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articles/redis/tutorial-active-replication.md

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- ✅ Azure Cache for Redis
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- ✅ Azure Managed Redis
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# CustomerIntent: As a developer, I want to see how to use a Enterprise cache that uses active geo-replication to capture data from two apps running against different caches in separate geo-locations.
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articles/redis/tutorial-aks-get-started.md

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- ✅ Azure Cache for Redis
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- ✅ Azure Managed Redis
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# CustomerIntent: As a developer, I want to see how to use a Azure Cache for Redis instance with an AKS container so that I see how I can use my cache instance with a Kubernetes cluster.
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> [!IMPORTANT]
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> This tutorial assumes that you are familiar with basic Kubernetes concepts like containers, pods and service.
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## Set up an Azure Cache for Redis instance
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## Set up an Azure Cache Redis instance
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1. Create a new Azure Cache for Redis instance by using the Azure portal or your preferred CLI tool. Use the [quickstart guide](../azure-cache-for-redis/quickstart-create-redis.md) to get started. Alternately, you can create an Azure Managed Redis instance too.
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articles/redis/tutorial-functions-getting-started.md

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- ✅ Azure Cache for Redis
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- ✅ Azure Managed Redis
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# CustomerIntent: As a developer, I want a introductory example of using Azure Cache for Redis triggers with Azure Functions so that I can understand how to use the functions with a Redis cache.
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articles/redis/tutorial-semantic-cache.md

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title: "Tutorial: Use Azure Cache for Redis as a semantic cache"
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description: In this tutorial, you learn how to use Azure Cache for Redis as a semantic cache.
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title: "Tutorial: Use Azure Managed Redis as a semantic cache"
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description: In this tutorial, you learn how to use Azure Managed Redis as a semantic cache.
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ms.date: 01/08/2024
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ms.topic: tutorial
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appliesto:
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- ✅ Azure Managed Redis
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# CustomerIntent: As a developer, I want to develop some code using a sample so that I see an example of a semantic cache with an AI-based large language model.
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# Tutorial: Use Azure Cache for Redis as a semantic cache
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# Tutorial: Use Azure Managed Redis as a semantic cache
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In this tutorial, you use Azure Cache for Redis as a semantic cache with an AI-based large language model (LLM). You use Azure OpenAI Service to generate LLM responses to queries and cache those responses using Azure Cache for Redis, delivering faster responses and lowering costs.
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In this tutorial, you use Azure Managed Redis cache as a semantic cache with an AI-based large language model (LLM). You use Azure OpenAI Service to generate LLM responses to queries and cache those responses using Azure Managed Redis, delivering faster responses and lowering costs.
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Because Azure Cache for Redis offers built-in vector search capability, you can also perform _semantic caching_. You can return cached responses for identical queries and also for queries that are similar in meaning, even if the text isn't the same.
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Because Azure Managed Redis offers built-in vector search capability, you can also perform _semantic caching_. You can return cached responses for identical queries and also for queries that are similar in meaning, even if the text isn't the same.
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In this tutorial, you learn how to:
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> [!div class="checklist"]
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>
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> - Create an Azure Cache for Redis instance configured for semantic caching
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> - Create an Azure Managed Redis instance configured for semantic caching
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> - Use LangChain other popular Python libraries.
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> - Use Azure OpenAI service to generate text from AI models and cache results.
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> - See the performance gains from using caching with LLMs.
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## Import libraries and set up connection information
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To successfully make a call against Azure OpenAI, you need an **endpoint** and a **key**. You also need an **endpoint** and a **key** to connect to Azure Cache for Redis.
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To successfully make a call against Azure OpenAI, you need an **endpoint** and a **key**. You also need an **endpoint** and a **key** to connect to Azure Managed Redis.
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1. Go to your Azure OpenAI resource in the Azure portal.
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1. Locate **Endpoint and Keys** in the **Resource Management** section of your Azure OpenAI resource. Copy your endpoint and access key because you need both for authenticating your API calls. An example endpoint is: `https://docs-test-001.openai.azure.com`. You can use either `KEY1` or `KEY2`.
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1. Go to the **Overview** page of your Azure Cache for Redis resource in the Azure portal. Copy your endpoint.
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1. Go to the **Overview** page of your Azure Managed Redis resource in the Azure portal. Copy your endpoint.
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1. Locate **Access keys** in the **Settings** section. Copy your access key. You can use either `Primary` or `Secondary`.
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1. Set `LLM_DEPLOYMENT_NAME` and `EMBEDDINGS_DEPLOYMENT_NAME` to the name of your two models deployed in Azure OpenAI Service.
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1. Update `REDIS_ENDPOINT` and `REDIS_PASSWORD` with the endpoint and key value from your Azure Cache for Redis instance.
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1. Update `REDIS_ENDPOINT` and `REDIS_PASSWORD` with the endpoint and key value from your Azure Managed Redis instance.
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> [!IMPORTANT]
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> We strongly recommend using environmental variables or a secret manager like [Azure Key Vault](/azure/key-vault/general/overview) to pass in the API key, endpoint, and deployment name information. These variables are set in plaintext here for the sake of simplicity.
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## Related content
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- [Learn more about Azure Cache for Redis](overview.md)
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- Learn more about Azure Cache for Redis [vector search capabilities](./overview-vector-similarity.md)
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- [Tutorial: use vector similarity search on Azure Cache for Redis](tutorial-vector-similarity.md)
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- [Learn more about Azure Managed Redis](overview.md)
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- Learn more about Azure Managed Redis [vector search capabilities](./overview-vector-similarity.md)
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- [Tutorial: use vector similarity search on Azure Managed Redis](tutorial-vector-similarity.md)
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- [Read how to build an AI-powered app with OpenAI and Redis](https://techcommunity.microsoft.com/t5/azure-developer-community-blog/vector-similarity-search-with-azure-cache-for-redis-enterprise/ba-p/3822059)
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- [Build a Q&A app with semantic answers](https://github.com/ruoccofabrizio/azure-open-ai-embeddings-qna)

articles/redis/tutorial-vector-similarity.md

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# CustomerIntent: As a developer, I want to develop some code using a sample so that I see an example of a vector similarity with an AI-based large language model.
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articles/redis/tutorial-write-behind.md

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# CustomerIntent: As a developer, I want a practical example of using Azure Cache for Redis triggers with Azure Functions so that I can write applications that tie together a Redis cache and a database like Azure SQL.
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articles/redis/web-app-arm-with-redis-cache-provision.md

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# Create a Web App plus Azure Cache for Redis using a template
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articles/redis/web-app-aspnet-core-howto.md

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zone_pivot_groups: redis-type
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# Customer intent: As an ASP.NET developer, new to Azure Redis, I want to create a new Node.js app that uses Azure Managed Redis or Azure Cache for Redis.
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articles/redis/web-app-bicep-with-redis-cache-provision.md

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# Create a Web App plus Azure Cache for Redis using Bicep

articles/redis/web-app-cache-aside-leaderboard.md

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# Tutorial: Create a cache-aside leaderboard on ASP.NET
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