), "popular&mediatype=media", Media.ICON_IMAGE_MOVIES), (self.addon.getLocalizedString(32089), "forgenre&mediatype=media", Media.ICON_IMAGE_MOVIES), (xbmc.getLocalizedString(135), "browsegenres&mediatype=media", "DefaultGenres.png"), (self.addon.getLocalizedString(32098), "categories&mediatype=media", Media.ICON_IMAGE_MOVIES), (self.addon.getLocalizedString(32001), "favourites&mediatype=media", Media.ICON_IMAGE_MOVIES), (self.addon.getLocalizedString(32075), "playlistslisting&mediatype=media&movie_label=", Media.ICON_IMAGE_MOVIES), (xbmc.getLocalizedString(20459), "tagslisting&mediatype=media", Media.ICON_IMAGE_MOVIES) ] if extended_info_setting: all_items += [ (self.addon.getLocalizedString(32100) + ' - ' + self.addon.getLocalizedString(32090), "extendedpopulartmdb&mediatype=media", Media.ICON_IMAGE_MOVIES), (self.addon.getLocalizedString(32101) + ' - ' + self.addon.getLocalizedString(32090), "extendedpopulartrakt&mediatype=media", Media.ICON_IMAGE_MOVIES), (self.addon.getLocalizedString(32101) + ' - ' + self.addon.getLocalizedString(32102), "extendedtrending&mediatype=media", Media.ICON_IMAGE_MOVIES), (self.addon.getLocalizedString(32101) + ' - ' + self.addon.getLocalizedString(32105), "extendedmostplayed&mediatype=media", Media.ICON_IMAGE_MOVIES), (self.addon.getLocalizedString(32101) + ' - ' + self.addon.getLocalizedString(32108), "extendedmostwatched&mediatype=media", Media.ICON_IMAGE_MOVIES) ] return self.metadatautils.process_method_on_list( create_main_entry, all_items) def tagslisting(self): """get tag listing that are shared with movies and tv shows""" all_items = [] # fetch tag lists movies_taglist = self.metadatautils.kodidb.files( Media.MOVIES_TAGS_PATH) tvshows_taglist = self.metadatautils.kodidb.files( Media.TVSHOWS_TAGS_PATH) # find matched tag for movie_tag in movies_taglist: for tv_tag in tvshows_taglist: if movie_tag["label"] == tv_tag["label"]: details = (movie_tag["label"], "listing&mediatype=media&tag=%s" % movie_tag["label"], Media.ICON_IMAGE_TAGS) all_items.append(create_main_entry(details)) # no need to iterate rest of tvshow's tags since match is found -> build entry break return all_items def playlistslisting(self): """get playlists listing first set movie_label, then tv_label then return sort entries and call sort method""" # add read skin playlists tv_label = self.options.get("tv_label") movie_label = self.options.get("movie_label") if movie_label and tv_label: # got both playlist -> let's build sort methods entries from const list return [ create_main_entry(( sort_method, "playlist&mediatype=media&movie_label=%s&tv_label=%s&sort=%s" % (movie_label, tv_label, sort_method), Media.ICON_IMAGE_MOVIES)) for sort_method in Media.PLAYLIST_SORT_OPTIONS ] all_items = [] all_playlists = self.metadatautils.kodidb.files(Media.KODI_USER_PLAYLISTS_PATH) \ + self.metadatautils.kodidb.files(Media.KODI_SKIN_PLAYLISTS_PATH) for item in all_playlists: # replace '&' with [and] -- will get fixed when processed in playlist action label = item["label"].replace('&', '[and]') if movie_label: # got movie playlist -> build playlist entries for tvshows details = ( item["label"], "playlistslisting&mediatype=media&movie_label=%s&tv_label=%s&sort=" % (movie_label, label), Media.ICON_IMAGE_TVSHOWS) else: # both labels are empty -> build playlist entries for movies details = (item["label"], "playlistslisting&mediatype=media&movie_label=%s" % label, Media.ICON_IMAGE_MOVIES) all_items.append(create_main_entry(details)) return all_items def playlist(self): """get items in both playlists, sorted by requested sort (defaults to recommended)""" # reversing replacing and to ampersand and assign filter dicts movie_filter = { "operator": "is", "field": "playlist", "value": self.options.get("movie_label").replace('[and]', '&') } tvshow_filter = { "operator": "is", "field": "playlist", "value": self.options.get("tv_label").replace('[and]', '&') } sort = self.options.get("sort").lower() all_items = self.metadatautils.kodidb.movies(filters=[movie_filter]) all_items += self.metadatautils.process_method_on_list( self.tvshows.process_tvshow, self.metadatautils.kodidb.tvshows(filters=[tvshow_filter])) # switch case using dict playlist_sort_options = { 'recommended': self.playlist_recommended, 'toppicks': self.playlist_toppicks, 'random': self.playlist_random, 'recent': self.playlist_recent, 'year': self.playlist_year, 'title': self.playlist_title } if sort and sort in playlist_sort_options: return playlist_sort_options[sort](all_items) # default case else: return self.playlist_recommended(all_items) def mylist(self): """ get mylist """ filters = [] if self.options["hide_watched"]: filters.append(kodi_constants.FILTER_UNWATCHED) filters.append({ "operator": "contains", "field": "tag", "value": 'mylist' }) all_items = self.metadatautils.kodidb.movies(filters=filters) all_items += self.metadatautils.process_method_on_list( self.tvshows.process_tvshow, self.metadatautils.kodidb.tvshows(filters=filters)) return sorted(all_items, key=itemgetter("dateadded"), reverse=True)[:self.options["limit"]] def categories(self): """not ready""" all_items = [] all_items += self.browsegenres() all_items += [{ "art": {}, "label": "movies", "title": xbmc.getLocalizedString(342), "file": "videodb://movies/titles/", "isFolder": True, "IsPlayable": "false", "thumbnail": Media.ICON_IMAGE_MOVIES, "type": "categorie" }] all_items += [{ "art": {}, "label": "tvshows", "title": xbmc.getLocalizedString(20343), "file": "videodb://tvshows/titles/", "isFolder": True, "IsPlayable": "false", "thumbnail": Media.ICON_IMAGE_TVSHOWS, "type": "categorie" }] all_items += [{ "art": {}, "label": "topratedmovies", "title": self.addon.getLocalizedString(32083), "file": u"plugin://script.skin.helper.widgets/?action=toprated&mediatype=movies&limit=100", "isFolder": True, "IsPlayable": "false", "thumbnail": Media.ICON_IMAGE_MOVIES, "type": "categorie" }] all_items += [{ "art": {}, "label": "topratedtvshows", "title": self.addon.getLocalizedString(32097), "file": u"plugin://script.skin.helper.widgets/?action=toprated&mediatype=tvshows&limit=100", "isFolder": True, "IsPlayable": "false", "thumbnail": Media.ICON_IMAGE_TVSHOWS, "type": "categorie" }] all_items += [{ "art": {}, "label": "recentlyadded", "title": self.addon.getLocalizedString(32078), "file": u"plugin://script.skin.helper.widgets/?action=recentshowsandmovies&mediatype=media&limit=100", "isFolder": True, "IsPlayable": "false", "thumbnail": Media.ICON_IMAGE_MOVIES, "type": "categorie" }] all_items += [{ "art": {}, "label": "newrelease", "title": self.addon.getLocalizedString(32087), "file": u"plugin://script.skin.helper.widgets/?action=newrelease&mediatype=media&limit=100", "isFolder": True, "IsPlayable": "false", "thumbnail": Media.ICON_IMAGE_MOVIES, "type": "categorie" }] all_items += [{ "art": {}, "label": "popular", "title": self.addon.getLocalizedString(32090), "file": u"plugin://script.skin.helper.widgets/?action=popular&mediatype=media&limit=100", "isFolder": True, "IsPlayable": "false", "thumbnail": Media.ICON_IMAGE_MOVIES, "type": "categorie" }] return sorted(all_items, key=lambda k: random())[:self.options["limit"]] def favourites(self): """get favourite media""" from favourites import Favourites self.options["mediafilter"] = "media" return Favourites(self.addon, self.metadatautils, self.options).favourites() def favourite(self): """synonym to favourites""" return self.favourites() def forgenre(self): """ get random movies and tv shows for given shared genre""" genre = self.options.get("genre", "") movie_genres = self.metadatautils.kodidb.genres("movie") tvshow_genres = self.metadatautils.kodidb.genres("tvshow") if not genre: media_genres = [] for movie_genre in movie_genres: for tvshow_genre in tvshow_genres: if movie_genre["label"] == tvshow_genre["label"]: media_genres.append(movie_genre["label"]) break if media_genres: # get random genre from matched genres genre = media_genres[randint(0, len(media_genres) - 1)] all_items = [] if genre: for item in self.tvshows.get_genre_tvshows( genre, self.options["hide_watched"], self.options["limit"]): item["extraproperties"] = { "genretitle": genre, "originalpath": item["file"] } all_items.append(item) # proccess tvshows before adding movies all_items = self.metadatautils.process_method_on_list( self.tvshows.process_tvshow, all_items) for item in self.movies.get_genre_movies( genre, self.options["hide_watched"], self.options["limit"]): item["extraproperties"] = { "genretitle": genre, "originalpath": item["file"] } all_items.append(item) # return the list sorted random capped by limit return sorted(all_items, key=lambda k: random())[:self.options["limit"]] def toprated(self): """get top rated mixed media""" all_items = [] all_items += self.movies.toprated() all_items += self.tvshows.toprated() return sorted(all_items, key=lambda k: random())[:self.options["limit"]] def recommendedmoviesandshows(self): """ get recommended movies and tv shows """ return self.sort_by_recommended(self.get_items_for_recommended()) def toppicks(self): """ get top picks movies and tv shows based on profile reference pooling """ return self.sort_by_recommended(self.get_items_for_recommended(), True) def popular(self): """get popular movies and tv shows based on new and most voted, arranged by date added and year of release""" filters = [] if self.options["hide_watched"]: filters.append(kodi_constants.FILTER_UNWATCHED) all_items = self.metadatautils.kodidb.movies( filters=filters + [Media.FILTER_LAST_THREE_YEARS], sort=Media.SORT_VOTES, limits=(0, self.options["limit"])) all_items += self.metadatautils.process_method_on_list( self.tvshows.process_tvshow, self.metadatautils.kodidb.tvshows( filters=filters + [Media.FILTER_LAST_THREE_YEARS], sort=Media.SORT_VOTES, limits=(0, self.options["limit"]))) # first sort by dateadded to mix tv and movies and maybe better release indication, then verify by year return sorted(sorted(all_items, key=itemgetter("dateadded"), reverse=True)[:self.options["limit"]], key=itemgetter("year"), reverse=True) def unwatchedshowsandmovies(self): """ get random unwatched tvshows and movies""" filters = [kodi_constants.FILTER_UNWATCHED] if self.options.get("tag"): filters.append({ "operator": "contains", "field": "tag", "value": self.options["tag"] }) all_items = self.metadatautils.kodidb.movies( sort=kodi_constants.SORT_RANDOM, filters=filters, limits=(0, self.options["limit"])) all_items += self.metadatautils.process_method_on_list( self.tvshows.process_tvshow, self.metadatautils.kodidb.tvshows(sort=kodi_constants.SORT_RANDOM, filters=filters, limits=(0, self.options["limit"]))) return sorted(all_items, key=lambda k: random())[:self.options["limit"]] def newrelease(self): """ get newly released movies and tvshows based on added recently and released in last 3 years""" filters = [Media.FILTER_LAST_THREE_YEARS] if self.options["hide_watched"]: filters.append(kodi_constants.FILTER_UNWATCHED) if self.options.get("tag"): filters.append({ "operator": "contains", "field": "tag", "value": self.options["tag"] }) # first we take all recently added and released in last 3 years capped by limit all_items = self.metadatautils.kodidb.movies( sort=kodi_constants.SORT_DATEADDED, filters=filters, limits=(0, self.options["limit"])) all_items += self.metadatautils.process_method_on_list( self.tvshows.process_tvshow, self.metadatautils.kodidb.tvshows( sort=kodi_constants.SORT_DATEADDED, filters=filters, limits=(0, self.options["limit"]))) # randomize to let tvshows mix with movies due to likeliness of being same year, and return sorted by year return sorted(sorted(all_items, key=lambda k: random()), key=itemgetter("year"), reverse=True)[:self.options["limit"]] def recent(self): """ get recently added media """ all_items = self.movies.recent() all_items += self.albums.recent() all_items += self.songs.recent() all_items += self.episodes.recent() all_items += self.pvr.recordings() return