Merge branch 'renovate/main-plugins-(non-major)' into 'main'

Update plugin io.freefair.lombok to v8.12.1 (main)

See merge request fforesight/llm-service!69

.gitlab-ci.yml

@@ -2,3 +2,21 @@ include:
   - project: 'gitlab/gitlab'
     ref: 'main'
     file: 'ci-templates/gradle_java.yml'
+
+deploy:
+  stage: deploy
+  tags:
+    - dind
+  script:
+    - echo "Building with gradle version ${BUILDVERSION}"
+    - gradle -Pversion=${BUILDVERSION} publish 
+    - gradle bootBuildImage --publishImage -PbuildbootDockerHostNetwork=true -Pversion=${BUILDVERSION}
+    - echo "BUILDVERSION=$BUILDVERSION" >> version.env
+  artifacts:
+    reports:
+      dotenv: version.env
+  rules:
+    - if: $CI_COMMIT_BRANCH == $CI_DEFAULT_BRANCH
+    - if: $CI_COMMIT_BRANCH =~ /^release/
+    - if: $CI_COMMIT_BRANCH =~ /^feature/
+    - if: $CI_COMMIT_TAG

build.gradle.kts

@@ -1,149 +0,0 @@
-import org.springframework.boot.gradle.tasks.bundling.BootBuildImage
-
-plugins {
-    java
-    id("org.springframework.boot") version "3.3.2"
-    id("io.spring.dependency-management") version "1.1.6"
-    id("org.sonarqube") version "4.4.1.3373"
-    id("io.freefair.lombok") version "8.6"
-    pmd
-    checkstyle
-    jacoco
-}
-
-group = "com.knecon.fforesight"
-java.sourceCompatibility = JavaVersion.VERSION_17
-
-configurations {
-    compileOnly {
-        extendsFrom(configurations.annotationProcessor.get())
-    }
-}
-
-pmd {
-    isConsoleOutput = true
-}
-
-tasks.pmdMain {
-    pmd.ruleSetFiles = files("${projectDir}/config/pmd/pmd.xml")
-}
-
-tasks.pmdTest {
-    pmd.ruleSetFiles = files("${projectDir}/config/pmd/test_pmd.xml")
-}
-
-
-
-
-tasks.jacocoTestReport {
-    reports {
-        xml.required.set(false)
-        csv.required.set(false)
-        html.outputLocation.set(layout.buildDirectory.dir("jacocoHtml"))
-    }
-}
-
-repositories {
-    mavenLocal()
-    mavenCentral()
-    maven {
-        url = uri("https://nexus.knecon.com/repository/gindev/");
-        credentials {
-            username = providers.gradleProperty("mavenUser").getOrNull();
-            password = providers.gradleProperty("mavenPassword").getOrNull();
-        }
-    }
-}
-
-tasks.register("publish") {
-
-}
-
-tasks.named<BootBuildImage>("bootBuildImage") {
-
-
-    environment.put("BPE_DELIM_JAVA_TOOL_OPTIONS", " ")
-    environment.put("BPE_APPEND_JAVA_TOOL_OPTIONS", "-Dfile.encoding=UTF-8")
-
-    imageName.set("nexus.knecon.com:5001/ff/${project.name}:${project.version}")
-    if (project.hasProperty("buildbootDockerHostNetwork")) {
-        network.set("host")
-    }
-    docker {
-        if (project.hasProperty("buildbootDockerHostNetwork")) {
-            bindHostToBuilder.set(true)
-        }
-        verboseLogging.set(true)
-
-        publishRegistry {
-            username.set(providers.gradleProperty("mavenUser").getOrNull())
-            password.set(providers.gradleProperty("mavenPassword").getOrNull())
-            email.set(providers.gradleProperty("mavenEmail").getOrNull())
-            url.set("https://nexus.knecon.com:5001/")
-        }
-    }
-}
-
-configurations {
-    all {
-        exclude(group = "org.springframework.boot", module = "spring-boot-starter-logging")
-        exclude(group = "commons-logging", module = "commons-logging")
-    }
-}
-
-extra["springCloudVersion"] = "2022.0.5"
-extra["testcontainersVersion"] = "1.20.0"
-
-dependencies {
-    implementation("org.springframework.boot:spring-boot-starter-actuator")
-    implementation("org.springframework.boot:spring-boot-starter-amqp")
-    implementation("org.springframework.boot:spring-boot-starter-web")
-    implementation("org.springframework.cloud:spring-cloud-starter-openfeign")
-    implementation("org.springframework.boot:spring-boot-starter-websocket")
-    implementation("org.springframework.security:spring-security-messaging:6.1.3")
-    implementation("com.iqser.red.commons:storage-commons:2.49.0")
-    implementation("com.knecon.fforesight:keycloak-commons:0.29.0")
-    implementation("com.knecon.fforesight:swagger-commons:0.7.0")
-    implementation("com.azure:azure-ai-openai:1.0.0-beta.5")
-    developmentOnly("org.springframework.boot:spring-boot-devtools")
-    annotationProcessor("org.springframework.boot:spring-boot-configuration-processor")
-    testImplementation("org.springframework.boot:spring-boot-starter-test")
-    testImplementation("org.springframework.amqp:spring-rabbit-test")
-    implementation("ch.qos.logback:logback-classic")
-}
-
-
-
-dependencyManagement {
-    imports {
-        mavenBom("org.testcontainers:testcontainers-bom:${property("testcontainersVersion")}")
-        mavenBom("org.springframework.cloud:spring-cloud-dependencies:${property("springCloudVersion")}")
-    }
-}
-
-tasks.withType<Test> {
-    minHeapSize = "1024m"
-    maxHeapSize = "2048m"
-    useJUnitPlatform()
-    reports {
-        junitXml.outputLocation.set(layout.buildDirectory.dir("reports/junit"))
-    }
-}
-
-sonarqube {
-    properties {
-        providers.gradleProperty("sonarToken").getOrNull()?.let { property("sonar.login", it) }
-        property("sonar.host.url", "https://sonarqube.knecon.com")
-    }
-}
-
-tasks.test {
-    finalizedBy(tasks.jacocoTestReport) // report is always generated after tests run
-}
-tasks.jacocoTestReport {
-    dependsOn(tasks.test) // tests are required to run before generating the report
-    reports {
-        xml.required.set(true)
-        csv.required.set(false)
-    }
-}

buildSrc/build.gradle.kts

@@ -0,0 +1,7 @@
+plugins {
+    `kotlin-dsl`
+}
+
+repositories {
+    gradlePluginPortal()
+}

buildSrc/src/main/kotlin/com.knecon.fforesight.service.java-conventions.gradle.kts

@@ -0,0 +1,86 @@
+plugins {
+    `java-library`
+    `maven-publish`
+    pmd
+    checkstyle
+    jacoco
+}
+
+group = "com.knecon.fforesight"
+
+java.sourceCompatibility = JavaVersion.VERSION_17
+java.targetCompatibility = JavaVersion.VERSION_17
+
+tasks.pmdMain {
+    pmd.ruleSetFiles = files("${rootDir}/config/pmd/pmd.xml")
+}
+
+tasks.pmdTest {
+    pmd.ruleSetFiles = files("${rootDir}/config/pmd/test_pmd.xml")
+}
+
+tasks.named<Test>("test") {
+    useJUnitPlatform()
+    reports {
+        junitXml.outputLocation.set(layout.buildDirectory.dir("reports/junit"))
+    }
+    minHeapSize = "512m"
+    maxHeapSize = "2048m"
+}
+
+tasks.test {
+    finalizedBy(tasks.jacocoTestReport) // report is always generated after tests run
+}
+
+tasks.jacocoTestReport {
+    dependsOn(tasks.test) // tests are required to run before generating the report
+    reports {
+        xml.required.set(true)
+        csv.required.set(false)
+        html.outputLocation.set(layout.buildDirectory.dir("jacocoHtml"))
+    }
+}
+
+allprojects {
+
+    tasks.withType<Javadoc> {
+        options {
+            this as StandardJavadocDocletOptions
+            addBooleanOption("Xdoclint:none", true)
+            addStringOption("Xmaxwarns", "1")
+        }
+    }
+
+    publishing {
+        publications {
+            create<MavenPublication>(name) {
+                from(components["java"])
+            }
+        }
+        repositories {
+            maven {
+                url = uri("https://nexus.knecon.com/repository/red-platform-releases/")
+                credentials {
+                    username = providers.gradleProperty("mavenUser").getOrNull()
+                    password = providers.gradleProperty("mavenPassword").getOrNull()
+                }
+            }
+        }
+    }
+}
+
+java {
+    withJavadocJar()
+}
+
+repositories {
+    mavenLocal()
+    mavenCentral()
+    maven {
+        url = uri("https://nexus.knecon.com/repository/gindev/")
+        credentials {
+            username = providers.gradleProperty("mavenUser").getOrNull()
+            password = providers.gradleProperty("mavenPassword").getOrNull()
+        }
+    }
+}

