azure-cognitive-search

Azure AI Search 技能

此技能提供 Azure AI Search 方面的专家指导，涵盖故障排除、最佳实践、决策制定、架构与设计模式、限制与配额、安全性、配置、集成与编码模式，以及部署。它结合了本地快速参考内容与远程文档获取功能。

如何使用此技能

IMPORTANT for Agent：使用下方的类别索引查找相关章节。对于包含行范围的类别（例如，L35-L120），使用 read_file 读取指定行。对于包含文件链接的类别（例如，security.md），使用 read_file 读取链接的参考文件

IMPORTANT for Agent：如果 metadata.generated_at 超过 3 个月，请建议用户从存储库拉取最新版本。如果无法使用 mcp_microsoftdocs 工具，请建议用户安装该工具：安装指南

此技能需要网络访问才能获取文档内容：

• 首选：使用 mcp_microsoftdocs:microsoft_docs_fetch，查询字符串为 from=learn-agent-skill。返回 Markdown。
• 备用：使用 fetch_webpage，查询字符串为 from=learn-agent-skill&accept=text/markdown。返回 Markdown。

类别索引

类别	行	说明
故障排除	L37-L48	诊断和修复 Azure AI Search 索引器/技能集错误、筛选器和指标问题、权限筛选结果，以及专用链接或存储差异。
最佳实践	L49-L66	设计、扩展和排查扩充/索引管道问题，优化向量搜索、性能和成本，以及安全更新 Azure AI Search 资源的最佳实践。
决策制定	L67-L82	选择区域、层级、定价、容量和连接器的指南，以及 API 和 SDK 的迁移/升级路径，帮助规划、扩展和现代化 Azure AI Search 解决方案。
架构与设计模式	L83-L88	Azure AI Search 的架构模式：结合向量搜索和关键字搜索、设计多租户或隔离索引，以及构建具有复原能力的多区域搜索部署。
限制与配额	L89-L98	Azure AI Search 的限制、配额和容量规划：计费/免费扩充、索引器计划/并发/运行时、服务容量限制，以及向量索引大小/吞吐量限制。
安全性	L99-L141	保护 Azure AI Search：RBAC/Entra ID 身份验证、无密钥访问、密钥和加密、索引器权限（SQL、Storage、SharePoint、Cosmos）、ACL/Purview 标签引入，以及网络隔离（防火墙、专用终结点）。
配置	L142-L234	配置 Azure AI Search：数据源、知识库、技能集、分析器、向量化、语义排名，以及 Agentic 检索和扩充的查询选项。
集成与编码模式	L235-L310	集成 Azure AI Search 的模式和代码：索引器、技能、向量化、查询语法（Lucene/OData）、语义排名、筛选器、分页，以及应用/Power BI 集成。
部署	L311-L319	使用 ARM/Bicep/Terraform 自动部署 Azure AI Search、跨区域迁移服务、检查区域功能支持情况，以及将 C# 搜索应用部署到 Azure Container Apps。

故障排除

主题	URL
排查 Azure AI Search 索引器错误和警告	https://learn.microsoft.com/en-us/azure/search/cognitive-search-common-errors-warnings
调试和排查 Azure AI Search 技能集	https://learn.microsoft.com/en-us/azure/search/cognitive-search-how-to-debug-skillset
使用门户会话调试 Azure AI Search 技能集	https://learn.microsoft.com/en-us/azure/search/cognitive-search-tutorial-debug-sessions
排查没有错误提示的 Azure AI Search 索引器问题	https://learn.microsoft.com/en-us/azure/search/search-indexer-troubleshooting
诊断并修复 Azure AI Search 集合筛选器错误	https://learn.microsoft.com/en-us/azure/search/search-query-troubleshoot-collection-filters
排查 Azure AI Search 中的共享专用链接资源问题	https://learn.microsoft.com/en-us/azure/search/troubleshoot-shared-private-link-resources
排查 SharePoint 权限筛选搜索结果问题	https://learn.microsoft.com/en-us/azure/search/troubleshoot-sharepoint-query-permission-filtering
诊断 Azure AI Search 存储和指标差异	https://learn.microsoft.com/en-us/azure/search/troubleshoot-storage-metrics

