ネイティブ再ランク付けの使用開始

ネイティブ再ランク付けを有効にします。

1. Native Reranking セクションまでスクロールし、Enable Native Reranking を On に切り替えます。

2. [Confirm] をクリックします。

ネイティブ再ランク付けクエリを実行します。

次のクエリでは、$rerank ステージを使用して、「格闘技」のクエリに最も関連の深い映画の上位 10 作品を検索します。

1. sample_mflix データベースに切り替えます:

   use sample_mflix

2. ネイティブ再ランク付けクエリを実行します。

   次のクエリでは、rerank-2.5モデルを使用して、$rerankステージを使用して、格闘技のクエリに最も関連の深い映画を返します。クエリでは、格闘技の訓練と大会に関する映画が優先されます。次のパイプライン ステージを使用します。

   パイプラインステージ	説明
   $match	string 型の fullplot フィールドを持つドキュメントのみを含むようにドキュメントをフィルターします。
   $sort	ドキュメントを released フィールドの降順にソートして、確定的な順序を確保します。
   $rerank	rerank-2.5 リランカー モデルを使用して、クエリに一致するようにドキュメントを再配置します。numDocsToRerank パラメータは、リランカーの対象となるドキュメントの最大数を指定します。path パラメータは、リランカーに使用するフィールドを指定します。
   $addFields	ドキュメントに rerankScore という名前のフィールドを追加します。
   $limit	出力を10ドキュメントに制限します。
   $project	結果のドキュメントから、title、fullplot、rerankScore 以外のすべてのフィールドを除外します。

   1
   db.embedded_movies.aggregate([
   2
     {
   3
       "$match": {
   4
         "fullplot": { "$exists": true, "$type": "string" }
   5
       }
   6
     },
   7
     {
   8
           "$sort": { "released": -1 }
   9
     },
   10
     {
   11
       "$rerank": {
   12
         "model": "rerank-2.5",
   13
         "query": {
   14
           "text": "martial arts; prioritize films about martial arts training and tournaments"
   15
         },
   16
         "path": "fullplot",
   17
         "numDocsToRerank": 100
   18
       }
   19
     },
   20
     {
   21
       "$addFields": {
   22
         "rerankScore": { "$meta": "score" }
   23
       }
   24
     },
   25
     { "$limit": 10 },
   26
     {
   27
       "$project": {
   28
         "_id": 0,
   29
         "title": 1,
   30
         "fullplot": 1,
   31
         "rerankScore": 1
   32
       }
   33
     }
   34
   ])

   出力を表示

   [
     {
       title: 'Ti mene nosis',
       fullplot: 'No treason, no surrender.',
       rerankScore: 0.5986876487731934
     },
     {
       title: 'The Real Miyagi',
       fullplot: 'The life of the greatest karate master of a generation.',
       rerankScore: 0.5986876487731934
     },
     {
       title: 'Peter Pan Live!',
       fullplot: 'A live telecast of the beloved J. M. Barrie story.',
       rerankScore: 0.5986876487731934
     },
     {
       title: "Why Don't You Play in Hell?",
       fullplot: 'A renegade film crew becomes embroiled with a yakuza clan feud.',
       rerankScore: 0.5986876487731934
     },
     {
       fullplot: "A French police magistrate spends years trying to take down one of the country's most powerful drug rings.",
       title: 'The Connection',
       rerankScore: 0.5986876487731934
     },
     {
       title: 'Anomalisa',
       fullplot: "Charlie Kaufman's first stop-motion film about a man crippled by the mundanity of his life.",
       rerankScore: 0.5986876487731934
     },
     {
       title: 'The Master Plan',
       fullplot: 'Charles Ingvar Jènsson gathers three criminals to take vengeance upon the people who killed his uncle.',
       rerankScore: 0.5986876487731934
     },
     {
       title: 'Redeemer',
       fullplot: 'A former hit-man for a drug cartel becomes a vigilante to pay for his sins and find redemption.',
       rerankScore: 0.5986876487731934
     },
     {
       title: 'Rise of the Legend',
       fullplot: 'An orphan, whose father has been killed by dark power, attempts to bring justice back to the town.',
       rerankScore: 0.5986876487731934
     },
     {
       title: 'Darkness on the Edge of Town',
       fullplot: 'A troubled teenage sharpshooter decides to avenge the death of her estranged sister after she is found murdered in a public bathroom.',
       rerankScore: 0.5986876487731934
     }
   ]

$vectorSearch と $search を使用してネイティブな再ランキング クエリを実行するためのインデックスを作成します。

MongoDB は、 、 、$rerank $vectorSearch$search$rankFusion$scoreFusion、 のいずれかのステージの後に を使用することをお勧めします。それを行うには、コレクションに MongoDB ベクトル検索と MongoDB Search インデックスを作成して、$vectorSearch ステージと$search ステージを実行します。

