accordproject / lab-concerto-graph

Graph Storage for Concerto Models

title	description	tags
Concerto Graph	Store Concerto Concepts in a Graph DB	Concerto Neo4J Graph

Concerto Graph

This project uses a Concerto model to define the nodes and edges in a Neo4J graph database and uses the model to validate the properties on the nodes.

Demo

In a few lines of code you can define a Concerto data model validated graph and perform a vector similarity search over nodes with text content.

Concerto model (snippet):

concept Movie extends GraphNode {
  @vector_index("summary", 1536, "COSINE")
  o Double[] embedding optional
  @embedding
  o String summary optional
  @label("IN_GENRE")
  --> Genre[] genres optional
}

TypeScript code:

    await graphModel.mergeNode(transaction, `${NS}.Movie`, {identifier: 'Brazil', summary: 'The film centres on Sam Lowry, a low-ranking bureaucrat trying to find a woman who appears in his dreams while he is working in a mind-numbing job and living in a small apartment, set in a dystopian world in which there is an over-reliance on poorly maintained (and rather whimsical) machines'} );
    
    await graphModel.mergeNode(transaction, `${NS}.Genre`, {identifier: 'Comedy'} );
    
    await graphModel.mergeRelationship(transaction, `${NS}.Movie`, 'Brazil', `${NS}.Genre`, 'Comedy', 'genres' );
    
    await graphModel.mergeNode(transaction, `${NS}.Director`, {identifier: 'Terry Gilliam'} );
    await graphModel.mergeRelationship(transaction, `${NS}.Director`, 'Terry Gilliam', `${NS}.Movie`, 'Brazil', 'directed' );
    
    await graphModel.mergeNode(transaction, `${NS}.Actor`, {identifier: 'Jonathan Pryce'} );
    await graphModel.mergeRelationship(transaction, `${NS}.Actor`, 'Jonathan Pryce', `${NS}.Movie`, 'Brazil', 'actedIn' );
    
    const search = 'Working in a boring job and looking for love.';
    const results = await graphModel.similarityQuery(`${NS}.Movie`, 'embedding', search, 3);

Runtime result:

[
  {
    identifier: 'Brazil',
    content: 'The film centres on Sam Lowry, a low-ranking bureaucrat trying to find a woman who appears in his dreams while he is working in a mind-numbing job and living in a small apartment, set in a dystopian world in which there is an over-reliance on poorly maintained (and rather whimsical) machines',
    score: 0.901830792427063
  }
]

Environment Variables

GraphDB

• NEO4J_URL: the NEO4J URL. E.g. neo4j+s://<DB_NAME>.databases.neo4j.io if you are using AuraDB.
• NEO4J_PASS: your neo4j password.
• NEO4J_USER: defaults to neo4j

Text Embeddings

• OPENAI_API_KEY: the OpenAI API key. If not set embeddings are not computed and written to the agreement graph and similarity search is not possible.