最佳实践

主题	URL
设计和排查 Azure AI Search 中的 AI 增强管道	https://learn.microsoft.com/en-us/azure/search/cognitive-search-concept-troubleshooting
扩展和管理 Azure AI Search 中的自定义技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-scale
为 GenAI Prompt 技能应用负责任的 AI 最佳实践	https://learn.microsoft.com/en-us/azure/search/responsible-ai-best-practices-genai-prompt-skill
在 Azure AI Search 中处理已更改和已删除的 Blob	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-changed-deleted
优化 Azure AI Search 中的大规模索引	https://learn.microsoft.com/en-us/azure/search/search-how-to-large-index
为 Azure AI Search 资源应用乐观并发控制	https://learn.microsoft.com/en-us/azure/search/search-howto-concurrency
安全地更新或重建 Azure AI Search 索引	https://learn.microsoft.com/en-us/azure/search/search-howto-reindex
分析 Azure AI Search 查询和索引性能	https://learn.microsoft.com/en-us/azure/search/search-performance-analysis
优化 Azure AI Search 查询和索引性能	https://learn.microsoft.com/en-us/azure/search/search-performance-tips
优化 Azure AI Search Serverless 成本	https://learn.microsoft.com/en-us/azure/search/serverless-cost-optimization
使用较窄的向量数据类型减少 Azure AI Search 存储用量	https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-assign-narrow-data-types
将大型文档分块以供 Azure AI Search 向量检索	https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-chunk-documents
选择 Azure AI Search 中的向量优化和压缩方式	https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-configure-compression-storage
使用 MRL 截断 Azure AI Search 中 text-embedding-3 的维度	https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-truncate-dimensions

决策

主题	URL
将 Azure AI Search Agentic 检索迁移到最新 API	https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-migrate
从已弃用的 Azure AI Search 技能迁移	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-deprecated
决定并迁移 Azure AI Search REST API 版本	https://learn.microsoft.com/en-us/azure/search/search-api-migration
估算 Azure AI Search 的索引和查询容量	https://learn.microsoft.com/en-us/azure/search/search-capacity-planning
使用合适的区域和层创建 Azure AI Search 服务	https://learn.microsoft.com/en-us/azure/search/search-create-service-portal
为 Azure AI Search 选择合适的数据源连接器	https://learn.microsoft.com/en-us/azure/search/search-data-sources-gallery
升级 Azure AI Search .NET 管理 SDK	https://learn.microsoft.com/en-us/azure/search/search-dotnet-mgmt-sdk-migration
将 Azure AI Search .NET 应用迁移到 SDK v11	https://learn.microsoft.com/en-us/azure/search/search-dotnet-sdk-migration-version-11
将 Azure AI Search 升级到更高容量	https://learn.microsoft.com/en-us/azure/search/search-how-to-upgrade
在需求量较大的情况下选择 Azure AI Search 区域	https://learn.microsoft.com/en-us/azure/search/search-region-capacity
规划和管理 Azure AI Search 成本	https://learn.microsoft.com/en-us/azure/search/search-sku-manage-costs
选择 Azure AI Search 定价模式和层	https://learn.microsoft.com/en-us/azure/search/search-sku-tier

架构与设计模式

主题	URL
设计 Azure AI Search 多租户和隔离内容	https://learn.microsoft.com/en-us/azure/search/search-modeling-multitenant-saas-applications
设计 Azure AI Search 多区域架构	https://learn.microsoft.com/en-us/azure/search/search-multi-region

限制与配额

主题	URL
Azure AI Search 扩充的计费限制和免费配额	https://learn.microsoft.com/en-us/azure/search/cognitive-search-attach-cognitive-services
管理索引器的执行、持续时间和并发	https://learn.microsoft.com/en-us/azure/search/search-howto-run-reset-indexers
配置 Azure AI Search 索引器计划和限制	https://learn.microsoft.com/en-us/azure/search/search-howto-schedule-indexers
了解 Serverless 和 S3 HD 上的索引器运行时配额	https://learn.microsoft.com/en-us/azure/search/search-indexer-high-density-serverless-overview
根据服务限制规划 Azure AI Search 容量	https://learn.microsoft.com/en-us/azure/search/search-limits-quotas-capacity
了解 Azure AI Search 向量索引限制	https://learn.microsoft.com/en-us/azure/search/vector-search-index-size

