Added docs for add-v2 (#2381)
This commit is contained in:
@@ -47,6 +47,7 @@
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"pages": [
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"features/platform-overview",
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"features/advanced-retrieval",
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"features/contextual-add",
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"features/multimodal-support",
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"features/selective-memory",
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"features/custom-categories",
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205
docs/features/contextual-add.mdx
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205
docs/features/contextual-add.mdx
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@@ -0,0 +1,205 @@
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---
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title: Contextual Add (ADD v2)
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icon: "square-plus"
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iconType: "solid"
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---
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Mem0 now supports an contextual add version (v2). To use it, set `version="v2"` during the add call. The default version is v1, which is deprecated now. We recommend migrating to `v2` for new applications.
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## Key Differences Between v1 and v2
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### Version 1 (Legacy)
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In v1 (default), users needed to pass either the entire conversation history or past k messages with each new message to generate properly contextualized memories. This approach required:
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- Manually tracking and sending previous messages using a sliding window approach
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- Increased payload sizes as conversations grew longer, requiring careful window size management
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<CodeGroup>
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```python Python
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# First interaction
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messages1 = [
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{"role": "user", "content": "Hi, I'm Alex and I live in San Francisco."},
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{"role": "assistant", "content": "Hello Alex! Nice to meet you. San Francisco is a beautiful city."}
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]
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client.add(messages1, user_id="alex")
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# Second interaction - must include previous messages for context
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messages2 = [
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{"role": "user", "content": "Hi, I'm Alex and I live in San Francisco."},
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{"role": "assistant", "content": "Hello Alex! Nice to meet you. San Francisco is a beautiful city."},
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{"role": "user", "content": "I like to eat sushi, and yesterday I went to Sunnyvale to eat sushi with my friends."},
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{"role": "assistant", "content": "Sushi is really a tasty choice. What did you do this weekend?"}
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]
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client.add(messages2, user_id="alex")
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```
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```javascript JavaScript
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// First interaction
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const messages1 = [
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{"role": "user", "content": "Hi, I'm Alex and I live in San Francisco."},
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{"role": "assistant", "content": "Hello Alex! Nice to meet you. San Francisco is a beautiful city."}
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];
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client.add(messages1, { user_id: "alex" })
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.then(response => console.log(response))
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.catch(error => console.error(error));
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// Second interaction - must include previous messages for context
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const messages2 = [
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{"role": "user", "content": "Hi, I'm Alex and I live in San Francisco."},
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{"role": "assistant", "content": "Hello Alex! Nice to meet you. San Francisco is a beautiful city."},
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{"role": "user", "content": "I like to eat sushi, and yesterday I went to Sunnyvale to eat sushi with my friends."},
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{"role": "assistant", "content": "Sushi is really a tasty choice. What did you do this weekend?"}
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];
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client.add(messages2, { user_id: "alex" })
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.then(response => console.log(response))
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.catch(error => console.error(error));
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```
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</CodeGroup>
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### Version 2 (Recommended)
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In v2, Mem0 automatically manages conversation context. Users only need to send new messages, and the system will:
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- Automatically retrieve relevant conversation history
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- Generate properly contextualized memories
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- Reduce payload sizes and simplify integration
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<CodeGroup>
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```python Python
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# First interaction
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messages1 = [
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{"role": "user", "content": "Hi, I'm Alex and I live in San Francisco."},
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{"role": "assistant", "content": "Hello Alex! Nice to meet you. San Francisco is a beautiful city."}
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]
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client.add(messages1, user_id="alex", version="v2")
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# Second interaction - only need to send new messages
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messages2 = [
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{"role": "user", "content": "I like to eat sushi, and yesterday I went to Sunnyvale to eat sushi with my friends."},
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{"role": "assistant", "content": "Sushi is really a tasty choice. What did you do this weekend?"}
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]
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client.add(messages2, user_id="alex", version="v2")
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```
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```javascript JavaScript
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// First interaction
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const messages1 = [
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{"role": "user", "content": "Hi, I'm Alex and I live in San Francisco."},
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{"role": "assistant", "content": "Hello Alex! Nice to meet you. San Francisco is a beautiful city."}
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];
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client.add(messages1, { user_id: "alex", version: "v2" })
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.then(response => console.log(response))
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.catch(error => console.error(error));
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// Second interaction - only need to send new messages
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const messages2 = [
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{"role": "user", "content": "I like to eat sushi, and yesterday I went to Sunnyvale to eat sushi with my friends."},
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{"role": "assistant", "content": "Sushi is really a tasty choice. What did you do this weekend?"}
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];
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client.add(messages2, { user_id: "alex", version: "v2" })
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.then(response => console.log(response))
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.catch(error => console.error(error));
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```
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</CodeGroup>
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## Benefits of Using v2
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1. **Simplified Integration**: No need to track and manage conversation history
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2. **Reduced Payload Size**: Only send new messages, not the entire conversation
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3. **Improved Memory Quality**: Automatic context retrieval ensures better memory generation
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## Understanding ID Parameters in v2
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When using contextual add v2, you have different options for how to organize and retrieve memories:
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### Using Only `user_id`
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When you provide only a `user_id`:
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- Memories are associated with this user's long-term memory store
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- The system will automatically retrieve relevant context from all of the user's previous conversations
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- These memories persist indefinitely across all of the user's sessions
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- Ideal for maintaining persistent user information (preferences, personal details, etc.)
