diff --git a/docs/components/vectordbs/dbs/supabase.mdx b/docs/components/vectordbs/dbs/supabase.mdx index 87fbe44e..9cee71de 100644 --- a/docs/components/vectordbs/dbs/supabase.mdx +++ b/docs/components/vectordbs/dbs/supabase.mdx @@ -4,7 +4,8 @@ Create a [Supabase](https://supabase.com/dashboard/projects) account and project ### Usage -```python + +```python Python import os from mem0 import Memory @@ -32,10 +33,90 @@ messages = [ m.add(messages, user_id="alice", metadata={"category": "movies"}) ``` +```typescript Typescript +import { Memory } from "mem0ai/oss"; + +const config = { + vectorStore: { + provider: "supabase", + config: { + collectionName: "memories", + embeddingModelDims: 1536, + supabaseUrl: process.env.SUPABASE_URL || "", + supabaseKey: process.env.SUPABASE_KEY || "", + tableName: "memories", + }, + }, +} + +const memory = new Memory(config); + +const messages = [ + {"role": "user", "content": "I'm planning to watch a movie tonight. Any recommendations?"}, + {"role": "assistant", "content": "How about a thriller movies? They can be quite engaging."}, + {"role": "user", "content": "I'm not a big fan of thriller movies but I love sci-fi movies."}, + {"role": "assistant", "content": "Got it! I'll avoid thriller recommendations and suggest sci-fi movies in the future."} +] + +await memory.add(messages, { userId: "alice", metadata: { category: "movies" } }); +``` + + +### SQL Migrations for TypeScript Implementation + +The following SQL migrations are required to enable the vector extension and create the memories table: + +```sql +-- Enable the vector extension +create extension if not exists vector; + +-- Create the memories table +create table if not exists memories ( + id text primary key, + embedding vector(1536), + metadata jsonb, + created_at timestamp with time zone default timezone('utc', now()), + updated_at timestamp with time zone default timezone('utc', now()) +); + +-- Create the vector similarity search function +create or replace function match_vectors( + query_embedding vector(1536), + match_count int, + filter jsonb default '{}'::jsonb +) +returns table ( + id text, + similarity float, + metadata jsonb +) +language plpgsql +as $$ +begin + return query + select + id, + similarity, + metadata + from memories + where case + when filter::text = '{}'::text then true + else metadata @> filter + end + order by embedding <=> query_embedding + limit match_count; +end; +$$; +``` + +Goto [Supabase](https://supabase.com/dashboard/projects) and run the above SQL migrations inside the SQL Editor. + ### Config Here are the parameters available for configuring Supabase: + + | Parameter | Description | Default Value | | --- | --- | --- | | `connection_string` | PostgreSQL connection string (required) | None | @@ -43,6 +124,17 @@ Here are the parameters available for configuring Supabase: | `embedding_model_dims` | Dimensions of the embedding model | `1536` | | `index_method` | Vector index method to use | `auto` | | `index_measure` | Distance measure for similarity search | `cosine_distance` | + + +| Parameter | Description | Default Value | +| --- | --- | --- | +| `collectionName` | Name for the vector collection | `mem0` | +| `embeddingModelDims` | Dimensions of the embedding model | `1536` | +| `supabaseUrl` | Supabase URL | None | +| `supabaseKey` | Supabase key | None | +| `tableName` | Name for the vector table | `memories` | + + ### Index Methods diff --git a/mem0-ts/package.json b/mem0-ts/package.json index d7d7cf95..f3f89eb7 100644 --- a/mem0-ts/package.json +++ b/mem0-ts/package.json @@ -1,6 +1,6 @@ { "name": "mem0ai", - "version": "2.1.8", + "version": "2.1.9", "description": "The Memory Layer For Your AI Apps", "main": "./dist/index.js", "module": "./dist/index.mjs", @@ -34,7 +34,8 @@ "clean": "rimraf dist", "build": "npm run clean && npx prettier --check . && npx tsup", "dev": "npx nodemon", - "start": "npx ts-node src/oss/examples/basic.ts", + "start": "pnpm run example memory", + "example": "ts-node src/oss/examples/vector-stores/index.ts", "test": "jest", "test:ts": "jest --config jest.config.js", "test:watch": "jest --config jest.config.js --watch", @@ -99,14 +100,15 @@ "peerDependencies": { "@anthropic-ai/sdk": 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0.0.3 + webidl-conversions: 3.0.1 + + whatwg-url@7.1.0: + dependencies: + lodash.sortby: 4.7.0 + tr46: 1.0.1 + webidl-conversions: 4.0.2 + + which@2.0.2: + dependencies: + isexe: 2.0.0 + + wide-align@1.1.5: + dependencies: + string-width: 4.2.3 + optional: true + + wrap-ansi@7.0.0: + dependencies: + ansi-styles: 4.3.0 + string-width: 4.2.3 + strip-ansi: 6.0.1 + + wrap-ansi@8.1.0: + dependencies: + ansi-styles: 6.2.1 + string-width: 5.1.2 + strip-ansi: 7.1.0 + + wrappy@1.0.2: {} + + write-file-atomic@4.0.2: + dependencies: + imurmurhash: 0.1.4 + signal-exit: 3.0.7 + + ws@8.18.1: {} + + xtend@4.0.2: {} + + y18n@5.0.8: {} + + yallist@3.1.1: {} + + yallist@4.0.0: {} + + yargs-parser@21.1.1: {} + + yargs@17.7.2: + dependencies: + cliui: 8.0.1 + escalade: 3.2.0 + get-caller-file: 2.0.5 + require-directory: 2.1.1 + string-width: 4.2.3 + y18n: 5.0.8 + yargs-parser: 21.1.1 + + yn@3.1.1: {} + + yocto-queue@0.1.0: {} + + zod@3.22.4: {} diff --git a/mem0-ts/src/oss/examples/utils/test-utils.ts b/mem0-ts/src/oss/examples/utils/test-utils.ts new file mode 100644 index 00000000..a89399dc --- /dev/null +++ b/mem0-ts/src/oss/examples/utils/test-utils.ts @@ -0,0 +1,99 @@ +import { Memory } from "../../src"; + +export async function runTests(memory: Memory) { + try { + // Reset all memories + console.log("\nResetting all memories..."); + await memory.reset(); + console.log("All memories reset"); + + // Add a single memory + console.log("\nAdding a single memory..."); + const result1 = await memory.add( + "Hi, my name is John and I am a software engineer.", + { + userId: "john", + }, + ); + console.log("Added memory:", result1); + + // Add multiple messages + console.log("\nAdding multiple messages..."); + const result2 = await memory.add( + [ + { role: "user", content: "What is your favorite city?" }, + { role: "assistant", content: "I love Paris, it is my favorite city." }, + ], + { + userId: "john", + }, + ); + console.log("Added messages:", result2); + + // Trying to update the memory + const result3 = await memory.add( + [ + { role: "user", content: "What is your favorite city?" }, + { + role: "assistant", + content: "I love New York, it is my favorite city.", + }, + ], + { + userId: "john", + }, + ); + console.log("Updated messages:", result3); + + // Get a single memory + console.log("\nGetting a single memory..."); + if (result1.results && result1.results.length > 0) { + const singleMemory = await memory.get(result1.results[0].id); + console.log("Single memory:", singleMemory); + } else { + console.log("No memory was added in the first step"); + } + + // Updating this memory + const result4 = await memory.update( + result1.results[0].id, + "I love India, it is my favorite country.", + ); + console.log("Updated memory:", result4); + + // Get all memories + console.log("\nGetting all memories..."); + const allMemories = await memory.getAll({ + userId: "john", + }); + console.log("All memories:", allMemories); + + // Search for memories + console.log("\nSearching memories..."); + const searchResult = await memory.search("What do you know about Paris?", { + userId: "john", + }); + console.log("Search results:", searchResult); + + // Get memory history + if (result1.results && result1.results.length > 0) { + console.log("\nGetting memory history..."); + const history = await memory.history(result1.results[0].id); + console.log("Memory history:", history); + } + + // Delete a memory + if (result1.results && result1.results.length > 0) { + console.log("\nDeleting a memory..."); + await memory.delete(result1.results[0].id); + console.log("Memory deleted successfully"); + } + + // Reset all memories + console.log("\nResetting all memories..."); + await memory.reset(); + console.log("All memories reset"); + } catch (error) { + console.error("Error:", error); + } +} diff --git a/mem0-ts/src/oss/examples/vector-stores/index.ts b/mem0-ts/src/oss/examples/vector-stores/index.ts new file mode 100644 index 