sorted(all_items, key=itemgetter("dateadded"), reverse=True)[:self.options["limit"]] def recentshowsandmovies(self): """ get recently added movies and tvshows """ all_items = self.movies.recent() all_items += self.tvshows.recent() return sorted(all_items, key=itemgetter("dateadded"), reverse=True)[:self.options["limit"]] def random(self): """ get random media """ all_items = self.movies.random() all_items += self.tvshows.random() all_items += self.albums.random() all_items += self.songs.random() all_items += self.episodes.random() all_items += self.pvr.recordings() return sorted(all_items, key=lambda k: random())[:self.options["limit"]] def randomshowsandmovies(self): """ get random tv shows and movies """ all_items = self.movies.random() all_items += self.tvshows.random() return sorted(all_items, key=lambda k: random())[:self.options["limit"]] def inprogress(self): """ get in progress media """ all_items = self.movies.inprogress() all_items += self.episodes.inprogress() all_items += self.pvr.recordings() return sorted(all_items, key=itemgetter("lastplayed"), reverse=True)[:self.options["limit"]] def inprogressepisodesandmovies(self): """ get in progress episodes and movies """ all_items = self.movies.inprogress() all_items += self.episodes.inprogress() return sorted(all_items, key=itemgetter("lastplayed"), reverse=True)[:self.options["limit"]] def inprogressshowsandmovies(self): """ get in-progress/next episodes AS TV Shows and in-progress movies """ all_items = self.movies.inprogress() all_items += self.tvshows.nextshows() return sorted(all_items, key=itemgetter("lastplayed"), reverse=True)[:self.options["limit"]] def inprogressandrecommended(self): """ get recommended and in progress media """ all_items = self.inprogress() all_titles = [item["title"] for item in all_items] for item in self.recommended(): if item["title"] not in all_titles: all_items.append(item) return all_items[:self.options["limit"]] def inprogressandrandom(self): """ get in progress AND random movies """ all_items = self.inprogress() all_ids = [item["movieid"] for item in all_items] for item in self.random(): if item["movieid"] not in all_ids: all_items.append(item) return all_items[:self.options["limit"]] def watchagainshowsandmovies(self): """ get random recently watched movies and tv shows """ filters = [kodi_constants.FILTER_WATCHED] if self.options.get("tag"): filters.append({ "operator": "contains", "field": "tag", "value": self.options["tag"] }) all_items = self.metadatautils.kodidb.movies( sort=kodi_constants.SORT_LASTPLAYED, filters=filters, limits=(0, self.options["limit"])) all_items += self.metadatautils.process_method_on_list( self.tvshows.process_tvshow, self.metadatautils.kodidb.tvshows( sort=kodi_constants.SORT_LASTPLAYED, filters=filters + [kodi_constants.FILTER_INPROGRESS], filtertype="or", limits=(0, self.options["limit"]))) return sorted(all_items, key=lambda k: random())[:self.options["limit"]] def top250(self): """ get imdb top250 movies and tvshows in library by top250 rand """ return sorted(self.get_top_250(), key=itemgetter("top250_rank"))[:self.options["limit"]] def randomtop250(self): """ get random imdb top250 movies and tvshows in library """ return sorted(self.get_top_250(), key=lambda k: random())[:self.options["limit"]] def extendedpopulartmdb(self): """gets popular movies and tvshows from tmdb""" all_items = [] all_items += self.movies.extendedpopulartmdb() all_items += self.tvshows.extendedpopulartmdb() return sorted(all_items, key=itemgetter("extendedindex"))[:self.options["limit"]] def extendedpopulartrakt(self): """gets popular movies and tvshows from trakt""" all_items = [] all_items += self.movies.extendedpopulartrakt() all_items += self.tvshows.extendedpopulartrakt() return sorted(all_items, key=itemgetter("extendedindex"))[:self.options["limit"]] def extendedtrending(self): """gets popular movies and tvshows from trakt""" all_items = [] all_items += self.movies.extendedtrending() all_items += self.tvshows.extendedtrending() return sorted(all_items, key=itemgetter("extendedindex"))[:self.options["limit"]] def extendedmostplayed(self): """gets most played movies and tvshows from trakt""" all_items = [] all_items += self.movies.extendedmostplayed() all_items += self.tvshows.extendedmostplayed() return sorted(all_items, key=itemgetter("extendedindex"))[:self.options["limit"]] def extendedmostwatched(self): """gets most watched movies and tvshows from trakt""" all_items = [] all_items += self.movies.extendedmostwatched() all_items += self.tvshows.extendedmostwatched() return sorted(all_items, key=itemgetter("extendedindex"))[:self.options["limit"]] def browsegenres(self): """special entry which can be used to create custom genre listings returns each genre with poster/fanart artwork properties from 5 random movies/tvshows in the genre.""" # find matches movie_genres = self.metadatautils.kodidb.genres("movie") tvshow_genres = self.metadatautils.kodidb.genres("tvshow") media_genres = [] for movie_genre in movie_genres: for tvshow_genre in tvshow_genres: if movie_genre["label"] == tvshow_genre["label"]: media_genres.append(movie_genre["label"]) break # build genres all_items = [] for genre in media_genres: all_items.append(self.process_genre(genre)) return all_items def process_genre(self, genre): """method to create genre listitem from genre's label""" genre_json = { "art": {}, "label": genre, "title": genre, "file": u"plugin://script.skin.helper.widgets/?action=forgenre&mediatype=media&genre=%s" % genre, "isFolder": True, "IsPlayable": "false", "thumbnail": "DefaultGenre.png", "type": "genre" } # randomly select fanart/poster from tvshows OR movies flip_coin = randint(0, 1) if flip_coin: genre_items = self.movies.get_genre_movies( genre, False, 5, kodi_constants.SORT_RANDOM) else: genre_items = self.tvshows.get_genre_tvshows( genre, False, 5, kodi_constants.SORT_RANDOM) if genre_items: for count, item in enumerate(genre_items): genre_json["art"]["poster.