config/checkstyle/checkstyle.xml

@@ -19,6 +19,7 @@
         <module name="DefaultComesLast"/>
         <module name="EmptyStatement"/>
         <module name="EqualsHashCode"/>
+        <module name="ExplicitInitialization"/>
         <module name="IllegalInstantiation"/>
         <module name="ModifiedControlVariable"/>
         <module name="MultipleVariableDeclarations"/>

config/pmd/pmd.xml

@@ -1,16 +1,20 @@
 <?xml version="1.0"?>
-<ruleset name="Custom Rules"
+<ruleset name="Custom ruleset"
          xmlns="http://pmd.sourceforge.net/ruleset/2.0.0"
          xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
-         xsi:schemaLocation="http://pmd.sourceforge.net/ruleset/2.0.0 https://pmd.sourceforge.io/ruleset_2_0_0.xsd">
+         xsi:schemaLocation="http://pmd.sourceforge.net/ruleset/2.0.0 http://pmd.sourceforge.net/ruleset_2_0_0.xsd">
 
-    <description>Knecon test pmd rules</description>
+    <description>
+        Knecon ruleset checks the code for bad stuff
+    </description>
 
     <rule ref="category/java/errorprone.xml">
-        <exclude name="DataflowAnomalyAnalysis"/>
         <exclude name="MissingSerialVersionUID"/>
         <exclude name="AvoidLiteralsInIfCondition"/>
-        <exclude name="BeanMembersShouldSerialize"/>
         <exclude name="AvoidDuplicateLiterals"/>
+        <exclude name="NullAssignment"/>
+        <exclude name="AssignmentInOperand"/>
+        <exclude name="BeanMembersShouldSerialize"/>
     </rule>
+
 </ruleset>

llm-service/llm-service-api/build.gradle.kts

@@ -0,0 +1,5 @@
+plugins {
+    `maven-publish`
+    id("com.knecon.fforesight.service.java-conventions")
+    id("io.freefair.lombok") version "8.12.1"
+}

llm-service/llm-service-api/src/main/java/com/knecon/fforesight/llm/service/ChatEvent.java

@@ -1,4 +1,4 @@
-package com.knecon.fforesight.llm.service.api.model;
+package com.knecon.fforesight.llm.service;
 
 import lombok.AllArgsConstructor;
 import lombok.Builder;

llm-service/llm-service-api/src/main/java/com/knecon/fforesight/llm/service/ChunkingResponse.java

@@ -0,0 +1,25 @@
+package com.knecon.fforesight.llm.service;
+
+import java.util.List;
+import java.util.Map;
+
+import lombok.AccessLevel;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+import lombok.experimental.FieldDefaults;
+
+@Data
+@Builder
+@AllArgsConstructor
+@NoArgsConstructor
+@FieldDefaults(level = AccessLevel.PRIVATE)
+public class ChunkingResponse {
+
+    Map<String, String> targetFilePath;
+    String responseFilePath;
+
+    List<ChunkingResponseData> data;
+
+}

llm-service/llm-service-api/src/main/java/com/knecon/fforesight/llm/service/ChunkingResponseData.java

@@ -0,0 +1,26 @@
+package com.knecon.fforesight.llm.service;
+
+import java.util.List;
+
+import lombok.AccessLevel;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+import lombok.experimental.FieldDefaults;
+
+@Data
+@Builder
+@AllArgsConstructor
+@NoArgsConstructor
+@FieldDefaults(level = AccessLevel.PRIVATE)
+public class ChunkingResponseData {
+
+    Integer chunkId;
+    String text;
+    List<String> types;
+    List<List<Integer>> treeIds;
+    float[] embedding;
+    Integer tokenCount;
+
+}

llm-service/llm-service-api/src/main/java/com/knecon/fforesight/llm/service/EntityAiDescription.java

@@ -0,0 +1,5 @@
+package com.knecon.fforesight.llm.service;
+
+public record EntityAiDescription(String name, String aiDescription) {
+
+}

llm-service/llm-service-api/src/main/java/com/knecon/fforesight/llm/service/ErrorMessage.java

@@ -1,4 +1,4 @@
-package com.knecon.fforesight.llm.service.api;
+package com.knecon.fforesight.llm.service;
 
 import java.time.OffsetDateTime;
 

llm-service/llm-service-api/src/main/java/com/knecon/fforesight/llm/service/LlmNerEntities.java

@@ -0,0 +1,21 @@
+package com.knecon.fforesight.llm.service;
+
+import java.util.List;
+
+import lombok.AccessLevel;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+import lombok.experimental.FieldDefaults;
+
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+@FieldDefaults(level = AccessLevel.PRIVATE)
+public class LlmNerEntities {
+
+    List<LlmNerEntity> entities;
+
+}

llm-service/llm-service-api/src/main/java/com/knecon/fforesight/llm/service/LlmNerEntity.java

@@ -0,0 +1,22 @@
+package com.knecon.fforesight.llm.service;
+
+import lombok.AccessLevel;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+import lombok.experimental.FieldDefaults;
+
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+@FieldDefaults(level = AccessLevel.PRIVATE)
+public class LlmNerEntity {
+
+    String value;
+    String type;
+    int startOffset;
+    int endOffset;
+
+}

llm-service/llm-service-api/src/main/java/com/knecon/fforesight/llm/service/LlmNerMessage.java

@@ -0,0 +1,32 @@
+package com.knecon.fforesight.llm.service;
+
+import java.util.List;
+import java.util.Map;
+
+import lombok.AccessLevel;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.Getter;
+import lombok.NoArgsConstructor;
+import lombok.RequiredArgsConstructor;
+import lombok.experimental.FieldDefaults;
+
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+@FieldDefaults(level = AccessLevel.PRIVATE)
+public class LlmNerMessage {
+
+    Map<String, String> identifier;
+    List<EntityAiDescription> entityAiDescriptions;
+    String chunksStorageId;
+    String documentStructureStorageId;
+    String documentTextStorageId;
+    String documentPositionStorageId;
+    String documentPagesStorageId;
+    String resultStorageId;
+    long aiCreationVersion;
+
+}

llm-service/llm-service-api/src/main/java/com/knecon/fforesight/llm/service/LlmNerResponseMessage.java

@@ -0,0 +1,25 @@
+package com.knecon.fforesight.llm.service;
+
+import java.util.Map;
+
+import lombok.AccessLevel;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+import lombok.experimental.FieldDefaults;
+
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+@FieldDefaults(level = AccessLevel.PRIVATE)
+public class LlmNerResponseMessage {
+
+    Map<String, String> identifier;
+    int promptTokens;
+    int completionTokens;
+    int duration;
+    long aiCreationVersion;
+
+}

llm-service/llm-service-api/src/main/java/com/knecon/fforesight/llm/service/PromptList.java

@@ -1,4 +1,4 @@
-package com.knecon.fforesight.llm.service.api.model;
+package com.knecon.fforesight.llm.service;
 
 import java.util.ArrayList;
 import java.util.List;

llm-service/llm-service-api/src/main/java/com/knecon/fforesight/llm/service/QueueNames.java

@@ -0,0 +1,11 @@
+package com.knecon.fforesight.llm.service;
+
+public class QueueNames {
+
+    public static final String LLM_NER_REQUEST_QUEUE_PREFIX = "llm_entity_request";
+    public static final String LLM_NER_REQUEST_EXCHANGE = "llm_entity_request_exchange";
+    public static final String LLM_NER_RESPONSE_QUEUE_PREFIX = "llm_entity_response";
+    public static final String LLM_NER_RESPONSE_EXCHANGE = "llm_entity_response_exchange";
+    public static final String LLM_NER_DLQ = "llm_entity_error";
+
+}

llm-service/llm-service-processor/build.gradle.kts

@@ -0,0 +1,25 @@
+plugins {
+    id("com.knecon.fforesight.service.java-conventions")
+    id("io.freefair.lombok") version "8.12.1"
+}
+
+configurations {
+    all {
+        exclude(group = "org.springframework.boot", module = "spring-boot-starter-logging")
+    }
+}
+extra["springCloudVersion"] = "2022.0.5"
+extra["testcontainersVersion"] = "1.20.0"
+
+dependencies {
+    implementation(project(":llm-service-api"))
+    implementation("com.knecon.fforesight:document:4.445.0")
+    implementation("com.iqser.red.commons:storage-commons:2.51.0")
+    implementation("org.springframework.boot:spring-boot-starter:3.1.1")
+    implementation("com.knecon.fforesight:tenant-commons:0.31.0") {
+        exclude(group = "com.iqser.red.commons", module = "storage-commons")
+    }
+    implementation("com.azure:azure-ai-openai:1.0.0-beta.12")
+    implementation("ch.qos.logback:logback-classic:1.5.16")
+    implementation("com.google.protobuf:protobuf-java:4.29.3")
+}

llm-service/llm-service-processor/src/main/java/com/knecon/fforesight/llm/service/LlmServiceConfiguration.java

