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Set owner for document while embedding and querying (Supabase)
Hello,
This is not an issue, just a question need help:
I added owner_sid
to the documents
table to determine the ownership of documents by users and only allow users with sid
(uuid) to query their own documents. Here is the SQL snippet I have customized. I am unsure how to pass the user sid
when 'embedding'
and 'querying'
though.
-- Enable the pgvector extension to work with embedding vectors
create extension vector;
-- Create a table to store your documents
create table documents (
id bigserial primary key,
content text, -- corresponds to Document.pageContent
metadata jsonb, -- corresponds to Document.metadata
embedding vector(1536), -- 1536 works for OpenAI embeddings, change if needed
-- customize
owner_sid uuid not null -- only users can query their documents
);
-- Create a function to search for documents
create function match_documents (
query_embedding vector(1536),
match_count int,
-- owner
document_owner uuid
) returns table (
id bigint,
content text,
metadata jsonb,
similarity float
)
language plpgsql
as $$
#variable_conflict use_column
begin
return query
select
id,
content,
metadata,
1 - (documents.embedding <=> query_embedding) as similarity,
-- owner
owner_sid
from documents
order by documents.embedding <=> query_embedding
limit match_count;
end;
$$;
-- Create an index to be used by the search function
create index on documents
using ivfflat (embedding vector_cosine_ops)
with (lists = 100);