Updated Docs to add Mem0 Demo Link/ Updated Mem0 Demo (#2305)
This commit is contained in:
@@ -277,7 +277,7 @@
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},
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{
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"anchor": "Demo",
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"href": "https://demo.mem0.ai",
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"href": "https://mem0.dev/demo",
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"icon": "play"
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},
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{
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@@ -13,6 +13,8 @@ You can create a personalized AI Companion using Mem0. This guide will walk you
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src="https://github.com/user-attachments/assets/cebc4f8e-bdb9-4837-868d-13c5ab7bb433"
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></video>
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You can try the [Mem0 Demo](https://mem0.dev/demo) live here.
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## Overview
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The Personalized AI Companion leverages Mem0 to retain information across interactions, enabling a tailored learning experience. It creates memories for each user interaction and integrates with OpenAI's GPT models to provide detailed and context-aware responses to user queries.
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@@ -52,10 +52,6 @@ Currently, we support Neo4j as a graph store provider. You can setup [Neo4j](htt
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<Note>If you are using Neo4j locally, then you need to install [APOC plugins](https://neo4j.com/labs/apoc/4.1/installation/).</Note>
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<Note>
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If you are using NodeSDK, you need to pass `enableGraph` as `true` in the `config` object.
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</Note>
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User can also customize the LLM for Graph Memory from the [Supported LLM list](https://docs.mem0.ai/components/llms/overview) with three levels of configuration:
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1. **Main Configuration**: If `llm` is set in the main config, it will be used for all graph operations.
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@@ -163,6 +159,10 @@ const memory = new Memory(config);
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```
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</CodeGroup>
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<Note>
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If you are using NodeSDK, you need to pass `enableGraph` as `true` in the `config` object.
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</Note>
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## Graph Operations
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The Mem0's graph supports the following operations:
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@@ -74,14 +74,14 @@ const messages = [
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{"role": "assistant", "content": "Got it! I'll avoid thriller recommendations and suggest sci-fi movies in the future."}
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]
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await memory.add(messages, { userId: "user123", metadata: { category: "movie_recommendations" } });
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await memory.add(messages, { userId: "alice", metadata: { category: "movie_recommendations" } });
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```
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```json Output
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{
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"results": [
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{
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"id": "c03c9045-df76-4949-bbc5-d5dc1932aa5c",
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"id": "892db2ae-06d9-49e5-8b3e-585ef9b85b8e",
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"memory": "User is planning to watch a movie tonight.",
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"metadata": {
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"category": "movie_recommendations"
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@@ -111,7 +111,7 @@ await memory.add(messages, { userId: "user123", metadata: { category: "movie_rec
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<CodeGroup>
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```typescript Code
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// Get all memories
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const allMemories = await memory.getAll({ userId: "user123" });
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const allMemories = await memory.getAll({ userId: "alice" });
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console.log(allMemories)
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```
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@@ -127,7 +127,7 @@ console.log(allMemories)
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"metadata": {
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"category": "movie_recommendations"
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},
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"userId": "user123"
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"userId": "alice"
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},
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{
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"id": "475bde34-21e6-42ab-8bef-0ab84474f156",
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@@ -138,7 +138,7 @@ console.log(allMemories)
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"metadata": {
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"category": "movie_recommendations"
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},
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"userId": "user123"
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"userId": "alice"
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},
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{
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"id": "cbb1fe73-0bf1-4067-8c1f-63aa53e7b1a4",
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@@ -149,7 +149,7 @@ console.log(allMemories)
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"metadata": {
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"category": "movie_recommendations"
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},
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"userId": "user123"
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"userId": "alice"
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}
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]
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}
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@@ -176,7 +176,7 @@ console.log(singleMemory);
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"metadata": {
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"category": "movie_recommendations"
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},
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"userId": "user123"
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"userId": "alice"
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}
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```
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</CodeGroup>
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@@ -185,7 +185,7 @@ console.log(singleMemory);
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<CodeGroup>
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```typescript Code
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const result = await memory.search('What do you know about me?', { userId: "user123" });
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const result = await memory.search('What do you know about me?', { userId: "alice" });
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console.log(result);
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```
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@@ -202,7 +202,7 @@ console.log(result);
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"metadata": {
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"category": "movie_recommendations"
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},
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"userId": "user123"
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"userId": "alice"
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},
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{
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"id": "475bde34-21e6-42ab-8bef-0ab84474f156",
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@@ -214,7 +214,7 @@ console.log(result);
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"metadata": {
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"category": "movie_recommendations"
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},
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"userId": "user123"