@@ -0,0 +1,12 @@
+package com.knecon.fforesight.llm.service;
+
+import org.springframework.boot.context.properties.EnableConfigurationProperties;
+import org.springframework.context.annotation.ComponentScan;
+import org.springframework.context.annotation.Configuration;
+
+@Configuration
+@ComponentScan
+@EnableConfigurationProperties(LlmServiceSettings.class)
+public class LlmServiceConfiguration {
+
+}

llm-service/llm-service-processor/src/main/java/com/knecon/fforesight/llm/service/LlmServiceSettings.java

@@ -1,4 +1,4 @@
-package com.knecon.fforesight.llm.service.settings;
+package com.knecon.fforesight.llm.service;
 
 import org.springframework.boot.context.properties.ConfigurationProperties;
 import org.springframework.context.annotation.Configuration;
@@ -7,19 +7,12 @@ import org.springframework.context.annotation.Primary;
 import lombok.Data;
 
 @Data
-@Primary
-@Configuration
 @ConfigurationProperties("llm-service")
 public class LlmServiceSettings {
 
-    private String requestQueueName = "llm_request_queue";
-    private String responseQueueName = "llm_response_queue";
-    private String deadLetterQueueName = "llm_dead_letter_queue";
-
-
     private String azureOpenAiKey;
     private String azureOpenAiEndpoint;
-    private String model = "gpt-4-cqs-dev";
-
+    private String model = "gpt-4o-mini";
+    private int concurrency = 8;
 
 }

llm-service/llm-service-processor/src/main/java/com/knecon/fforesight/llm/service/SystemMessageProvider.java

@@ -1,6 +1,26 @@
-package com.knecon.fforesight.llm.service.model;
+package com.knecon.fforesight.llm.service;
 
-public class SystemMessages {
+import java.util.List;
+
+import lombok.experimental.UtilityClass;
+
+@UtilityClass
+public class SystemMessageProvider {
+
+    public static final String PROMPT_CORRECTION = """
+            You are an AI assistant specialized in identifying and correcting JSON syntax errors.
+            The JSON provided below contains syntax errors and cannot be parsed correctly. Your objective is to transform it into a valid JSON format.
+            Please perform the following steps:
+
+            1. **Error Detection:** Identify all syntax errors within the JSON structure.
+            2. **Error Resolution:** Correct the identified syntax errors to rectify the JSON format.
+            3. **Data Sanitization:** Remove any elements or data that cannot be automatically fixed to maintain JSON validity.
+            4. **Validation:** Verify that the final JSON adheres to proper formatting and is fully valid.
+
+            **Output Requirements:**
+            - Return only the corrected and validated JSON.
+            - Do not include any additional text, explanations, or comments.
+            """;
 
     public static String RULES_CO_PILOT = """
             From now on, you are a Drools rule generator. This means you will start your answer with a step-by-step explanation how to write a rule, which will fulfill the prompt, followed by the rule.
@@ -322,4 +342,72 @@ public class SystemMessages {
             intersects(TextRange textRange) -> boolean
             """;
 
+
+    public String createNerPrompt(List<EntityAiDescription> entityAiDescriptions) {
+
+        StringBuilder sb = new StringBuilder();
+
+        sb.append("You are an AI assistant specialized in extracting named entities from text. ");
+        sb.append("Your task is to identify and categorize all named entities in the provided document into the following classes:\n\n");
+
+        for (EntityAiDescription entity : entityAiDescriptions) {
+            sb.append("- **").append(entity.name()).append("**: ").append(entity.aiDescription()).append("\n");
+        }
+
+        sb.append("\n**Instructions:**\n\n");
+
+        sb.append("1. **Entity Handling**:\n");
+        sb.append("   - Use the classes described above and only those for classification.\n");
+        sb.append("   - Include all relevant entities. Prefer inclusion over omission.\n");
+        sb.append("   - Avoid duplicates within each category.\n");
+        sb.append("   - Assign each entity to only one category, prioritizing specificity.");
+        sb.append("For instance, if a company's name is part of an address, classify it under ADDRESS only, not under COMPANY.\n");
+
+        sb.append("2. **Output Format**: Provide the extracted entities in strict JSON format as shown below.\n");
+
+        sb.append("    ```json\n");
+        sb.append("    {\n");
+        for (int i = 0; i < entityAiDescriptions.size(); i++) {
+            EntityAiDescription entity = entityAiDescriptions.get(i);
+            sb.append("        \"").append(entity.name()).append("\": [\"entity1\", \"entity2\"");
+            if (i < entityAiDescriptions.size() - 1) {
+                sb.append("],\n");
+            } else {
+                sb.append("]\n");
+            }
+        }
+        sb.append("    }\n");
+        sb.append("    ```\n\n");
+
+        sb.append("   - Ensure there is no additional text or explanation outside the JSON structure.\n");
+        sb.append("   - Always replace linebreaks with whitespaces.");
+        sb.append("but except that, ensure that the entities in the JSON exactly match the text from the document, preserving the original formatting and casing.\n");
+        sb.append("   - Ensure there is no additional text or explanation outside the JSON structure.\n\n");
+
+        // examples would possibly be beneficial but cause hallucinations
+
+//        sb.append("**Example 1:**\n\n");
+//        sb.append("_Entities Searched: PERSON, PII, ADDRESS, COMPANY_\n\n");
+//        sb.append("**Input:**\n```\nContact Bob at bob@techcorp.com or visit TechCorp HQ at 456 Tech Avenue, New York, NY 10001 USA.\n```\n\n");
+//        sb.append("**Output:**\n```json\n{\n");
+//        sb.append("    \"PERSON\": [\"Bob\"],\n");
+//        sb.append("    \"PII\": [\"bob@techcorp.com\"],\n");
+//        sb.append("    \"ADDRESS\": [\"456 Tech Avenue, New York, NY 10001 USA\"],\n");
+//        sb.append("    \"COMPANY\": [\"TechCorp\"],\n");
+//        sb.append("}\n```\n\n");
+//
+//        sb.append("**Example 2:**\n\n");
+//        sb.append("_Entities Searched: EVENT, PRODUCT, DATE, LOCATION_\n\n");
+//        sb.append("**Input:**\n```\nThe launch event for the new XYZ Smartphone is scheduled on September 30, 2024, at the Grand Convention Center in Berlin.");
+//        sb.append("You can pre-order the device starting from August 15, 2024.\n```\n\n");
+//        sb.append("**Output:**\n```json\n{\n");
+//        sb.append("    \"EVENT\": [\"launch event\"],\n");
+//        sb.append("    \"PRODUCT\": [\"XYZ Smartphone\"],\n");
+//        sb.append("    \"DATE\": [\"September 30, 2024\", \"August 15, 2024\"],\n");
+//        sb.append("    \"LOCATION\": [\"Grand Convention Center\", \"Berlin\"]\n");
+//        sb.append("}\n```\n\n");
+
+        return sb.toString();
+    }
+
 }

llm-service/llm-service-processor/src/main/java/com/knecon/fforesight/llm/service/models/Chunk.java

@@ -0,0 +1,37 @@
+package com.knecon.fforesight.llm.service.models;
+
+import java.util.List;
+import java.util.Optional;
+
+import com.iqser.red.service.redaction.v1.server.model.document.DocumentTree;
+import com.iqser.red.service.redaction.v1.server.model.document.nodes.Document;
+import com.iqser.red.service.redaction.v1.server.model.document.textblock.ConsecutiveTextBlockCollector;
+import com.iqser.red.service.redaction.v1.server.model.document.textblock.TextBlock;
+import com.knecon.fforesight.llm.service.ChunkingResponseData;
+
+
+import lombok.extern.slf4j.Slf4j;
+
+@Slf4j
+public record Chunk(String markdown, List<TextBlock> parts) {
+
+    public static Chunk create(ChunkingResponseData chunkingResponseData, Document document) {
+
+        return new Chunk(chunkingResponseData.getText(), getChunkParts(document, chunkingResponseData.getTreeIds()));
+    }
+
+
+    private static List<TextBlock> getChunkParts(Document document, List<List<Integer>> treeIds) {
+
+        return treeIds.stream()
+                .map(treeId -> {
+                    Optional<DocumentTree.Entry> entry = document.getDocumentTree().findEntryById(treeId);
+                    if (entry.isEmpty()) {
+                        throw new RuntimeException("Could not find node with id " + treeId);
+                    }
+                    return entry.get().getNode().getTextBlock();
+                })
+                .collect(new ConsecutiveTextBlockCollector());
+    }
+
+}

llm-service/llm-service-processor/src/main/java/com/knecon/fforesight/llm/service/services/DocumentBuilderService.java