%s" % count] = item["art"].get( "poster", "") genre_json["art"]["fanart.%s" % count] = item["art"].get( "fanart", "") if "fanart" not in genre_json["art"]: # set genre's primary fanart image to first movie fanart genre_json["art"]["fanart"] = item["art"].get("fanart", "") return genre_json def get_top_250(self): """ get all imdb top250 movies and tv shows in library """ all_items = self.movies.top250() all_items += self.tvshows.top250() return all_items def get_items_for_recommended(self): """get all items for recommended and top picks methods""" filters = [kodi_constants.FILTER_UNWATCHED] # get all unwatched, not in-progess movies & tvshows if self.options.get("tag"): filters.append({ "operator": "contains", "field": "tag", "value": self.options["tag"] }) movies = self.metadatautils.kodidb.movies(filters=filters) filters.append({ "operator": "false", "field": "inprogress", "value": "" }) tvshows = self.metadatautils.process_method_on_list( self.tvshows.process_tvshow, self.metadatautils.kodidb.tvshows(filters=filters)) return movies + tvshows def get_recently_watched_item(self): """ get a random recently watched movie or tvshow """ num_recent_similar = (self.options["num_recent_similar"] + 1) / 2 recent_items = self.metadatautils.kodidb.movies( sort=kodi_constants.SORT_LASTPLAYED, filters=[kodi_constants.FILTER_WATCHED], limits=(0, num_recent_similar)) recent_items += self.metadatautils.kodidb.tvshows( sort=kodi_constants.SORT_LASTPLAYED, filters=[ kodi_constants.FILTER_WATCHED, kodi_constants.FILTER_INPROGRESS ], filtertype="or", limits=(0, num_recent_similar)) if recent_items: return recent_items[randint(0, len(recent_items) - 1)] def similar(self): """ get similar movies and similar tvshows for given imdbid""" if self.options["exp_recommended"]: # get ref item, and check if movie ref_item = self.get_recently_watched_item() is_ref_movie = False if ref_item: is_ref_movie = "uniqueid" in ref_item # create list of all items if self.options["hide_watched_similar"]: all_items = self.metadatautils.kodidb.movies( filters=[kodi_constants.FILTER_UNWATCHED]) all_items += self.metadatautils.process_method_on_list( self.tvshows.process_tvshow, self.metadatautils.kodidb.tvshows(filters=[ kodi_constants.FILTER_UNWATCHED, { "operator": "false", "field": "inprogress", "value": "" } ])) else: all_items = self.metadatautils.kodidb.movies() all_items += self.metadatautils.process_method_on_list( self.tvshows.process_tvshow, self.metadatautils.kodidb.tvshows()) if ref_item: if is_ref_movie: # define sets for speed set_genres = set(ref_item["genre"]) set_directors = set(ref_item["director"]) set_writers = set(ref_item["writer"]) set_cast = set([x["name"] for x in ref_item["cast"][:5]]) # get similarity score for all items for item in all_items: if "uniqueid" in item: # if item is also movie, check if it's the ref_item if item["title"] == ref_item["title"] and item[ "year"] == ref_item["year"]: # don't rank the reference movie similarscore = 0 else: # otherwise, use movie method for score similarscore = self.movies.get_similarity_score( ref_item, item, set_genres=set_genres, set_directors=set_directors, set_writers=set_writers, set_cast=set_cast) else: # if item isn't movie, use mixed method similarscore = self.get_similarity_score( ref_item, item) # set extraproperties item["similarscore"] = similarscore item["extraproperties"] = { "similartitle": ref_item["title"], "originalpath": item["file"] } else: # define sets for speed set_genres = set(ref_item["genre"]) set_cast = set([x["name"] for x in ref_item["cast"][:10]]) # get similarity score for all items for item in all_items: if "uniqueid" not in item: # if item is also tvshow, check if it's the ref_item if item["title"] == ref_item["title"] and item[ "year"] == ref_item["year"]: # don't rank the reference movie similarscore = 0 else: # otherwise, use tvshow method for score similarscore = self.tvshows.get_similarity_score( ref_item, item, set_genres=set_genres, set_cast=set_cast) else: # if item isn't tvshow, use mixed method similarscore = self.get_similarity_score( ref_item, item) # set extraproperties item["similarscore"] = similarscore item["extraproperties"] = { "similartitle": ref_item["title"], "originalpath": item["file"] } # return list sorted by score and capped by limit return sorted(all_items, key=itemgetter("similarscore"), reverse=True)[:self.options["limit"]] else: all_items = self.movies.similar() all_items += self.tvshows.similar() all_items += self.albums.similar() all_items += self.songs.similar() return sorted(all_items, key=lambda k: random())[:self.options["limit"]] def sort_by_recommended(self, all_items, probe=False): if probe: all_refs = self.get_references_by_profile() else: all_refs = self.get_references_last_played() # average scores together for every item if all_refs: for item in all_items: similarscore = 0 for ref_item in all_refs: # add all similarscores for item if "uniqueid" in ref_item and "uniqueid" in item: # use movies method if both items are movies similarscore += self.movies.get_similarity_score( ref_item, item) elif "uniqueid" in ref_item or "uniqueid" in item: # use media method if only one item is a movie similarscore += self.get_similarity_score( ref_item, item) else: # use tvshows method if neither items are movies similarscore += self.tvshows.get_similarity_score( ref_item, item) item["recommendedscore"] = similarscore / ( 1 + item["playcount"]) / len(all_refs) # return sorted list capped by limit return sorted(all_items, key=itemgetter("recommendedscore"), reverse=True)[:self.options["limit"]] def get_references_last_played(self): """ sort list of mixed movies/tvshows by recommended score""" # get recently watched items num_recent_similar = self.options["num_recent_similar"] all_refs = [] all_refs += self.metadatautils.kodidb.tvshows( sort=kodi_constants.SORT_LASTPLAYED, filters=[kodi_constants.FILTER_WATCHED], limits=(0, num_recent_similar)) all_refs += self.metadatautils.kodidb.movies( sort=kodi_constants.SORT_LASTPLAYED, filters=[kodi_constants.FILTER_WATCHED], limits=(0, num_recent_similar)) return all_refs def get_references_by_profile(self): """ sort list of mixed movies/tvshows by recommended score""" # get recently watched items num_recent_similar = self.options["num_recent_similar"] + 1 # get random values for pools first_pool = randint(1, num_recent_similar - 1) second_pool = randint(1, num_recent_similar - first_pool) # first pool all_refs_movies = self.metadatautils.kodidb.movies( sort=kodi_constants.SORT_RANDOM, filters=[{ "operator": "contains", "field": "tag", "value": 'mylist' }], limits=(0, first_pool)) all_refs_tvshows = self.metadatautils.kodidb.tvshows( sort=kodi_constants.SORT_RANDOM, filters=[{ "operator": "contains", "field": "tag", "value": 'mylist' }], limits=(0, first_pool)) # second pool all_refs_movies += self.metadatautils.kodidb.movies( sort=kodi_constants.SORT_RANDOM, filters=[{ "operator": "greaterthan", "field": "userrating", "value": '6' }, { "operator": "doesnotcontain", "field": "tag", "value": 'mylist' }], limits=(0, second_pool)) all_refs_tvshows += self.metadatautils.kodidb.tvshows( sort=kodi_constants.SORT_RANDOM, filters=[{ "operator": "greaterthan", "field": "userrating", "value": '6' }, { "operator": "doesnotcontain", "field": "tag", "value": 'mylist' }], limits=(0, second_pool)) # fill what's left # note: might be overlap but probably better to allow some than add calculation time & space in memory third_pool = num_recent_similar * 2 - (len(all_refs_movies) + len(all_refs_tvshows)) if third_pool > 0 and (len(all_refs_movies) + len(all_refs_tvshows)) > 0: priority_factor = int( len(all_refs_movies) / (len(all_refs_movies) + len(all_refs_tvshows))) third_pool_movies = third_pool * priority_factor third_pool_tvshows = third_pool - third_pool_movies all_refs_movies += self.metadatautils.kodidb.movies( sort=kodi_constants.SORT_LASTPLAYED, filters=[kodi_constants.FILTER_WATCHED], limits=(0, third_pool_movies)) all_refs_tvshows += self.metadatautils.kodidb.tvshows( sort=kodi_constants.SORT_LASTPLAYED, filters=[kodi_constants.FILTER_WATCHED], limits=(0, third_pool_tvshows)) return all_refs_movies + all_refs_tvshows def playlist_recommended(self, all_items): return self.sort_by_recommended(all_items) def playlist_toppicks(self, all_items): return self.sort_by_recommended(all_items, True) def playlist_random(self, all_items): return sorted(all_items, key=lambda k: random())[:self.options["limit"]] def playlist_recent(self, all_items): return sorted(all_items, key=itemgetter("dateadded"), reverse=True)[:self.options["limit"]] def playlist_year(self, all_items): return sorted(all_items, key=itemgetter("year"), reverse=True)[:self.options["limit"]] def playlist_title(self, all_items): return sorted(all_items, key=itemgetter("title"))[:self.options["limit"]] @staticmethod def get_similarity_score(ref_item, other_item): """get a similarity score (0-.75) between movie and tvshow""" set_genres = set(ref_item["genre"]) set_cast = set([x["name"] for x in ref_item["cast"][:5]]) # calculate individual scores for contributing factors # genre_score = (number of matching genres) / (number of unique genres between both) genre_score = float(len(set_genres.intersection(other_item["genre"]))) / \ len(set_genres.union(other_item["genre"])) # cast_score is normalized by fixed amount of 5, and scaled up nonlinearly cast_score = (float( len( set_cast.intersection( [x["name"] for x in other_item["cast"][:5]]))) / 5)**(1. / 2) # rating_score is "closeness" in rating, scaled to 1 if ref_item["rating"] and other_item["rating"] and abs( ref_item["rating"] - other_item["rating"]) < 3: rating_score = 1 - abs(ref_item["rating"] - other_item["rating"]) / 3 else: rating_score = 0 # year_score is "closeness" in release year, scaled to 1 (0 if not from same decade) if ref_item["year"] and other_item["year"] and abs( ref_item["year"] - other_item["year"]) < 10: year_score = 1 - abs(ref_item["year"] - other_item["year"]) / 10 else: year_score = 0 # calculate overall score using weighted average similarscore = .5 * genre_score + .1 * cast_score + .025 * rating_score + .025 * year_score return similarscore
class Media(object): '''all media (mixed) widgets provided by the script''' def __init__(self, addon, artutils, options): '''Initializations pass our common classes and the widget options as arguments''' self.artutils = artutils self.addon = addon self.options = options self.movies = Movies(self.addon, self.artutils, self.options) self.tvshows = Tvshows(self.addon, self.artutils, self.options) self.songs = Songs(self.addon, self.artutils, self.options) self.albums = Albums(self.addon, self.artutils, self.options) self.pvr = Pvr(self.addon, self.artutils, self.options) self.episodes = Episodes(self.addon, self.artutils, self.options) def listing(self): '''main listing with all our movie nodes''' all_items = [ (self.addon.getLocalizedString(32011), "inprogress&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32005), "recent&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32004), "recommended&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32007), "inprogressandrecommended&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32060), "inprogressandrandom&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32022), "similar&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32059), "random&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32058), "top250&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32001), "favourites&mediatype=media", "DefaultMovies.png") ] return process_method_on_list(create_main_entry, all_items) def recommended(self): ''' get recommended media ''' all_items = self.movies.recommended() all_items += self.tvshows.recommended() all_items += self.albums.recommended() all_items += self.songs.recommended() all_items += self.episodes.recommended() return