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<CodeGroup>
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```python Python
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# Adding to long-term user memory
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messages = [
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{"role": "user", "content": "I'm allergic to peanuts and shellfish."},
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{"role": "assistant", "content": "I've noted your allergies to peanuts and shellfish."}
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]
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client.add(messages, user_id="alex", version="v2")
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```
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```javascript JavaScript
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// Adding to long-term user memory
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const messages = [
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{"role": "user", "content": "I'm allergic to peanuts and shellfish."},
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{"role": "assistant", "content": "I've noted your allergies to peanuts and shellfish."}
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];
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client.add(messages, { user_id: "alex", version: "v2" })
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.then(response => console.log(response))
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.catch(error => console.error(error));
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```
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</CodeGroup>
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### Using `user_id` with `run_id`
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When you provide both `user_id` and `run_id`:
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- Memories are associated with a specific conversation session or interaction
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- The system will retrieve context primarily from this specific session
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- These memories are still tied to the user but are organized by the specific session
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- Ideal for maintaining context within a specific conversation flow or task
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- Helps prevent context from different conversations from interfering with each other
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<CodeGroup>
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```python Python
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# Adding to a specific conversation session
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messages = [
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{"role": "user", "content": "For this trip to Paris, I want to focus on art museums."},
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{"role": "assistant", "content": "Great! I'll help you plan your Paris trip with a focus on art museums."}
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]
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client.add(messages, user_id="alex", run_id="paris-trip-2024", version="v2")
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# Later in the same conversation session
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messages2 = [
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{"role": "user", "content": "I'd like to visit the Louvre on Monday."},
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{"role": "assistant", "content": "The Louvre is a great choice for Monday. Would you like information about opening hours?"}
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]
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client.add(messages2, user_id="alex", run_id="paris-trip-2024", version="v2")
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```
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```javascript JavaScript
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// Adding to a specific conversation session
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const messages = [
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{"role": "user", "content": "For this trip to Paris, I want to focus on art museums."},
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{"role": "assistant", "content": "Great! I'll help you plan your Paris trip with a focus on art museums."}
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];
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client.add(messages, { user_id: "alex", run_id: "paris-trip-2024", version: "v2" })
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.then(response => console.log(response))
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.catch(error => console.error(error));
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// Later in the same conversation session
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const messages2 = [
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{"role": "user", "content": "I'd like to visit the Louvre on Monday."},
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{"role": "assistant", "content": "The Louvre is a great choice for Monday. Would you like information about opening hours?"}
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];
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client.add(messages2, { user_id: "alex", run_id: "paris-trip-2024", version: "v2" })
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.then(response => console.log(response))
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.catch(error => console.error(error));
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```
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</CodeGroup>
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Using `run_id` helps you organize memories into logical sessions or tasks, making it easier to maintain context for specific interactions while still associating everything with the user's overall profile.
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If you have any questions, please feel free to reach out to us using one of the following methods:
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<Snippet file="get-help.mdx" />
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@@ -12,6 +12,9 @@ Learn about the key features and capabilities that make Mem0 a powerful platform
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<Card title="Advanced Retrieval" icon="magnifying-glass" href="/features/advanced-retrieval">
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Superior search results using state-of-the-art algorithms, including keyword search, reranking, and filtering capabilities.
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</Card>
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<Card title="Contextual Add" icon="square-plus" href="/features/contextual-add">
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Only send your latest conversation history - we automatically retrieve the rest and generate properly contextualized memories.
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</Card>
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<Card title="Multimodal Support" icon="photo-film" href="/features/multimodal-support">
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Process and analyze various types of content including images.
