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78 lines
2.4 KiB
Plaintext
78 lines
2.4 KiB
Plaintext
---
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title: "Ollama"
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description: "Configure Ollama as an embedding provider in Mem0 to generate embeddings locally using open-source models."
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---
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You can use embedding models from Ollama to run Mem0 locally.
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### Usage
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<CodeGroup>
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```python Python
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import os
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from mem0 import Memory
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os.environ["OPENAI_API_KEY"] = "your_api_key" # For LLM
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config = {
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"embedder": {
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"provider": "ollama",
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"config": {
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"model": "mxbai-embed-large"
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}
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}
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}
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m = Memory.from_config(config)
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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 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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m.add(messages, user_id="john")
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```
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```typescript TypeScript
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import { Memory } from 'mem0ai/oss';
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const config = {
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embedder: {
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provider: 'ollama',
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config: {
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model: 'nomic-embed-text:latest', // or any other Ollama embedding model
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url: 'http://localhost:11434', // Ollama server URL
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},
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},
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};
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const memory = new Memory(config);
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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 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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await memory.add(messages, { userId: "john" });
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```
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</CodeGroup>
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### Config
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Here are the parameters available for configuring Ollama embedder:
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<Tabs>
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<Tab title="Python">
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| Parameter | Description | Default Value |
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| --- | --- | --- |
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| `model` | The name of the Ollama model to use | `nomic-embed-text` |
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| `embedding_dims` | Dimensions of the embedding model | `512` |
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| `ollama_base_url` | Base URL for ollama connection | `None` |
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</Tab>
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<Tab title="TypeScript">
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| Parameter | Description | Default Value |
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| --- | --- | --- |
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| `model` | The name of the Ollama model to use | `nomic-embed-text:latest` |
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| `url` | Base URL for Ollama server | `http://localhost:11434` |
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| `embeddingDims` | Dimensions of the embedding model | 768
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</Tab>
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</Tabs> |