@@ -0,0 +1,49 @@
+package com.knecon.fforesight.llm.service.services;
+
+import org.springframework.stereotype.Service;
+
+import com.iqser.red.service.redaction.v1.server.data.DocumentData;
+import com.iqser.red.service.redaction.v1.server.data.DocumentPageProto;
+import com.iqser.red.service.redaction.v1.server.data.DocumentPositionDataProto;
+import com.iqser.red.service.redaction.v1.server.data.DocumentStructureProto;
+import com.iqser.red.service.redaction.v1.server.data.DocumentStructureWrapper;
+import com.iqser.red.service.redaction.v1.server.data.DocumentTextDataProto;
+import com.iqser.red.service.redaction.v1.server.mapper.DocumentGraphMapper;
+import com.iqser.red.service.redaction.v1.server.model.document.nodes.Document;
+import com.iqser.red.storage.commons.service.StorageService;
+import com.knecon.fforesight.llm.service.LlmNerMessage;
+import com.knecon.fforesight.tenantcommons.TenantContext;
+
+import lombok.AccessLevel;
+import lombok.RequiredArgsConstructor;
+import lombok.experimental.FieldDefaults;
+import lombok.extern.slf4j.Slf4j;
+
+@Slf4j
+@Service
+@RequiredArgsConstructor
+@FieldDefaults(makeFinal = true, level = AccessLevel.PRIVATE)
+public class DocumentBuilderService {
+
+    StorageService storageService;
+
+
+    public Document build(LlmNerMessage llmNerMessage) {
+
+        DocumentData documentData = new DocumentData();
+        documentData.setDocumentStructureWrapper(new DocumentStructureWrapper(storageService.readProtoObject(TenantContext.getTenantId(),
+                                                                                                             llmNerMessage.getDocumentStructureStorageId(),
+                                                                                                             DocumentStructureProto.DocumentStructure.parser())));
+        documentData.setDocumentTextData(storageService.readProtoObject(TenantContext.getTenantId(),
+                                                                        llmNerMessage.getDocumentTextStorageId(),
+                                                                        DocumentTextDataProto.AllDocumentTextData.parser()));
+        documentData.setDocumentPositionData(storageService.readProtoObject(TenantContext.getTenantId(),
+                                                                            llmNerMessage.getDocumentPositionStorageId(),
+                                                                            DocumentPositionDataProto.AllDocumentPositionData.parser()));
+        documentData.setDocumentPages(storageService.readProtoObject(TenantContext.getTenantId(),
+                                                                     llmNerMessage.getDocumentPagesStorageId(),
+                                                                     DocumentPageProto.AllDocumentPages.parser()));
+        return DocumentGraphMapper.toDocumentGraph(documentData);
+    }
+
+}

llm-service/llm-service-processor/src/main/java/com/knecon/fforesight/llm/service/services/LlmNerService.java

