如何执行混合搜索

为嵌入创建文件。

1. 创建一个名为 query-embeddings.js 的文件。

   touch query-embeddings.js

2. 将以下嵌入复制并粘贴到该文件中。

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-0.04776138812303543, 0.06074720621109009, 0.045120205730199814, -0.021569659933447838, 0.0127106923609972, 0.011225027032196522, -0.008638869039714336, 0.01925862394273281, 0.022890251129865646, -0.01991892047226429, -0.02267015166580677, 0.03609616681933403];

3. 保存并关闭文件。

使用 mongosh 连接到您的集群。

在终端窗口中打开mongosh并连接到您的集群。有关连接的详细说明，请参阅通过mongosh连接到集群。

Use the sample_mflix database.

在 mongosh 提示符下运行以下命令：

use sample_mflix

switched to db sample_mflix

加载要在查询中使用的嵌入。

将 query-embeddings.js文件加载到 mongosh 中。

load('<path-to-file>/query-embeddings.js');

针对 embedded_movies集合运行以下MongoDB搜索查询。

1
vectorWeight = 1;  
2
vectorCutoff = 0.7; 
3
numResults = 20;
4
numCandidates = numResults * 10;  
5
6
// Execute the vector search  
7
vectorResults = db.embedded_movies.aggregate([  
8
    {  
9
        $vectorSearch: {  
10
            "index": "hybrid-vector-search", 
11
            "path": "plot_embedding_voyage_4_large",
12
            "queryVector": CHARMING_ANIMAL_EMBEDDING,
13
            "numCandidates": numCandidates,   
14
            "limit": numResults  
15
        }  
16
    },  
17
    {  
18
        $project: {  
19
            "_id": 1,  
20
            "title": 1,  
21
            "fullplot": 1,
22
            "vectorScore": { $meta: "vectorSearchScore" }  
23
        }  
24
    },  
25
    {  
26
        $match: {  
27
            "vectorScore": { $gte: vectorCutoff }  
28
        }  
29
    }  
30
]).toArray();  
31
32
// Create a map for fast lookup  
33
vectorScoresMap = {};  
34
vectorResults.forEach(result => {  
35
    vectorScoresMap[result._id] = result.vectorScore * vectorWeight;  
36
});  
37
38
// Execute the text search with boosting based just on ID  
39
textResults = db.embedded_movies.aggregate([  
40
    {  
41
        $search: {  
42
            "index": "hybrid-full-text-search",  
43
            "compound": {  
44
                "should": [  
45
                    {  
46
                        "text": {  
47
                            "query": "charming animal",  
48
                            "path": "fullplot",
49
                            "fuzzy": {}
50
                        }  
51
                    },  
52
                    ...Object.keys(vectorScoresMap).map(id => ({  
53
                        "equals": {  
54
                            "path": "_id",  
55
                            "value": id,  
56
                            "score": { boost: { value: vectorScoresMap[id] } }  
57
                        }  
58
                    }))  
59
                ]  
60
            }  
61
        }  
62
    },  
63
    {
64
        $limit: 20
65
    },
66
    {  
67
        $project: {  
68
            "_id": 1,  
69
            "title": 1,  
70
            "fullplot": 1,
71
            "score": { $meta: "searchScore" }  
72
        }  
73
    }  
74
]).toArray();  