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</Card>
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@@ -95,7 +95,7 @@ add_input = {
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{"role": "user", "content": "Hi, I'm Alex. I'm a vegetarian and I'm allergic to nuts."},
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{"role": "assistant", "content": "Hello Alex! I've noted that you're a vegetarian and have a nut allergy."}
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],
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"user_id": "alex123",
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"user_id": "alex",
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"output_format": "v1.1",
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"metadata": {"food": "vegan"}
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}
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@@ -173,7 +173,7 @@ search_input = {
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"filters": {
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"AND": [
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{"created_at": {"gte": "2024-07-20", "lte": "2024-12-10"}},
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{"user_id": "alex123"}
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{"user_id": "alex"}
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]
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},
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"version": "v2"
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@@ -186,7 +186,7 @@ result = search_tool.invoke(search_input)
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{
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"id": "1a75e827-7eca-45ea-8c5c-cfd43299f061",
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"memory": "Name is Alex",
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"user_id": "alex123",
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"user_id": "alex",
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"hash": "d0fccc8fa47f7a149ee95750c37bb0ca",
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"metadata": {
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"food": "vegan"
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@@ -255,7 +255,7 @@ get_all_input = {
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"version": "v2",
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"filters": {
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"AND": [
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{"user_id": "alex123"},
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{"user_id": "alex"},
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{"created_at": {"gte": "2024-07-01", "lte": "2024-12-31"}}
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]
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},
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@@ -274,7 +274,7 @@ get_all_result = get_all_tool.invoke(get_all_input)
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{
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"id": "1a75e827-7eca-45ea-8c5c-cfd43299f061",
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"memory": "Name is Alex",
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"user_id": "alex123",
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"user_id": "alex",
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"hash": "d0fccc8fa47f7a149ee95750c37bb0ca",
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"metadata": {
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"food": "vegan"
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@@ -288,7 +288,7 @@ get_all_result = get_all_tool.invoke(get_all_input)
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{
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"id": "91509588-0b39-408a-8df3-84b3bce8c521",
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"memory": "Is a vegetarian",
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"user_id": "alex123",
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"user_id": "alex",
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"hash": "ce6b1c84586772ab9995a9477032df99",
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"metadata": {
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"food": "vegan"
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@@ -303,7 +303,7 @@ get_all_result = get_all_tool.invoke(get_all_input)
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{
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"id": "8d74f7a0-6107-4589-bd6f-210f6bf4fbbb",
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"memory": "Is allergic to nuts",
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"user_id": "alex123",
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"user_id": "alex",