@@ -0,0 +1,245 @@
+package com.knecon.fforesight.llm.service.services;
+
+import java.util.ArrayList;
+import java.util.LinkedList;
+import java.util.List;
+import java.util.Map;
+import java.util.concurrent.CompletableFuture;
+import java.util.regex.Matcher;
+import java.util.regex.Pattern;
+import java.util.stream.Collectors;
+import java.util.stream.Stream;
+
+import org.springframework.stereotype.Service;
+
+import com.azure.ai.openai.models.ChatChoice;
+import com.azure.ai.openai.models.ChatCompletions;
+import com.azure.ai.openai.models.ChatCompletionsJsonResponseFormat;
+import com.azure.ai.openai.models.ChatCompletionsOptions;
+import com.azure.ai.openai.models.ChatRequestMessage;
+import com.azure.ai.openai.models.ChatRequestSystemMessage;
+import com.azure.ai.openai.models.ChatRequestUserMessage;
+import com.fasterxml.jackson.core.JsonProcessingException;
+import com.fasterxml.jackson.core.type.TypeReference;
+import com.fasterxml.jackson.databind.ObjectMapper;
+import com.iqser.red.service.redaction.v1.server.model.document.nodes.Document;
+import com.iqser.red.service.redaction.v1.server.model.document.textblock.TextBlock;
+import com.iqser.red.storage.commons.service.StorageService;
+import com.knecon.fforesight.llm.service.ChunkingResponse;
+import com.knecon.fforesight.llm.service.EntityAiDescription;
+import com.knecon.fforesight.llm.service.LlmNerEntities;
+import com.knecon.fforesight.llm.service.LlmNerEntity;
+import com.knecon.fforesight.llm.service.LlmNerMessage;
+import com.knecon.fforesight.llm.service.SystemMessageProvider;
+import com.knecon.fforesight.llm.service.models.Chunk;
+import com.knecon.fforesight.llm.service.utils.FormattingUtils;
+import com.knecon.fforesight.tenantcommons.TenantContext;
+
+import lombok.AccessLevel;
+import lombok.RequiredArgsConstructor;
+import lombok.SneakyThrows;
+import lombok.experimental.FieldDefaults;
+import lombok.extern.slf4j.Slf4j;
+
+@Slf4j
+@Service
+@RequiredArgsConstructor
+@FieldDefaults(makeFinal = true, level = AccessLevel.PRIVATE)
+public class LlmNerService {
+
+    LlmRessource llmRessource;
+    DocumentBuilderService documentBuilderService;
+    StorageService storageService;
+    ObjectMapper mapper;
+
+
+    @SneakyThrows
+    public synchronized Usage runNer(LlmNerMessage llmNerMessage) {
+
+        int completionTokenCount = 0;
+        int promptTokenCount = 0;
+        llmRessource.resetConcurrencyLimiter();
+
+        long start = System.currentTimeMillis();
+
+        List<LlmNerEntity> allEntities = new ArrayList<>();
+
+        if (!llmNerMessage.getEntityAiDescriptions().isEmpty()) {
+            Document document = documentBuilderService.build(llmNerMessage);
+            ChunkingResponse chunks = readChunks(llmNerMessage.getChunksStorageId());
+
+            allEntities = new LinkedList<>();
+
+            log.info("Finished data prep in {} for {}", FormattingUtils.humanizeDuration(System.currentTimeMillis() - start), llmNerMessage.getIdentifier());
+
+            List<CompletableFuture<EntitiesWithUsage>> entityFutures = chunks.getData()
+                    .stream()
+                    .map(chunk -> Chunk.create(chunk, document))
+                    .map(chunk -> getLlmNerEntitiesFuture(chunk, llmNerMessage.getEntityAiDescriptions()))
+                    .toList();
+
+            log.info("Awaiting {} api calls for {}", entityFutures.size(), llmNerMessage.getIdentifier());
+            for (CompletableFuture<EntitiesWithUsage> entityFuture : entityFutures) {
+                try {
+                    EntitiesWithUsage entitiesWithUsage = entityFuture.get();
+                    allEntities.addAll(entitiesWithUsage.entities());
+                    completionTokenCount += entitiesWithUsage.completionTokens();
+                    promptTokenCount += entitiesWithUsage.promptTokens();
+                } catch (Exception e) {
+                    log.error(e.getMessage(), e);
+                    throw new RuntimeException(e);
+                }
+            }
+        }
+
+        log.debug("Storing files for {}", llmNerMessage.getIdentifier());
+        storageService.storeJSONObject(TenantContext.getTenantId(), llmNerMessage.getResultStorageId(), new LlmNerEntities(allEntities));
+        long duration = System.currentTimeMillis() - start;
+        log.info("Found {} named entities for {} in {} with {} prompt tokens and {} completion tokens.",
+                 allEntities.size(),
+                 llmNerMessage.getIdentifier(),
+                 FormattingUtils.humanizeDuration(duration),
+                 promptTokenCount,
+                 completionTokenCount);
+        return new Usage(completionTokenCount, promptTokenCount, duration);
+    }
+
+
+    private CompletableFuture<EntitiesWithUsage> getLlmNerEntitiesFuture(Chunk chunk, List<EntityAiDescription> entityAiDescriptions) {
+
+        return CompletableFuture.supplyAsync(() -> getLlmNerEntities(chunk, entityAiDescriptions));
+    }
+
+
+    @SneakyThrows
+    private EntitiesWithUsage getLlmNerEntities(Chunk chunk, List<EntityAiDescription> entityAiDescriptions) {
+
+        log.debug("Sending request with text of length {}", chunk.markdown().length());
+        long start = System.currentTimeMillis();
+
+        String nerPrompt = SystemMessageProvider.createNerPrompt(entityAiDescriptions);
+
+        ChatCompletions chatCompletions = runLLM(nerPrompt, chunk.markdown());
+        log.debug("Got response back, used {} prompt tokens, {} completion tokens, took {}",
+                  chatCompletions.getUsage().getPromptTokens(),
+                  chatCompletions.getUsage().getCompletionTokens(),
+                  FormattingUtils.humanizeDuration(System.currentTimeMillis() - start));
+
+        EntitiesWithUsage entitiesWithUsage;
+
+        try {
+            entitiesWithUsage = mapEntitiesToDocument(chatCompletions, chunk.parts());
+        } catch (JsonProcessingException e) {
+            String faultyResponse = chatCompletions.getChoices().get(0).getMessage().getContent();
+
+            ChatCompletions correctionCompletions = runLLM(SystemMessageProvider.PROMPT_CORRECTION, faultyResponse);
+            try {
+                entitiesWithUsage = mapEntitiesToDocument(correctionCompletions, chunk.parts());
+
+                entitiesWithUsage = new EntitiesWithUsage(entitiesWithUsage.entities(),
+                                                          entitiesWithUsage.promptTokens() + chatCompletions.getUsage().getPromptTokens(),
+                                                          entitiesWithUsage.completionTokens() + chatCompletions.getUsage().getCompletionTokens());
+
+            } catch (JsonProcessingException ex) {
+                throw new RuntimeException(ex);
+            }
+        }
+
+        return entitiesWithUsage;
+    }
+
+
+    public ChatCompletions runLLM(String prompt, String input) throws InterruptedException {
+
+        List<ChatRequestMessage> chatMessages = new ArrayList<>();
+        chatMessages.add(new ChatRequestSystemMessage(prompt));
+        chatMessages.add(new ChatRequestUserMessage(input));
+        ChatCompletionsOptions options = new ChatCompletionsOptions(chatMessages);
+        options.setResponseFormat(new ChatCompletionsJsonResponseFormat());
+        options.setTemperature(0.0);
+        options.setN(1); // only return one choice
+        return llmRessource.getChatCompletions(options);
+    }
+
+
+    private EntitiesWithUsage mapEntitiesToDocument(ChatCompletions chatCompletions, List<TextBlock> chunkParts) throws JsonProcessingException {
+
+        EntitiesWithUsage allEntities = new EntitiesWithUsage(new LinkedList<>(), chatCompletions.getUsage().getPromptTokens(), chatCompletions.getUsage().getCompletionTokens());
+
+        if (!chatCompletions.getChoices().isEmpty()) {
+            ChatChoice choice = chatCompletions.getChoices().get(0);
+            Map<String, List<String>> entitiesPerType = parseResponse(choice);
+
+            List<LlmNerEntity> entitiesFromResponse = entitiesPerType.entrySet()
+                    .stream()
+                    .flatMap(entitiesWithType -> entitiesWithType.getValue()
+                            .stream()
+                            .distinct()
+                            .flatMap(entity -> findInChunks(entity, chunkParts, entitiesWithType.getKey())))
+                    .toList();
+
+            allEntities.entities().addAll(entitiesFromResponse);
+        }
+        return allEntities;
+    }
+
+
+    private Map<String, List<String>> parseResponse(ChatChoice choice) throws JsonProcessingException {
+
+        String response = choice.getMessage().getContent();
+        return mapper.readValue(response, new TypeReference<>() {
+        });
+    }
+
+
+    private Stream<LlmNerEntity> findInChunks(String entity, List<TextBlock> chunkParts, String type) {
+
+        Pattern entityPattern = Pattern.compile(String.format("(?:\\b|\\s)(%s)(?:\\b|\\s)", Pattern.quote(entity)));
+        for (TextBlock chunkPart : chunkParts) {
+            String searchText = chunkPart.getSearchText();
+            Matcher matcher = entityPattern.matcher(searchText);
+            List<LlmNerEntity> entitiesInCurrentChunk = matcher.results()
+                    .map(matchResult -> new LlmNerEntity(entity,
+                                                         type,
+                                                         matchResult.start(1) + chunkPart.getTextRange().start(),
+                                                         matchResult.end(1) + chunkPart.getTextRange().start()))
+                    .toList();
+
+            if (!entitiesInCurrentChunk.stream()
+                    .allMatch(nerEntity -> chunkPart.subSequence(nerEntity.getStartOffset(), nerEntity.getEndOffset()).equals(nerEntity.getValue()))) {
+                log.error("Entities have wrong value, expected {}, actual {}",
+                          entity,
+                          entitiesInCurrentChunk.stream()
+                                  .map(LlmNerEntity::getValue)
+                                  .collect(Collectors.joining(", ")));
+                throw new AssertionError();
+            }
+
+            if (!entitiesInCurrentChunk.isEmpty()) {
+                if (entitiesInCurrentChunk.size() > 1) {
+                    log.debug("Multiple entities found for {}, returning all occurrences", entity);
+                }
+                return entitiesInCurrentChunk.stream();
+            }
+        }
+
+        log.debug("Could not find entity {} in any of the chunks", entity);
+        return Stream.empty();
+    }
+
+
+    private ChunkingResponse readChunks(String chunksStorageId) {
+
+        return storageService.readJSONObject(TenantContext.getTenantId(), chunksStorageId, ChunkingResponse.class);
+    }
+
+
+    private record EntitiesWithUsage(List<LlmNerEntity> entities, int promptTokens, int completionTokens) {
+
+    }
+
+    public record Usage(int completionTokenCount, int promptTokenCount, long durationMillis) {
+
+    }
+
+}

llm-service/llm-service-processor/src/main/java/com/knecon/fforesight/llm/service/services/LlmRessource.java

@@ -0,0 +1,69 @@
+package com.knecon.fforesight.llm.service.services;
+
+import java.util.concurrent.Semaphore;
+
+import org.springframework.stereotype.Service;
+
+import com.azure.ai.openai.OpenAIAsyncClient;
+import com.azure.ai.openai.OpenAIClient;
+import com.azure.ai.openai.OpenAIClientBuilder;
+import com.azure.ai.openai.models.ChatCompletions;
+import com.azure.ai.openai.models.ChatCompletionsOptions;
+import com.azure.core.credential.KeyCredential;
+import com.knecon.fforesight.llm.service.LlmServiceSettings;
+
+import lombok.AccessLevel;
+import lombok.experimental.FieldDefaults;
+import lombok.extern.slf4j.Slf4j;
+import reactor.core.publisher.Flux;
+
+@Slf4j
+@Service
+@FieldDefaults(makeFinal = true, level = AccessLevel.PRIVATE)
+public class LlmRessource {
+
+    OpenAIAsyncClient asyncClient;
+    OpenAIClient client;
+    LlmServiceSettings settings;
+    Semaphore concurrencyLimiter;
+
+
+    public LlmRessource(LlmServiceSettings settings) {
+
+        this.settings = settings;
+        this.concurrencyLimiter = new Semaphore(settings.getConcurrency());
+        this.asyncClient = new OpenAIClientBuilder().credential(new KeyCredential(settings.getAzureOpenAiKey())).endpoint(settings.getAzureOpenAiEndpoint()).buildAsyncClient();
+        this.client = new OpenAIClientBuilder().credential(new KeyCredential(settings.getAzureOpenAiKey())).endpoint(settings.getAzureOpenAiEndpoint()).buildClient();
+        log.info("Initialized client for endpoint {} and key {}", settings.getAzureOpenAiEndpoint(), settings.getAzureOpenAiKey());
+    }
+
+
+    public Flux<ChatCompletions> getChatCompletionsFlux(ChatCompletionsOptions options) {
+
+        options.setStream(true);
+        return asyncClient.getChatCompletionsStream(settings.getModel(), options);
+    }
+
+
+    public ChatCompletions getChatCompletions(ChatCompletionsOptions options) throws InterruptedException {
+
+        try {
+            concurrencyLimiter.acquire();
+            return client.getChatCompletions(settings.getModel(), options);
+        } finally {
+            concurrencyLimiter.release();
+        }
+    }
+
+
+    public void resetConcurrencyLimiter() {
+
+        int currentPermits = concurrencyLimiter.availablePermits();
+        if (currentPermits > settings.getConcurrency()) {
+            concurrencyLimiter.acquireUninterruptibly(currentPermits - settings.getConcurrency());
+        } else if (currentPermits < settings.getConcurrency()) {
+            concurrencyLimiter.release(settings.getConcurrency() - currentPermits);
+        }
+    }
+
+}

llm-service/llm-service-processor/src/main/java/com/knecon/fforesight/llm/service/services/LlmService.java

