✨ Add knowledge retrieval by using RAG #805
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| create extension if not exists "vector" with schema "public" version '0.8.0'; | |||
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📝 Use template for LangChain from Quick Start.
see: https://supabase.com/docs/guides/ai/langchain#initializing-your-database
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| export async function vectorizeUrl(url: string): Promise<VectorizationResult> { |
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📝 HTML -> text -> chunked text -> embedding
ref: https://speakerdeck.com/atsushii/langchaintosupabasewohuo-yong-site-ragwoshi-zhuang-sitemita?slide=19
| const embeddings = new OpenAIEmbeddings({ | ||
| modelName: 'text-embedding-3-small', | ||
| }) | ||
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| export const vectorStore = new SupabaseVectorStore(embeddings, { | ||
| client: supabaseClient, | ||
| tableName: 'documents', | ||
| queryName: 'match_documents', | ||
| }) |
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📝 if we use other Models, It may be necessary to have a corresponding embeddings model and vectorStore for each.
| Relevant Context: | ||
| """ | ||
| {context} | ||
| """ |
2025-03-04.18.47.26.mov
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What was done
🤖 Generated by PR Agent at 81ac3b5
KnowledgeRetrievalWindowcomponent for user queries and AI responses.TextVectorizerandUrlVectorizercomponents.documentstable with vector embeddings.Headercomponent.Detailed Changes
12 files
Add Knowledge Retrieval Window componentAdd URL Vectorizer componentImplement retrieval API for knowledge queriesAdd Text Vectorizer componentAdd vectorization logic for text and URLsImplement vectorization API for text and URLsAdd responsive header with navigationUpdate layout to include Header componentAdd Vectorize page with text and URL vectorizationAdd Knowledge Retrieval pageConfigure vector store with SupabaseExport vectorization and Supabase utilities4 files
Add Supabase client configurationAdd Supabase migration for documents table and vector functionsAdd Supabase environment variablesExclude migration-web from workspace packages7 files
Add styles for Knowledge Retrieval WindowAdd styles for Text Vectorizer componentAdd styles for URL Vectorizer componentAdd styles for Header componentUpdate global styles for layout and main contentAdd styles for Knowledge Retrieval pageAdd styles for Vectorize page2 files
Approve new dependencies and licensesUpdate dependencies and Supabase CLI commands1 files
Additional Notes