安全性

主题	URL
使用 Azure CLI 管理对 Web 知识源的访问	https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-web-manage
使用 Azure AI Search 的内置 Azure Policy 定义	https://learn.microsoft.com/en-us/azure/search/policy-reference
从 Azure Blob 源引入 RBAC 范围	https://learn.microsoft.com/en-us/azure/search/search-blob-indexer-role-based-access
在 AI Search 中实施文档级访问控制	https://learn.microsoft.com/en-us/azure/search/search-document-level-access-overview
配置对 Azure AI Search 的无密钥 RBAC 访问	https://learn.microsoft.com/en-us/azure/search/search-get-started-rbac
在 Azure AI Search 中配置 SharePoint Online 索引器权限	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sharepoint-online
配置对 SQL Managed Instance 的托管标识访问	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-managed-instance-with-managed-identity
保护 AI Search 索引器与 SQL Server VM 的连接	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-server
为 Azure AI Search 配置托管标识和 RBAC	https://learn.microsoft.com/en-us/azure/search/search-how-to-managed-identities
配置 Azure AI Search 索引器对 Azure Functions 的身份验证	https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-azure-functions
使用托管标识保护 Cosmos DB 索引器连接	https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-cosmos-db
配置 Azure AI Search 对 Azure SQL 的托管标识访问	https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-sql
配置 Azure AI Search 对 Storage 的托管标识访问	https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-storage
通过 Push API 为索引添加 ACL 和 RBAC 元数据	https://learn.microsoft.com/en-us/azure/search/search-index-access-control-lists-and-rbac-push-api
引入 ADLS Gen2 ACL 和 RBAC 元数据	https://learn.microsoft.com/en-us/azure/search/search-indexer-access-control-lists-and-role-based-access
将 Azure AI Search 索引器私密连接到 SQL Managed Instance	https://learn.microsoft.com/en-us/azure/search/search-indexer-how-to-access-private-sql
为 Azure AI Search 索引器设置 IP 防火墙规则	https://learn.microsoft.com/en-us/azure/search/search-indexer-howto-access-ip-restricted
为 Azure AI Search 索引器配置共享专用链接访问	https://learn.microsoft.com/en-us/azure/search/search-indexer-howto-access-private
为 Azure AI Search 索引器使用受信任服务例外	https://learn.microsoft.com/en-us/azure/search/search-indexer-howto-access-trusted-service-exception
配置索引器对受保护资源的访问	https://learn.microsoft.com/en-us/azure/search/search-indexer-securing-resources
使用索引器引入 Purview 敏感度标签	https://learn.microsoft.com/en-us/azure/search/search-indexer-sensitivity-labels
使用索引器引入 SharePoint ACL 元数据	https://learn.microsoft.com/en-us/azure/search/search-indexer-sharepoint-access-control-lists
配置 Azure AI Search 的安全性和访问权限	https://learn.microsoft.com/en-us/azure/search/search-manage
在查询时强制实施 ACL 和 RBAC	https://learn.microsoft.com/en-us/azure/search/search-query-access-control-rbac-enforcement
在 Azure AI Search 中于查询时强制实施 Purview 敏感度标签	https://learn.microsoft.com/en-us/azure/search/search-query-sensitivity-labels
管理 Azure AI Search 管理员和查询 API 密钥	https://learn.microsoft.com/en-us/azure/search/search-security-api-keys
为 Azure AI Search 应用安全最佳做法	https://learn.microsoft.com/en-us/azure/search/search-security-best-practices
为 Azure AI Search 启用 RBAC 和 Entra ID 身份验证	https://learn.microsoft.com/en-us/azure/search/search-security-enable-roles
检索 Azure AI Search 资源的加密密钥详细信息	https://learn.microsoft.com/en-us/azure/search/search-security-get-encryption-keys
为 Azure AI Search 配置客户管理的加密密钥	https://learn.microsoft.com/en-us/azure/search/search-security-manage-encryption-keys
为 AI Search 配置跨租户 CMK 加密	https://learn.microsoft.com/en-us/azure/search/search-security-managed-encryption-cross-tenant
将 Azure AI Search 加入网络安全边界	https://learn.microsoft.com/en-us/azure/search/search-security-network-security-perimeter
使用 Entra ID 配置 Azure AI Search RBAC	https://learn.microsoft.com/en-us/azure/search/search-security-rbac
为客户端应用配置对 Azure AI Search 的无密钥 RBAC 访问	https://learn.microsoft.com/en-us/azure/search/search-security-rbac-client-code
在 Azure AI Search 中实施文档级安全筛选	https://learn.microsoft.com/en-us/azure/search/search-security-trimming-for-azure-search
使用 Azure Policy 合规性控件管理 Azure AI Search	https://learn.microsoft.com/en-us/azure/search/security-controls-policy
为 Azure AI Search 配置 IP 防火墙和受信任服务访问	https://learn.microsoft.com/en-us/azure/search/service-configure-firewall
为 Azure AI Search 配置专用终结点	https://learn.microsoft.com/en-us/azure/search/service-create-private-endpoint
为安全查询编制 ADLS Gen2 权限索引	https://learn.microsoft.com/en-us/azure/search/tutorial-adls-gen2-indexer-acls

