167 lines
3.7 KiB
Go
167 lines
3.7 KiB
Go
package recommended
|
|
|
|
import (
|
|
"math"
|
|
"net/http"
|
|
"sort"
|
|
|
|
"github.com/aerogo/aero"
|
|
"github.com/animenotifier/arn"
|
|
"github.com/animenotifier/notify.moe/components"
|
|
"github.com/animenotifier/notify.moe/utils"
|
|
)
|
|
|
|
const (
|
|
maxRecommendations = 10
|
|
bestGenreCount = 3
|
|
genreBonusCompletedAnimeThreshold = 40
|
|
)
|
|
|
|
// Anime shows a list of recommended anime.
|
|
func Anime(ctx *aero.Context) string {
|
|
user := utils.GetUser(ctx)
|
|
nick := ctx.Get("nick")
|
|
viewUser, err := arn.GetUserByNick(nick)
|
|
|
|
if err != nil {
|
|
return ctx.Error(http.StatusUnauthorized, "Not logged in", err)
|
|
}
|
|
|
|
animeList := viewUser.AnimeList()
|
|
completed := animeList.FilterStatus(arn.AnimeListStatusCompleted)
|
|
|
|
// Genre affinity
|
|
genreItems := animeList.Genres()
|
|
genreAffinity := map[string]float64{}
|
|
bestGenres := []string{}
|
|
|
|
for genre, animeListItems := range genreItems {
|
|
affinity := 0.0
|
|
|
|
for _, item := range animeListItems {
|
|
if item.Status != arn.AnimeListStatusCompleted {
|
|
continue
|
|
}
|
|
|
|
if item.Rating.Overall != 0 {
|
|
affinity += item.Rating.Overall
|
|
} else {
|
|
affinity += 5.0
|
|
}
|
|
}
|
|
|
|
genreAffinity[genre] = affinity
|
|
bestGenres = append(bestGenres, genre)
|
|
}
|
|
|
|
sort.Slice(bestGenres, func(i, j int) bool {
|
|
return genreAffinity[bestGenres[i]] > genreAffinity[bestGenres[j]]
|
|
})
|
|
|
|
if len(bestGenres) > bestGenreCount {
|
|
bestGenres = bestGenres[:bestGenreCount]
|
|
}
|
|
|
|
// Get all anime
|
|
var tv []*arn.Anime
|
|
var movies []*arn.Anime
|
|
allAnime := arn.AllAnime()
|
|
|
|
// Affinity maps an anime ID to a number that indicates how likely a user is going to enjoy that anime.
|
|
affinity := map[string]float64{}
|
|
|
|
// Calculate affinity for each anime
|
|
for _, anime := range allAnime {
|
|
// Skip anime that are upcoming or tba
|
|
if anime.Status == "upcoming" || anime.Status == "tba" {
|
|
continue
|
|
}
|
|
|
|
if anime.Type == "tv" {
|
|
tv = append(tv, anime)
|
|
} else if anime.Type == "movie" {
|
|
movies = append(movies, anime)
|
|
}
|
|
|
|
// Skip anime from my list (except planned anime)
|
|
existing := animeList.Find(anime.ID)
|
|
|
|
if existing != nil && existing.Status != arn.AnimeListStatusPlanned {
|
|
continue
|
|
}
|
|
|
|
animeAffinity := anime.Score()
|
|
|
|
// Planned anime go higher
|
|
if existing != nil && existing.Status == arn.AnimeListStatusPlanned {
|
|
animeAffinity += 10.0
|
|
}
|
|
|
|
// Anime whose high-ranked prequel you did not see are lower ranked
|
|
prequels := anime.Prequels()
|
|
|
|
for _, prequel := range prequels {
|
|
item := completed.Find(prequel.ID)
|
|
|
|
// Filter out unimportant prequels
|
|
if prequel.Score() < anime.Score()/2 {
|
|
continue
|
|
}
|
|
|
|
if item == nil {
|
|
animeAffinity -= 20.0
|
|
}
|
|
}
|
|
|
|
// Give favorite genre bonus if we have enough completed anime
|
|
if len(completed.Items) >= genreBonusCompletedAnimeThreshold {
|
|
bestGenreCount := 0
|
|
|
|
for _, genre := range anime.Genres {
|
|
if arn.Contains(bestGenres, genre) {
|
|
bestGenreCount++
|
|
}
|
|
}
|
|
|
|
// Use square root to dampen the bonus of additional best genres
|
|
animeAffinity += math.Sqrt(float64(bestGenreCount)) * 7.0
|
|
}
|
|
|
|
affinity[anime.ID] = animeAffinity
|
|
}
|
|
|
|
// Sort
|
|
sort.Slice(tv, func(i, j int) bool {
|
|
affinityA := affinity[tv[i].ID]
|
|
affinityB := affinity[tv[j].ID]
|
|
|
|
if affinityA == affinityB {
|
|
return tv[i].Title.Canonical < tv[j].Title.Canonical
|
|
}
|
|
|
|
return affinityA > affinityB
|
|
})
|
|
|
|
sort.Slice(movies, func(i, j int) bool {
|
|
affinityA := affinity[movies[i].ID]
|
|
affinityB := affinity[movies[j].ID]
|
|
|
|
if affinityA == affinityB {
|
|
return movies[i].Title.Canonical < movies[j].Title.Canonical
|
|
}
|
|
|
|
return affinityA > affinityB
|
|
})
|
|
|
|
// Take the top 10
|
|
if len(tv) > maxRecommendations {
|
|
tv = tv[:maxRecommendations]
|
|
}
|
|
|
|
if len(movies) > maxRecommendations {
|
|
movies = movies[:maxRecommendations]
|
|
}
|
|
|
|
return ctx.HTML(components.RecommendedAnime(tv, movies, viewUser, user))
|
|
}
|