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content/operate/rc/langcache/create-service.md

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1. When you access the LangCache AI page for the first time, you will see a page with an introduction to LangCache. Select **Let's create a service** to create your first service.
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{{<image filename="images/rc/langcache-create-first-service.png" alt="The Let's create a service button." >}}
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{{<image filename="images/rc/langcache-create-first-service.png" alt="The Let's create a service button." width="200px" >}}
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If you have already created a LangCache service, select **New service** to create another one.
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{{<image filename="images/rc/langcache-new-service.png" alt="The New service button." >}}
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{{<image filename="images/rc/langcache-new-service.png" alt="The New service button." width="150px" >}}
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This takes you to the **Create LangCache service** page. The page is divided into the following sections:
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The **Attributes settings** section allows you to define attributes for your service. It is collapsed by default.
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{{<image filename="images/rc/langcache-attributes-settings.png" alt="The Attributes settings section, expanded." >}}
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{{<image filename="images/rc/langcache-attribute-settings.png" alt="The Attributes settings section, expanded." >}}
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By default, LangCache includes three fixed attributes:
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By default, LangCache includes three fixed attributes, which are called the "scope" in the API:
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- User ID: Scope operations to a specific user
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- Application ID: Manage cache entries related to a particular application
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- Session ID: Control cache for a specific user session
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1. Select **Add attribute**.
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{{<image filename="images/rc/langcache-add-attribute.png" alt="The Add attribute button." >}}
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{{<image filename="images/rc/langcache-add-attribute.png" alt="The Add attribute button." width="150px" >}}
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1. Give your custom attribute a descriptive name and select the check mark button to save it.
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You can also select **Add attribute** again to add an additional attribute.
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{{<image filename="images/rc/langcache-add-attribute.png" alt="The Add attribute button." >}}
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{{<image filename="images/rc/langcache-add-attribute.png" alt="The Add attribute button." width="150px" >}}
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### Create service
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content/operate/rc/langcache/monitor-cache.md

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You can monitor a LangCache service's performance from the **Metrics** tab of the service's page.
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{{<image filename="images/rc/langcache-monitor-tab.png" width="75%" alt="The metrics tab of the LangCache service's page." >}}
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{{<image filename="images/rc/langcache-metrics.png" alt="The metrics tab of the LangCache service's page." >}}
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The **Metrics** tab provides a series of graphs showing performance data for your LangCache service.
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The percentage of requests that were successfully served from the cache without needing to call the LLM API. A healthy cache will generally show an increasing hit ratio over time as it becomes more populated by cached responses.
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Here are some tips to optimize your cache hit ratio:
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To optimize your cache hit ratio:
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- Tune similarity thresholds to capture more semantically related queries.
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- Analyze recurring query patterns to fine-tune your embedding strategies.
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