00000000..32c54c79 --- /dev/null +++ b/mem0-ts/src/oss/examples/vector-stores/index.ts @@ -0,0 +1,53 @@ +import dotenv from "dotenv"; +import { demoMemoryStore } from "./memory"; +import { demoSupabase } from "./supabase"; +// import { demoQdrant } from "./qdrant"; +// import { demoRedis } from "./redis"; +// import { demoPGVector } from "./pgvector"; + +// Load environment variables +dotenv.config(); + +async function main() { + const args = process.argv.slice(2); + const selectedStore = args[0]?.toLowerCase(); + + const stores: Record Promise> = { + // memory: demoMemoryStore, + supabase: demoSupabase, + // Uncomment these as they are implemented + // qdrant: demoQdrant, + // redis: demoRedis, + // pgvector: demoPGVector, + }; + + if (selectedStore) { + const demo = stores[selectedStore]; + if (demo) { + try { + await demo(); + } catch (error) { + console.error(`\nError running ${selectedStore} demo:`, error); + if (selectedStore !== "memory") { + console.log("\nFalling back to memory store..."); + await stores.memory(); + } + } + } else { + console.log(`\nUnknown vector store: ${selectedStore}`); + console.log("Available stores:", Object.keys(stores).join(", ")); + } + return; + } + + // If no store specified, run all available demos + for (const [name, demo] of Object.entries(stores)) { + try { + await demo(); + } catch (error) { + console.error(`\nError running ${name} demo:`, error); + } + } +} + +main().catch(console.error); diff --git a/mem0-ts/src/oss/examples/vector-stores/memory.ts b/mem0-ts/src/oss/examples/vector-stores/memory.ts new file mode 100644 index 00000000..84010659 --- /dev/null +++ b/mem0-ts/src/oss/examples/vector-stores/memory.ts @@ -0,0 +1,38 @@ +import { Memory } from "../../src"; +import { runTests } from "../utils/test-utils"; + +export async function demoMemoryStore() { + console.log("\n=== Testing In-Memory Vector Store ===\n"); + + const memory = new Memory({ + version: "v1.1", + embedder: { + provider: "openai", + config: { + apiKey: process.env.OPENAI_API_KEY || "", + model: "text-embedding-3-small", + }, + }, + vectorStore: { + provider: "memory", + config: { + collectionName: "memories", + dimension: 1536, + }, + }, + llm: { + provider: "openai", + config: { + apiKey: process.env.OPENAI_API_KEY || "", + model: "gpt-4-turbo-preview", + }, + }, + historyDbPath: "memory.db", + }); + + await runTests(memory); +} + +if (require.main === module) { + demoMemoryStore(); +} diff --git a/mem0-ts/src/oss/examples/vector-stores/pgvector.ts b/mem0-ts/src/oss/examples/vector-stores/pgvector.ts new file mode 100644 index 00000000..2d96e567 --- /dev/null +++ b/mem0-ts/src/oss/examples/vector-stores/pgvector.ts @@ -0,0 +1,49 @@ +import { Memory } from "../../src"; +import { runTests } from "../utils/test-utils"; + +export async function demoPGVector() { + console.log("\n=== Testing PGVector Store ===\n"); + + const memory = new Memory({ + version: "v1.1", + embedder: { + provider: "openai", + config: { + apiKey: process.env.OPENAI_API_KEY || "", + model: "text-embedding-3-small", + }, + }, + vectorStore: { + provider: "pgvector", + config: { + collectionName: "memories", + dimension: 1536, + dbname: process.env.PGVECTOR_DB || "vectordb", + user: process.env.PGVECTOR_USER || "postgres", + password: process.env.PGVECTOR_PASSWORD || "postgres", + host: process.env.PGVECTOR_HOST || "localhost", + port: parseInt(process.env.PGVECTOR_PORT || "5432"), + embeddingModelDims: 1536, + hnsw: true, + }, + }, + llm: { + provider: "openai", + config: { + apiKey: process.env.OPENAI_API_KEY || "", + model: "gpt-4-turbo-preview", + }, + }, + historyDbPath: "memory.db", + }); + + await runTests(memory); +} + +if (require.main === module) { + if (!process.env.PGVECTOR_DB) { + console.log("\nSkipping PGVector test - environment variables not set"); + process.exit(0); + } + demoPGVector(); +} diff --git a/mem0-ts/src/oss/examples/vector-stores/qdrant.ts b/mem0-ts/src/oss/examples/vector-stores/qdrant.ts new file mode 100644 index 00000000..1c575f45 --- /dev/null +++ b/mem0-ts/src/oss/examples/vector-stores/qdrant.ts @@ -0,0 +1,50 @@ +import { Memory } from "../../src"; +import { runTests } from "../utils/test-utils"; + +export async function demoQdrant() { + console.log("\n=== Testing Qdrant Store ===\n"); + + const memory = new Memory({ + version: "v1.1", + embedder: { + provider: "openai", + config: { + apiKey: process.env.OPENAI_API_KEY || "", + model: "text-embedding-3-small", + }, + }, + vectorStore: { + provider: "qdrant", + config: { + collectionName: "memories", + embeddingModelDims: 1536, + url: process.env.QDRANT_URL, + apiKey: process.env.QDRANT_API_KEY, + path: process.env.QDRANT_PATH, + host: process.env.QDRANT_HOST, + port: process.env.QDRANT_PORT + ? parseInt(process.env.QDRANT_PORT) + : undefined, + onDisk: true, + }, + }, + llm: { + provider: "openai", + config: { + apiKey: process.env.OPENAI_API_KEY || "", + model: "gpt-4-turbo-preview", + }, + }, + historyDbPath: "memory.db", + }); + + await runTests(memory); +} + +if (require.main === module) { + if (!process.env.QDRANT_URL && !process.env.QDRANT_HOST) { + console.log("\nSkipping Qdrant test - environment variables not set"); + process.exit(0); + } + demoQdrant(); +} diff --git a/mem0-ts/src/oss/examples/vector-stores/redis.ts b/mem0-ts/src/oss/examples/vector-stores/redis.ts new file mode 100644 index 00000000..8692f145 --- /dev/null +++ b/mem0-ts/src/oss/examples/vector-stores/redis.ts @@ -0,0 +1,45 @@ +import { Memory } from "../../src"; +import { runTests } from "../utils/test-utils"; + +export async function demoRedis() { + console.log("\n=== Testing Redis Store ===\n"); + + const memory = new Memory({ + version: "v1.1", + embedder: { + provider: "openai", + config: { + apiKey: process.env.OPENAI_API_KEY || "", + model: "text-embedding-3-small", + }, + }, + vectorStore: { + provider: "redis", + config: { + collectionName: "memories", + embeddingModelDims: 1536, + redisUrl: process.env.REDIS_URL || "redis://localhost:6379", + username: process.env.REDIS_USERNAME, + password: process.env.REDIS_PASSWORD, + }, + }, + llm: { + provider: "openai", + config: { + apiKey: process.env.OPENAI_API_KEY || "", + model: "gpt-4-turbo-preview", + }, + }, + historyDbPath: "memory.db", + }); + + await runTests(memory); +} + +if (require.main === module) { + if (!process.env.REDIS_URL) { + console.log("\nSkipping Redis test - environment variables not set"); + process.exit(0); + } + demoRedis(); +} diff --git a/mem0-ts/src/oss/examples/vector-stores/supabase.ts b/mem0-ts/src/oss/examples/vector-stores/supabase.ts new file mode 100644 index 00000000..40671633 --- /dev/null +++ b/mem0-ts/src/oss/examples/vector-stores/supabase.ts @@ -0,0 +1,49 @@ +import { Memory } from "../../src"; +import { runTests } from "../utils/test-utils"; +import dotenv from "dotenv"; + +// Load environment variables +dotenv.config(); + +export async function demoSupabase() { + console.log("\n=== Testing Supabase Vector Store ===\n"); + + const memory = new Memory({ + version: "v1.1", + embedder: { + provider: "openai", + config: { + apiKey: process.env.OPENAI_API_KEY || "", + model: "text-embedding-3-small", + }, + }, + vectorStore: { + provider: "supabase", + config: { + collectionName: "memories", + embeddingModelDims: 1536, + supabaseUrl: process.env.SUPABASE_URL || "", + supabaseKey: process.env.SUPABASE_KEY || "", + tableName: "memories", + }, + }, + llm: { + provider: "openai", + config: { + apiKey: process.env.OPENAI_API_KEY || "", + model: "gpt-4-turbo-preview", + }, + }, + historyDbPath: "memory.db", + }); + + await runTests(memory); +} + +if (require.main === module) { + if (!process.env.SUPABASE_URL || !process.env.SUPABASE_KEY) { + console.log("\nSkipping Supabase test - environment variables not set"); + process.exit(0); + } + demoSupabase(); +} diff --git a/mem0-ts/src/oss/package.json b/mem0-ts/src/oss/package.json index 195ccd6f..4ae36ada 100644 --- a/mem0-ts/src/oss/package.json +++ b/mem0-ts/src/oss/package.json @@ -7,8 +7,8 @@ "scripts": { "build": "tsc", "test": "jest", - "start": "ts-node examples/basic.ts", - "example": "ts-node examples/basic.ts", + "start": "pnpm run example memory", + "example": "ts-node examples/vector-stores/index.ts", "clean": "rimraf