このクイックスタートで $vectorSearch と $search ステージを使用するサンプル クエリを試すには、コレクションにMongoDB ベクトル検索インデックスとMongoDB Search 検索インデックスを作成する必要があります。

ネイティブな再ランキングを使用して $vectorSearch および $search クエリを実行する準備をします。

1. mongosh を使用してクラスターに接続します。

2. クエリで使用する埋め込みを保存するには、embeddings.js という名前のファイルを作成します。

3. 次の埋め込みをコピーしてファイルに貼り付けます。

   クエリ用語 "martial arts" の埋め込み。

   MARTIAL_ARTS_EMBEDDINGS=[0.02218237891793251, -0.007462590467184782, -0.01691064052283764, 0.0072914301417768, -0.011365045793354511, -0.045186325907707214, -6.846413452876732e-05, -0.0034916705917567015, 0.009995763190090656, 0.025742514058947563, -0.002481824718415737, -0.0029268416110426188, 0.0023106643930077553, -0.04135233536362648, -0.019717669114470482, -0.024510158225893974, -0.008729176595807076, -0.001048356993123889, 0.01033808384090662, 0.008900336921215057, -0.00797607097774744, 0.03258892521262169, 0.00766798248514533, 0.010406548157334328, 0.04107847809791565, -0.020128455013036728, -0.03833991289138794, 0.018348386511206627, -0.01533596497029066, 0.042995475232601166, 0.020813096314668655, -0.0016260230913758278, -0.004364588297903538, -0.011159653775393963, -0.03436899557709694, 0.010817333124577999, -0.0008900337270461023, -0.012118151411414146, -0.0156782865524292, 0.04381704330444336, -0.013350505381822586, 0.003851107321679592, -0.00010537057823967189, 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4. sample_mflix データベースに切り替えます:

   use sample_mflix

5. 埋め込みをmongosh にロードします。

   load('embeddings.js');

ネイティブな再ランキングを使用して $vectorSearch と $search を実行します。

次のクエリでは、「格闘技」のクエリに最も関連の深い上位 10 作品の映画を検索するために、$rerank$search と$vectorSearch ステージの後に ステージを使用します。

1
db.embedded_movies.aggregate([
2
  {
3
    "$vectorSearch": {
4
      "index": "vector_index",
5
      "path": "plot_embedding_voyage_4_large",
6
      "queryVector": MARTIAL_ARTS_EMBEDDINGS,
7
      "numCandidates": 100,
8
      "limit": 100
9
    }
10
  },
11
  { 
12
    "$project": {
13
      "_id": 0,
14
      "title": 1,
15
      "fullplot": 1,
16
      "vectorScore": { "$meta": "vectorSearchScore" }
17
    }
18
  },
19
  {
20
    "$match": {
21
      "fullplot": { "$exists": true, "$type": "string" }
22
    }
23
  },
24
  {
25
    "$rerank": {
26
      "model": "rerank-2.5",
27
      "query": {
28
        "text": "martial arts; focus on combat styles and fight choreography"
29
      },
30
      "path": "fullplot",
31
      "numDocsToRerank": 100
32
    }
33
  },
34
  {
35
    "$addFields": {
36
      "rerankScore": { "$meta": "score" }
37
    }
38
  },
39
  { "$limit": 10 },
40
  {
41
    "$project": {
42
      "_id": 0,
43
      "title": 1,
44
      "fullplot": 1,
45
      "vectorScore": 1,
46
      "rerankScore": 1
47
    }
48
  }
49
])

[
  {
    title: 'The Real Miyagi',
    fullplot: 'The life of the greatest karate master of a generation.',
    vectorScore: 0.7579228281974792,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Kung Fu Killer',
    fullplot: 'A Caucasian monk in Shanghai infiltrates the underworld to find the killers of his spiritual female Grandmaster.',
    vectorScore: 0.7047170996665955,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Dragon Tiger Gate',
    fullplot: 'Three young martial arts masters emerge from the back streets of Hong Kong to help the powerless fight injustice.',
    vectorScore: 0.7224205732345581,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Pistol Opera',
    fullplot: 'The No. 3 assassin of Japan is given the chance to usurp No. 1 and take their place.',
    vectorScore: 0.6872181296348572,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Once Upon a Time in Shanghai',
    fullplot: 'A laborer moves to Shanghai in the hope of becoming rich. But ends up using his kung fu skills to survive.',
    vectorScore: 0.6834211349487305,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Yasmine',
    fullplot: "A young woman who lives with her strict father works to become a a champion at Silat, Brunei's version of kung fu.",
    vectorScore: 0.7219811677932739,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Best of the Best',
    fullplot: 'Team USA gets rid of personal ghosts while fighting Team Korea in Taekwondo championship. "Adversity overcome" formula with excellent fighting scenes.',
    vectorScore: 0.6988193988800049,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Dragon Strike',
    fullplot: 'The adventures of a restless martial arts student called Dragon, who, while constantly pursuing a girl, gets involved in the affairs of a gang of thieves.',
    vectorScore: 0.7163552641868591,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Legendary Weapons of China',
    fullplot: "A band of killers from an ailing kung fu and magic society are sent on a manhunt for a former member of the society, whose bad mouthing threatens it's existence.",
    vectorScore: 0.7019355893135071,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'The Touch',
    fullplot: 'A sister and brother, the last heirs of a family of acrobats, are called upon by a Buddhist monk sect to retrieve an artifact that their ancestors have protected throughout the ages.',
    vectorScore: 0.6897575855255127,
    rerankScore: 0.5986876487731934
  }
]

