656d238285
The CassandraVectorStore is for managing and querying vector data in an Apache Cassandra db. It offers functionalities like adding, deleting, and performing similarity searches on documents. The store utilizes CQL to index and search vector data. It allows for custom metadata fields in the documents to be stored alongside the vector and content data. This class requires a CassandraVectorStoreConfig configuration object for initialization, which includes settings like connection details, index name, field names, etc. It also requires an EmbeddingClient to convert documents into embeddings before storing them. A schema matching the configuration is automatically created if it doesn't exist. Missing columns and indexes in existing tables will also be automatically created. Disable this with the disallowSchemaCreation. This class is designed to work with brand new tables that it creates for you, or on top of existing Cassandra tables. The latter is appropriate when wanting to keep data in place, creating embeddings next to it, and performing vector similarity searches in-situ. Instances of this class are not dynamic against server-side schema changes. If you change the schema server-side you need a new CassandraVectorStore instance. - Add auto-configure with tests. - reformat code style - Change field terminology to column (as appropriate for cassandra and cql) - Add doc page with an advanced example. - Add the dependencies to Spring AI BOM – add to `AutoConfiguration.imports` - Add @since annotation - Fix javadoc issue - Streamline the adoc content and layout
551 lines
18 KiB
XML
551 lines
18 KiB
XML
<project xmlns="http://maven.apache.org/POM/4.0.0"
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xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
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<modelVersion>4.0.0</modelVersion>
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<groupId>org.springframework.ai</groupId>
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<artifactId>spring-ai</artifactId>
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<version>1.0.0-SNAPSHOT</version>
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<packaging>pom</packaging>
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<url>https://github.com/spring-projects/spring-ai</url>
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<name>Spring AI</name>
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<description>Building AI applications with Spring Boot</description>
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<modules>
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<module>spring-ai-bom</module>
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<module>spring-ai-core</module>
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<module>models/spring-ai-transformers</module>
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<module>models/spring-ai-postgresml</module>
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<module>models/spring-ai-bedrock</module>
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<module>models/spring-ai-azure-openai</module>
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<module>models/spring-ai-huggingface</module>
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<module>models/spring-ai-ollama</module>
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<module>models/spring-ai-openai</module>
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<module>models/spring-ai-stability-ai</module>
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<module>models/spring-ai-mistral-ai</module>
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<module>models/spring-ai-vertex-ai-palm2</module>
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<module>models/spring-ai-vertex-ai-gemini</module>
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<module>models/spring-ai-anthropic</module>
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<module>models/spring-ai-watsonx-ai</module>
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<module>spring-ai-test</module>
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<module>spring-ai-spring-boot-autoconfigure</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-openai</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-azure-openai</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-ollama</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-transformers</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-cassandra</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-chroma-store</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-milvus-store</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-pgvector-store</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-hanadb-store</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-pinecone-store</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-azure-store</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-weaviate-store</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-redis</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-stability-ai</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-neo4j-store</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-qdrant-store</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-postgresml-embedding</module>
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<module>spring-ai-docs</module>
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<module>vector-stores/spring-ai-cassandra</module>
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<module>vector-stores/spring-ai-pgvector-store</module>
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<module>vector-stores/spring-ai-hanadb-store</module>
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<module>vector-stores/spring-ai-milvus-store</module>
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<module>vector-stores/spring-ai-neo4j-store</module>
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<module>document-readers/pdf-reader</module>
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<module>document-readers/tika-reader</module>
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<module>vector-stores/spring-ai-pinecone</module>
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<module>vector-stores/spring-ai-chroma</module>
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<module>vector-stores/spring-ai-azure</module>
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<module>vector-stores/spring-ai-weaviate</module>
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<module>vector-stores/spring-ai-redis</module>
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<module>vector-stores/spring-ai-gemfire</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-vertex-ai-palm2</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-vertex-ai-gemini</module>
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<module>vector-stores/spring-ai-qdrant</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-bedrock-ai</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-mistral-ai</module>
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<module>spring-ai-retry</module>
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<module>vector-stores/spring-ai-mongodb-atlas-store</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-mongodb-atlas-store</module>
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<module>spring-ai-spring-boot-testcontainers</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-anthropic</module>
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<module>vector-stores/spring-ai-elasticsearch-store</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-watsonx-ai</module>
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<module>spring-ai-spring-boot-starters/spring-ai-starter-elasticsearch-store</module>
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</modules>
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<organization>
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<name>VMware Inc.</name>
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<url>https://spring.io</url>
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</organization>
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<scm>
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<url>https://github.com/spring-projects/spring-ai</url>
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<connection>git://github.com/spring-projects/spring-ai.git</connection>
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<developerConnection>git@github.com:spring-projects/spring-ai.git</developerConnection>
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</scm>
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<issueManagement>
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<system>Github Issues</system>
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<url>https://github.com/spring-projects/spring-ai/issues</url>
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</issueManagement>
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<ciManagement>
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<system>Github Actions</system>