sorted(all_items, key=lambda k: random.random())[:self.options["limit"]] def recent(self): ''' get recently added media ''' all_items = self.movies.recent() all_items += self.albums.recent() all_items += self.songs.recent() all_items += self.episodes.recent() all_items += self.pvr.recordings() return sorted(all_items, key=itemgetter("dateadded"), reverse=True)[:self.options["limit"]] def random(self): ''' get random media ''' all_items = self.movies.random() all_items += self.tvshows.random() all_items += self.albums.random() all_items += self.songs.random() all_items += self.episodes.random() all_items += self.pvr.recordings() return sorted(all_items, key=lambda k: random.random())[:self.options["limit"]] def inprogress(self): ''' get in progress media ''' all_items = self.movies.inprogress() all_items += self.episodes.inprogress() all_items += self.pvr.recordings() return sorted(all_items, key=itemgetter("lastplayed"), reverse=True)[:self.options["limit"]] def similar(self): ''' get similar movies and similar tvshows for given imdbid''' all_items = self.movies.similar() all_items += self.tvshows.similar() all_items += self.albums.similar() all_items += self.songs.similar() return sorted(all_items, key=lambda k: random.random())[:self.options["limit"]] def inprogressandrecommended(self): ''' get recommended AND in progress media ''' all_items = self.inprogress() all_titles = [item["title"] for item in all_items] for item in self.recommended(): if item["title"] not in all_titles: all_items.append(item) return all_items[:self.options["limit"]] def inprogressandrandom(self): ''' get in progress AND random movies ''' all_items = self.inprogress() all_ids = [item["movieid"] for item in all_items] for item in self.random(): if item["movieid"] not in all_ids: all_items.append(item) return all_items[:self.options["limit"]] def top250(self): ''' get imdb top250 movies in library ''' all_items = self.movies.top250() all_items += self.tvshows.top250() return sorted(all_items, key=itemgetter("top250_rank"))[:self.options["limit"]] def favourites(self): '''get favourite media''' from favourites import Favourites self.options["mediafilter"] = "media" return Favourites(self.addon, self.artutils, self.options).favourites() def favourite(self): '''synonym to favourites''' return self.favourites()
class Media(object): '''all media (mixed) widgets provided by the script''' def __init__(self, addon, metadatautils, options): '''Initializations pass our common classes and the widget options as arguments''' self.metadatautils = metadatautils self.addon = addon self.options = options self.movies = Movies(self.addon, self.metadatautils, self.options) self.tvshows = Tvshows(self.addon, self.metadatautils, self.options) self.songs = Songs(self.addon, self.metadatautils, self.options) self.albums = Albums(self.addon, self.metadatautils, self.options) self.pvr = Pvr(self.addon, self.metadatautils, self.options) self.episodes = Episodes(self.addon, self.metadatautils, self.options) def listing(self): '''main listing with all our movie nodes''' all_items = [ (self.addon.getLocalizedString(32011), "inprogress&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32070), "inprogressshowsandmovies&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32005), "recent&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32004), "recommended&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32007), "inprogressandrecommended&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32060), "inprogressandrandom&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32022), "similar&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32059), "random&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32058), "top250&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32001), "favourites&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32075), "playlistslisting&mediatype=media", "DefaultMovies.png"), (self.addon.getLocalizedString(32077), "playlistslisting&mediatype=media&tag=ref", "DefaultMovies.png") ] return self.metadatautils.process_method_on_list(create_main_entry, all_items) def playlistslisting(self): '''get tv playlists listing''' #TODO: append (Movie playlist) and (TV Show Playlist) #TODO: only show playlists with appropriate type (Movie or TV Show) movie_label = self.options.get("movie_label") tag_label = self.options.get("tag") all_items = [] for item in self.metadatautils.kodidb.files("special://videoplaylists/"): # replace '&' with [and] -- will get fixed when processed in playlist action label = item["label"].replace('&', '[and]') if tag_label == 'ref': if movie_label: details = (item["label"], "refplaylist&mediatype=media&movie_label=%s&tv_label=%s" % (movie_label, label), "DefaultTvShows.png") else: details = (item["label"], "playlistslisting&mediatype=media&tag=ref&movie_label=%s" % label, "DefaultMovies.png") else: if movie_label: details = (item["label"], "playlist&mediatype=media&movie_label=%s&tv_label=%s" % (movie_label, label), "DefaultTvShows.png") else: details = (item["label"], "playlistslisting&mediatype=media&movie_label=%s" % label, "DefaultMovies.png") all_items.append(create_main_entry(details)) return all_items def playlist(self): '''get items in both playlists, sorted by recommended score''' movie_label = self.options.get("movie_label").replace('[and]', '&') tv_label = self.options.get("tv_label").replace('[and]', '&') movies = self.metadatautils.kodidb.movies( filters=[{"operator": "is", "field": "playlist", "value": movie_label}]) tvshows = self.metadatautils.kodidb.tvshows( filters=[{"operator": "is", "field": "playlist", "value": tv_label}]) tvshows = self.metadatautils.process_method_on_list(self.tvshows.process_tvshow, tvshows) all_items = self.sort_by_recommended(movies+tvshows) return sorted(all_items, key=itemgetter("recommendedscore"), reverse=True)[:self.options["limit"]] def refplaylist(self): '''get items similar to items in playlists ''' movie_label = self.options.get("movie_label").replace('[and]', '&') tv_label = self.options.get("tv_label").replace('[and]', '&') ref_movies = self.metadatautils.kodidb.movies( filters=[{"operator": "is", "field": "playlist", "value": movie_label}]) ref_tvshows = self.metadatautils.kodidb.tvshows( filters=[{"operator": "is", "field": "playlist", "value": tv_label}]) movies = self.metadatautils.kodidb.movies( filters=[{"operator": "isnot", "field": "playlist", "value": movie_label}]) tvshows = self.metadatautils.kodidb.tvshows( filters=[{"operator": "isnot", "field": "playlist", "value": tv_label}]) tvshows = self.metadatautils.process_method_on_list(self.tvshows.process_tvshow, tvshows) all_items = self.sort_by_recommended(movies+tvshows, ref_movies+ref_tvshows) return sorted(all_items, key=itemgetter("recommendedscore"), reverse=True)[:self.options["limit"]] def recommended(self): ''' get recommended media ''' if self.options["exp_recommended"]: # get all unwatched, not in-progess movies & tvshows movies = self.metadatautils.kodidb.movies(filters=[kodi_constants.FILTER_UNWATCHED]) tvshows = self.metadatautils.kodidb.tvshows(filters=[kodi_constants.FILTER_UNWATCHED]) tvshows = self.metadatautils.process_method_on_list(self.tvshows.process_tvshow, tvshows) # return list sorted by recommended score, and capped by limit return self.sort_by_recommended(movies+tvshows) all_items = self.movies.recommended() all_items += self.tvshows.recommended() all_items += self.albums.recommended() all_items += self.songs.recommended() all_items += self.episodes.recommended() return sorted(all_items, key=lambda k: random.random())[:self.options["limit"]] def recent(self): ''' get recently added media ''' all_items = self.movies.recent() all_items += self.albums.recent() all_items += self.songs.recent() all_items += self.episodes.recent() all_items += self.pvr.recordings() return sorted(all_items, key=itemgetter("dateadded"), reverse=True)[:self.options["limit"]] def random(self): ''' get random media ''' all_items = self.movies.random() all_items += self.tvshows.random() all_items += self.albums.random() all_items += self.songs.random() all_items += self.episodes.random() all_items += self.pvr.recordings() return sorted(all_items, key=lambda k: random.random())[:self.options["limit"]] def inprogress(self): ''' get in progress media ''' all_items = self.movies.inprogress() all_items += self.episodes.inprogress() all_items += self.pvr.recordings() return sorted(all_items, key=itemgetter("lastplayed"), reverse=True)[:self.options["limit"]] def inprogressshowsandmovies(self): ''' get in progress media ''' all_items = self.movies.inprogress() all_items += self.episodes.inprogress() return sorted(all_items, key=itemgetter("lastplayed"), reverse=True)[:self.options["limit"]] def similar(self): ''' get similar movies and similar tvshows for given imdbid''' if self.options["exp_recommended"]: # get ref item, and check if movie ref_item = self.get_recently_watched_item() is_ref_movie = ref_item.has_key("uniqueid") # create list of all items if self.options["hide_watched_similar"]: all_items = self.metadatautils.kodidb.movies(filters=[kodi_constants.FILTER_UNWATCHED]) all_items += self.metadatautils.process_method_on_list( self.tvshows.process_tvshow, self.metadatautils.kodidb.tvshows( filters=[kodi_constants.FILTER_UNWATCHED])) else: all_items = self.metadatautils.kodidb.movies() all_items += self.metadatautils.process_method_on_list( self.tvshows.process_tvshow, self.metadatautils.kodidb.tvshows()) if not ref_item: return None if is_ref_movie: # define sets for speed set_genres = set(ref_item["genre"]) set_directors = set(ref_item["director"]) set_writers = set(ref_item["writer"]) set_cast = set([x["name"] for x in ref_item["cast"][:5]]) sets = (set_genres, set_directors, set_writers, set_cast) # get similarity score for all items for item in all_items: if item.has_key("uniqueid"): # if item is also movie, check if it's the ref_item if item["title"] == ref_item["title"] and item["year"] == ref_item["year"]: # don't rank the reference movie similarscore = 0 else: # otherwise, use movie method for score similarscore = self.movies.get_similarity_score( ref_item, item, sets=sets) else: # if item isn't movie, use mixed method similarscore = self.get_similarity_score(ref_item, item) # set extraproperties item["similarscore"] = similarscore item["extraproperties"] = {"similartitle": ref_item["title"], "originalpath": item["file"]} else: # define sets for speed set_genres = set(ref_item["genre"]) set_cast = set([x["name"] for x in ref_item["cast"][:10]]) sets = (set_genres, set_cast) # get similarity score for all items for item in all_items: if not item.has_key("uniqueid"): # if item is also tvshow, check if it's the ref_item if item["title"] == ref_item["title"] and item["year"] == ref_item["year"]: # don't rank the reference movie similarscore = 0 else: # otherwise, use tvshow method for score similarscore = self.tvshows.get_similarity_score( ref_item, item, sets=sets) else: # if item isn't tvshow, use mixed method similarscore = self.get_similarity_score(ref_item, item) # set extraproperties item["similarscore"] = similarscore item["extraproperties"] = {"similartitle": ref_item["title"], "originalpath": item["file"]} # return list sorted by score and capped by limit return sorted(all_items, key=itemgetter("similarscore"), reverse=True)[:self.options["limit"]] all_items = self.movies.similar() all_items += self.tvshows.similar() all_items += self.albums.similar() all_items += self.songs.similar() return sorted(all_items, key=lambda k: random.random())[:self.options["limit"]] def inprogressandrecommended(self): ''' get recommended AND in progress media ''' all_items = self.inprogress() all_titles = [item["title"] for item in all_items] for item in self.recommended(): if item["title"] not in all_titles: all_items.append(item) return all_items[:self.options["limit"]] def inprogressandrandom(self): ''' get