Merge branch 'main' of https://github.com/MicrosoftDocs/azure-ai-docs-pr into mrb_09_19_2024_Studio_UX_updates

Author: mrbullwinkle

articles/ai-studio/toc.yml

@@ -8,7 +8,7 @@ items:
     href: what-is-ai-studio.md
   - name: Azure AI Studio architecture
     href: concepts/architecture.md
-  - name: "AI Studio or AML: Which should I choose?"
+  - name: AI Studio versus AML studio
     href: /ai/ai-studio-experiences-overview?context=/azure/ai-studio/context/context
   - name: Region support
     href: reference/region-support.md
@@ -65,16 +65,50 @@ items:
     - name: Create a project
       href: how-to/create-projects.md
     - name: Create and manage compute
-      href: how-to/create-manage-compute.md
-    - name: Connect to external resources
+    href: how-to/create-manage-compute.md
+  - name: Connect to services and resources
+    items:
+    - name: Connections overview
+      href: concepts/connections.md
+    - name: Create a connection
+      href: how-to/connections-add.md
+    - name: Create a connection using the Azure Machine Learning SDK
+      href: how-to/develop/connections-add-sdk.md
+      displayName: code
+    - name: Azure AI services connections
       items:
-      - name: Connections overview
-        href: concepts/connections.md
-      - name: Create a connection
-        href: how-to/connections-add.md
-      - name: Create a connection using the Azure Machine Learning SDK
-        href: how-to/develop/connections-add-sdk.md
-        displayName: code
+      - name: What are AI services?
+        href: ../ai-services/what-are-ai-services.md?context=/azure/ai-studio/context/context
+        displayName: cognitive
+      - name: Get started with AI services in AI Studio
+        href: ai-services/get-started.md
+      - name: Connect AI services in AI Studio
+        href: ai-services/connect-ai-services.md
+      - name: Azure OpenAI
+        items:
+        - name: Get started with Assistants and code interpreter in the playground
+          href: ../ai-services/openai/assistants-quickstart.md?context=/azure/ai-studio/context/context
+        - name: Analyze images and video with GPT-4 for Vision in the playground
+          href: quickstarts/multimodal-vision.md
+        - name: Use your image data with Azure OpenAI
+          href: how-to/data-image-add.md
+          displayName: vision, gpt, turbo
+      - name: Azure AI Content Safety
+        items:
+        - name: Content filtering
+          href: concepts/content-filtering.md
+        - name: Prevent input attacks with Prompt Shields
+          href: how-to/prompt-shields.md
+        - name: Detect groundedness in chat responses
+          href: how-to/groundedness.md
+      - name: Speech
+        items:
+        - name: Real-time speech to text
+          href: ../ai-services/speech-service/get-started-speech-to-text.md?context=/azure/ai-studio/context/context
+        - name: Pronunciation assessment
+          href: ../ai-services/speech-service/pronunciation-assessment-tool.md?context=/azure/ai-studio/context/context
+        - name: Hear and speak with chat in the playground
+          href: quickstarts/hear-speak-playground.md
   - name: Select and deploy AI models
     items:
     - name: Model catalog
@@ -261,40 +295,6 @@ items:
       href: how-to/monitor-quality-safety.md
     - name: Troubleshoot deployments and monitoring
       href: how-to/troubleshoot-deploy-and-monitor.md
-  - name: Get started with Azure AI services
-    items:
-    - name: What are AI services?
-      href: ../ai-services/what-are-ai-services.md?context=/azure/ai-studio/context/context
-      displayName: cognitive
-    - name: Get started with AI services in AI Studio
-      href: ai-services/get-started.md
-    - name: Connect AI services in AI Studio
-      href: ai-services/connect-ai-services.md
-    - name: Azure OpenAI
-      items:
-      - name: Get started with Assistants and code interpreter in the playground
-        href: ../ai-services/openai/assistants-quickstart.md?context=/azure/ai-studio/context/context
-      - name: Analyze images and video with GPT-4 for Vision in the playground
-        href: quickstarts/multimodal-vision.md
-      - name: Use your image data with Azure OpenAI
-        href: how-to/data-image-add.md
-        displayName: vision, gpt, turbo
-    - name: Azure AI Content Safety
-      items:
-      - name: Content filtering
-        href: concepts/content-filtering.md
-      - name: Prevent input attacks with Prompt Shields
-        href: how-to/prompt-shields.md
-      - name: Detect groundedness in chat responses
-        href: how-to/groundedness.md
-    - name: Speech
-      items:
-      - name: Real-time speech to text
-        href: ../ai-services/speech-service/get-started-speech-to-text.md?context=/azure/ai-studio/context/context
-      - name: Pronunciation assessment
-        href: ../ai-services/speech-service/pronunciation-assessment-tool.md?context=/azure/ai-studio/context/context
-      - name: Hear and speak with chat in the playground
-        href: quickstarts/hear-speak-playground.md
   - name: Costs and quotas
     items:
     - name: Plan and manage costs

articles/search/media/vector-search-index-size/deployment-details.png

@@ -8,7 +8,7 @@ author: HeidiSteen
 ms.author: heidist
 ms.service: cognitive-search
 ms.topic: conceptual
-ms.date: 09/04/2024
+ms.date: 09/19/2024
 ms.custom:
   - references_regions
   - build-2024
@@ -80,53 +80,29 @@ When estimating document size, remember to consider only those fields that add v
 
 When you index documents with vector fields, Azure AI Search constructs internal vector indexes using the algorithm parameters you provide. The size of these vector indexes is restricted by the memory reserved for vector search for your service's tier (or `SKU`).
 