配置

主题	URL
配置用于 Agentic 检索的 Azure SQL 知识源	https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-azure-sql
配置用于 Agentic 检索的 Blob 知识源	https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-blob
在 Azure AI Search 中配置 Fabric Data Agent 知识源	https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-fabric-data-agent
配置用于 Agentic 检索的 Fabric Ontology 知识源	https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-fabric-ontology
创建用于 Agentic 检索的基于文件的知识源	https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-file
在 Azure AI Search 中配置 MCP 服务知识源	https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-mcp-server
配置用于 Agentic 检索的 OneLake 知识源	https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-onelake
在 Azure AI Search 中配置搜索索引知识源	https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-search-index
在 Azure AI Search 中配置已编制索引的 SharePoint 知识源	https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-sharepoint-indexed
为 Azure AI Search 配置远程 SharePoint 知识源	https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-sharepoint-remote
配置用于 Agentic 检索的 Web 知识源	https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-web
配置用于组织智能的 Work IQ 知识源	https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-work-iq
为 Agentic 检索定义知识源对象	https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-overview
在 Azure AI Search 中启用并配置答案合成	https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-answer-synthesis
为知识源配置感知新鲜度的检索	https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-configure-freshness
创建适用于 Agentic 检索的搜索索引	https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-create-index
在 Azure AI Search 中创建并配置知识库	https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-create-knowledge-base
在 Azure AI Search 中配置 Agentic 检索计费许可	https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-enable-disable
为 Agentic 检索答案合成配置图像服务	https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-image-serving
在 Azure AI Search 中配置自定义 AML 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-aml-skill
使用注释语法引用 Azure AI Search 技能集中的扩充节点	https://learn.microsoft.com/en-us/azure/search/cognitive-search-concept-annotations-syntax
在 Azure AI Search 中定义并配置技能集	https://learn.microsoft.com/en-us/azure/search/cognitive-search-defining-skillset
为 Azure AI Search 技能集配置输出字段映射	https://learn.microsoft.com/en-us/azure/search/cognitive-search-output-field-mapping
在 Azure AI Search 中配置并使用预定义技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-predefined-skills
在 Azure AI Search 中使用技能上下文和注释语言	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-annotation-language
在 AI Search 中配置 Azure Content Understanding 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-content-understanding
配置 Custom Entity Lookup 技能参数	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-custom-entity-lookup
在 Azure AI Search 中配置 Document Extraction 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-document-extraction
在 Azure AI Search 中配置 Document Layout 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-document-intelligence-layout
在技能集中配置 Entity Recognition 技能 v2	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-recognition
