[Mem0] Update docs and improve readability (#1727)
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@@ -4,14 +4,22 @@ title: Overview
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Mem0 includes built-in support for various popular databases. Memory can utilize the database provided by the user, ensuring efficient use for specific needs.
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## Supported Vector Databases
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See the list of supported vector databases below.
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<CardGroup cols={3}>
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<Card title="Qdrant" href="/components/vectordbs/dbs/qdrant"></Card>
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<Card title="Chroma" href="/components/vectordbs/dbs/chroma"></Card>
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<Card title="Pgvector" href="/components/vectordbs/dbs/pgvector"></Card>
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</CardGroup>
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## Usage
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To utilize a vector database, you must provide a configuration to customize its usage. If no configuration is supplied, a default configuration will be applied, and `Qdrant` will be used as the vector database.
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For a comprehensive list of available parameters for vector database configuration, please refer to [Config](./config).
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To view all supported vector databases, visit the [Supported Vector Databases](./dbs).
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## Common issues
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### Using model with different dimensions
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@@ -22,3 +30,4 @@ for example 768, you may encounter below error:
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`ValueError: shapes (0,1536) and (768,) not aligned: 1536 (dim 1) != 768 (dim 0)`
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you could add `"embedding_model_dims": 768,` to the config of the vector_store to overcome this issue.
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