dist", "prepare": "npm run build" }, diff --git a/mem0-ts/src/oss/src/llms/ollama.ts b/mem0-ts/src/oss/src/llms/ollama.ts index c076f5d3..11f543ed 100644 --- a/mem0-ts/src/oss/src/llms/ollama.ts +++ b/mem0-ts/src/oss/src/llms/ollama.ts @@ -57,7 +57,7 @@ export class OllamaLLM implements LLM { arguments: JSON.stringify(call.function.arguments), })), }; - } + } return response.content || ""; } diff --git a/mem0-ts/src/oss/src/utils/factory.ts b/mem0-ts/src/oss/src/utils/factory.ts index cfdbe1af..5fb7caf8 100644 --- a/mem0-ts/src/oss/src/utils/factory.ts +++ b/mem0-ts/src/oss/src/utils/factory.ts @@ -12,6 +12,8 @@ import { VectorStore } from "../vector_stores/base"; import { Qdrant } from "../vector_stores/qdrant"; import { RedisDB } from "../vector_stores/redis"; import { OllamaLLM } from "../llms/ollama"; +import { SupabaseDB } from "../vector_stores/supabase"; + export class EmbedderFactory { static create(provider: string, config: EmbeddingConfig): Embedder { switch (provider.toLowerCase()) { @@ -53,6 +55,8 @@ export class VectorStoreFactory { return new Qdrant(config as any); // Type assertion needed as config is extended case "redis": return new RedisDB(config as any); // Type assertion needed as config is extended + case "supabase": + return new SupabaseDB(config as any); // Type assertion needed as config is extended default: throw new Error(`Unsupported vector store provider: ${provider}`); } diff --git a/mem0-ts/src/oss/src/vector_stores/supabase.ts b/mem0-ts/src/oss/src/vector_stores/supabase.ts new file mode 100644 index 00000000..fc05d302 --- /dev/null +++ b/mem0-ts/src/oss/src/vector_stores/supabase.ts @@ -0,0 +1,290 @@ +import { createClient, SupabaseClient } from "@supabase/supabase-js"; +import { VectorStore } from "./base"; +import { SearchFilters, VectorStoreConfig, VectorStoreResult } from "../types"; + +interface VectorData { + id: string; + embedding: number[]; + metadata: Record; + [key: string]: any; +} + +interface VectorQueryParams { + query_embedding: number[]; + match_count: number; + filter?: SearchFilters; +} + +interface VectorSearchResult { + id: string; + similarity: number; + metadata: Record; + [key: string]: any; +} + +interface SupabaseConfig extends VectorStoreConfig { + supabaseUrl: string; + supabaseKey: string; + tableName: string; + embeddingColumnName?: string; + metadataColumnName?: string; +} + +/* +SQL Migration to run in Supabase SQL Editor: + +-- Enable the vector extension +create extension if not exists vector; + +-- Create the memories table +create table if not exists memories ( + id text primary key, + embedding vector(1536), + metadata jsonb, + created_at timestamp with time zone default timezone('utc', now()), + updated_at timestamp with time zone default timezone('utc', now()) +); + +-- Create the vector similarity search function +create or replace function match_vectors( + query_embedding vector(1536), + match_count int, + filter jsonb default '{}'::jsonb +) +returns table ( + id text, + similarity float, + metadata jsonb +) +language plpgsql +as $$ +begin + return query + select + t.id::text, + 1 - (t.embedding <=> query_embedding) as similarity, + t.metadata + from memories t + where case + when filter::text = '{}'::text then true + else t.metadata @> filter + end + order by t.embedding <=> query_embedding + limit match_count; +end; +$$; +*/ + +export class SupabaseDB implements VectorStore { + private client: SupabaseClient; + private readonly tableName: string; + private readonly embeddingColumnName: string; + private readonly metadataColumnName: string; + + constructor(config: SupabaseConfig) { + this.client = createClient(config.supabaseUrl, config.supabaseKey); + this.tableName = config.tableName; + this.embeddingColumnName = config.embeddingColumnName || "embedding"; + this.metadataColumnName = config.metadataColumnName || "metadata"; + + this.initialize().catch((err) => { + console.error("Failed to initialize Supabase:", err); + throw err; + }); + } + + private async initialize(): Promise { + try { + // Verify table exists and vector operations work by attempting a test insert + const testVector = Array(1536).fill(0); + const { error: testError } = await this.client + .from(this.tableName) + .insert({ + id: "test_vector", + [this.embeddingColumnName]: testVector, + [this.metadataColumnName]: {}, + }) + .select(); + + if (testError) { + console.error("Test insert error:", testError); + throw new Error( + `Vector operations failed. Please ensure: +1. The vector extension is enabled +2. The table "${this.tableName}" exists with correct schema +3. The match_vectors function is created +See the SQL migration instructions in the code comments.