- Embeddings: EmbeddingProvider SPI, OpenAI-compatible /embeddings (batching, Azure path), assistant_model.model_kind CHAT/EMBEDDING and embedding_dimensions; chat selection ignores embedding models. - VectorStore SPI: in-memory store, and the new qbit-assistant-rag-pgvector module (one schema per instance, HNSW cosine index, parameterized SQL). The index holds NO record content: table, key, field, chunk, hash and vector only. - assistant_rag_source (Knowledge sources) with Index now / Clear index record actions that read through the UI API as the clicking admin, skip unchanged chunks and drop removed records. - search_knowledge tool: vector search, then every hit re-read through the UI API with the asking user's session (403/404 hits dropped), AI field exposure and masking applied, /app citations; PHI rule for embeddings; classification raised by results. - pgvector container test (pgvector/pgvector:pg16) passes with Docker. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
131 lines
4.5 KiB
XML
131 lines
4.5 KiB
XML
<?xml version="1.0" encoding="UTF-8"?>
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<!--
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~ Copyright 2026 Kingsrook, LLC
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~
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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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~
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~ http://www.apache.org/licenses/LICENSE-2.0
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~
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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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-->
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<project xmlns="http://maven.apache.org/POM/4.0.0" 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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<parent>
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<groupId>com.kingsrook.qbits</groupId>
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<artifactId>qbit-assistant-parent</artifactId>
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<version>${revision}</version>
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</parent>
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<artifactId>qbit-assistant-rag-pgvector</artifactId>
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<packaging>jar</packaging>
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<name>QBit Assistant - pgvector</name>
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<description>Content-free per-instance vector storage through JDBC</description>
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<url>https://github.com/QRun-IO/qbit-assistant</url>
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<dependencies>
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<dependency>
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<groupId>com.kingsrook.qbits</groupId>
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<artifactId>qbit-assistant</artifactId>
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</dependency>
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<dependency>
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<groupId>com.kingsrook.qqq</groupId>
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<artifactId>qqq-backend-core</artifactId>
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</dependency>
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<dependency>
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<groupId>org.testcontainers</groupId>
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<artifactId>junit-jupiter</artifactId>
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<version>1.21.4</version>
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<scope>test</scope>
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</dependency>
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<dependency>
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<groupId>org.testcontainers</groupId>
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<artifactId>postgresql</artifactId>
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<version>1.21.4</version>
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<scope>test</scope>
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</dependency>
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<dependency>
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<groupId>org.postgresql</groupId>
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<artifactId>postgresql</artifactId>
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<version>42.7.14</version>
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<scope>test</scope>
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</dependency>
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<dependency>
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<groupId>org.junit.jupiter</groupId>
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<artifactId>junit-jupiter</artifactId>
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<scope>test</scope>
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</dependency>
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<dependency>
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<groupId>org.assertj</groupId>
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<artifactId>assertj-core</artifactId>
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<scope>test</scope>
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</dependency>
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</dependencies>
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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-surefire-plugin</artifactId>
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<configuration>
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<!-- live evals call the real API: opt-in only -->
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<excludedGroups>${test.excludedGroups}</excludedGroups>
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<redirectTestOutputToFile>true</redirectTestOutputToFile>
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</configuration>
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</plugin>
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<plugin>
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<groupId>org.jacoco</groupId>
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<artifactId>jacoco-maven-plugin</artifactId>
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<executions>
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<execution>
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<id>prepare-agent</id>
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<goals>
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<goal>prepare-agent</goal>
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</goals>
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</execution>
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<execution>
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<id>report</id>
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<phase>verify</phase>
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<goals>
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<goal>report</goal>
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</goals>
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</execution>
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<execution>
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<id>check</id>
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<goals>
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<goal>check</goal>
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</goals>
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<configuration>
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<rules>
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<rule>
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<element>BUNDLE</element>
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<limits>
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<limit>
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<counter>INSTRUCTION</counter>
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<value>COVEREDRATIO</value>
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<minimum>0.70</minimum>
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</limit>
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<limit>
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<counter>CLASS</counter>
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<value>COVEREDRATIO</value>
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<minimum>0.90</minimum>
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</limit>
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</limits>
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</rule>
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</rules>
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</configuration>
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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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</project>
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