[
  {
    _id: ObjectId('573a13a3f29313caabd0d0a8'),
    fullplot: "Dr. John Dolittle the beloved doctor is back, but this time around he plays cupid to bumbling circus bear Archie as he's so smitten by a Pacific Western bear female, Ava. Dr. Dolittle must help a group of forest creatures to save their forest. But with the aid of his mangy, madcap animal friends, Dr. Dolittle must teach Archie the ways of true romance in time to save his species and his home before their habit is gone. So John held a meeting for every animal in the forest to not give up without a fight no matter what kind of animal expression they have and everyone agrees to do it and save their home.",
    title: 'Dr. Dolittle 2',
    score: 3.2186570167541504
  },
  {
    _id: ObjectId('573a13c5f29313caabd71215'),
    title: 'The Bannen Way',
    fullplot: 'A slick, sexy, action-packed show about Neal Bannen, a charming con-man with a police chief for a father, a mob boss for an uncle and a weakness for beautiful women, who wants to turn his life around and leave the criminal lifestyle forever.',
    score: 3.066267967224121
  },
  {
    _id: ObjectId('573a1394f29313caabce074d'),
    title: 'Perri',
    fullplot: 'This True Life Fantasy follows and shows how the life of a female squirrel, Perri, in the forest is filled with danger and fraught with peril. When not fleeing her natural enemy, the Marten, Perri finds time to fall in love with her prince-charming male squirrel.',
    score: 3.0323688983917236
  },
  {
    _id: ObjectId('573a139af29313caabcf0e1d'),
    title: 'Wild America',
    fullplot: 'Three brothers - Marshall, Marty and Mark dream of becoming naturalists and portraying animal life of America. One summer their dream comes true, they travel through America, filming alligators, bears and moose.',
    score: 2.9388742446899414
  },
  {
    _id: ObjectId('573a13e3f29313caabdc08f2'),
    title: 'Bang Bang',
    fullplot: "A chance encounter of the unassuming bank receptionist Harleen Sahni with the charming yet mysterious Rajveer Nanda, results in an on-rush of ditched planes, car chases, shoot-outs, bombing raids and general global mayhem. But as the transcontinental chase ensues with Rajveer convincing Harleen that he's the good guy, can she really trust him, and will trust matter when the bullets start flying?",
    score: 2.7579541206359863
  },
  {
    _id: ObjectId('573a1393f29313caabcdbe7c'),
    fullplot: "In this charming film based on the popular L. Frank Baum stories, Dorothy and her dog Toto are caught in a tornado's path and somehow end up in the land of Oz. Here she meets some memorable friends and foes in her journey to meet the Wizard of Oz who everyone says can help her return home and possibly grant her new friends their goals of a brain, heart and courage.",
    title: 'The Wizard of Oz',
    score: 2.703585147857666
  },
  {
    _id: ObjectId('573a1397f29313caabce80f6'),
    title: 'Gauche the Cellist',
    fullplot: 'A cellist in a small orchestra receives help from animals to help him practice his music.',
    score: 2.692498207092285
  },
  {
    _id: ObjectId('573a13bcf29313caabd55f51'),
    title: 'The Missing Lynx',
    fullplot: "A group of animals look for a way off of an eccentric billionaire's own personal Noah's Ark.",
    score: 2.6747734546661377
  },
  {
    _id: ObjectId('573a1397f29313caabce8aac'),
    title: 'The Grey Fox',
    fullplot: `Old West highwayman Bill Miner, known to Pinkertons as "The Gentleman Bandit," is released in 1901 after 33 years in prison, a genial and charming old man. He goes to Washington to live and work with his sister's family. But the world has changed much while he has been away, and he just can't adjust. So he goes to Canada and returns to the only thing familiar to him -- robbery (with stagecoaches changed to trains).`,
    score: 2.651318073272705
  },
  {
    _id: ObjectId('573a13c7f29313caabd75624'),
    fullplot: 'Extraordinary teen John Smith (Pettyfer) is a fugitive on the run from ruthless enemies sent to destroy him. Changing his identity, moving from town to town with his guardian Henri (Olyphant), John is always the new kid with no ties to his past. In the small Ohio town he now calls home, John encounters unexpected, life-changing events-his first love (Agron), powerful new abilities and a connection to the others who share his incredible destiny.',
    title: 'I Am Number Four',
    score: 2.6149134635925293
  },
  {
    _id: ObjectId('573a1392f29313caabcdb48b'),
    title: 'Snow White and the Seven Dwarfs',
    fullplot: 'The first, and by far most memorable full-length animated feature from the Disney Studios, "Snow White and the Seven Dwarfs" may have been superseded technically by many of the films that followed it. But its simple story of a charming little princess saved from the evil deeds of her wicked stepmother, the queen, by a group of seven adorable dwarfs made history when it was first released in December, 1937 and has since become an incomparable screen classic.',
    score: 2.6010334491729736
  },
  {
    _id: ObjectId('573a13b4f29313caabd4070d'),
    title: 'Paragraph 78',
    fullplot: 'This is a wonderful movie about a group of men frontier the Nashville area who like to make puppets out of real animals',
    score: 2.573139190673828
  },
  {
    _id: ObjectId('573a1393f29313caabcdc6e9'),
    title: 'Tom Dick and Harry',
    fullplot: "Working girl/telephone operator Janie is engaged to conservative, dull, but very reliable car salesman Tom, who offers her a safe, stable marriage. Then she meets unconventional slacker Harry, a philosophical car mechanic without much ambition although she does hear bells when they kiss. Through Harry, the fickle Janie meets Dick, a handsome and charming millionaire playboy, who embodies her greatest romantic fantasies, and after a champagne-filled overnight flight to Chicago, she thinks she's met her dream man, but has she?",
    score: 2.5526208877563477
  },
  {