在 Azure AI Search 扩充中配置 Image Analysis 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-image-analysis
在 Azure AI Search 中配置 PII Detection 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-pii-detection
使用 Shaper 技能重构扩充输出	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-shaper
为 AI 扩充配置 Text Split 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-textsplit
配置 Azure Vision 多模态嵌入技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-vision-vectorize
设计并配置用于 AI 扩充的技能集	https://learn.microsoft.com/en-us/azure/search/cognitive-search-working-with-skillsets
为 Azure AI Search 管道配置扩充缓存	https://learn.microsoft.com/en-us/azure/search/enrichment-cache-how-to-configure
在 Azure AI Search 中管理扩充缓存数据	https://learn.microsoft.com/en-us/azure/search/enrichment-cache-how-to-manage
为 Azure AI Search 索引定义自定义分析器	https://learn.microsoft.com/en-us/azure/search/index-add-custom-analyzers
为 Azure AI Search 字段添加语言分析器	https://learn.microsoft.com/en-us/azure/search/index-add-language-analyzers
为 Azure AI Search 索引配置评分配置文件	https://learn.microsoft.com/en-us/azure/search/index-add-scoring-profiles
在 Azure AI Search 中配置 BM25 相关性评分	https://learn.microsoft.com/en-us/azure/search/index-ranking-similarity
定义并配置知识存储投影形状	https://learn.microsoft.com/en-us/azure/search/knowledge-store-projection-shape
Azure AI Search 监视指标和日志参考	https://learn.microsoft.com/en-us/azure/search/monitor-azure-cognitive-search-data-reference
Azure AI Search 分析器停用词列表参考	https://learn.microsoft.com/en-us/azure/search/reference-stopwords
在 Azure AI Search 中配置文本处理分析器	https://learn.microsoft.com/en-us/azure/search/search-analyzers
在 Azure AI Search 索引器中使用内容元数据属性	https://learn.microsoft.com/en-us/azure/search/search-blob-metadata-properties
为 Search 中的 Azure OpenAI 技能配置 API Management 网关	https://learn.microsoft.com/en-us/azure/search/search-how-to-configure-azure-openai-api-management
配置 Azure AI Search 索引器以引入数据	https://learn.microsoft.com/en-us/azure/search/search-how-to-create-indexers
在 Azure AI Search 中定义并创建搜索索引架构	https://learn.microsoft.com/en-us/azure/search/search-how-to-create-search-index
为 Azure AI Search 向量化定义索引投影	https://learn.microsoft.com/en-us/azure/search/search-how-to-define-index-projections
通过 API 从 Azure AI Search 索引中删除文档	https://learn.microsoft.com/en-us/azure/search/search-how-to-delete-documents
为 Azure AI Search 索引器配置 JSON Blob 解析	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-json
使用 Azure AI Search Blob 索引器为 Markdown Blob 编制索引	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-markdown
为 Azure AI Search 配置一对多 Blob 解析	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-one-to-many
为 Azure AI Search 中的纯文本 Blob 编制索引设置解析模式	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-plaintext
将数据加载并刷新到 Azure AI Search 索引中	https://learn.microsoft.com/en-us/azure/search/search-how-to-load-search-index
在 Azure AI Search 索引中配置复杂数据类型	https://learn.microsoft.com/en-us/azure/search/search-howto-complex-data-types
为 Azure AI Search 索引器配置字段映射	https://learn.microsoft.com/en-us/azure/search/search-indexer-field-mappings
使用 az search CLI 命令管理 Azure AI Search 服务	https://learn.microsoft.com/en-us/azure/search/search-manage-azure-cli