-The service enforces a vector index size quota **for every partition** in your search service. Each extra partition increases the available vector index size quota. This quota is a hard limit to ensure your service remains healthy, which means that further indexing attempts once the limit is exceeded results in failure. You can resume indexing once you free up available quota by either deleting some vector documents or by scaling up in partitions.
-
-Vector limits vary by service creation date and tier.
-
-+ To check the age of your search service or learn more about vector indexes, see [Vector index size and staying under limits](vector-search-index-size.md).
-
-+ To view the vector quota in effect for your search service, use [GET Service Statistics](/rest/api/searchservice/get-service-statistics/get-service-statistics), or check the **Properties** and **Usage** tabs for your search service in the Azure portal.
-
-#### Vector quota per partition (GB)
+Vector limits vary by [service creation date](vector-search-index-size.md#how-to-check-service-creation-date) and [tier](search-sku-tier.md). For guidance on managing and maximizing vector storage, see [Vector index size and staying under limits](vector-search-index-size.md).
 
 This table shows the progression of vector quota increases in GB over time. The quota is per partition, so if you scale a new Standard (S1) service to 6 partitions, total vector quota is 35 multiplied by 6.
 
 | Service creation date |Basic | S1| S2 | S3/HD | L1 | L2 |
 |-----------------------|------|---|----|----|----|----|
 |**Before July 1, 2023** <sup>1</sup> | 0.5 | 1 | 6 | 12 | 12 | 36 |
 | **July 1, 2023 through April 3, 2024** <sup>2</sup>| 1  | 3 | 12 | 36 | 12 | 36 |
-|**April 3, 2024 through May 17, 2024** <sup>3</sup> | 5  | 35 | 100 | 200 | 12 | 36 |
-|**After May 17, 2024** <sup>4</sup> | 5  | 35 | 150 | 300 | 150 | 300 |
+|**April 3, 2024 through May 17, 2024** <sup>3</sup> | **5**  | **35** | **150** | **300** | 12 | 36 |
+|**After May 17, 2024** <sup>4</sup> | 5  | 35 | 150 | 300 | **150** | **300** |
 
 <sup>1</sup> Initial vector limits during early preview.
 
 <sup>2</sup> Vector limits during the later preview period. Three regions didn't have the higher limits: Germany West Central, West India, Qatar Central.
 
-<sup>3</sup> Higher vector quota based on the larger partitions for supported tiers and regions.
+<sup>3</sup> Higher vector quota based on the larger partitions for supported tiers and regions. 
 
 <sup>4</sup> Higher vector quota for more tiers and regions based on partition size updates.
 
-#### Partition limits (GB)
-
-This table repeats [partition storage limits](#service-limits) for context. The table shows the progression of storage quota increases in GB over time. Vector quota is per partition, so the more significant increases in vector quota that occurred starting in April 2024 correspond to the increases in per-partition storage occuring at the same time. 
-
-Higher capacity partitions were brought online starting in April 2024.
-
-| Service creation date |Basic | S1| S2 | S3/HD | L1 | L2 |
-|-----------------------|------|---|----|----|----|----|
-|**Before July 1, 2023** <sup>1</sup> | 2  | 25 | 100 | 200 | 1,024 | 2,048 |
-|**July 1, 2023 through April 3, 2024** <sup>2</sup>| 2  | 25 | 100 | 200 | 1,024 | 2,048 |
-|**April 3, 2024 through May 17, 2024** <sup>3</sup> | 15  | 160 | 512 | 1,024 | 1,024 | 2,048 |
-|**After May 17, 2024** <sup>4</sup> | 15  | 160 | 512 | 1,024 | 2,048 | 4,096 |
-
-<sup>1</sup> Partition sizes during early preview.
-
-<sup>2</sup> No change during the later preview period.
-
-<sup>3</sup> Higher capacity storage for Basic, S1, S2, S3 in these regions. **Americas**: Brazil South​, Canada Central​, Canada East​​, East US​, East US 2, ​Central US​, North Central US​, South Central US​, West US​, West US 2​, West US 3​, West Central US. **Europe**: France Central​. Italy North​​, North Europe​​, Norway East, Poland Central​​, Switzerland North​, Sweden Central​, UK South​, UK West​. **Middle East**:  UAE North. **Africa**: South Africa North. **Asia Pacific**: Australia East​, Australia Southeast​​, Central India, Jio India West​, East Asia, Southeast Asia​, Japan East, Japan West​, Korea Central, Korea South​.
+The service enforces a vector index size quota **for every partition** in your search service. Each extra partition increases the available vector index size quota. This quota is a hard limit to ensure your service remains healthy, which means that further indexing attempts once the limit is exceeded results in failure. You can resume indexing once you free up available quota by either deleting some vector documents or by scaling up in partitions.
 
-<sup>4</sup> Higher capacity storage for more tiers and more regions. **Europe**: Germany North​, Germany West Central, Switzerland West​. **Azure Government**: Texas, Arizona, Virginia. **Africa**: South Africa North​. **Asia Pacific**: China North 3, China East 3.
+> [!IMPORTANT]
+> Higher vector limits are tied to larger partition sizes. Regions that run on older infrastructure are subject to the July-April limits. Review the [regions list](search-region-support.md) for status on partition storage limits.
 
 ## Indexer limits
 

articles/search/media/vector-search-index-size/resource-group-deployments.png

@@ -9,7 +9,7 @@ ms.service: cognitive-search
 ms.custom:
   - build-2024
 ms.topic: conceptual
-ms.date: 08/05/2024
+ms.date: 09/19/2024
 ---
 
 # Vector index size and staying under limits