    _id: ObjectId('573a13acf29313caabd28039'),
    title: 'The Science of Sleep',
    fullplot: 'Following the death of his father in Mexico, Stèphane Miroux, a shy insecure young man, agrees to come to Paris to draw closer to his widowed mother Christine. He lands a boring job at a calendar-making firm and falls in love with his charming neighbor Stèphanie. But conquering her is no bed of roses for the young man and the only solution he finds to put up with the difficulties he is going through is escape into a dream world...',
    score: 2.5526208877563477
  },
  {
    _id: ObjectId('573a13b3f29313caabd3b4e1'),
    fullplot: `Manny the woolly mammoth, Sid the sloth, Diego the saber-toothed tiger, and the hapless prehistoric squirrel/rat known as Scrat are still together and enjoying the perks of their now melting world. Manny may be ready to start a family, but nobody has seen another mammoth for a long time; Manny thinks he may be the last one. That is, until he miraculously finds Ellie, the only female mammoth left in the world. Their only problems: They can't stand each other--and Ellie somehow thinks she's a possum! Ellie comes with some excess baggage in the form of her two possum "brothers"-- Crash and Eddie, a couple of daredevil pranksters and cocky, loud-mouthed troublemakers. Manny, Sid and Diego quickly learn that the warming climate has one major drawback: A huge glacial dam holding off oceans of water is about to break, threatening the entire valley. The only chance of survival lies at the other end of the valley. So our three heroes, along with Ellie, Crash and Eddie, form the most unlikely family--in any "Age"-- as they embark on a mission across an ever-changing, increasingly dangerous landscape towards their salvation.`,
    title: 'Ice Age: The Meltdown',
    score: 2.518824338912964
  },
  {
    _id: ObjectId('573a1395f29313caabce1b5f'),
    title: 'Hatari!',
    fullplot: `John Wayne and his ensemble cast cavort over the African landscape filling orders from zoos for wild animals. Bruce Cabot plays "the Indian", a womanizing sharpshooter who is gored by a rhino in the opening scenes of the film. This becomes a running theme through the movie; their bad luck in catching rhinos, and provides the climactic ending chase. While Bruce is in the hospital, Elsa Martinelli shows up as a woman photographer from a Swiss zoo, and John wants to send her packing. She strongarms the Duke into letting her stay by promising that her zoo will buy most of their animals this season if she's allowed to go along on the hunts and take photos. Hardy Kruger, Gerard Blain, Michelle Girardon and Valentin de Vargas round out the group. They traipse over the African landscape capturing animals; Elsa also has a running gag where she collects baby elephants as the movie goes along. In the end she's acquired three of them.`,
    score: 2.4652297496795654
  },
  {
    _id: ObjectId('573a13c5f29313caabd6e7a4'),
    title: 'Merantau',
    fullplot: `In Minangkabau, West Sumatera, Yuda a skilled practitioner of Silat Harimau is in the final preparations to begin his "Merantau" a century's old rites-of-passage to be carried out by the community's young men that will see him leave the comforts of his idyllic farming village and make a name for himself in the bustling city of Jakarta. After a series of setbacks leave Yuda homeless and uncertain about his new future, a chance encounter results in him defending the orphaned Astri from becoming the latest victim of a European human trafficking ring led by the wildly psychotic, Ratger and his right-hand man Lars. With Ratger injured in the mèlèe and seeking both his "merchandise" and bloody retribution, Yuda's introduction to this bustling city is a baptism of fire as he is forced to go on the run with Astri and her younger brother Adit as all the pimps and gangsters that inhabit the night hound the streets chasing their every step. With escape seemingly beyond their grasp, Yuda has no choice but to face his attackers in an adrenaline charged, jaw-dropping finale.`,
    score: 2.4573898315429688
  },
  {
    _id: ObjectId('573a1398f29313caabceaddd'),
    title: 'Dead Heat',
    fullplot: 'Roger Mortis and Doug Bigelow are cops that are chasing crooks that are dead serious about crime. Or should I say they are chasing dead crooks perpetrating serious crimes? Seems some nutcase has learned how to bring back the dead and is sending them on crime sprees. Now these indestructable goons are in the way of officers Mortis and Bigelow. To even things up, when Mortis is killed (in the line of duty, of course) he gets a jump start from the Resurrection machine and takes the fight to the zombie bad guys.',
    score: 2.398913860321045
  },
  {
    _id: ObjectId('573a1393f29313caabcde3af'),
    title: 'Mighty Joe Young',
    fullplot: `In Africa, the girl Jill Young trades a baby gorilla with two natives and raises the animal. Twelve years later, the talkative and persuasive promoter Max O'Hara organizes a safari to Africa with the Oklahoma cowboy Gregg to bring attractions to his new night-club in Hollywood. They capture several lions and out of blue, they see a huge gorilla nearby their camping and they try to capture the animal. However, the teenager Jill Young stops the men that intended to kill her gorilla. Max seduces Jill with a fancy life in Hollywood and she signs a contract with him where the gorilla Joseph "Joe" Young would be the lead attraction. Soon she realizes that her dream is a nightmare to Joe and she asks Max to return to Africa. However he persuades her to stay a little longer in the show business. But when three alcoholic costumers give booze to Joe, the gorilla destroys the spot and is sentenced by the justice to be sacrificed. Will Jill, Gregg and Max succeed in saving Joe?`,
    score: 2.3978404998779297
  },
  {
    _id: ObjectId('573a13c7f29313caabd75592'),
    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',
    score: 2.3933444023132324
  }
]