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"hash": "7873cd0e5a29c513253d9fad038e758b",
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"metadata": {
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"food": "vegan"
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@@ -932,27 +932,27 @@
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"x-code-samples": [
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{
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"lang": "Python",
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"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\n\nclient = MemoryClient(api_key=\"your_api_key\", org_id=\"your_org_id\", project_id=\"your_project_id\")\n\nmessages = [\n {\"role\": \"user\", \"content\": \"<user-message>\"},\n {\"role\": \"assistant\", \"content\": \"<assistant-response>\"}\n]\n\nclient.add(messages, user_id=\"<user-id>\")"
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"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\n\nclient = MemoryClient(api_key=\"your_api_key\", org_id=\"your_org_id\", project_id=\"your_project_id\")\n\nmessages = [\n {\"role\": \"user\", \"content\": \"<user-message>\"},\n {\"role\": \"assistant\", \"content\": \"<assistant-response>\"}\n]\n\nclient.add(messages, user_id=\"<user-id>\", version=\"v2\")"
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},
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{
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"lang": "JavaScript",
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"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai';\nconst client = new MemoryClient({ apiKey: \"your-api-key\" });\n\nconst messages = [\n { role: \"user\", content: \"Hi, I'm Alex. I'm a vegetarian and I'm allergic to nuts.\" },\n { role: \"assistant\", content: \"Hello Alex! I've noted that you're a vegetarian and have a nut allergy. I'll keep this in mind for any food-related recommendations or discussions.\" }\n];\n\nclient.add(messages, { user_id: \"<user_id>\" })\n .then(result => console.log(result))\n .catch(error => console.error(error));"
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"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai';\nconst client = new MemoryClient({ apiKey: \"your-api-key\" });\n\nconst messages = [\n { role: \"user\", content: \"Hi, I'm Alex. I'm a vegetarian and I'm allergic to nuts.\" },\n { role: \"assistant\", content: \"Hello Alex! I've noted that you're a vegetarian and have a nut allergy. I'll keep this in mind for any food-related recommendations or discussions.\" }\n];\n\nclient.add(messages, { user_id: \"<user_id>\", version: \"v2\" })\n .then(result => console.log(result))\n .catch(error => console.error(error));"
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},
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{
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"lang": "cURL",
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"source": "curl --request POST \\\n --url https://api.mem0.ai/v1/memories/ \\\n --header 'Authorization: Token <api-key>' \\\n --header 'Content-Type: application/json' \\\n --data '{\n \"messages\": [\n {}\n ],\n \"agent_id\": \"<string>\",\n \"user_id\": \"<string>\",\n \"app_id\": \"<string>\",\n \"run_id\": \"<string>\",\n \"metadata\": {},\n \"includes\": \"<string>\",\n \"excludes\": \"<string>\",\n \"infer\": true,\n \"custom_categories\": {}, \n \"org_id\": \"<string>\",\n \"project_id\": \"<string>\"\n}'"
|
||||
"source": "curl --request POST \\\n --url https://api.mem0.ai/v1/memories/ \\\n --header 'Authorization: Token <api-key>' \\\n --header 'Content-Type: application/json' \\\n --data '{\n \"messages\": [\n {}\n ],\n \"agent_id\": \"<string>\",\n \"user_id\": \"<string>\",\n \"app_id\": \"<string>\",\n \"run_id\": \"<string>\",\n \"metadata\": {},\n \"includes\": \"<string>\",\n \"excludes\": \"<string>\",\n \"infer\": true,\n \"custom_categories\": {}, \n \"org_id\": \"<string>\",\n \"project_id\": \"<string>\",\n \"version\": \"v2\"\n}'"
|
||||
},
|
||||
{
|
||||
"lang": "Go",
|
||||
"source": "package main\n\nimport (\n\t\"fmt\"\n\t\"strings\"\n\t\"net/http\"\n\t\"io/ioutil\"\n)\n\nfunc main() {\n\n\turl := \"https://api.mem0.ai/v1/memories/\"\n\n\tpayload := strings.NewReader(\"{\n \\\"messages\\\": [\n {}\n ],\n \\\"agent_id\\\": \\\"<string>\\\",\n \\\"user_id\\\": \\\"<string>\\\",\n \\\"app_id\\\": \\\"<string>\\\",\n \\\"run_id\\\": \\\"<string>\\\",\n \\\"metadata\\\": {},\n \\\"includes\\\": \\\"<string>\\\",\n \\\"excludes\\\": \\\"<string>\\\",\n \\\"infer\\\": true,\n \\\"custom_categories\\\": {},\n \\\"org_id\\\": \\\"<string>\\\",\n \\\"project_id\\\": \\\"<string>\"\n}\")\n\n\treq, _ := http.NewRequest(\"POST\", url, payload)\n\n\treq.Header.Add(\"Authorization\", \"Token <api-key>\")\n\treq.Header.Add(\"Content-Type\", \"application/json\")\n\n\tres, _ := http.DefaultClient.Do(req)\n\n\tdefer res.Body.Close()\n\tbody, _ := ioutil.ReadAll(res.Body)\n\n\tfmt.Println(res)\n\tfmt.Println(string(body))\n\n}"