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"userId": "alice"
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},
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{
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"id": "cbb1fe73-0bf1-4067-8c1f-63aa53e7b1a4",
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@@ -226,7 +226,7 @@ console.log(result);
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"metadata": {
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"category": "movie_recommendations"
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},
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"userId": "user123"
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"userId": "alice"
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}
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]
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}
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@@ -263,23 +263,23 @@ console.log(history);
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[
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{
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"id": 39,
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"memory_id": "892db2ae-06d9-49e5-8b3e-585ef9b85b8e",
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"previous_value": "User is planning to watch a movie tonight.",
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"new_value": "I love India, it is my favorite country.",
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"memoryId": "892db2ae-06d9-49e5-8b3e-585ef9b85b8e",
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"previousValue": "User is planning to watch a movie tonight.",
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"newValue": "I love India, it is my favorite country.",
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"action": "UPDATE",
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"created_at": "2025-02-27T16:33:20.557Z",
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"updated_at": "2025-02-27T16:33:27.051Z",
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"is_deleted": 0
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"createdAt": "2025-02-27T16:33:20.557Z",
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"updatedAt": "2025-02-27T16:33:27.051Z",
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"isDeleted": 0
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},
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{
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"id": 37,
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"memory_id": "892db2ae-06d9-49e5-8b3e-585ef9b85b8e",
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"previous_value": null,
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"new_value": "User is planning to watch a movie tonight.",
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"memoryId": "892db2ae-06d9-49e5-8b3e-585ef9b85b8e",
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"previousValue": null,
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"newValue": "User is planning to watch a movie tonight.",
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"action": "ADD",
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"created_at": "2025-02-27T16:33:20.557Z",
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"updated_at": null,
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"is_deleted": 0
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"createdAt": "2025-02-27T16:33:20.557Z",
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"updatedAt": null,
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"isDeleted": 0
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}
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]
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```
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@@ -292,7 +292,7 @@ console.log(history);
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await memory.delete('892db2ae-06d9-49e5-8b3e-585ef9b85b8e');
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// Delete all memories for a user
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await memory.deleteAll({ userId: "user123" });
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await memory.deleteAll({ userId: "alice" });
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```
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### Reset Memory
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@@ -327,6 +327,15 @@ Mem0 offers extensive configuration options to customize its behavior according
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| `openaiBaseUrl` | Base URL for OpenAI API | OpenAI |
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</Accordion>
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<Accordion title="Graph Store Configuration">
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| Parameter | Description | Default |
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|-------------|---------------------------------|-------------|
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| `provider` | Graph store provider (e.g., "neo4j") | "neo4j" |
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| `url` | Connection URL | env.NEO4J_URL |
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| `username` | Authentication username | env.NEO4J_USERNAME |
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| `password` | Authentication password | env.NEO4J_PASSWORD |
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</Accordion>
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<Accordion title="Embedder Configuration">
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| Parameter | Description | Default |
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|-------------|---------------------------------|------------------------------|
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@@ -85,20 +85,43 @@ m = Memory.from_config(config_dict=config)
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<CodeGroup>
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```python Code
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# For a user
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result = m.add("Likes to play cricket on weekends", user_id="alice", metadata={"category": "hobbies"})
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const messages = [
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{"role": "user", "content": "I'm planning to watch a movie tonight. Any recommendations?"},
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{"role": "assistant", "content": "How about a thriller movies? They can be quite engaging."},
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{"role": "user", "content": "I'm not a big fan of thriller movies but I love sci-fi movies."},
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{"role": "assistant", "content": "Got it! I'll avoid thriller recommendations and suggest sci-fi movies in the future."}
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]
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# messages = [
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# {"role": "user", "content": "Hi, I'm Alex. I like to play cricket on weekends."},
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# {"role": "assistant", "content": "Hello Alex! It's great to know that you enjoy playing cricket on weekends. I'll remember that for future reference."}
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# ]
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# client.add(messages, user_id="alice")
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result = m.add(messages, user_id="alice", metadata={"category": "movie_recommendations"})
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```
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```json Output
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{
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"results": [
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{"id": "bf4d4092-cf91-4181-bfeb-b6fa2ed3061b", "memory": "Likes to play cricket on weekends", "event": "ADD"}
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{
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"id": "892db2ae-06d9-49e5-8b3e-585ef9b85b8e",
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"memory": "User is planning to watch a movie tonight.",
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"metadata": {
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"category": "movie_recommendations"
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},
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"event": "ADD"
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},
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{
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"id": "cbb1fe73-0bf1-4067-8c1f-63aa53e7b1a4",
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"memory": "User is not a big fan of thriller movies.",
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"metadata": {
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"category": "movie_recommendations"
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},
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"event": "ADD"
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},
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{
