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68 lines
2.3 KiB
Plaintext
68 lines
2.3 KiB
Plaintext
---
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title: AWS Bedrock
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description: "Configure AWS Bedrock as an embedding provider in Mem0 with IAM credentials and boto3 authentication."
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---
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To use AWS Bedrock embedding models, you need to have the appropriate AWS credentials and permissions. The embeddings implementation relies on the `boto3` library.
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### Setup
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- Ensure you have model access from the [AWS Bedrock Console](https://us-east-1.console.aws.amazon.com/bedrock/home?region=us-east-1#/modelaccess)
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- Authenticate the boto3 client using a method described in the [AWS documentation](https://boto3.amazonaws.com/v1/documentation/api/latest/guide/credentials.html)
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- Set up environment variables for authentication:
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```bash
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export AWS_REGION=us-east-1
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export AWS_ACCESS_KEY_ID=your-access-key
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export AWS_SECRET_ACCESS_KEY=your-secret-key
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```
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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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# For LLM if needed
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os.environ["OPENAI_API_KEY"] = "your-openai-api-key"
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# AWS credentials
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os.environ["AWS_REGION"] = "us-west-2"
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os.environ["AWS_ACCESS_KEY_ID"] = "your-access-key"
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os.environ["AWS_SECRET_ACCESS_KEY"] = "your-secret-key"
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config = {
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"embedder": {
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"provider": "aws_bedrock",
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"config": {
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"model": "amazon.titan-embed-text-v2:0"
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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="alice")
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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 AWS Bedrock 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 embedding model to use | `amazon.titan-embed-text-v1` |
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| `aws_region` | AWS region for the Bedrock client | `us-west-2` |
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| `aws_access_key_id` | AWS access key ID for authentication | `None` |
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| `aws_secret_access_key` | AWS secret access key for authentication | `None` |
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| `aws_session_token` | AWS session token for temporary credentials | `None` |
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</Tab>
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</Tabs>
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