|
||||
"source": "package main\n\nimport (\n\t\"fmt\"\n\t\"strings\"\n\t\"net/http\"\n\t\"io/ioutil\"\n)\n\nfunc main() {\n\n\turl := \"https://api.mem0.ai/v1/memories/\"\n\n\tpayload := strings.NewReader(\"{\n \\\"messages\\\": [\n {}\n ],\n \\\"agent_id\\\": \\\"<string>\\\",\n \\\"user_id\\\": \\\"<string>\\\",\n \\\"app_id\\\": \\\"<string>\\\",\n \\\"run_id\\\": \\\"<string>\\\",\n \\\"metadata\\\": {},\n \\\"includes\\\": \\\"<string>\\\",\n \\\"excludes\\\": \\\"<string>\\\",\n \\\"infer\\\": true,\n \\\"custom_categories\\\": {},\n \\\"org_id\\\": \\\"<string>\\\",\n \\\"project_id\\\": \\\"<string>\",\n \\\"version\\\": \"v2\"\n}\")\n\n\treq, _ := http.NewRequest(\"POST\", url, payload)\n\n\treq.Header.Add(\"Authorization\", \"Token <api-key>\")\n\treq.Header.Add(\"Content-Type\", \"application/json\")\n\n\tres, _ := http.DefaultClient.Do(req)\n\n\tdefer res.Body.Close()\n\tbody, _ := ioutil.ReadAll(res.Body)\n\n\tfmt.Println(res)\n\tfmt.Println(string(body))\n\n}"
|
||||
},
|
||||
{
|
||||
"lang": "PHP",
|
||||
"source": "<?php\n\n$curl = curl_init();\n\ncurl_setopt_array($curl, [\n CURLOPT_URL => \"https://api.mem0.ai/v1/memories/\",\n CURLOPT_RETURNTRANSFER => true,\n CURLOPT_ENCODING => \"\",\n CURLOPT_MAXREDIRS => 10,\n CURLOPT_TIMEOUT => 30,\n CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,\n CURLOPT_CUSTOMREQUEST => \"POST\",\n CURLOPT_POSTFIELDS => \"{\n \\\"messages\\\": [\n {}\n ],\n \\\"agent_id\\\": \\\"<string>\\\",\n \\\"user_id\\\": \\\"<string>\\\",\n \\\"app_id\\\": \\\"<string>\\\",\n \\\"run_id\\\": \\\"<string>\\\",\n \\\"metadata\\\": {},\n \\\"includes\\\": \\\"<string>\\\",\n \\\"excludes\\\": \\\"<string>\\\",\n \\\"infer\\\": true,\n \\\"custom_categories\\\": {}, \n \\\"org_id\\\": \\\"<string>\\\",\n \\\"project_id\\\": \\\"<string>\"\n}\",\n CURLOPT_HTTPHEADER => [\n \"Authorization: Token <api-key>\",\n \"Content-Type: application/json\"\n ],\n]);\n\n$response = curl_exec($curl);\n$err = curl_error($curl);\n\ncurl_close($curl);\n\nif ($err) {\n echo \"cURL Error #:\" . $err;\n} else {\n echo $response;\n}"
|
||||
"source": "<?php\n\n$curl = curl_init();\n\ncurl_setopt_array($curl, [\n CURLOPT_URL => \"https://api.mem0.ai/v1/memories/\",\n CURLOPT_RETURNTRANSFER => true,\n CURLOPT_ENCODING => \"\",\n CURLOPT_MAXREDIRS => 10,\n CURLOPT_TIMEOUT => 30,\n CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,\n CURLOPT_CUSTOMREQUEST => \"POST\",\n CURLOPT_POSTFIELDS => \"{\n \\\"messages\\\": [\n {}\n ],\n \\\"agent_id\\\": \\\"<string>\\\",\n \\\"user_id\\\": \\\"<string>\\\",\n \\\"app_id\\\": \\\"<string>\\\",\n \\\"run_id\\\": \\\"<string>\\\",\n \\\"metadata\\\": {},\n \\\"includes\\\": \\\"<string>\\\",\n \\\"excludes\\\": \\\"<string>\\\",\n \\\"infer\\\": true,\n \\\"custom_categories\\\": {}, \n \\\"org_id\\\": \\\"<string>\\\",\n \\\"project_id\\\": \\\"<string>\",\n \\\"version\\\": \"v2\"\n}\",\n CURLOPT_HTTPHEADER => [\n \"Authorization: Token <api-key>\",\n \"Content-Type: application/json\"\n ],\n]);\n\n$response = curl_exec($curl);\n$err = curl_error($curl);\n\ncurl_close($curl);\n\nif ($err) {\n echo \"cURL Error #:\" . $err;\n} else {\n echo $response;\n}"
|
||||
},
|
||||
{
|
||||
"lang": "Java",
|
||||
"source": "HttpResponse<String> response = Unirest.post(\"https://api.mem0.ai/v1/memories/\")\n .header(\"Authorization\", \"Token <api-key>\")\n .header(\"Content-Type\", \"application/json\")\n .body(\"{\n \\\"messages\\\": [\n {}\n ],\n \\\"agent_id\\\": \\\"<string>\\\",\n \\\"user_id\\\": \\\"<string>\\\",\n \\\"app_id\\\": \\\"<string>\\\",\n \\\"run_id\\\": \\\"<string>\\\",\n \\\"metadata\\\": {},\n \\\"includes\\\": \\\"<string>\\\",\n \\\"excludes\\\": \\\"<string>\\\",\n \\\"infer\\\": true,\n \\\"custom_categories\\\": {}, \n \\\"org_id\\\": \\\"<string>\\\",\n \\\"project_id\\\": \\\"<string>\"\n}\")\n .asString();"
|
||||
"source": "HttpResponse<String> response = Unirest.post(\"https://api.mem0.ai/v1/memories/\")\n .header(\"Authorization\", \"Token <api-key>\")\n .header(\"Content-Type\", \"application/json\")\n .body(\"{\n \\\"messages\\\": [\n {}\n ],\n \\\"agent_id\\\": \\\"<string>\\\",\n \\\"user_id\\\": \\\"<string>\\\",\n \\\"app_id\\\": \\\"<string>\\\",\n \\\"run_id\\\": \\\"<string>\\\",\n \\\"metadata\\\": {},\n \\\"includes\\\": \\\"<string>\\\",\n \\\"excludes\\\": \\\"<string>\\\",\n \\\"infer\\\": true,\n \\\"custom_categories\\\": {}, \n \\\"org_id\\\": \\\"<string>\\\",\n \\\"project_id\\\": \\\"<string>\",\n \\\"version\\\": \"v2\"\n}\")\n .asString();"
|
||||
}
|
||||
],
|
||||
"x-codegen-request-body-name": "data"
|
||||
@@ -4809,6 +4809,12 @@
|
||||
"title": "Project id",
|
||||
"type": "string",
|
||||
"nullable": true
|
||||
},
|
||||
"version": {
|
||||
"description": "The version of the memory to use. The default version is v1, which is deprecated. We recommend using v2 for new applications.",