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<url>https://github.com/spring-projects/spring-ai/actions</url>
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</ciManagement>
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<distributionManagement>
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<snapshotRepository>
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<id>spring-snapshots</id>
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<url>https://repo.spring.io/libs-snapshot-local</url>
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<releases>
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<enabled>false</enabled>
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</releases>
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</snapshotRepository>
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</distributionManagement>
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<licenses>
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<license>
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<name>Apache 2.0</name>
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<url>https://www.apache.org/licenses/LICENSE-2.0.txt</url>
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<distribution>repo</distribution>
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</license>
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</licenses>
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<properties>
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<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
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<project.reporting.outputEncoding>UTF-8</project.reporting.outputEncoding>
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<java.version>17</java.version>
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<maven.compiler.source>17</maven.compiler.source>
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<maven.compiler.target>17</maven.compiler.target>
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<!-- production dependencies -->
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<spring-cloud-function-context.version>4.1.1</spring-cloud-function-context.version>
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<spring-boot.version>3.2.4</spring-boot.version>
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<spring-framework.version>6.1.4</spring-framework.version>
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<stringtemplate.version>4.0.2</stringtemplate.version>
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<azure-open-ai-client.version>1.0.0-beta.7</azure-open-ai-client.version>
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<jtokkit.version>1.0.0</jtokkit.version>
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<victools.version>4.31.1</victools.version>
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<bedrockruntime.version>2.25.3</bedrockruntime.version>
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<jackson.version>2.16.1</jackson.version>
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<djl.version>0.26.0</djl.version>
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<onnxruntime.version>1.17.0</onnxruntime.version>
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<com.google.cloud.version>26.37.0</com.google.cloud.version>
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<qdrant.version>1.7.1</qdrant.version>
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<spring-retry.version>2.0.5</spring-retry.version>
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<ibm.sdk.version>9.20.0</ibm.sdk.version>
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<jsonschema.version>4.35.0</jsonschema.version>
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<swagger-annotations.version>2.2.20</swagger-annotations.version>
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<!-- Protobuf -->
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<protobuf-java.version>3.25.2</protobuf-java.version>
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<!-- readers/writer/stores dependencies-->
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<cassandra.java-driver.version>4.18.0</cassandra.java-driver.version>
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<pdfbox.version>3.0.1</pdfbox.version>
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<pgvector.version>0.1.4</pgvector.version>
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<sap.hanadb.version>2.20.11</sap.hanadb.version>
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<postgresql.version>42.7.2</postgresql.version>
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<milvus.version>2.3.4</milvus.version>
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<pinecone.version>0.8.0</pinecone.version>
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<fastjson.version>2.0.46</fastjson.version>
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<azure-search.version>11.6.1</azure-search.version>
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<weaviate-client.version>4.5.1</weaviate-client.version>
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<qdrant.version>1.7.1</qdrant.version>
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<!-- documentation dependencies -->
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<io.spring.maven.antora-version>0.0.4</io.spring.maven.antora-version>
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<asciidoctorj-pdf.version>1.6.2</asciidoctorj-pdf.version> <!-- FIXME build failure with version 2.3.9 -->
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<asciidoctorj-epub.version>1.5.1</asciidoctorj-epub.version>
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<spring-asciidoctor-backends.version>0.0.6</spring-asciidoctor-backends.version>
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<!-- plugin versions -->
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<maven-compiler-plugin.version>3.11.0</maven-compiler-plugin.version>
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<maven-surefire-plugin.version>3.1.2</maven-surefire-plugin.version>
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<maven-failsafe-plugin.version>3.1.2</maven-failsafe-plugin.version>
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<maven-javadoc-plugin.version>3.5.0</maven-javadoc-plugin.version>
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<maven-source-plugin.version>3.3.0</maven-source-plugin.version>
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<jacoco-maven-plugin.version>0.8.10</jacoco-maven-plugin.version>
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<flatten-maven-plugin.version>1.5.0</flatten-maven-plugin.version>
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<maven-deploy-plugin.version>3.1.1</maven-deploy-plugin.version>
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<asciidoctor-maven-plugin.version>2.2.3</asciidoctor-maven-plugin.version>
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<maven-assembly-plugin.version>3.6.0</maven-assembly-plugin.version>
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<maven-dependency-plugin.version>3.5.0</maven-dependency-plugin.version>
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<!-- <maven-site-plugin.version>3.12.1</maven-site-plugin.version> -->
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<maven-site-plugin.version>4.0.0-M13</maven-site-plugin.version>
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<maven-project-info-reports-plugin.version>3.4.5</maven-project-info-reports-plugin.version>
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<maven-jar-plugin.version>3.3.0</maven-jar-plugin.version>
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<spring-javaformat-maven-plugin.version>0.0.39</spring-javaformat-maven-plugin.version>
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</properties>
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<build>
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<plugins>
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<plugin>
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<groupId>io.spring.javaformat</groupId>
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<artifactId>spring-javaformat-maven-plugin</artifactId>
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<version>${spring-javaformat-maven-plugin.version}</version>
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<executions>
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<execution>
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<phase>validate</phase>
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<inherited>true</inherited>
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<goals>
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<goal>validate</goal>
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</goals>
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</execution>
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</executions>
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</plugin>
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<plugin>