`, + ); + } + + // Clean up test vector + await this.client.from(this.tableName).delete().eq("id", "test_vector"); + + console.log("Connected to Supabase successfully"); + } catch (error) { + console.error("Error during Supabase initialization:", error); + throw error; + } + } + + async insert( + vectors: number[][], + ids: string[], + payloads: Record[], + ): Promise { + try { + const data = vectors.map((vector, idx) => ({ + id: ids[idx], + [this.embeddingColumnName]: vector, + [this.metadataColumnName]: { + ...payloads[idx], + created_at: new Date().toISOString(), + }, + })); + + const { error } = await this.client.from(this.tableName).insert(data); + + if (error) throw error; + } catch (error) { + console.error("Error during vector insert:", error); + throw error; + } + } + + async search( + query: number[], + limit: number = 5, + filters?: SearchFilters, + ): Promise { + try { + const rpcQuery: VectorQueryParams = { + query_embedding: query, + match_count: limit, + }; + + if (filters) { + rpcQuery.filter = filters; + } + + const { data, error } = await this.client.rpc("match_vectors", rpcQuery); + + if (error) throw error; + if (!data) return []; + + const results = data as VectorSearchResult[]; + return results.map((result) => ({ + id: result.id, + payload: result.metadata, + score: result.similarity, + })); + } catch (error) { + console.error("Error during vector search:", error); + throw error; + } + } + + async get(vectorId: string): Promise { + try { + const { data, error } = await this.client + .from(this.tableName) + .select("*") + .eq("id", vectorId) + .single(); + + if (error) throw error; + if (!data) return null; + + return { + id: data.id, + payload: data[this.metadataColumnName], + }; + } catch (error) { + console.error("Error getting vector:", error); + throw error; + } + } + + async update( + vectorId: string, + vector: number[], + payload: Record, + ): Promise { + try { + const { error } = await this.client + .from(this.tableName) + .update({ + [this.embeddingColumnName]: vector, + [this.metadataColumnName]: { + ...payload, + updated_at: new Date().toISOString(), + }, + }) + .eq("id", vectorId); + + if (error) throw error; + } catch (error) { + console.error("Error during vector update:", error); + throw error; + } + } + + async delete(vectorId: string): Promise { + try { + const { error } = await this.client + .from(this.tableName) + .delete() + .eq("id", vectorId); + + if (error) throw error; + } catch (error) { + console.error("Error deleting vector:", error); + throw error; + } + } + + async deleteCol(): Promise { + try { + const { error } = await this.client + .from(this.tableName) + .delete() + .neq("id", ""); // Delete all rows + + if (error) throw error; + } catch (error) { + console.error("Error deleting collection:", error); + throw error; + } + } + + async list( + filters?: SearchFilters, + limit: number = 100, + ): Promise<[VectorStoreResult[], number]> { + try { + let query = this.client + .from(this.tableName) + .select("*", { count: "exact" }) + .limit(limit); + + if (filters) { + Object.entries(filters).forEach(([key, value]) => { + query = query.eq(`${this.metadataColumnName}->>${key}`, value); + }); + } + + const { data, error, count } = await query; + + if (error) throw error; + + const results = data.map((item: VectorData) => ({ + id: item.id, + payload: item[this.metadataColumnName], + })); + + return [results, count || 0]; + } catch (error) { + console.error("Error listing vectors:", error); + throw error; + } + } +}