|
||||
"title": "Version",
|
||||
"type": "string",
|
||||
"nullable": true
|
||||
}
|
||||
}
|
||||
},
|
||||
|
||||
@@ -87,10 +87,10 @@ messages = [
|
||||
]
|
||||
|
||||
# The default output_format is v1.0
|
||||
client.add(messages, user_id="alex", output_format="v1.0")
|
||||
client.add(messages, user_id="alex", output_format="v1.0", version="v2")
|
||||
|
||||
# To use the latest output_format, set the output_format parameter to "v1.1"
|
||||
client.add(messages, user_id="alex", output_format="v1.1", metadata={"food": "vegan"})
|
||||
client.add(messages, user_id="alex", output_format="v1.1", metadata={"food": "vegan"}, version="v2")
|
||||
```
|
||||
|
||||
```javascript JavaScript
|
||||
@@ -98,7 +98,7 @@ const messages = [
|
||||
{"role": "user", "content": "Hi, I'm Alex. I'm a vegetarian and I'm allergic to nuts."},
|
||||
{"role": "assistant", "content": "Hello Alex! I've noted that you're a vegetarian and have a nut allergy. I'll keep this in mind for any food-related recommendations or discussions."}
|
||||
];
|
||||
client.add(messages, { user_id: "alex", output_format: "v1.1", metadata: { food: "vegan" } })
|
||||
client.add(messages, { user_id: "alex", output_format: "v1.1", metadata: { food: "vegan" }, version: "v2" })
|
||||
.then(response => console.log(response))
|
||||
.catch(error => console.error(error));
|
||||
```
|
||||
@@ -116,7 +116,8 @@ curl -X POST "https://api.mem0.ai/v1/memories/" \
|
||||
"output_format": "v1.1",
|
||||
"metadata": {
|
||||
"food": "vegan"
|
||||
}
|
||||
},
|
||||
"version": "v2"
|
||||
}'
|
||||
```
|
||||
|
||||
@@ -191,10 +192,10 @@ messages = [
|
||||
]
|
||||
|
||||
# The default output_format is v1.0
|
||||
client.add(messages, user_id="alex123", run_id="trip-planning-2024", output_format="v1.0")
|
||||
client.add(messages, user_id="alex", run_id="trip-planning-2024", output_format="v1.0", version="v2")
|
||||
|
||||
# To use the latest output_format, set the output_format parameter to "v1.1"
|
||||
client.add(messages, user_id="alex123", run_id="trip-planning-2024", output_format="v1.1")
|
||||
client.add(messages, user_id="alex", run_id="trip-planning-2024", output_format="v1.1", version="v2")
|
||||
```
|
||||
|
||||
```javascript JavaScript
|
||||
@@ -204,7 +205,7 @@ const messages = [
|
||||
{"role": "user", "content": "Yes, please! Especially in Tokyo."},
|
||||
{"role": "assistant", "content": "Great! I'll remember that you're interested in vegetarian restaurants in Tokyo for your upcoming trip. I'll prepare a list for you in our next interaction."}
|
||||
];
|
||||
client.add(messages, { user_id: "alex123", run_id: "trip-planning-2024", output_format: "v1.1" })
|
||||
client.add(messages, { user_id: "alex", run_id: "trip-planning-2024", output_format: "v1.1", version: "v2" })
|
||||
.then(response => console.log(response))
|
||||
.catch(error => console.error(error));
|
||||
```
|
||||
@@ -220,9 +221,10 @@ curl -X POST "https://api.mem0.ai/v1/memories/" \
|
||||
{"role": "user", "content": "Yes, please! Especially in Tokyo."},
|
||||
{"role": "assistant", "content": "Great! I'll remember that you're interested in vegetarian restaurants in Tokyo for your upcoming trip. I'll prepare a list for you in our next interaction."}
|
||||
],
|
||||
"user_id": "alex123",
|
||||
"user_id": "alex",
|
||||
"run_id": "trip-planning-2024",
|
||||
"output_format": "v1.1"
|
||||
"output_format": "v1.1",
|
||||
"version": "v2"
|
||||
}'
|
||||
```
|
||||
|
||||
@@ -274,10 +276,10 @@ messages = [
|
||||
]
|
||||
|
||||
# The default output_format is v1.0
|
||||
client.add(messages, agent_id="ai-tutor", output_format="v1.0")
|
||||
client.add(messages, agent_id="ai-tutor", output_format="v1.0", version="v2")
|
||||
|
||||
# To use the latest output_format, set the output_format parameter to "v1.1"
|
||||
client.add(messages, agent_id="ai-tutor", output_format="v1.1")
|
||||
client.add(messages, agent_id="ai-tutor", output_format="v1.1", version="v2")
|
||||
```
|
||||
|
||||
```javascript JavaScript
|
||||
@@ -285,7 +287,7 @@ const messages = [
|
||||
{"role": "system", "content": "You are an AI tutor with a personality. Give yourself a name for the user."},
|
||||
{"role": "assistant", "content": "Understood. I'm an AI tutor with a personality. My name is Alice."}
|
||||
];
|
||||
client.add(messages, { agent_id: "ai-tutor", output_format: "v1.1" })
|
||||
client.add(messages, { agent_id: "ai-tutor", output_format: "v1.1", version: "v2" })
|
||||
.then(response => console.log(response))
|
||||
.catch(error => console.error(error));
|
||||
```
|
||||
@@ -300,7 +302,8 @@ curl -X POST "https://api.mem0.ai/v1/memories/" \
|
||||
{"role": "assistant", "content": "Understood. I'm an AI tutor with a personality. My name is Alice."}
|
||||
],
|
||||
"agent_id": "ai-tutor",
|
||||
"output_format": "v1.1"
|
||||
"output_format": "v1.1",
|
||||
"version": "v2"
|
||||
}'
|
||||
```
|
||||