@@ -0,0 +1,53 @@
+package com.knecon.fforesight.llm.service.services;
+
+import java.util.ArrayList;
+import java.util.List;
+
+import org.springframework.stereotype.Service;
+
+import com.azure.ai.openai.models.ChatCompletions;
+import com.azure.ai.openai.models.ChatCompletionsOptions;
+import com.azure.ai.openai.models.ChatRequestMessage;
+import com.azure.ai.openai.models.ChatRequestSystemMessage;
+import com.azure.ai.openai.models.ChatRequestUserMessage;
+import com.knecon.fforesight.llm.service.ChatEvent;
+import com.knecon.fforesight.llm.service.SystemMessageProvider;
+import com.knecon.fforesight.tenantcommons.TenantContext;
+
+import lombok.AccessLevel;
+import lombok.RequiredArgsConstructor;
+import lombok.SneakyThrows;
+import lombok.experimental.FieldDefaults;
+import lombok.extern.slf4j.Slf4j;
+import reactor.core.publisher.Flux;
+
+@Slf4j
+@Service
+@RequiredArgsConstructor
+@FieldDefaults(makeFinal = true, level = AccessLevel.PRIVATE)
+public class LlmService {
+
+    WebSocketMessagingTemplate websocketTemplate;
+    LlmRessource llmRessource;
+
+
+    @SneakyThrows
+    public void rulesCopilot(List<String> prompt, String userId) {
+
+        List<ChatRequestMessage> chatMessages = new ArrayList<>();
+        chatMessages.add(new ChatRequestSystemMessage(SystemMessageProvider.RULES_CO_PILOT));
+        chatMessages.addAll(prompt.stream()
+                                    .map(ChatRequestUserMessage::new)
+                                    .toList());
+        ChatCompletionsOptions options = new ChatCompletionsOptions(chatMessages);
+        Flux<ChatCompletions> chatCompletions = llmRessource.getChatCompletionsFlux(options);
+        chatCompletions.subscribe(chatCompletion -> sendRulesCopilotEvent(userId, chatCompletion.getChoices().get(0).getDelta().getContent()));
+    }
+
+
+    private void sendRulesCopilotEvent(String userId, String token) {
+
+        websocketTemplate.sendEvent(userId, "/queue/" + TenantContext.getTenantId() + "/rules-copilot", new ChatEvent(token));
+    }
+
+}

llm-service/llm-service-processor/src/main/java/com/knecon/fforesight/llm/service/services/WebSocketMessagingTemplate.java

@@ -0,0 +1,7 @@
+package com.knecon.fforesight.llm.service.services;
+
+public interface WebSocketMessagingTemplate {
+
+    void sendEvent(String userId, String token, Object payload);
+
+}

llm-service/llm-service-processor/src/main/java/com/knecon/fforesight/llm/service/utils/FormattingUtils.java

@@ -0,0 +1,29 @@
+package com.knecon.fforesight.llm.service.utils;
+
+import lombok.experimental.UtilityClass;
+
+@UtilityClass
+public class FormattingUtils {
+
+    public String humanizeDuration(long duration) {
+
+        if (duration < 1000) {
+            return duration + " ms";
+        } else if (duration < 60 * 1000) {
+            double seconds = duration / 1000.0;
+            return String.format("%.1f s", seconds);
+        } else if (duration < 60 * 60 * 1000) {
+            long minutes = duration / (60 * 1000);
+            long remainingMillis = duration % (60 * 1000);
+            long seconds = remainingMillis / 1000;
+            return String.format("%d:%d m", minutes, seconds);
+        } else {
+            long hours = duration / (60 * 60 * 1000);
+            long remainingMillis = duration % (60 * 60 * 1000);
+            long minutes = remainingMillis / (60 * 1000);
+            remainingMillis = remainingMillis % (60 * 1000);
+            long seconds = remainingMillis / 1000;
+            return String.format("%d:%d:%d h", hours, minutes, seconds);
+        }
+    }
+}

llm-service/llm-service-processor/src/main/java/com/knecon/fforesight/llm/service/utils/StorageIdUtils.java

@@ -0,0 +1,48 @@
+package com.knecon.fforesight.llm.service.utils;
+
+import java.util.Arrays;
+
+import lombok.experimental.UtilityClass;
+
+@UtilityClass
+public class StorageIdUtils {
+
+    public static final String INVALID_STORAGE_ID_FORMAT = "Invalid storageId format";
+
+
+    public String getStorageId(String dossierId, String fileId, String fileName, String fileExtension) {
+
+        return dossierId + "/" + fileId + "." + fileName + fileExtension;
+    }
+
+
+    public static StorageInfo parseStorageId(String storageId) {
+
+        String[] parts = storageId.split("/", 2);
+
+        if (parts.length < 2) {
+            throw new IllegalArgumentException(INVALID_STORAGE_ID_FORMAT);
+        }
+
+        String dossierId = parts[0];
+        String fileAndType = parts[1];
+
+        String[] fileParts = fileAndType.split("\\.");
+
+        if (fileParts.length < 3) {
+            throw new IllegalArgumentException(INVALID_STORAGE_ID_FORMAT);
+        }
+
+        String fileId = fileParts[0];
+        String fileTypeExtension = fileParts[fileParts.length - 1];
+        String fileTypeName = String.join(".", Arrays.copyOfRange(fileParts, 1, fileParts.length - 1));
+
+        return new StorageInfo(dossierId, fileId, fileTypeName, fileTypeExtension);
+    }
+
+
+    public record StorageInfo(String dossierId, String fileId, String fileTypeName, String fileTypeExtension) {
+
+    }
+
+}

llm-service/llm-service-server/build.gradle.kts

@@ -0,0 +1,76 @@
+import org.springframework.boot.gradle.tasks.bundling.BootBuildImage
+
+plugins {
+    application
+    id("com.knecon.fforesight.service.java-conventions")
+    id("org.springframework.boot") version "3.2.3"
+    id("io.spring.dependency-management") version "1.1.7"
+    id("org.sonarqube") version "4.4.1.3373"
+    id("io.freefair.lombok") version "8.12.1"
+}
+
+configurations {
+    all {
+        exclude(group = "org.springframework.boot", module = "spring-boot-starter-logging")
+        exclude(group = "commons-logging", module = "commons-logging")
+    }
+}
+
+val springBootVersion = "3.2.2"
+val springCloudVersion = "2022.0.5"
+val springSecurityVersion = "6.4.2"
+val testcontainersVersion = "1.20.0"
+
+dependencies {
+    implementation(project(":llm-service-api"))
+    implementation(project(":llm-service-processor"))
+
+    implementation("org.springframework.boot:spring-boot-starter-actuator:$springBootVersion")
+    implementation("org.springframework.boot:spring-boot-starter-amqp:$springBootVersion")
+    implementation("org.springframework.boot:spring-boot-starter-web:$springBootVersion")
+    implementation("io.github.openfeign:feign-core:12.5")
+    implementation("org.springframework.cloud:spring-cloud-starter-openfeign:4.2.0")
+    implementation("org.springframework.boot:spring-boot-starter-websocket:$springBootVersion")
+    implementation("org.springframework.security:spring-security-messaging:$springSecurityVersion")
+    implementation("com.iqser.red.commons:storage-commons:2.51.0")
+    implementation("com.knecon.fforesight:keycloak-commons:0.30.0") {
+        exclude(group = "com.knecon.fforesight", module = "tenant-commons")
+    }
+    implementation("com.knecon.fforesight:tracing-commons:0.5.0")
+    implementation("com.knecon.fforesight:lifecycle-commons:0.7.0")
+
+    implementation("com.knecon.fforesight:tenant-commons:0.31.0")
+    implementation("com.knecon.fforesight:swagger-commons:0.7.0")
+    implementation("ch.qos.logback:logback-classic")
+
+    developmentOnly("org.springframework.boot:spring-boot-devtools:$springBootVersion")
+    annotationProcessor("org.springframework.boot:spring-boot-configuration-processor:$springBootVersion")
+    testImplementation("org.springframework.boot:spring-boot-starter-test:$springBootVersion")
+    testImplementation("org.springframework.amqp:spring-rabbit-test:$springBootVersion")
+}
+
+
+tasks.named<BootBuildImage>("bootBuildImage") {
+
+
+    environment.put("BPE_DELIM_JAVA_TOOL_OPTIONS", " ")
+    environment.put("BPE_APPEND_JAVA_TOOL_OPTIONS", "-Dfile.encoding=UTF-8")
+
+    imageName.set("nexus.knecon.com:5001/ff/${project.name}:${project.version}")
+    if (project.hasProperty("buildbootDockerHostNetwork")) {
+        network.set("host")
+    }
+    docker {
+        if (project.hasProperty("buildbootDockerHostNetwork")) {
+            bindHostToBuilder.set(true)
+        }
+        verboseLogging.set(true)
+
+        publishRegistry {
+            username.set(providers.gradleProperty("mavenUser").getOrNull())
+            password.set(providers.gradleProperty("mavenPassword").getOrNull())
+            email.set(providers.gradleProperty("mavenEmail").getOrNull())
+            url.set("https://nexus.knecon.com:5001/")
+        }
+    }
+}