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"id": "475bde34-21e6-42ab-8bef-0ab84474f156",
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"memory": "User loves sci-fi movies.",
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"metadata": {
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"category": "movie_recommendations"
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},
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"event": "ADD"
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}
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]
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}
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```
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@@ -115,14 +138,38 @@ all_memories = m.get_all(user_id="alice")
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```json Output
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{
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"results": [
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{
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"id": "892db2ae-06d9-49e5-8b3e-585ef9b85b8e",
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"memory": "User is planning to watch a movie tonight.",
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"hash": "1a271c007316c94377175ee80e746a19",
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"created_at": "2025-02-27T16:33:20.557Z",
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"updated_at": "2025-02-27T16:33:27.051Z",
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"metadata": {
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"category": "movie_recommendations"
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},
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"user_id": "alice"
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},
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{
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"id": "bf4d4092-cf91-4181-bfeb-b6fa2ed3061b",
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"memory": "Likes to play cricket on weekends",
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"hash": "285d07801ae42054732314853e9eadd7",
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"metadata": {"category": "hobbies"},
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"created_at": "2024-10-28T12:32:07.744891-07:00",
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"updated_at": None,
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"user_id": "alice"
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"id": "475bde34-21e6-42ab-8bef-0ab84474f156",
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"memory": "User loves sci-fi movies.",
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"hash": "285d07801ae42054732314853e9eadd7",
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"created_at": "2025-02-27T16:33:20.560Z",
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"updated_at": None,
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"metadata": {
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"category": "movie_recommendations"
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},
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"user_id": "alice"
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},
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{
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"id": "cbb1fe73-0bf1-4067-8c1f-63aa53e7b1a4",
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"memory": "User is not a big fan of thriller movies.",
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"hash": "285d07801ae42054732314853e9eadd7",
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"created_at": "2025-02-27T16:33:20.560Z",
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"updated_at": None,
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"metadata": {
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"category": "movie_recommendations"
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},
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"user_id": "alice"
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}
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]
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}
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@@ -135,18 +182,20 @@ all_memories = m.get_all(user_id="alice")
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<CodeGroup>
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```python Code
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# Get a single memory by ID
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specific_memory = m.get("bf4d4092-cf91-4181-bfeb-b6fa2ed3061b")
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specific_memory = m.get("892db2ae-06d9-49e5-8b3e-585ef9b85b8e")
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```
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```json Output
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{
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"id": "bf4d4092-cf91-4181-bfeb-b6fa2ed3061b",
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"memory": "Likes to play cricket on weekends",
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"hash": "285d07801ae42054732314853e9eadd7",
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"metadata": {"category": "hobbies"},
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"created_at": "2024-10-28T12:32:07.744891-07:00",
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"updated_at": None,
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"user_id": "alice"
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"id": "892db2ae-06d9-49e5-8b3e-585ef9b85b8e",
|
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"memory": "User is planning to watch a movie tonight.",
|
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"hash": "1a271c007316c94377175ee80e746a19",
|
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"created_at": "2025-02-27T16:33:20.557Z",
|
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"updated_at": None,
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"metadata": {
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"category": "movie_recommendations"
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},
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"user_id": "alice"
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}
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```
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</CodeGroup>
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@@ -155,23 +204,49 @@ specific_memory = m.get("bf4d4092-cf91-4181-bfeb-b6fa2ed3061b")
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<CodeGroup>
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```python Code
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related_memories = m.search(query="What are Alice's hobbies?", user_id="alice")
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related_memories = m.search(query="What do you know about me?", user_id="alice")
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```
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```json Output
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{
|
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"results": [
|
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{
|
||||
"id": "bf4d4092-cf91-4181-bfeb-b6fa2ed3061b",
|
||||
"memory": "Likes to play cricket on weekends",
|
||||
"hash": "285d07801ae42054732314853e9eadd7",
|
||||
"metadata": {"category": "hobbies"},
|
||||
"score": 0.30808347,
|
||||
"created_at": "2024-10-28T12:32:07.744891-07:00",
|
||||
"updated_at": None,
|
||||
"user_id": "alice"
|
||||
}
|
||||
]
|
||||
"results": [
|
||||
{
|
||||
"id": "892db2ae-06d9-49e5-8b3e-585ef9b85b8e",
|
||||
"memory": "User is planning to watch a movie tonight.",
|
||||
"hash": "1a271c007316c94377175ee80e746a19",
|
||||
"created_at": "2025-02-27T16:33:20.557Z",
|
||||
"updated_at": None,
|
||||
"score": 0.38920719231944799,
|
||||
"metadata": {
|
||||
"category": "movie_recommendations"
|
||||
},
|
||||
"user_id": "alice"
|
||||
},
|
||||
{
|
||||
"id": "475bde34-21e6-42ab-8bef-0ab84474f156",
|
||||
"memory": "User loves sci-fi movies.",
|
||||
"hash": "285d07801ae42054732314853e9eadd7",
|
||||
"created_at": "2025-02-27T16:33:20.560Z",
|
||||
"updated_at": None,
|
||||
"score": 0.36869761478135689,
|
||||
"metadata": {
|
||||
"category": "movie_recommendations"
|
||||
},
|
||||
"user_id": "alice"
|
||||
},
|
||||
{
|
||||
"id": "cbb1fe73-0bf1-4067-8c1f-63aa53e7b1a4",
|
||||
"memory": "User is not a big fan of thriller movies.",
|
||||
"hash": "285d07801ae42054732314853e9eadd7",
|
||||
"created_at": "2025-02-27T16:33:20.560Z",
|
||||
"updated_at": None,
|
||||
"score": 0.33855272141248272,
|
||||
"metadata": {
|
||||
"category": "movie_recommendations"
|
||||
},
|
||||
"user_id": "alice"
|
||||
}
|
||||
]
|
||||
}
|
||||
```
|
||||
</CodeGroup>
|
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@@ -180,7 +255,7 @@ related_memories = m.search(query="What are Alice's hobbies?", user_id="alice")
|
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||||
<CodeGroup>
|
||||
```python Code
|
||||
result = m.update(memory_id="bf4d4092-cf91-4181-bfeb-b6fa2ed3061b", data="Likes to play tennis on weekends")
|
||||
result = m.update(memory_id="892db2ae-06d9-49e5-8b3e-585ef9b85b8e", data="I love India, it is my favorite country.")