|
||||
@@ -368,7 +371,7 @@ messages = [
|
||||
{"role": "assistant", "content": "That's great! I'm going to Dubai next month."},
|
||||
]
|
||||
|
||||
client.add(messages=messages, user_id="user1", agent_id="agent1")
|
||||
client.add(messages=messages, user_id="user1", agent_id="agent1", version="v2")
|
||||
```
|
||||
|
||||
```javascript JavaScript
|
||||
@@ -377,7 +380,7 @@ const messages = [
|
||||
{"role": "assistant", "content": "That's great! I'm going to Dubai next month."},
|
||||
]
|
||||
|
||||
client.add(messages, { user_id: "user1", agent_id: "agent1" })
|
||||
client.add(messages, { user_id: "user1", agent_id: "agent1", version: "v2" })
|
||||
.then(response => console.log(response))
|
||||
.catch(error => console.error(error));
|
||||
```
|
||||
@@ -392,7 +395,8 @@ curl -X POST "https://api.mem0.ai/v1/memories/" \
|
||||
{"role": "assistant", "content": "That's great! I'm going to Dubai next month."},
|
||||
],
|
||||
"user_id": "user1",
|
||||
"agent_id": "agent1"
|
||||
"agent_id": "agent1",
|
||||
"version": "v2"
|
||||
}'
|
||||
```
|
||||
|
||||
@@ -1004,17 +1008,17 @@ curl -X GET "https://api.mem0.ai/v1/memories/?agent_id=ai-tutor&page=1&page_size
|
||||
<CodeGroup>
|
||||
|
||||
```python Python
|
||||
short_term_memories = client.get_all(user_id="alex123", run_id="trip-planning-2024", page=1, page_size=50)
|
||||
short_term_memories = client.get_all(user_id="alex", run_id="trip-planning-2024", page=1, page_size=50)
|
||||
```
|
||||
|
||||
```javascript JavaScript
|
||||
client.getAll({ user_id: "alex123", run_id: "trip-planning-2024", page: 1, page_size: 50 })
|
||||
client.getAll({ user_id: "alex", run_id: "trip-planning-2024", page: 1, page_size: 50 })
|
||||
.then(memories => console.log(memories))
|
||||
.catch(error => console.error(error));
|
||||
```
|
||||
|
||||
```bash cURL
|
||||
curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex123&run_id=trip-planning-2024&page=1&page_size=50" \
|
||||
curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex&run_id=trip-planning-2024&page=1&page_size=50" \
|
||||
-H "Authorization: Token your-api-key"
|
||||
```
|
||||
|
||||
@@ -1027,7 +1031,7 @@ curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex123&run_id=trip-planni
|
||||
{
|
||||
"id":"06d8df63-7bd2-4fad-9acb-60871bcecee0",
|
||||
"memory":"Planning a trip to Japan next month. Interested in vegetarian restaurants in Tokyo.",
|
||||
"user_id":"alex123",
|
||||
"user_id":"alex",
|
||||
"hash":"d2088c936e259f2f5d2d75543d31401c",
|
||||
"metadata":None,
|
||||
"immutable": false,
|
||||
@@ -1038,7 +1042,7 @@ curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex123&run_id=trip-planni
|
||||
{
|
||||
"id":"b4229775-d860-4ccb-983f-0f628ca112f5",
|
||||
"memory":"Planning a trip to Japan next month. Interested in vegetarian restaurants in Tokyo.",
|
||||
"user_id":"alex123",
|
||||
"user_id":"alex",
|
||||
"hash":"d2088c936e259f2f5d2d75543d31401c",
|
||||
"metadata":None,
|
||||
"immutable": false,
|
||||
@@ -1049,7 +1053,7 @@ curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex123&run_id=trip-planni
|
||||
{
|
||||
"id":"df1aca24-76cf-4b92-9f58-d03857efcb64",
|
||||
"memory":"Planning a trip to Japan next month. Interested in vegetarian restaurants in Tokyo.",
|
||||
"user_id":"alex123",
|
||||
"user_id":"alex",
|
||||
"hash":"d2088c936e259f2f5d2d75543d31401c",
|
||||
"metadata":None,
|
||||
"immutable": false,
|
||||
@@ -1072,7 +1076,7 @@ curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex123&run_id=trip-planni
|
||||
{
|
||||
"id": "06d8df63-7bd2-4fad-9acb-60871bcecee0",
|
||||
"memory": "Planning a trip to Japan next month. Interested in vegetarian restaurants in Tokyo.",
|
||||
"user_id": "alex123",
|
||||
"user_id": "alex",
|
||||
"hash": "d2088c936e259f2f5d2d75543d31401c",
|
||||
"metadata":None,
|
||||
"immutable": false,
|
||||
@@ -1083,7 +1087,7 @@ curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex123&run_id=trip-planni
|
||||
{
|
||||
"id": "b4229775-d860-4ccb-983f-0f628ca112f5",
|
||||
"memory": "Planning a trip to Japan next month. Interested in vegetarian restaurants in Tokyo.",
|
||||
"user_id": "alex123",
|
||||
"user_id": "alex",
|
||||
"hash": "d2088c936e259f2f5d2d75543d31401c",
|
||||
"metadata":None,
|
||||
"immutable": false,
|
||||
@@ -1094,7 +1098,7 @@ curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex123&run_id=trip-planni
|
||||
{
|
||||
"id": "df1aca24-76cf-4b92-9f58-d03857efcb64",
|
||||
"memory": "Planning a trip to Japan next month. Interested in vegetarian restaurants in Tokyo.",
|
||||
"user_id": "alex123",
|
||||
"user_id": "alex",
|
||||
"hash": "d2088c936e259f2f5d2d75543d31401c",
|
||||
"metadata":None,
|
||||
"immutable": false,
|
||||
@@ -1133,7 +1137,7 @@ curl -X GET "https://api.mem0.ai/v1/memories/582bbe6d-506b-48c6-a4c6-5df3b1e6342
|
||||
{
|
||||
"id":"06d8df63-7bd2-4fad-9acb-60871bcecee0",
|
||||
