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Update README.md (#198)
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README.md

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@@ -23,16 +23,14 @@ The package supports the [asyncpg](https://github.com/MagicStack/asyncpg) and [p
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pip install -U langchain-postgres
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```
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## Usage
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### Vectorstore
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## Vectorstore
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> [!WARNING]
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> In v0.0.14+, `PGVector` is deprecated. Please migrate to `PGVectorStore`
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> for improved performance and manageability.
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> See the [migration guide](https://github.com/langchain-ai/langchain-postgres/blob/main/examples/migrate_pgvector_to_pgvectorstore.md) for details on how to migrate from `PGVector` to `PGVectorStore`.
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### Quickstart
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### Documentation
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* [Quickstart](https://github.com/langchain-ai/langchain-postgres/blob/main/examples/pg_vectorstore.ipynb)
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* [How-to](https://github.com/langchain-ai/langchain-postgres/blob/main/examples/pg_vectorstore_how_to.ipynb)
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> [!TIP]
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> All synchronous functions have corresponding asynchronous functions
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### ChatMessageHistory
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## ChatMessageHistory
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The chat message history abstraction helps to persist chat message history
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in a postgres table.

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