fixes and refactory
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6 changed files with 29 additions and 50 deletions
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@ -11,6 +11,18 @@ Used to load embedding models from [Amazon Bedrock](https://aws.amazon.com/bedro
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| `endpoint_url` | `str` | URL to set a specific service endpoint other than the default AWS endpoint. | |
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| `region_name` | `str` | AWS region to use, e.g., `us-west-2`. Falls back to `AWS_DEFAULT_REGION` environment variable or region specified in ~/.aws/config if not provided. | |
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## Astra vectorize
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Used to generate server-side embeddings using [DataStax Astra](https://docs.datastax.com/en/astra-db-serverless/databases/embedding-generation.html).
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| **Parameter** | **Type** | **Description** | **Default** |
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|--------------------|----------|-----------------------------------------------------------------------------------------------------------------------|-------------|
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| `provider` | `str` | The embedding provider to use. | |
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| `model_name` | `str` | The embedding model to use. | |
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| `authentication` | `dict` | Authentication parameters. Use the Astra Portal to add the embedding provider integration to your Astra organization. | |
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| `provider_api_key` | `str` | An alternative to the Astra Authentication that let you use directly the API key of the provider. | |
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| `model_parameters` | `dict` | Additional model parameters. | |
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## Cohere Embeddings
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Used to load embedding models from [Cohere](https://cohere.com/).
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@ -9,7 +9,7 @@ The `Astra DB` initializes a vector store using Astra DB from Data. It creates A
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**Parameters:**
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- **Input:** Documents or Data for input.
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- **Embedding:** Embedding model Astra DB uses.
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- **Embedding or Astra vectorize:** External or server-side model Astra DB uses.
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- **Collection Name:** Name of the Astra DB collection.
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- **Token:** Authentication token for Astra DB.
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- **API Endpoint:** API endpoint for Astra DB.
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@ -40,7 +40,7 @@ The `Astra DB` initializes a vector store using Astra DB from Data. It creates A
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- **Search Type:** Type of search, such as Similarity or MMR.
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- **Input Value:** Value to search for.
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- **Embedding:** Embedding model Astra DB uses.
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- **Embedding or Astra vectorize:** External or server-side model Astra DB uses.
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- **Collection Name:** Name of the Astra DB collection.
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- **Token:** Authentication token for Astra DB.
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- **API Endpoint:** API endpoint for Astra DB.
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