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<groupId>org.apache.maven.plugins</groupId>
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<artifactId>maven-site-plugin</artifactId>
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<version>${maven-site-plugin.version}</version>
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</plugin>
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<plugin>
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<groupId>org.apache.maven.plugins</groupId>
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<artifactId>maven-compiler-plugin</artifactId>
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<version>${maven-compiler-plugin.version}</version>
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<configuration>
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<release>${java.version}</release>
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<compilerArgs>
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<compilerArg>-parameters</compilerArg>
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</compilerArgs>
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</configuration>
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</plugin>
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<plugin>
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<groupId>org.apache.maven.plugins</groupId>
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<artifactId>maven-surefire-plugin</artifactId>
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<version>${maven-surefire-plugin.version}</version>
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<configuration>
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<argLine>${surefireArgLine}</argLine>
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</configuration>
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</plugin>
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<plugin>
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<groupId>org.apache.maven.plugins</groupId>
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<artifactId>maven-jar-plugin</artifactId>
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<version>${maven-jar-plugin.version}</version>
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<configuration>
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<archive>
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<manifestEntries>
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<Implementation-Title>${project.artifactId}</Implementation-Title>
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<Implementation-Version>${project.version}</Implementation-Version>
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</manifestEntries>
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</archive>
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</configuration>
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</plugin>
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<plugin>
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<groupId>org.apache.maven.plugins</groupId>
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<artifactId>maven-source-plugin</artifactId>
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<version>${maven-source-plugin.version}</version>
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<executions>
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<execution>
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<id>generate-sources</id>
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<phase>package</phase>
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<goals>
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<goal>jar</goal>
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</goals>
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</execution>
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</executions>
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</plugin>
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<plugin>
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<groupId>org.codehaus.mojo</groupId>
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<artifactId>flatten-maven-plugin</artifactId>
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<version>${flatten-maven-plugin.version}</version>
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<executions>
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<execution>
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<id>flatten</id>
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<phase>process-resources</phase>
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<goals>
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<goal>flatten</goal>
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</goals>
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<configuration>
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<updatePomFile>true</updatePomFile>
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<flattenMode>ossrh</flattenMode>
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<pomElements>
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<distributionManagement>remove</distributionManagement>
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<dependencyManagement>remove</dependencyManagement>
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<repositories>remove</repositories>
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<scm>keep</scm>
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<url>keep</url>
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<organization>resolve</organization>
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</pomElements>
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</configuration>
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</execution>
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<execution>
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<id>clean</id>
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<phase>clean</phase>
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<goals>
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<goal>clean</goal>
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</goals>
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</execution>
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</executions>
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</plugin>
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<plugin>
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<groupId>org.apache.maven.plugins</groupId>
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<artifactId>maven-deploy-plugin</artifactId>
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<version>${maven-deploy-plugin.version}</version>
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</plugin>
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</plugins>
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</build>
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<profiles>
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<profile>
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<id>license</id>
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<activation>
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<activeByDefault>false</activeByDefault>
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</activation>
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<build>
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<plugins>
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<plugin>
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<groupId>com.mycila</groupId>
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<artifactId>license-maven-plugin</artifactId>
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<version>4.1</version>
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<executions>
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<execution>
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<phase>validate</phase>
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<goals>
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<goal>check</goal>
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</goals>
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</execution>
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</executions>
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<configuration>
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<properties>
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<owner>the original author or authors.</owner>
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<email/>
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<year>2024</year>
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</properties>
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<licenseSets>
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<licenseSet>
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<inlineHeader>
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<!-- @formatter:off -->
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Copyright 2023 - ${year} the original author or authors.