in progress AND random movies ''' all_items = self.inprogress() all_ids = [item["movieid"] for item in all_items] for item in self.random(): if item["movieid"] not in all_ids: all_items.append(item) return all_items[:self.options["limit"]] def top250(self): ''' get imdb top250 movies in library ''' all_items = self.movies.top250() all_items += self.tvshows.top250() return sorted(all_items, key=itemgetter("top250_rank"))[:self.options["limit"]] def favourites(self): '''get favourite media''' from favourites import Favourites self.options["mediafilter"] = "media" return Favourites(self.addon, self.metadatautils, self.options).favourites() def favourite(self): '''synonym to favourites''' return self.favourites() def get_recently_watched_item(self): ''' get a random recently watched movie or tvshow ''' num_recent_similar = self.options["num_recent_similar"] # get recently played movies recent_items = self.metadatautils.kodidb.movies(sort=kodi_constants.SORT_LASTPLAYED, filters=[kodi_constants.FILTER_WATCHED], limits=(0, num_recent_similar)) # get recently played episodes recent_items += self.metadatautils.kodidb.episodes(sort=kodi_constants.SORT_LASTPLAYED, filters=[kodi_constants.FILTER_WATCHED], limits=(0, num_recent_similar)) # sort all by last played, then randomly pick recent_items = sorted(recent_items, key=itemgetter("lastplayed"), reverse=True)[:num_recent_similar] item = random.choice(recent_items) # if item is an episode, get its tvshow if not item.has_key("genre"): show_title = item['showtitle'] title_filter = [{"field": "title", "operator": "is", "value": "%s" % show_title}] tvshow = self.metadatautils.kodidb.tvshows(filters=title_filter, limits=(0, 1)) return tvshow[0] return item def sort_by_recommended(self, all_items, ref_items=None): ''' sort list of mixed movies/tvshows by recommended score''' # use recent items if ref_items not given if not ref_items: num_recent_similar = self.options["num_recent_similar"] # get recently watched movies movies = self.metadatautils.kodidb.movies(sort=kodi_constants.SORT_LASTPLAYED, filters=[kodi_constants.FILTER_WATCHED], limits=(0, 2*num_recent_similar)) # get recently watched episodes episodes = self.metadatautils.kodidb.episodes(sort=kodi_constants.SORT_LASTPLAYED, filters=[kodi_constants.FILTER_WATCHED], limits=(0, 2*num_recent_similar)) # get tvshows from episodes tvshows = self.tvshows.get_tvshows_from_episodes(episodes) # combine lists and sort by last played recent items = sorted(movies + tvshows, key=itemgetter('lastplayed'), reverse=True) # find duplicates and set weights titles = set() ref_items = list() weights = dict() weight_sum = 0 for item in items: title = item['title'] if title in titles: weights[title] += 0.5 weight_sum += 0.5 else: ref_items.append(item) titles.add(title) weights[title] = 1 weight_sum += 1 if weight_sum >= num_recent_similar: break del titles, items, weight_sum else: # set equal weights for pre-defined ref_items weights = dict() for item in ref_items: weights[item['title']] = 1 # average scores together for every item for item in all_items: similarscore = 0 for ref_item in ref_items: title = ref_item['title'] # add all similarscores for item if ref_item.has_key("uniqueid") and item.has_key("uniqueid"): # use movies method if both items are movies similarscore += weights[title] * self.movies.get_similarity_score(ref_item, item) elif ref_item.has_key("uniqueid") or item.has_key("uniqueid"): # use media method if only one item is a movie similarscore += weights[title] * self.get_similarity_score(ref_item, item) else: # use tvshows method if neither items are movies similarscore += weights[title] * self.tvshows.get_similarity_score(ref_item, item) # average score and scale down based on playcount item["recommendedscore"] = similarscore / (1+item["playcount"]) / len(ref_items) # return sorted list capped by limit return sorted(all_items, key=itemgetter("recommendedscore"), reverse=True)[:self.options["limit"]] def get_similarity_score(self, ref_item, other_item): ''' get a similarity score (0-.625) between movie and tvshow ''' # get set of genres if ref_item.has_key("uniqueid"): set_genres = set(ref_item["genre"]) else: # change genres to movie equivalents if tvshow set_genres = self.convert_tvshow_genres(ref_item["genre"]) set_cast = set([x["name"] for x in ref_item["cast"][:5]]) # calculate individual scores for contributing factors # genre_score = (numer of matching genres) / (number of unique genres between both) genre_score = 0 if not set_genres else \ float(len(set_genres.intersection(other_item["genre"]))) / \ len(set_genres.union(other_item["genre"])) # cast_score is normalized by fixed amount of 5, and scaled up nonlinearly cast_score = (float(len(set_cast.intersection([x["name"] for x in other_item["cast"][:5]])))/5)**(1./2) # rating_score is "closeness" in rating, scaled to 1 if ref_item["rating"] and other_item["rating"] and abs(ref_item["rating"]-other_item["rating"]) < 3: rating_score = 1 - abs(ref_item["rating"]-other_item["rating"])/3 else: rating_score = 0 # year_score is "closeness" in release year, scaled to 1 (0 if not from same decade) if ref_item["year"] and other_item["year"] and abs(ref_item["year"]-other_item["year"]) < 10: year_score = 1 - abs(ref_item["year"]-other_item["year"])/10 else: year_score = 0 # calculate overall score using weighted average similarscore = .5*genre_score + .05*cast_score + .025*rating_score + .05*year_score return similarscore @staticmethod def convert_tvshow_genres(genres): ''' converts tvshow genres into movie genre equivalent ''' mapped_genres = {'TV Documentaries': 'Documentary', 'TV Sci-Fi & Fantasy': 'Sci-Fi & Fantasy', 'TV Action & Adventure': 'Action & Adventure', 'TV Comedies': 'Comedy', 'TV Mysteries': 'Mystery', 'TV Westerns': 'Westerns', 'TV Dramas': 'Drama', 'TV Crime Dramas': 'Crime Dramas', } for genre in genres: if mapped_genres.has_key(genre): genre = mapped_genres[genre] return set(genres)