使用 PowerShell 脚本管理 Azure AI Search	https://learn.microsoft.com/en-us/azure/search/search-manage-powershell
通过 Management REST API 配置 Azure AI Search	https://learn.microsoft.com/en-us/azure/search/search-manage-rest
配置 Azure AI Search 诊断日志记录	https://learn.microsoft.com/en-us/azure/search/search-monitor-enable-logging
配置并监视 Azure AI Search 查询	https://learn.microsoft.com/en-us/azure/search/search-monitor-queries
在 Azure AI Search 中配置并使用 moreLikeThis	https://learn.microsoft.com/en-us/azure/search/search-more-like-this
为筛选器、分面和排序配置文本规范化器	https://learn.microsoft.com/en-us/azure/search/search-normalizers
在 Azure AI Search 筛选器中使用 OData 集合运算符	https://learn.microsoft.com/en-us/azure/search/search-query-odata-collection-operators
在 Azure AI Search 筛选器中使用 OData 比较运算符	https://learn.microsoft.com/en-us/azure/search/search-query-odata-comparison-operators
在 Azure AI Search 中使用 OData 地理空间函数	https://learn.microsoft.com/en-us/azure/search/search-query-odata-geo-spatial-functions
在 Azure AI Search 筛选器中使用 OData 逻辑运算符	https://learn.microsoft.com/en-us/azure/search/search-query-odata-logical-operators
在 Azure AI Search 查询中配置 OData $orderby	https://learn.microsoft.com/en-us/azure/search/search-query-odata-orderby
在 Azure AI Search 筛选器中使用 OData search.in 函数	https://learn.microsoft.com/en-us/azure/search/search-query-odata-search-in-function
在 Azure AI Search 中配置 OData $select 字段	https://learn.microsoft.com/en-us/azure/search/search-query-odata-select
Azure AI Search 查询的 OData 表达式语法	https://learn.microsoft.com/en-us/azure/search/search-query-odata-syntax-reference
为 JSON Blob 数据配置 Azure AI Search 索引器	https://learn.microsoft.com/en-us/azure/search/search-semi-structured-data
迁移 Azure AI Search 语义排名代码	https://learn.microsoft.com/en-us/azure/search/semantic-code-migration
在 Azure AI Search 中配置 Semantic Ranker 设置	https://learn.microsoft.com/en-us/azure/search/semantic-how-to-configure
在 Azure AI Search 中配置语义排名器计费方案	https://learn.microsoft.com/en-us/azure/search/semantic-how-to-enable-disable
为 Azure AI Search 索引配置自定义分析器	https://learn.microsoft.com/en-us/azure/search/tutorial-create-custom-analyzer
为 Azure AI Search 索引配置向量化器	https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-configure-vectorizer
在 Azure AI Search 中配置向量索引和字段	https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-create-index
为 Azure AI Search 配置二进制向量字段	https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-index-binary-data
在 Azure AI Search 中配置向量量化	https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-quantization
在 Azure AI Search 中配置向量存储选项	https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-storage-options
在 Azure AI Search 中配置集成式向量化	https://learn.microsoft.com/en-us/azure/search/vector-search-integrated-vectorization
在 Azure AI Search 中配置多向量字段	https://learn.microsoft.com/en-us/azure/search/vector-search-multi-vector-fields
配置 Azure Vision 向量化器以生成嵌入	https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-ai-services-vision
配置 Foundry 模型目录向量化器	https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-azure-machine-learning-ai-studio-catalog
在 Azure AI Search 中配置自定义 Web API 向量化器	https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-custom-web-api

