├── .DS_Store ├── .gitattributes ├── .gitignore ├── LICENSE ├── README.md ├── README_EN.md ├── docs ├── .DS_Store ├── blogs │ ├── LLM 系列：MOE 和 Dense.pdf │ ├── LLM 系列：魔法数字 27.pdf │ └── 大模型五-模型训练篇.pdf └── statics │ ├── chat-ds-metrics.png │ ├── deepseek-api-key.png │ ├── doubao-api-key.png │ ├── how-to-fork.png │ ├── my_chat.png │ ├── ollama-chat.png │ ├── ollama-download.png │ ├── ollama-official-website.png │ ├── qwen-api-key.png │ ├── tc-ToolCallingManager.png │ ├── tc-core-component.png │ ├── tc-returnDirect.png │ ├── tool-calling.png │ ├── tool-context.png │ └── wx-gzh.png ├── pom.xml ├── spring-ai-agent ├── pom.xml ├── spring-ai-agent-evaluator-optimizer │ ├── README.md │ ├── pom.xml │ └── src │ │ ├── main │ │ ├── java │ │ │ └── com │ │ │ │ └── glmapper │ │ │ │ └── ai │ │ │ │ └── evaluator │ │ │ │ └── optimizer │ │ │ │ ├── EvaluatorOptimizerApplication.java │ │ │ │ ├── config │ │ │ │ └── ChatClientConfig.java │ │ │ │ ├── controller │ │ │ │ └── EvaluatorOptimizerController.java │ │ │ │ ├── model │ │ │ │ ├── EvaluationRequest.java │ │ │ │ ├── EvaluationResponse.java │ │ │ │ ├── GenerationRequest.java │ │ │ │ ├── GenerationResponse.java │ │ │ │ └── RefinedResponse.java │ │ │ │ └── service │ │ │ │ ├── EvaluatorOptimizerService.java │ │ │ │ ├── EvaluatorService.java │ │ │ │ └── GeneratorService.java │ │ └── resources │ │ │ └── application.yml │ │ └── test │ │ └── java │ │ └── com │ │ └── glmapper │ │ └── ai │ │ └── evaluator │ │ └── optimizer │ │ └── EvaluatorOptimizerServiceTest.java ├── spring-ai-agent-orchestrator │ ├── README.md │ ├── pom.xml │ └── src │ │ ├── main │ │ ├── java │ │ │ └── com │ │ │ │ └── glmapper │ │ │ │ └── ai │ │ │ │ └── workflow │ │ │ │ ├── OrchestratorWorkersWorkflowApplication.java │ │ │ │ ├── config │ │ │ │ └── OpenaiChatClientConfigs.java │ │ │ │ └── workflow │ │ │ │ ├── OrchestratorWorkersWorkflow.java │ │ │ │ └── model │ │ │ │ ├── WorkflowRequest.java │ │ │ │ └── WorkflowResponse.java │ │ └── resources │ │ │ └── application.yml │ │ └── test │ │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── workflow │ │ │ └── OrchestratorWorkersWorkflowTest.java │ │ └── resources │ │ └── test_result.md └── spring-ai-workflow │ ├── README.md │ ├── pom.xml │ └── src │ ├── main │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── workflow │ │ │ ├── WorkflowApplication.java │ │ │ ├── config │ │ │ └── OpenaiChatClientConfigs.java │ │ │ ├── core │ │ │ ├── WorkflowFactory.java │ │ │ ├── WorkflowStepFactory.java │ │ │ ├── step │ │ │ │ ├── WorkflowStep.java │ │ │ │ └── impl │ │ │ │ │ ├── DefaultWorkflowStep.java │ │ │ │ │ └── RouterSelectorWorkflowStep.java │ │ │ └── workflow │ │ │ │ ├── Workflow.java │ │ │ │ └── impl │ │ │ │ ├── ChainWorkflow.java │ │ │ │ ├── ParallelizationWorkflow.java │ │ │ │ └── RoutingWorkflow.java │ │ │ └── model │ │ │ ├── WorkflowRequest.java │ │ │ └── WorkflowResponse.java │ └── resources │ │ └── application.yml │ └── test │ └── java │ └── com │ └── glmapper │ └── ai │ └── workflow │ ├── ChainWorkflowTest.java │ ├── ParallelizationWorkflowTest.java │ └── RoutingWorkflowTest.java ├── spring-ai-chat-memory ├── README.md ├── pom.xml ├── spring-ai-chat-memory-jdbc │ ├── pom.xml │ └── src │ │ ├── main │ │ ├── java │ │ │ └── com │ │ │ │ └── glmapper │ │ │ │ └── ai │ │ │ │ └── chat │ │ │ │ └── memory │ │ │ │ └── jdbc │ │ │ │ ├── JdbcMemoryApplication.java │ │ │ │ └── service │ │ │ │ └── ChatMemoryService.java │ │ └── resources │ │ │ ├── application.properties │ │ │ └── schema-mysql.sql │ │ └── test │ │ └── java │ │ └── com │ │ └── glmapper │ │ └── ai │ │ └── chat │ │ └── memory │ │ └── jdbc │ │ └── JdbcChatMemoryTest.java └── spring-ai-chat-memory-local │ ├── pom.xml │ └── src │ ├── main │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── chat │ │ │ └── memory │ │ │ └── local │ │ │ ├── ChatMemoryApplication.java │ │ │ ├── configs │ │ │ └── ChatClientConfigs.java │ │ │ ├── controller │ │ │ └── ChatMemoryController.java │ │ │ └── service │ │ │ └── ChatMemoryService.java │ └── resources │ │ └── application.properties │ └── test │ └── java │ └── com │ └── glmapper │ └── ai │ └── chat │ └── memory │ └── local │ └── ChatMemoryServiceTest.java ├── spring-ai-chat ├── pom.xml ├── spring-ai-chat-deepseek │ ├── README.md │ ├── pom.xml │ └── src │ │ └── main │ │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── chat │ │ │ └── deepseek │ │ │ ├── DsChatApplication.java │ │ │ ├── advisors │ │ │ └── SimpleMetricAdvisor.java │ │ │ ├── configs │ │ │ ├── DeepseekChatClientConfigs.java │ │ │ └── MetricConfigs.java │ │ │ ├── controller │ │ │ └── ChatController.java │ │ │ └── prompts │ │ │ └── PromptTemplateService.java │ │ └── resources │ │ └── application.properties ├── spring-ai-chat-doubao │ ├── README.md │ ├── pom.xml │ └── src │ │ └── main │ │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── chat │ │ │ └── doubao │ │ │ ├── DbChatApplication.java │ │ │ ├── configs │ │ │ └── DoubaoChatClientConfigs.java │ │ │ └── controller │ │ │ └── ChatController.java │ │ └── resources │ │ └── application.properties ├── spring-ai-chat-multi-openai │ ├── README.md │ ├── pom.xml │ └── src │ │ └── main │ │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── chat │ │ │ └── multi │ │ │ └── openai │ │ │ ├── MultiOpenAiChatApplication.java │ │ │ ├── configs │ │ │ └── MultiOpenaiChatClientConfigs.java │ │ │ ├── controller │ │ │ └── ChatController.java │ │ │ └── service │ │ │ └── MultiChatClientService.java │ │ └── resources │ │ └── application.properties ├── spring-ai-chat-multi │ ├── README.md │ ├── pom.xml │ └── src │ │ └── main │ │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── chat │ │ │ └── multi │ │ │ ├── MultiChatApplication.java │ │ │ ├── configs │ │ │ └── MultiChatClientConfigs.java │ │ │ └── controller │ │ │ └── ChatController.java │ │ └── resources │ │ └── application.properties ├── spring-ai-chat-ollama │ ├── README.md │ ├── pom.xml │ └── src │ │ └── main │ │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── chat │ │ │ └── ollama │ │ │ ├── OllamaChatApplication.java │ │ │ ├── configs │ │ │ └── OllamaChatClientConfigs.java │ │ │ └── controller │ │ │ └── ChatController.java │ │ └── resources │ │ └── application.properties ├── spring-ai-chat-openai │ ├── README.md │ ├── pom.xml │ └── src │ │ └── main │ │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── chat │ │ │ └── openai │ │ │ ├── configs │ │ │ └── OpenaiChatClientConfigs.java │ │ │ └── package-info.java │ │ └── resources │ │ └── application.properties └── spring-ai-chat-qwen │ ├── README.md │ ├── pom.xml │ └── src │ └── main │ ├── java │ └── com │ │ └── glmapper │ │ └── ai │ │ └── chat │ │ └── qwen │ │ ├── QwenChatApplication.java │ │ ├── configs │ │ └── QwenChatClientConfigs.java │ │ └── controller │ │ └── ChatController.java │ └── resources │ └── application.properties ├── spring-ai-evaluation ├── README.md ├── pom.xml └── src │ ├── main │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── evaluation │ │ │ ├── EvaluationApplication.java │ │ │ ├── configs │ │ │ └── MultiChatClientConfigs.java │ │ │ └── service │ │ │ └── EvaluationService.java │ └── resources │ │ └── application.properties │ └── test │ └── java │ └── com │ └── glmapper │ └── ai │ └── evaluation │ └── EvaluationServiceTest.java ├── spring-ai-mcp ├── mcp-client │ ├── pom.xml │ └── src │ │ └── main │ │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── mcp │ │ │ └── client │ │ │ ├── McpClientApplication.java │ │ │ ├── config │ │ │ └── McpClientConfig.java │ │ │ └── controller │ │ │ └── ChatController.java │ │ └── resources │ │ ├── application-mcp-client.yaml │ │ └── application.yaml ├── mcp-server-weather │ ├── pom.xml │ └── src │ │ └── main │ │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── mcp │ │ │ └── server │ │ │ ├── WeatherMcpServerApplication.java │ │ │ ├── config │ │ │ └── McpServerConfiguration.java │ │ │ └── service │ │ │ └── WeatherServiceServer.java │ │ └── resources │ │ ├── application-sse.yaml │ │ ├── application-stdio.yaml │ │ └── application.yml ├── nacos-mcp-client │ ├── README.md │ ├── pom.xml │ └── src │ │ └── main │ │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── nacos │ │ │ └── client │ │ │ ├── NacosClientApplication.java │ │ │ ├── config │ │ │ └── McpClientConfig.java │ │ │ └── controller │ │ │ └── ChatController.java │ │ └── resources │ │ └── application.yml ├── nacos-mcp-server │ ├── README.md │ ├── docker-compose.yaml │ ├── pom.xml │ └── src │ │ └── main │ │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── nacos │ │ │ └── server │ │ │ ├── NacosServerApplication.java │ │ │ └── service │ │ │ └── WeatherService.java │ │ └── resources │ │ └── application.yml └── pom.xml ├── spring-ai-observability ├── pom.xml ├── spring-ai-observability-metric │ ├── README.md │ ├── pom.xml │ ├── request.http │ └── src │ │ └── main │ │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── observability │ │ │ └── metric │ │ │ ├── ObservabilityMetricApplication.java │ │ │ ├── configs │ │ │ └── WeatherToolsConfigs.java │ │ │ ├── controller │ │ │ ├── ChatController.java │ │ │ ├── EmbeddingController.java │ │ │ ├── ImageController.java │ │ │ ├── ToolCallingController.java │ │ │ └── VectorStoreController.java │ │ │ ├── storage │ │ │ └── VectorStoreStorage.java │ │ │ └── tools │ │ │ ├── function │ │ │ ├── Unit.java │ │ │ ├── WeatherRequest.java │ │ │ ├── WeatherResponse.java │ │ │ └── WeatherService.java │ │ │ └── methods │ │ │ └── DateTimeTools.java │ │ └── resources │ │ └── application.yml └── spring-ai-observability-tracing │ ├── README.md │ ├── docker-compose.yaml │ ├── pom.xml │ ├── request.http │ └── src │ └── main │ ├── java │ └── com │ │ └── glmapper │ │ └── ai │ │ └── observability │ │ └── tracing │ │ ├── ObservabilityTracingApplication.java │ │ ├── configs │ │ └── WeatherToolsConfigs.java │ │ ├── controller │ │ ├── ChatController.java │ │ ├── EmbeddingController.java │ │ ├── ImageController.java │ │ ├── ToolCallingController.java │ │ └── VectorStoreController.java │ │ ├── storage │ │ └── VectorStoreStorage.java │ │ └── tools │ │ ├── function │ │ ├── Unit.java │ │ ├── WeatherRequest.java │ │ ├── WeatherResponse.java │ │ └── WeatherService.java │ │ └── methods │ │ └── DateTimeTools.java │ └── resources │ └── application.yml ├── spring-ai-rag ├── README.md ├── pom.xml └── src │ ├── main │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── rag │ │ │ ├── RagApplication.java │ │ │ ├── chunks │ │ │ └── LangChainTextSplitter.java │ │ │ ├── configs │ │ │ ├── EnricherConfig.java │ │ │ ├── MilvusClientConfigs.java │ │ │ └── QwenChatClientConfigs.java │ │ │ ├── controller │ │ │ └── ChatController.java │ │ │ ├── etls │ │ │ ├── HtmlDocumentReader.java │ │ │ ├── JsonDocumentReader.java │ │ │ ├── MdDocumentReader.java │ │ │ ├── PdfDocumentReader.java │ │ │ └── TextDocumentReader.java │ │ │ └── transformers │ │ │ ├── DocEnricher.java │ │ │ └── DocTokenTextSplitter.java │ └── resources │ │ ├── application.properties │ │ └── files │ │ ├── test.html │ │ ├── test.json │ │ ├── test.md │ │ ├── test.txt │ │ ├── test_page.pdf │ │ └── test_paragraph.pdf │ └── test │ └── java │ └── com │ └── glmapper │ └── ai │ └── rag │ └── etls │ ├── DocEnricherTest.java │ ├── DocTokenTextSplitterTest.java │ ├── HtmlDocumentReaderTest.java │ ├── JsonDocumentReaderTest.java │ ├── MdDocumentReaderTest.java │ ├── PdfDocumentReaderTest.java │ └── TextDocumentReaderTest.java ├── spring-ai-tool-calling ├── README.md ├── pom.xml └── src │ ├── main │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── tc │ │ │ ├── ToolCallingApplication.java │ │ │ ├── configs │ │ │ ├── ChatClientConfigs.java │ │ │ └── WeatherToolsConfigs.java │ │ │ ├── controlled │ │ │ └── UserControlledExecutor.java │ │ │ ├── memory │ │ │ └── UserControlledMemory.java │ │ │ └── tools │ │ │ ├── function │ │ │ ├── Unit.java │ │ │ ├── WeatherRequest.java │ │ │ ├── WeatherResponse.java │ │ │ └── WeatherService.java │ │ │ └── methods │ │ │ ├── DateTimeTools.java │ │ │ ├── FileReaderTools.java │ │ │ └── MathTools.java │ └── resources │ │ └── application.properties │ └── test │ └── java │ └── com │ └── glmapper │ └── ai │ └── tc │ ├── ToolCallingTests.java │ └── UserControlledMemoryTest.java └── spring-ai-vector ├── pom.xml ├── spring-ai-vector-mariadb ├── README.md ├── pom.xml └── src │ ├── main │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── vector │ │ │ ├── MariadbVectorApplication.java │ │ │ └── storage │ │ │ └── VectorStoreStorage.java │ └── resources │ │ └── application.yml │ └── test │ ├── java │ └── storage │ │ └── VectorStoreStorageTest.java │ └── resources │ └── application-test.yml ├── spring-ai-vector-milvus ├── README.md ├── pom.xml └── src │ ├── main │ ├── java │ │ └── com │ │ │ └── glmapper │ │ │ └── ai │ │ │ └── vector │ │ │ ├── MilvusVectorApplication.java │ │ │ └── storage │ │ │ └── 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