|
||||
```
|
||||
|
||||
```json Output
|
||||
@@ -192,29 +267,31 @@ result = m.update(memory_id="bf4d4092-cf91-4181-bfeb-b6fa2ed3061b", data="Likes
|
||||
|
||||
<CodeGroup>
|
||||
```python Code
|
||||
history = m.history(memory_id="bf4d4092-cf91-4181-bfeb-b6fa2ed3061b")
|
||||
history = m.history(memory_id="892db2ae-06d9-49e5-8b3e-585ef9b85b8e")
|
||||
```
|
||||
|
||||
```json Output
|
||||
[
|
||||
{
|
||||
"id": "96d2821d-e551-4089-aa57-9398c421d450",
|
||||
"memory_id": "bf4d4092-cf91-4181-bfeb-b6fa2ed3061b",
|
||||
"old_memory": None,
|
||||
"new_memory": "Likes to play cricket on weekends",
|
||||
"event": "ADD",
|
||||
"created_at": "2024-10-28T12:32:07.744891-07:00",
|
||||
"updated_at": None
|
||||
},
|
||||
{
|
||||
"id": "3db4cb58-c0f1-4dd0-b62a-8123068ebfe7",
|
||||
"memory_id": "bf4d4092-cf91-4181-bfeb-b6fa2ed3061b",
|
||||
"old_memory": "Likes to play cricket on weekends",
|
||||
"new_memory": "Likes to play tennis on weekends",
|
||||
"event": "UPDATE",
|
||||
"created_at": "2024-10-28T12:32:07.744891-07:00",
|
||||
"updated_at": "2024-10-28T13:05:46.987978-07:00"
|
||||
}
|
||||
{
|
||||
"id": 39,
|
||||
"memory_id": "892db2ae-06d9-49e5-8b3e-585ef9b85b8e",
|
||||
"previous_value": "User is planning to watch a movie tonight.",
|
||||
"new_value": "I love India, it is my favorite country.",
|
||||
"action": "UPDATE",
|
||||
"created_at": "2025-02-27T16:33:20.557Z",
|
||||
"updated_at": "2025-02-27T16:33:27.051Z",
|
||||
"is_deleted": 0
|
||||
},
|
||||
{
|
||||
"id": 37,
|
||||
"memory_id": "892db2ae-06d9-49e5-8b3e-585ef9b85b8e",
|
||||
"previous_value": null,
|
||||
"new_value": "User is planning to watch a movie tonight.",
|
||||
"action": "ADD",
|
||||
"created_at": "2025-02-27T16:33:20.557Z",
|
||||
"updated_at": null,
|
||||
"is_deleted": 0
|
||||
}
|
||||
]
|
||||
```
|
||||
</CodeGroup>
|
||||
@@ -223,7 +300,7 @@ history = m.history(memory_id="bf4d4092-cf91-4181-bfeb-b6fa2ed3061b")
|
||||
|
||||
```python
|
||||
# Delete a memory by id
|
||||
m.delete(memory_id="bf4d4092-cf91-4181-bfeb-b6fa2ed3061b")
|
||||
m.delete(memory_id="892db2ae-06d9-49e5-8b3e-585ef9b85b8e")
|
||||
# Delete all memories for a user
|
||||
m.delete_all(user_id="alice")
|
||||
```
|
||||
|
||||
Reference in New Issue
Block a user