集成与编码模式

主题	URL
通过 REST、SDK 和 MCP 查询 Azure AI Search 知识库	https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-retrieve
在 Azure AI Search 中创建 Bing Entity Search 自定义技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-create-custom-skill-example
为 Azure AI Search 实现自定义技能 Web 接口	https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-interface
在 Azure AI Search 中实现自定义 Web API 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-web-api
在 AI Search 中配置 Azure OpenAI Embedding 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-azure-openai-embedding
在 Azure AI Search 中配置 Conditional 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-conditional
在 AI Search 中配置 Entity Linking 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-linking-v3
在 AI Search 中配置 Entity Recognition v3 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-recognition-v3
在 Azure AI Search 中使用 GenAI Prompt 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-genai-prompt
在 AI Search 中配置 Key Phrase Extraction 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-keyphrases
在 AI Search 中配置 Language Detection 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-language-detection
配置 Named Entity Recognition v2 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-named-entity-recognition
为 Azure AI Search 配置 OCR 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-ocr
在 Azure AI Search 中配置 Sentiment v2 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-sentiment
在 AI Search 中配置 Sentiment v3 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-sentiment-v3
在 AI Search 中配置 Text Translation 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-text-translation
在 Azure AI Search 中配置 Text Merge 技能	https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-textmerger
在 Azure AI Search 中构建混合关键字-向量查询	https://learn.microsoft.com/en-us/azure/search/hybrid-search-how-to-query
将 Azure AI Search 知识存储连接到 Power BI	https://learn.microsoft.com/en-us/azure/search/knowledge-store-connect-power-bi
通过 REST 创建 Azure AI Search 知识存储	https://learn.microsoft.com/en-us/azure/search/knowledge-store-create-rest
为知识存储实现复杂投影结构	https://learn.microsoft.com/en-us/azure/search/knowledge-store-projection-example-long
在 Azure AI Search 中定义知识存储投影	https://learn.microsoft.com/en-us/azure/search/knowledge-store-projections-examples
在 Azure AI Search 中使用 Lucene 查询语法	https://learn.microsoft.com/en-us/azure/search/query-lucene-syntax
为 Azure AI Search 查询构造 OData 表达式	https://learn.microsoft.com/en-us/azure/search/query-odata-filter-orderby-syntax
在 Azure AI Search 中使用简单查询语法	https://learn.microsoft.com/en-us/azure/search/query-simple-syntax
在 Azure AI Search 中实现自动补全和建议	https://learn.microsoft.com/en-us/azure/search/search-add-autocomplete-suggestions
使用 Azure AI Search 为 Azure Blob Storage 内容编制索引	https://learn.microsoft.com/en-us/azure/search/search-blob-storage-integration
在 Azure AI Search 中使用分面导航语法	https://learn.microsoft.com/en-us/azure/search/search-faceted-navigation-examples
为 Azure AI Search 配置 Azure Files 索引器	https://learn.microsoft.com/en-us/azure/search/search-file-storage-integration
为 Azure AI Search 查询编写筛选表达式	https://learn.microsoft.com/en-us/azure/search/search-filters
在 Azure AI Search 中启用语义排序并执行查询	https://learn.microsoft.com/en-us/azure/search/search-get-started-semantic
创建并配置 Azure AI Search 技能集	https://learn.microsoft.com/en-us/azure/search/search-get-started-skillset
以编程方式创建 Azure AI Search 索引并执行查询	https://learn.microsoft.com/en-us/azure/search/search-get-started-text
通过 REST 和 SDK 调用 Azure AI Search 向量 API	https://learn.microsoft.com/en-us/azure/search/search-get-started-vector
使用 Azure.Search.Documents .NET 客户端进行 Azure AI Search 操作	https://learn.microsoft.com/en-us/azure/search/search-how-to-dotnet-sdk
在 Azure AI Search 中使用 delimitedText 为 CSV Blob 编制索引	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-csv
使用 Azure AI Search 为客户端加密的 Blob 编制索引	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-encrypted
为 Azure AI Search 设置 Azure Blob 索引器	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-storage
为 Azure AI Search 配置 Azure Table 索引器	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-tables
为 Azure AI Search 配置 Cosmos DB Gremlin 索引器	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-gremlin