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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https://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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<!-- @formatter:on -->
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</inlineHeader>
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<excludes>
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<exclude>**/.antlr/**</exclude>
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<exclude>**/aot.factories</exclude>
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<exclude>**/.sdkmanrc</exclude>
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<exclude>**/*.adoc</exclude>
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<exclude>**/*.puml</exclude>
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<exclude>**/pom.xml</exclude>
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<exclude>**/*.properties</exclude>
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<exclude>**/*.yaml</exclude>
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<exclude>**/*.yml</exclude>
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<exclude>**/*.map</exclude>
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<exclude>**/*.html</exclude>
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<exclude>**/*.xhtml</exclude>
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<exclude>**/*.jsp</exclude>
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<exclude>**/*.js</exclude>
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<exclude>**/*.css</exclude>
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<exclude>**/*.txt</exclude>
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<exclude>**/*.xjb</exclude>
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<exclude>**/*.ftl</exclude>
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<exclude>**/*.xsd</exclude>
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<exclude>**/*.xml</exclude>
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<exclude>**/*.sh</exclude>
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<exclude>**/generated/**</exclude>
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<exclude>**/Dockerfile</exclude>
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</excludes>
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</licenseSet>
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</licenseSets>
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</configuration>
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</plugin>
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</plugins>
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</build>
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</profile>
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<profile>
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<id>javadoc</id>
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<activation>
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<activeByDefault>false</activeByDefault>
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</activation>
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<build>
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<plugins>
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<plugin>
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<groupId>org.apache.maven.plugins</groupId>
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<artifactId>maven-javadoc-plugin</artifactId>
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<version>${maven-javadoc-plugin.version}</version>
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<configuration>
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<excludePackageNames>org.springframework.ai.sample.*,org.springframework.ai.testcontainers.service.connection.*</excludePackageNames>
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<overview>${project.basedir}/spring-ai-docs/src/main/javadoc/overview.html</overview>
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<detectJavaApiLink>false</detectJavaApiLink>
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<doclint>all,-missing</doclint>
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<quiet>true</quiet>
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</configuration>
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<executions>
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<execution>
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<id>generate-javadocs</id>
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<phase>package</phase>
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<goals>
