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Vector Search를 위한 MongoDB Atlas 설치

Vector Search를 위한 MongoDB Atlas 설치

안녕하세요! Jerry 입니다!

딥러닝, 특히나 자연어 처리에서 LLM의 등장 이후 Vector Search라는 기술에 대한 중요성이 커졌습니다!

그래서 Vector Search를 할때 사용하는 DB에는 어떤게 있을까…하다가 Mongo DB를 많이 쓰는 것 같아서 한번 세팅해보려 합니다!

Vector Search에 관해서는 더 좋은 블로그, 관련 글들이 구글에 널렸을테니…생략….

예제는 다음 Repository에 올려놨으니 참고하세요!

https://github.com/jjerry-k/atlas_local

우선 Mongo DB에서 Vector Search, Semantic search 를 사용하려면 MongoDB Atlas 를 이용하여 Mongo DB를 구축하여야 합니다!
Repository에 있는 Quick Run을 하나하나 설명드리면서 진행을 해보겠습니다!

Quick Run

1. Clone this repository
  • 우선 해당 Repository를 clone 해주세요!
git clone https://github.com/jjerry-k/atlas_local.git
2. Change environment variables in .env file
  • .env 파일에 다음 변수들을 입맛에 맞게 바꿔주세요!
  • Atlas에서는 Deployment 라는 단어를 사용하는데 쉽게 얘기하면 MongoDB 데이터베이스의 이름 이라고 생각하시면 됩니다.
PORT = 27778 # Mongo DB PORT
USERNAME = root # Mongo DB username
PASSWORD = root # Mongo DB password
DEPLOYMENT_NAME = LOCAL # Deployment name
ATLAS_ROOT = /disk/atlas # Atlas data path
3. Run docker
  • docker compose를 이용하여 컨테이너를 생성해줍니다!
  • 실행을 시키면 mongo 라는 컨테이너가 실행이 됩니다!
  • 그리고 .env에 적혀있는대로 DEPLOYMENT_NAME 으로 deployment가 생성되고 MongoDB가 실행이 됩니다!
docker compose up -d

# mongo  | 
# mongo  | To list both local and cloud Atlas deployments, authenticate to your Atlas account using the "atlas login" command.
# mongo  | Check Deployment: ''
# mongo  | 
# mongo  | Not found 'LOCAL' in deployments
# mongo  | 
# mongo  | [Default Settings]
# mongo  | Deployment Name   LOCAL
# mongo  | MongoDB Version   7.0
# mongo  | Port              27778
# mongo  | 
# mongo  | Creating your cluster LOCAL [this might take several minutes]
# mongo  | 1/3: Starting your local environment...
# mongo  | 2/3: Downloading the MongoDB binaries to your local environment...
# mongo  | 3/3: Creating your deployment LOCAL...
# mongo  | Deployment created!
# mongo  | 
# mongo  | connection skipped
# mongo  | Connection string: mongodb://root:root@localhost:27778/?directConnection=true

여기까지가 MongoDB Atlas를 Local에 실행시키는 방법입니다!

그럼 한번 예제를 실행해볼까 합니다!

1. Download example data
  • MongoDB에서 제공하는 샘플 데이터를 다운로드 합니다!
curl  https://atlas-education.s3.amazonaws.com/sampledata.archive -o sample/sampledata.archive
2. Restore MongoDB
  • 현재 실행중인 Deployment에 Data를 dump 합니다!
docker exec -ti mongo make example
  • 다음과 같이 쿼리를 실행시켜줍니다!
  • VSCode에선 MongoDB for VS Code익스텐션이 있으니 이를 활용하시면 됩니다!
  • Python과 PyMongo가 설치되신 분은 sample/vector_search_python.py 를 실행하시면 됩니다!
// search.js
use('sample_mflix');

