111 lines
3.6 KiB
Plaintext
111 lines
3.6 KiB
Plaintext
---
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title: Memory Customization
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description: 'Mem0 supports customizing the memories you store, allowing you to focus on pertinent information while omitting irrelevant data.'
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icon: "filter"
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iconType: "solid"
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---
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## Benefits of Memory Customization
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Memory customization offers several key benefits:
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• **Focused Storage**: Store only relevant information for a streamlined system.
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• **Improved Accuracy**: Curate memories for more accurate and relevant retrieval.
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• **Enhanced Privacy**: Exclude sensitive information for better privacy control.
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• **Resource Efficiency**: Optimize storage and processing by keeping only pertinent data.
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• **Personalization**: Tailor the experience to individual user preferences.
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• **Contextual Relevance**: Improve effectiveness in specialized domains or applications.
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These benefits allow users to fine-tune their memory systems, creating a more powerful and personalized AI assistant experience.
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## Memory Inclusion
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Users can define specific kinds of memories to store. This feature enhances memory management by focusing on relevant information, resulting in a more efficient and personalized experience.
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Here’s how you can do it:
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```python
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import os
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from mem0 import MemoryClient
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os.environ["MEM0_API_KEY"] = "your-api-key"
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m = MemoryClient()
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# Define what to include
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includes = "sports related things"
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messages = [
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{"role": "user", "content": "Hi, my name is Alice and I love to play badminton"},
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{"role": "assistant", "content": "Nice to meet you, Alice! Badminton is a great sport."},
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{"role": "user", "content": "I love music festivals"},
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{"role": "assistant", "content": "Music festivals are exciting! Do you have a favorite one?"},
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{"role": "user", "content": "I love eating spicy food"},
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{"role": "assistant", "content": "Spicy food is delicious! What's your favorite spicy dish?"},
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{"role": "user", "content": "I love playing baseball with my friends"},
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{"role": "assistant", "content": "Baseball with friends sounds fun!"},
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]
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```
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<CodeGroup>
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```python Code
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client.add(messages, user_id="alice", includes=includes)
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```
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```json Stored Memories
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User's name is Alice.
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Alice loves to play badminton.
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User loves playing baseball with friends.
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```
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</CodeGroup>
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## Memory Exclusion
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In addition to specifying what to include, users can also define exclusion rules for their memory management. This feature allows for fine-tuning the memory system by instructing it to omit certain types of information.
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Here’s how you can do it:
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```python
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from mem0 import MemoryClient
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m = MemoryClient(api_key="xxx")
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# Define what to exclude
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excludes = "food preferences"
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messages = [
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{"role": "user", "content": "Hi, my name is Alice and I love to play badminton"},
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{"role": "assistant", "content": "Nice to meet you, Alice! Badminton is a great sport."},
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{"role": "user", "content": "I love music festivals"},
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{"role": "assistant", "content": "Music festivals are exciting! Do you have a favorite one?"},
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{"role": "user", "content": "I love eating spicy food"},
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{"role": "assistant", "content": "Spicy food is delicious! What's your favorite spicy dish?"},
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{"role": "user", "content": "I love playing baseball with my friends"},
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{"role": "assistant", "content": "Baseball with friends sounds fun!"},
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]
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```
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<CodeGroup>
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```python Code
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client.add(messages, user_id="alice", excludes=excludes)
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```
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```json Stored Memories
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User's name is Alice.
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Alice loves to play badminton.
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Loves music festivals.
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User loves playing baseball with friends.
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```
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</CodeGroup>
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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" /> |