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<goal>jar</goal>
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</goals>
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</execution>
|
|
<execution>
|
|
<id>generate-aggregate-javadocs</id>
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<phase>package</phase>
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<goals>
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<goal>aggregate</goal>
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</goals>
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</execution>
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</executions>
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</plugin>
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</plugins>
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</build>
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</profile>
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<profile>
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<id>integration-tests</id>
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<activation>
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|
<activeByDefault>false</activeByDefault>
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</activation>
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<build>
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<plugins>
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<plugin>
|
|
<groupId>org.apache.maven.plugins</groupId>
|
|
<artifactId>maven-failsafe-plugin</artifactId>
|
|
<version>${maven-failsafe-plugin.version}</version>
|
|
<executions>
|
|
<execution>
|
|
<goals>
|
|
<goal>integration-test</goal>
|
|
<goal>verify</goal>
|
|
</goals>
|
|
</execution>
|
|
</executions>
|
|
</plugin>
|
|
</plugins>
|
|
</build>
|
|
</profile>
|
|
<profile>
|
|
<id>test-coverage</id>
|
|
<build>
|
|
<plugins>
|
|
<plugin>
|
|
<groupId>org.jacoco</groupId>
|
|
<artifactId>jacoco-maven-plugin</artifactId>
|
|
<version>${jacoco-maven-plugin.version}</version>
|
|
<executions>
|
|
<execution>
|
|
<id>prepare-agent</id>
|
|
<goals>
|
|
<goal>prepare-agent</goal>
|
|
</goals>
|
|
</execution>
|
|
<execution>
|
|
<id>report</id>
|
|
<goals>
|
|
<goal>report</goal>
|
|
</goals>
|
|
</execution>
|
|
</executions>
|
|
</plugin>
|
|
</plugins>
|
|
</build>
|
|
</profile>
|
|
<profile>
|
|
<id>artifactory-staging</id>
|
|
<distributionManagement>
|
|
<repository>
|
|
<id>spring-staging</id>
|
|
<url>https://repo.spring.io/libs-staging-local</url>
|
|
<snapshots>
|
|
<enabled>false</enabled>
|
|
</snapshots>
|
|
</repository>
|
|
</distributionManagement>
|
|
</profile>
|
|
<profile>
|
|
<id>artifactory-milestone</id>
|
|
<distributionManagement>
|
|
<repository>
|
|
<id>spring-milestones</id>
|
|
<url>https://repo.spring.io/libs-milestone-local</url>
|
|
<snapshots>
|
|
<enabled>false</enabled>
|
|
</snapshots>
|
|
</repository>
|
|
</distributionManagement>
|
|
</profile>
|
|
</profiles>
|
|
|
|
<dependencyManagement>
|
|
<dependencies>
|
|
<dependency>
|
|
<groupId>org.springframework.boot</groupId>
|
|
<artifactId>spring-boot-dependencies</artifactId>
|
|
<version>${spring-boot.version}</version>
|
|
<type>pom</type>
|
|
<scope>import</scope>
|
|
</dependency>
|
|
</dependencies>
|
|
</dependencyManagement>
|
|
|
|
<repositories>
|
|
<repository>
|
|
<id>maven-central</id>
|
|
<url>https://repo.maven.apache.org/maven2/</url>
|
|
<snapshots>
|
|
<enabled>false</enabled>
|
|
</snapshots>
|
|
<releases>
|
|
<enabled>true</enabled>
|
|
</releases>
|
|
</repository>
|
|
<repository>
|
|
<id>spring-snapshots</id>
|
|
<name>Spring Snapshots</name>
|
|
<url>https://repo.spring.io/snapshot</url>
|
|
<snapshots>
|
|
<enabled>true</enabled>
|
|
</snapshots>
|
|
<releases>
|
|
<enabled>false</enabled>
|
|
</releases>
|
|
</repository>
|
|
<repository>
|
|
<id>spring-milestones</id>
|
|
<name>Spring Milestones</name>
|
|
<url>https://repo.spring.io/milestone</url>
|
|
<snapshots>
|
|
<enabled>false</enabled>
|
|
</snapshots>
|
|
</repository>
|
|
</repositories>
|
|
|
|
<developers>
|
|
<developer>
|
|
<id>mpollack</id>
|
|
<name>Mark Pollack</name>
|
|
<email>mpollack at vmware.com</email>
|
|
<organization>VMware</organization>
|
|
<organizationUrl>http://www.spring.io</organizationUrl>
|
|
<roles>
|
|
<role>lead</role>
|
|
</roles>
|
|
</developer>
|
|
</developers>
|
|
|
|
<reporting>
|
|
<plugins>
|
|
<plugin>
|
|
<groupId>org.apache.maven.plugins</groupId>
|
|
<artifactId>maven-project-info-reports-plugin</artifactId>
|
|
<version>${maven-project-info-reports-plugin.version}</version>
|
|
<configuration>
|
|
<skip>true</skip>
|
|
</configuration>
|
|
</plugin>
|
|
</plugins>
|
|
</reporting>
|
|
|
|
</project>
|