db.embedded_movies.aggregate([
    {
      "$vectorSearch": {
        "index": "vectorSearchIndex",
        "path": "plot_embedding",
        "queryVector": 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        "numCandidates": 150,
        "limit": 10
      }
    },
    {
      "$project": {
        "_id": 0,
        "plot": 1,
        "title": 1,
        "score": { $meta: "vectorSearchScore" }
      }
    }
  ])
# Python 실행 결과
{'plot': 'When two girls move to the country to be near their ailing mother, they have adventures with the wonderous forest spirits who live nearby.', 'title': 'My Neighbor Totoro', 'score': 0.9999986886978149}
{'plot': "To escape a war, a girl flees to a remote farmhouse and becomes part of an expansive family's unusual, perhaps even supernatural lifestyle.", 'title': 'Black Moon', 'score': 0.8282386660575867}
{'plot': 'A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.', 'title': 'Forest Warrior', 'score': 0.8196926712989807}
{'plot': 'A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.', 'title': 'Forest Warrior', 'score': 0.8196901082992554}
{'plot': 'An adventurous girl finds another world that is a strangely idealized version of her frustrating home, but it has sinister secrets.', 'title': 'Coraline', 'score': 0.815956711769104}
{'plot': "Set in a medieval village that is haunted by a werewolf, a young girl falls for an orphaned woodcutter, much to her family's displeasure.", 'title': 'Red Riding Hood', 'score': 0.8112794160842896}
{'plot': 'Their women having been enslaved by the local pack of lesbian vampires thanks to an ancient curse, the remaining menfolk of a rural town send two hapless young lads out onto the moors as a sacrifice.', 'title': 'Vampire Killers', 'score': 0.8102427124977112}
{'plot': 'In a mythical land, a man and a young boy investigate a series of unusual occurrences.', 'title': 'Tales from Earthsea', 'score': 0.8100577592849731}
{'plot': 'Because of the actions of her irresponsible parents, a young girl is left alone on a decrepit country estate and survives inside her fantastic imagination.', 'title': 'Tideland', 'score': 0.8080059885978699}
{'plot': 'Two siblings discover a supernatural escape from a troubled home, but find their bond tested when reality threatens to tear their family apart.', 'title': 'One and Two', 'score': 0.8072565197944641}
# VSCode 익스텐션 실행 결과
[
  {
    "plot": "When two girls move to the country to be near their ailing mother, they have adventures with the wonderous forest spirits who live nearby.",
    "title": "My Neighbor Totoro",
    "score": 0.9999986886978149
  },
  {
    "plot": "To escape a war, a girl flees to a remote farmhouse and becomes part of an expansive family's unusual, perhaps even supernatural lifestyle.",
    "title": "Black Moon",
    "score": 0.8282386660575867
  },
  {
    "plot": "A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.",
    "title": "Forest Warrior",
    "score": 0.8196926712989807
  },
  {
    "plot": "A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.",
    "title": "Forest Warrior",
    "score": 0.8196901082992554
  },
  {
    "plot": "An adventurous girl finds another world that is a strangely idealized version of her frustrating home, but it has sinister secrets.",
    "title": "Coraline",
    "score": 0.815956711769104
  },
  {
    "plot": "Set in a medieval village that is haunted by a werewolf, a young girl falls for an orphaned woodcutter, much to her family's displeasure.",
    "title": "Red Riding Hood",
    "score": 0.8112794160842896
  },
  {
    "plot": "Their women having been enslaved by the local pack of lesbian vampires thanks to an ancient curse, the remaining menfolk of a rural town send two hapless young lads out onto the moors as a sacrifice.",
    "title": "Vampire Killers",
    "score": 0.8102427124977112
  },
  {
    "plot": "In a mythical land, a man and a young boy investigate a series of unusual occurrences.",
    "title": "Tales from Earthsea",
    "score": 0.8100577592849731
  },
  {
    "plot": "Because of the actions of her irresponsible parents, a young girl is left alone on a decrepit country estate and survives inside her fantastic imagination.",
    "title": "Tideland",
    "score": 0.8080059885978699
  },
  {
    "plot": "Two siblings discover a supernatural escape from a troubled home, but find their bond tested when reality threatens to tear their family apart.",
    "title": "One and Two",
    "score": 0.8072565197944641
  }
]

요즘 LLM이 대세다 보니… 이런걸 안해볼 수가 없어서 한번 시도해봤는데 쉽진 않네요..!
다음엔 조금 더 실전 활용 같은 예시를 적어보겠습니다! 감사합니다!

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도움이 되셨다면 몰랑이에게 밀크티를...!
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