llm-service/llm-service-server/src/main/java/com/knecon/fforesight/llm/service/Application.java

@@ -17,7 +17,7 @@ import lombok.extern.slf4j.Slf4j;
 @Slf4j
 @EnableWebMvc
 @EnableAsync
-@Import({StorageAutoConfiguration.class})
+@Import({StorageAutoConfiguration.class, LlmServiceConfiguration.class})
 @ImportAutoConfiguration({StorageAutoConfiguration.class, MultiTenancyAutoConfiguration.class, SpringDocAutoConfiguration.class, DefaultKeyCloakCommonsAutoConfiguration.class})
 @SpringBootApplication
 public class Application {

llm-service/llm-service-server/src/main/java/com/knecon/fforesight/llm/service/controller/advice/ControllerAdvice.java

@@ -5,7 +5,7 @@ import org.springframework.web.bind.annotation.ExceptionHandler;
 import org.springframework.web.bind.annotation.RestControllerAdvice;
 import org.springframework.web.server.ResponseStatusException;
 
-import com.knecon.fforesight.llm.service.api.ErrorMessage;
+import com.knecon.fforesight.llm.service.ErrorMessage;
 
 @RestControllerAdvice
 public class ControllerAdvice {

llm-service/llm-service-server/src/main/java/com/knecon/fforesight/llm/service/controller/external/WebsocketController.java

@@ -6,7 +6,7 @@ import org.springframework.messaging.handler.annotation.MessageMapping;
 import org.springframework.messaging.handler.annotation.Payload;
 import org.springframework.stereotype.Controller;
 
-import com.knecon.fforesight.llm.service.api.model.PromptList;
+import com.knecon.fforesight.llm.service.PromptList;
 import com.knecon.fforesight.llm.service.services.LlmService;
 
 import lombok.RequiredArgsConstructor;

llm-service/llm-service-server/src/main/java/com/knecon/fforesight/llm/service/queue/MessageHandler.java

@@ -0,0 +1,82 @@
+package com.knecon.fforesight.llm.service.queue;
+
+import java.util.Locale;
+import java.util.Map;
+import java.util.stream.Collectors;
+
+import org.springframework.amqp.core.Message;
+import org.springframework.amqp.rabbit.annotation.RabbitHandler;
+import org.springframework.amqp.rabbit.annotation.RabbitListener;
+import org.springframework.amqp.rabbit.core.RabbitTemplate;
+import org.springframework.stereotype.Service;
+
+import com.fasterxml.jackson.databind.ObjectMapper;
+import com.knecon.fforesight.llm.service.LlmNerMessage;
+import com.knecon.fforesight.llm.service.LlmNerResponseMessage;
+import com.knecon.fforesight.llm.service.QueueNames;
+import com.knecon.fforesight.llm.service.services.LlmNerService;
+import com.knecon.fforesight.tenantcommons.TenantContext;
+
+import lombok.AccessLevel;
+import lombok.RequiredArgsConstructor;
+import lombok.experimental.FieldDefaults;
+import lombok.extern.slf4j.Slf4j;
+
+@Slf4j
+@Service
+@RequiredArgsConstructor
+@FieldDefaults(makeFinal = true, level = AccessLevel.PRIVATE)
+public class MessageHandler {
+
+    public static final String LLM_NER_REQUEST_LISTENER_ID = "llm-ner-request-listener";
+    private final static String X_PIPELINE_PREFIX = "X-PIPE-";
+
+    LlmNerService llmNerService;
+    ObjectMapper mapper;
+    RabbitTemplate rabbitTemplate;
+
+
+    @RabbitHandler
+    @RabbitListener(id = LLM_NER_REQUEST_LISTENER_ID, concurrency = "1")
+    public void receiveNerRequest(Message message) {
+
+        LlmNerMessage llmNerMessage = parseLlmNerMessage(message);
+
+        log.info("Starting NER with LLM for {}", llmNerMessage.getIdentifier());
+
+        LlmNerService.Usage usage = llmNerService.runNer(llmNerMessage);
+
+        LlmNerResponseMessage llmNerResponseMessage = new LlmNerResponseMessage(llmNerMessage.getIdentifier(),
+                                                                                usage.promptTokenCount(),
+                                                                                usage.completionTokenCount(),
+                                                                                Math.toIntExact(usage.durationMillis()),
+                                                                                llmNerMessage.getAiCreationVersion());
+        log.info("LLM NER finished for {}", llmNerMessage.getIdentifier());
+        sendFinishedMessage(llmNerResponseMessage, message);
+    }
+
+
+    public void sendFinishedMessage(LlmNerResponseMessage llmNerResponseMessage, Message message) {
+
+        rabbitTemplate.convertAndSend(QueueNames.LLM_NER_RESPONSE_EXCHANGE, TenantContext.getTenantId(), llmNerResponseMessage, m -> {
+            var forwardHeaders = message.getMessageProperties().getHeaders().entrySet()
+                    .stream()
+                    .filter(e -> e.getKey().toUpperCase(Locale.ROOT).startsWith(X_PIPELINE_PREFIX))
+                    .collect(Collectors.toMap(Map.Entry::getKey, Map.Entry::getValue));
+            m.getMessageProperties().getHeaders().putAll(forwardHeaders);
+            return m;
+        });
+    }
+
+
+    private LlmNerMessage parseLlmNerMessage(Message message) {
+
+        try {
+            return mapper.readValue(message.getBody(), LlmNerMessage.class);
+        } catch (Exception e) {
+            log.error("Failed to parse LLM NER message:\n {}", new String(message.getBody()));
+            throw new RuntimeException(e);
+        }
+    }
+
+}

llm-service/llm-service-server/src/main/java/com/knecon/fforesight/llm/service/queue/MessagingConfiguration.java

@@ -0,0 +1,31 @@
+package com.knecon.fforesight.llm.service.queue;
+
+import static com.knecon.fforesight.llm.service.QueueNames.LLM_NER_DLQ;
+import static com.knecon.fforesight.llm.service.QueueNames.LLM_NER_REQUEST_EXCHANGE;
+
+import org.springframework.amqp.core.DirectExchange;
+import org.springframework.amqp.core.Queue;
+import org.springframework.amqp.core.QueueBuilder;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+
+import lombok.RequiredArgsConstructor;
+
+@Configuration
+@RequiredArgsConstructor
+public class MessagingConfiguration {
+
+
+    @Bean
+    public DirectExchange llmNerRequestExchange() {
+
+        return new DirectExchange(LLM_NER_REQUEST_EXCHANGE);
+    }
+
+    @Bean
+    public Queue llmNerDLQ() {
+
+        return QueueBuilder.durable(LLM_NER_DLQ).build();
+    }
+
+}

llm-service/llm-service-server/src/main/java/com/knecon/fforesight/llm/service/queue/TenantQueueProviderConfig.java