1
db.embedded_movies.aggregate([
2
  {
3
    "$search": {
4
      "index": "search_index",
5
      "text": {
6
        "query": "martial arts",
7
        "path": "fullplot"
8
      }
9
    }
10
  },
11
  {
12
    "$limit": 100
13
  },
14
  { 
15
    "$project": {
16
      "_id": 0,
17
      "title": 1,
18
      "fullplot": 1,
19
      "searchScore": { "$meta": "searchScore" }
20
    }
21
  },
22
  {
23
    "$match": {
24
      "fullplot": { "$exists": true, "$type": "string" }
25
    }
26
  },
27
  {
28
    "$rerank": {
29
      "model": "rerank-2.5",
30
      "query": {
31
        "text": "martial arts; prioritize movie plots about martial arts competition and training"
32
      },
33
      "path": "fullplot",
34
      "numDocsToRerank": 100
35
    }
36
  },
37
  {
38
    "$addFields": {
39
      "rerankScore": { "$meta": "score" }
40
    }
41
  },
42
  { "$limit": 10 },
43
  {
44
    "$project": {
45
      "_id": 0,
46
      "title": 1,
47
      "fullplot": 1,
48
      "searchScore": 1,
49
      "rerankScore": 1
50
    }
51
  }
52
])

[
  {
    title: 'Dragon Tiger Gate',
    fullplot: 'Three young martial arts masters emerge from the back streets of Hong Kong to help the powerless fight injustice.',
    searchScore: 5.30598258972168,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Dragon Strike',
    fullplot: 'The adventures of a restless martial arts student called Dragon, who, while constantly pursuing a girl, gets involved in the affairs of a gang of thieves.',
    searchScore: 5.074832439422607,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Here Comes the Boom',
    fullplot: 'A high school biology teacher looks to become a successful mixed-martial arts fighter in an effort to raise money to prevent extra-curricular activities from being axed at his cash-strapped school.',
    searchScore: 4.862981796264648,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Here Comes the Boom',
    fullplot: 'A high school biology teacher looks to become a successful mixed-martial arts fighter in an effort to raise money to prevent extra-curricular activities from being axed at his cash-strapped school.',
    searchScore: 4.862981796264648,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Vampire Effect',
    fullplot: "It's a high-kicking battle on the dark side when an ace vampire slayer and his beautiful sidekicks wage the ultimate martial-arts showdown with one of the most dangerous of the undead.",
    searchScore: 4.862981796264648,
    rerankScore: 0.5986876487731934
  },
  {
    fullplot: 'FBI agent Malcolm Turner and his son, Trent, go undercover at an all-girls performing arts school after Trent witnesses a murder. Posing as Big Momma and Charmaine, they must find the murderer before he finds them.',
    title: 'Big Mommas: Like Father, Like Son',
    searchScore: 2.3932719230651855,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'The Last Dragon',
    fullplot: 'In New York City, a young man searches for the "master" to obtain the final level of martial arts mastery known as the glow. Along the way, he must fight an evil martial arts expert and rescue a beautiful singer from an obsessed music promoter.',
    searchScore: 5.777412414550781,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'SPL: Kill Zone',
    fullplot: 'Chan, an articulate senior detective nearing the end of his career, is taking care of the daughter of a witness killed by ruthless crime lord Po. Martial arts expert Ma is set to take over as head of the crime unit, replacing Chan who wants an early retirement.',
    searchScore: 4.463685035705566,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Fighter in the Wind',
    fullplot: 'A young Korean man arrives in Japan near the end of World War II with hopes of being a fighter pilot, but ends up on the streets battling racism, organized crime, occupying American servicemen, and his own fear of failure as a martial artist. (Korean with English subtitles)',
    searchScore: 2.2145204544067383,
    rerankScore: 0.5986876487731934
  },
  {
    title: "Bruce Lee: A Warrior's Journey",
    fullplot: "Legendary martial artist Bruce Lee is the subject of this thoughtful documentary by Lee aficionado John Little. Using interviews, behind-the-scenes footage and action sequences from Lee's last (unfinished) film, Game of Death, Little paints a textured, complex portrait of the world's most famous action hero.",
    searchScore: 2.2390332221984863,
    rerankScore: 0.5986876487731934
  }
]