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title: Agentic RAG With LangGraph
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weight: 13
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partition: build
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social_preview_image: /documentation/examples/agentic-rag-langgraph/social_preview.png
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---
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# Agentic RAG With LangGraph and Qdrant
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@@ -55,15 +54,11 @@ Before we dive into building our agent, let’s get everything set up.
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We’ll use **Qdrant Cloud** as our vector store for document embeddings. Here’s how to set it up:
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1. **Create an Account**If you don’t already have one, head to Qdrant Cloud and sign up.
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2. **Set Up a Cluster**
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- Log in to your account and find the **Create New Cluster** button on the dashboard.
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- Follow the prompts to configure:
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- Select your **preferred region**.
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- Choose the **free tier** for testing.
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3. **Secure Your Details**Once your cluster is ready, note these details:
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- **Cluster URL** (e.g., https://xxx-xxx-xxx.aws.cloud.qdrant.io)
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- **API Key**
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| **Step** | **Description** |
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|------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| **1. Create an Account** | If you don’t already have one, head to Qdrant Cloud and sign up. |
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| **2. Set Up a Cluster** | Log in to your account and find the **Create New Cluster** button on the dashboard. Follow the prompts to configure: <br> - Select your **preferred region**. <br> - Choose the **free tier** for testing. |
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| **3. Secure Your Details** | Once your cluster is ready, note these details: <br> - **Cluster URL** (e.g., https://xxx-xxx-xxx.aws.cloud.qdrant.io) <br> - **API Key** |
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Save these securely for future use!
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---
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Let’s look at the imports now.
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### Imports
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Here are the imports required:
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### Document Processing: The First Building Block
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### Document Processing
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Before we can create our agent, we need to process and store the documentation. We’ll be working with two datasets from Hugging Face: their general documentation and Transformers-specific documentation.
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