"memory":"Planning a trip to Japan next month. Interested in vegetarian restaurants in Tokyo.",
|
||||
"user_id":"alex123",
|
||||
"user_id":"alex",
|
||||
"hash":"d2088c936e259f2f5d2d75543d31401c",
|
||||
"metadata":"None",
|
||||
"immutable": false,
|
||||
@@ -1152,55 +1156,55 @@ You can filter memories by their categories when using get_all:
|
||||
|
||||
```python Python
|
||||
# Get memories with specific categories
|
||||
memories = client.get_all(user_id="alex123", categories=["likes"])
|
||||
memories = client.get_all(user_id="alex", categories=["likes"])
|
||||
|
||||
# Get memories with multiple categories
|
||||
memories = client.get_all(user_id="alex123", categories=["likes", "food_preferences"])
|
||||
memories = client.get_all(user_id="alex", categories=["likes", "food_preferences"])
|
||||
|
||||
# Custom pagination with categories
|
||||
memories = client.get_all(user_id="alex123", categories=["likes"], page=1, page_size=50)
|
||||
memories = client.get_all(user_id="alex", categories=["likes"], page=1, page_size=50)
|
||||
|
||||
# Get memories with specific keywords
|
||||
memories = client.get_all(user_id="alex123", keywords="to play", page=1, page_size=50)
|
||||
memories = client.get_all(user_id="alex", keywords="to play", page=1, page_size=50)
|
||||
```
|
||||
|
||||
```javascript JavaScript
|
||||
// Get memories with specific categories
|
||||
client.getAll({ user_id: "alex123", categories: ["likes"] })
|
||||
client.getAll({ user_id: "alex", categories: ["likes"] })
|
||||
.then(memories => console.log(memories))
|
||||
.catch(error => console.error(error));
|
||||
|
||||
// Get memories with multiple categories
|
||||
client.getAll({ user_id: "alex123", categories: ["likes", "food_preferences"] })
|
||||
client.getAll({ user_id: "alex", categories: ["likes", "food_preferences"] })
|
||||
.then(memories => console.log(memories))
|
||||
.catch(error => console.error(error));
|
||||
|
||||
// Custom pagination with categories
|
||||
client.getAll({ user_id: "alex123", categories: ["likes"], page: 1, page_size: 50 })
|
||||
client.getAll({ user_id: "alex", categories: ["likes"], page: 1, page_size: 50 })
|
||||
.then(memories => console.log(memories))
|
||||
.catch(error => console.error(error));
|
||||
|
||||
// Get memories with specific keywords
|
||||
client.getAll({ user_id: "alex123", keywords: "to play", page: 1, page_size: 50 })
|
||||
client.getAll({ user_id: "alex", keywords: "to play", page: 1, page_size: 50 })
|
||||
.then(memories => console.log(memories))
|
||||
.catch(error => console.error(error));
|
||||
```
|
||||
|
||||
```bash cURL
|
||||
# Get memories with specific categories
|
||||
curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex123&categories=likes" \
|
||||
curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex&categories=likes" \
|
||||
-H "Authorization: Token your-api-key"
|
||||
|
||||
# Get memories with multiple categories
|
||||
curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex123&categories=likes,food_preferences" \
|
||||
curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex&categories=likes,food_preferences" \
|
||||
-H "Authorization: Token your-api-key"
|
||||
|
||||
# Custom pagination with categories
|
||||
curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex123&categories=likes&page=1&page_size=50" \
|
||||
curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex&categories=likes&page=1&page_size=50" \
|
||||
-H "Authorization: Token your-api-key"
|
||||
|
||||
# Get memories with specific keywords
|
||||
curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex123&keywords=to play&page=1&page_size=50" \
|
||||
curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex&keywords=to play&page=1&page_size=50" \
|
||||
-H "Authorization: Token your-api-key"
|
||||
```
|
||||
|
||||
@@ -1213,7 +1217,7 @@ curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex123&keywords=to play&p
|
||||
{
|
||||
"id": "06d8df63-7bd2-4fad-9acb-60871bcecee0",
|
||||
"memory": "Likes pizza and pasta",
|
||||
"user_id": "alex123",
|
||||
"user_id": "alex",
|
||||
"hash": "d2088c936e259f2f5d2d75543d31401c",
|
||||
"metadata": null,
|
||||
"immutable": false,
|
||||
@@ -1224,7 +1228,7 @@ curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex123&keywords=to play&p
|
||||
{
|
||||
"id": "b4229775-d860-4ccb-983f-0f628ca112f5",
|
||||
"memory": "Likes to travel to beach destinations",
|
||||
"user_id": "alex123",
|
||||
"user_id": "alex",
|
||||
"hash": "d2088c936e259f2f5d2d75543d31401c",
|
||||
"metadata": null,
|
||||
"immutable": false,
|
||||
@@ -1585,7 +1589,7 @@ curl -X GET "https://api.mem0.ai/v1/memories/<memory-id-here>/history/" \
|
||||
],
|
||||
"old_memory":"None",
|
||||
"new_memory":"Turned vegetarian.",
|
||||
"user_id":"alex123456",
|
||||
"user_id":"alex",
|
||||
"event":"ADD",
|
||||
"metadata":"None",
|
||||
"created_at":"2024-07-26T01:02:41.737310-07:00",
|
||||
|
||||
Reference in New Issue
Block a user