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docs/content/patterns/artificial intelligence/rag/_index.md
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| --- | ||
| title: GPT-RAG | ||
| geekdocCollapseSection: true | ||
| --- | ||
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| ## Overview | ||
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| The Retrieval-Augmented Generation (RAG) pattern is an industry-standard approach to building applications that use large language models to reason over specific or proprietary data that is not already known to the large language model. | ||
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| This page provides the alert settings for AI RAG pattern setup. It contains relevant metrics and threshold recommendations for key services involved in a RAG pattern architecture.For a reference architecture design of RAG, see [GPT-RAG](https://github.com/Azure/GPT-RAG). | ||
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| Below is a basic architecture of RAG implementation | ||
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|  | ||
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| We may update these settings as we continue to work with a breadth of customers. | ||
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| ## Alerts | ||
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| {{< ragMetricAlerts >}} |
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| <div><table> | ||
| <tr> | ||
| <th>Alert Name</th> | ||
| <th>Component</th> | ||
| <th>Metric</th> | ||
| <th>Aggregation</th> | ||
| <th>Operator</th> | ||
| <th>Threshold</th> | ||
| <th>Window</th> | ||
| <th>Frequency</th> | ||
| <th>Severity</th> | ||
| <th>Scope</th> | ||
| <th>Support for Multiple Resources</th> | ||
| <th>Verified</th> | ||
| <th>References</th> | ||
| </tr> | ||
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| {{ range $category, $types := $.Site.Data }} | ||
| {{ range $type, $rules := $types }} | ||
| {{ range $rules.alerts }} | ||
| {{ if or (eq .visible true) (eq $.Site.Params.ambaDevMode true) }} | ||
| {{ if and (eq .type "Metric") (in .tags "rag") }} | ||
| {{ $data := newScratch }} | ||
| {{ if isset . "deployments" }} | ||
| {{ range where .deployments "type" "Policy" }} | ||
| {{ if and (in .tags "rag") }} | ||
| {{ $data.Set "name" .name }} | ||
| {{ $data.Set "url" (relURL (path.Join "services" $category $type .template)) }} | ||
| {{ $data.Set "scope" .properties.scope }} | ||
| {{ $data.Set "multiResource" .properties.multiResource }} | ||
| {{ end }} | ||
| {{ end }} | ||
| {{ end }} | ||
| <tr> | ||
| <td> | ||
| <a href='{{ $data.Get "url" }}'>{{ $data.Get "name" }}</a> | ||
| </td> | ||
| <td> | ||
| {{ .properties.metricNamespace }} | ||
| </td> | ||
| <td> | ||
| {{ .properties.metricName }} | ||
| </td> | ||
| <td> | ||
| {{ .properties.timeAggregation }} | ||
| </td> | ||
| <td> | ||
| {{ .properties.operator }} | ||
| </td> | ||
| <td> | ||
| {{ if eq .properties.criterionType "DynamicThresholdCriterion" }} | ||
| dynamic | ||
| {{ else }} | ||
| {{ .properties.threshold }} | ||
| {{ end }} | ||
| </td> | ||
| <td> | ||
| {{ .properties.windowSize }} | ||
| </td> | ||
| <td> | ||
| {{ .properties.evaluationFrequency }} | ||
| </td> | ||
| <td> | ||
| {{ .properties.severity }} | ||
| </td> | ||
| <td> | ||
| {{ $data.Get "scope" }} | ||
| </td> | ||
| <td> | ||
| {{ if ($data.Get "multiResource") }} | ||
| Yes | ||
| {{ else }} | ||
| No | ||
| {{ end }} | ||
| </td> | ||
| <td> | ||
| {{ if .verified }} | ||
| Y | ||
| {{ else }} | ||
| N | ||
| {{ end }} | ||
| </td> | ||
| <td> | ||
| {{ range .references }} | ||
| <a href="{{ .url }}" target="_blank">{{ .name }}</a> | ||
| {{ end }} | ||
| </td> | ||
| </tr> | ||
| {{ end }} | ||
| {{ end }} | ||
| {{ end }} | ||
| {{ end }} | ||
| {{ end }} | ||
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| </table></div> |
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