使用 Azure AI Search 为 Cosmos DB for MongoDB 编制索引	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-mongodb
在 Azure AI Search 中设置 Cosmos DB NoSQL 索引器	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-sql
为 Azure AI Search 索引配置 Logic Apps 工作流	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-logic-apps
为 Azure MySQL 配置 Azure AI Search 索引器	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-mysql
为 Azure AI Search 设置 OneLake 索引器	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-onelake-files
在 Azure AI Search 中设置 Azure SQL 索引器	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-database
将 Azure AI Search 索引器连接到 SQL Managed Instance	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-managed-instance
在 Azure AI Search 中配置基于 REST 的集成向量化	https://learn.microsoft.com/en-us/azure/search/search-how-to-integrated-vectorization
为 Azure AI Search 列表 API 实现分页	https://learn.microsoft.com/en-us/azure/search/search-how-to-page-list-results
使用 Document Layout 技能进行语义分块和向量化	https://learn.microsoft.com/en-us/azure/search/search-how-to-semantic-chunking
使用 Content Understanding 在 Azure AI Search 中进行语义分块	https://learn.microsoft.com/en-us/azure/search/search-how-to-semantic-chunking-content-understanding
实现 C# 索引器与 Azure SQL 和 Azure AI Search 的集成	https://learn.microsoft.com/en-us/azure/search/search-indexer-tutorial
在 Power BI 中可视化 Azure AI Search 日志和指标	https://learn.microsoft.com/en-us/azure/search/search-monitor-logs-powerbi
在 Azure AI Search 中实现模糊搜索和拼写容错	https://learn.microsoft.com/en-us/azure/search/search-query-fuzzy
在 Azure AI Search 中使用 Lucene 查询语法	https://learn.microsoft.com/en-us/azure/search/search-query-lucene-examples
在 Azure AI Search 查询中使用 OData $filter	https://learn.microsoft.com/en-us/azure/search/search-query-odata-filter
在 Azure AI Search 中使用 OData 全文搜索函数	https://learn.microsoft.com/en-us/azure/search/search-query-odata-full-text-search-functions
在 Azure AI Search 查询中使用 OData search.score	https://learn.microsoft.com/en-us/azure/search/search-query-odata-search-score-function
在 Azure AI Search 中查询部分词项和模式	https://learn.microsoft.com/en-us/azure/search/search-query-partial-matching
在 Azure AI Search 中使用简单查询语法	https://learn.microsoft.com/en-us/azure/search/search-query-simple-examples
在 Azure AI Search 中将评分配置文件与语义排序结合使用	https://learn.microsoft.com/en-us/azure/search/semantic-how-to-enable-scoring-profiles
在 Azure AI Search 查询中调用语义排序	https://learn.microsoft.com/en-us/azure/search/semantic-how-to-query-request
在 Azure AI Search 中实现语义查询改写	https://learn.microsoft.com/en-us/azure/search/semantic-how-to-query-rewrite
为 Azure AI Search 查询添加拼写纠正	https://learn.microsoft.com/en-us/azure/search/speller-how-to-add
将 Azure AI Search 查询集成到 C# Web 应用	https://learn.microsoft.com/en-us/azure/search/tutorial-csharp-search-query-integration
将多个 Azure 数据源编入同一个 Azure AI Search 索引	https://learn.microsoft.com/en-us/azure/search/tutorial-multiple-data-sources
使用 C# 优化 Azure AI Search 中的推送 API 索引	https://learn.microsoft.com/en-us/azure/search/tutorial-optimize-indexing-push-api
为 Azure AI 向量查询应用筛选器和模式	https://learn.microsoft.com/en-us/azure/search/vector-search-filters
为 Azure AI Search 索引生成并集成嵌入	https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-generate-embeddings
在 Azure AI Search 中创建并发送向量查询	https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-query
使用 Microsoft Foundry 模型配置集成向量化	https://learn.microsoft.com/en-us/azure/search/vector-search-integrated-vectorization-ai-studio
为 AI Search 查询配置 Azure OpenAI 向量化器	https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-azure-open-ai

部署

主题	URL
通过 ARM 模板部署 Azure AI Search	https://learn.microsoft.com/en-us/azure/search/search-get-started-arm
使用 Bicep 文件部署 Azure AI Search	https://learn.microsoft.com/en-us/azure/search/search-get-started-bicep
使用 Terraform 预配 Azure AI Search 服务	https://learn.microsoft.com/en-us/azure/search/search-get-started-terraform
在区域之间移动 Azure AI Search 服务	https://learn.microsoft.com/en-us/azure/search/search-howto-move-across-regions
检查 Azure AI Search 区域功能的可用性	https://learn.microsoft.com/en-us/azure/search/search-region-support
将 C# Azure AI Search 应用部署到 Container Apps	https://learn.microsoft.com/en-us/azure/search/tutorial-csharp-deploy-web-search