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6 changes: 3 additions & 3 deletions ai/integrations/vector-search-integrate-with-llamaindex.md
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Expand Up @@ -15,7 +15,7 @@ This tutorial demonstrates how to integrate [TiDB Vector Search](/ai/concepts/ve

> **Tip**
>
> You can view the complete [sample code](https://github.com/run-llama/llama_index/blob/main/docs/docs/examples/vector_stores/TiDBVector.ipynb) in Jupyter Notebook, or run it directly in the [Colab](https://colab.research.google.com/github/run-llama/llama_index/blob/main/docs/docs/examples/vector_stores/TiDBVector.ipynb) online environment.
> You can view the complete [sample code](https://github.com/run-llama/llama_index/blob/main/docs/examples/vector_stores/TiDBVector.ipynb) in Jupyter Notebook, or run it directly in the [Colab](https://colab.research.google.com/github/run-llama/llama_index/blob/main/docs/examples/vector_stores/TiDBVector.ipynb) online environment.

## Prerequisites

Expand Down Expand Up @@ -147,11 +147,11 @@ The following are descriptions for each parameter:

#### Step 4.1 Download the sample document

In your project directory, create a directory named `data/paul_graham/` and download the sample document [`paul_graham_essay.txt`](https://github.com/run-llama/llama_index/blob/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt) from the [run-llama/llama_index](https://github.com/run-llama/llama_index) GitHub repository.
In your project directory, create a directory named `data/paul_graham/` and download the sample document [`paul_graham_essay.txt`](https://github.com/run-llama/llama_index/blob/main/docs/examples/data/paul_graham/paul_graham_essay.txt) from the [run-llama/llama_index](https://github.com/run-llama/llama_index) GitHub repository.

```shell
!mkdir -p 'data/paul_graham/'
!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'
!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'
```

#### Step 4.2 Load the document
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2 changes: 1 addition & 1 deletion tidb-cloud/dedicated/_index.md
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Expand Up @@ -72,7 +72,7 @@ summary: TiDB Cloud is a fully-managed Database-as-a-Service (DBaaS) that brings

[From CSV Files](https://docs.pingcap.com/tidbcloud/import-csv-files)

[From Apache Parquet Files](https://docs.pingcap.com/tidbcloud/import-csv-files)
[From Apache Parquet Files](https://docs.pingcap.com/tidbcloud/import-parquet-files)

</LearningPath>

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