@@ -0,0 +1,28 @@
+package com.knecon.fforesight.llm.service.queue;
+
+import java.util.Map;
+import java.util.Set;
+
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+
+import com.knecon.fforesight.llm.service.QueueNames;
+import com.knecon.fforesight.tenantcommons.model.TenantQueueProvider;
+
+@Configuration
+public class TenantQueueProviderConfig {
+
+    @Bean
+    protected TenantQueueProvider getTenantQueueConfigs() {
+
+        return new TenantQueueProvider(Set.of(com.knecon.fforesight.tenantcommons.model.TenantQueueConfiguration.builder()
+                                                      .listenerId(MessageHandler.LLM_NER_REQUEST_LISTENER_ID)
+                                                      .exchangeName(QueueNames.LLM_NER_REQUEST_EXCHANGE)
+                                                      .queuePrefix(QueueNames.LLM_NER_REQUEST_QUEUE_PREFIX)
+                                                      .dlqName(QueueNames.LLM_NER_DLQ)
+                                                      .arguments(Map.of("x-max-priority", 2))
+                                                      .build()));
+    }
+
+}
+

llm-service/llm-service-server/src/main/java/com/knecon/fforesight/llm/service/websocket/WebSocketConfiguration.java

@@ -50,7 +50,6 @@ public class WebSocketConfiguration implements WebSocketMessageBrokerConfigurer
     @Override
     public void registerStompEndpoints(StompEndpointRegistry registry) {
 
-
         registry.addEndpoint("/api/llm/llm-websocket").setAllowedOrigins("*");
     }
 
@@ -65,14 +64,13 @@ public class WebSocketConfiguration implements WebSocketMessageBrokerConfigurer
 
                 StompHeaderAccessor accessor = MessageHeaderAccessor.getAccessor(message, StompHeaderAccessor.class);
                 if (StompCommand.CONNECT.equals(accessor.getCommand())) {
-                    Optional.ofNullable(accessor.getNativeHeader("Authorization"))
-                            .ifPresent(ah -> {
-                                String bearerToken = ah.get(0).replace("Bearer ", "");
-                                log.debug("Received bearer token {}", bearerToken);
-                                AuthenticationManager authenticationManager = tenantAuthenticationManagerResolver.resolve(bearerToken);
-                                JwtAuthenticationToken token = (JwtAuthenticationToken) authenticationManager.authenticate(new BearerTokenAuthenticationToken(bearerToken));
-                                accessor.setUser(token);
-                            });
+                    Optional.ofNullable(accessor.getNativeHeader("Authorization")).ifPresent(ah -> {
+                        String bearerToken = ah.get(0).replace("Bearer ", "");
+                        log.debug("Received bearer token {}", bearerToken);
+                        AuthenticationManager authenticationManager = tenantAuthenticationManagerResolver.resolve(bearerToken);
+                        JwtAuthenticationToken token = (JwtAuthenticationToken) authenticationManager.authenticate(new BearerTokenAuthenticationToken(bearerToken));
+                        accessor.setUser(token);
+                    });
                 }
                 return message;
             }

llm-service/llm-service-server/src/main/java/com/knecon/fforesight/llm/service/websocket/WebSocketMessagingService.java

@@ -0,0 +1,26 @@
+package com.knecon.fforesight.llm.service.websocket;
+
+import org.springframework.messaging.simp.SimpMessagingTemplate;
+import org.springframework.stereotype.Service;
+
+import com.knecon.fforesight.llm.service.services.WebSocketMessagingTemplate;
+
+import lombok.AccessLevel;
+import lombok.RequiredArgsConstructor;
+import lombok.experimental.FieldDefaults;
+
+@Service
+@RequiredArgsConstructor
+@FieldDefaults(makeFinal = true, level = AccessLevel.PRIVATE)
+public class WebSocketMessagingService implements WebSocketMessagingTemplate {
+
+    SimpMessagingTemplate messagingTemplate;
+
+
+    @Override
+    public void sendEvent(String userId, String token, Object payload) {
+
+        messagingTemplate.convertAndSendToUser(userId, token, payload);
+    }
+
+}

llm-service/llm-service-server/src/main/java/com/knecon/fforesight/llm/service/websocket/WebSocketSecurityConfig.java

@@ -63,9 +63,10 @@ public class WebSocketSecurityConfig extends AbstractSecurityWebSocketMessageBro
         }
 
 
-        public boolean checkAuthAndSetTenant(JwtAuthenticationToken authentication, Message<?> message){
+        public boolean checkAuthAndSetTenant(JwtAuthenticationToken authentication, Message<?> message) {
+
             Optional<String> tenantId = getCurrentTenant(authentication);
-            if (tenantId.isPresent()){
+            if (tenantId.isPresent()) {
                 TenantContext.setTenantId(tenantId.get());
                 return true;
             }
@@ -84,6 +85,7 @@ public class WebSocketSecurityConfig extends AbstractSecurityWebSocketMessageBro
 
     }
 
+
     private Optional<String> extractTenantId(Message<?> message) {
 
         StompHeaderAccessor sha = StompHeaderAccessor.wrap(message);

llm-service/llm-service-server/src/main/resources/application.yaml

@@ -21,8 +21,8 @@ spring:
         prefetch: 1
 
 llm-service:
-  azureOpenAiKey: "Your Azure open Api Key"
-  azureOpenAiEndpoint: "Your Azure open Api Endpoint"
+  azureOpenAiKey: "Your key here"
+  azureOpenAiEndpoint: "https://knecon-ca-demo.openai.azure.com/"
 
 fforesight:
   llm-service:
@@ -63,3 +63,13 @@ keyword-service:
   url: "http://keyword-extraction-service:8080"
 
 cors.enabled: true
+
+management:
+  tracing:
+    enabled: ${TRACING_ENABLED:false}
+    sampling:
+      probability: ${TRACING_PROBABILITY:1.0}
+  otlp:
+    tracing:
+      endpoint: ${OTLP_ENDPOINT:http://otel-collector-opentelemetry-collector.otel-collector:4318/v1/traces}
+

llm-service/llm-service-server/src/test/java/com/knecon/fforesight/llm/service/AbstractLlmServiceIntegrationTest.java

@@ -6,7 +6,9 @@ import java.util.List;
 
 import org.junit.jupiter.api.BeforeEach;
 import org.junit.jupiter.api.extension.ExtendWith;
+import org.springframework.amqp.rabbit.core.RabbitAdmin;
 import org.springframework.amqp.rabbit.core.RabbitTemplate;
+import org.springframework.amqp.rabbit.listener.RabbitListenerEndpointRegistry;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.boot.autoconfigure.EnableAutoConfiguration;
 import org.springframework.boot.autoconfigure.amqp.RabbitAutoConfiguration;
@@ -29,6 +31,7 @@ import com.iqser.red.storage.commons.utils.FileSystemBackedStorageService;
 import com.knecon.fforesight.tenantcommons.TenantContext;
 import com.knecon.fforesight.tenantcommons.TenantsClient;
 import com.knecon.fforesight.tenantcommons.model.TenantResponse;
+import com.knecon.fforesight.tenantcommons.queue.TenantMessagingConfiguration;
 
 @ComponentScan
 @ExtendWith(SpringExtension.class)
@@ -43,16 +46,22 @@ public abstract class AbstractLlmServiceIntegrationTest {
     protected StorageService storageService;
     @MockBean
     TenantsClient tenantsClient;
+    @Autowired
+    ObjectMapper objectMapper;
     @MockBean
     RabbitTemplate rabbitTemplate;
+    @MockBean
+    RabbitAdmin rabbitAdmin;
+    @MockBean
+    RabbitListenerEndpointRegistry rabbitListenerEndpointRegistry;
+    @MockBean
+    TenantMessagingConfiguration tenantMessagingConfiguration;
 
 
     @BeforeEach
     public void setupOptimize() {
 
-        var tenant = TenantResponse.builder()
-                .tenantId(TEST_TENANT)
-                .build();
+        var tenant = TenantResponse.builder().tenantId(TEST_TENANT).build();
 
         TenantContext.setTenantId(TEST_TENANT);
 

llm-service/llm-service-server/src/test/java/com/knecon/fforesight/llm/service/LlmNerServiceTest.java

@@ -0,0 +1,108 @@
+package com.knecon.fforesight.llm.service;
+
+import java.io.FileInputStream;
+import java.io.IOException;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+
+import org.junit.jupiter.api.Disabled;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+
+import com.knecon.fforesight.llm.service.services.LlmNerService;
+import com.knecon.fforesight.tenantcommons.TenantContext;
+
+import lombok.SneakyThrows;
+
+@Disabled
+public class LlmNerServiceTest extends AbstractLlmServiceIntegrationTest {
+
+    public static final String DOCUMENT_TEXT = "DOCUMENT_TEXT.proto";
+    public static final String DOCUMENT_POSITIONS = "DOCUMENT_POSITION.proto";
+    public static final String DOCUMENT_STRUCTURE = "DOCUMENT_STRUCTURE.proto";
+    public static final String DOCUMENT_PAGES = "DOCUMENT_PAGES.proto";
+    public static final String DOCUMENT_CHUNKS = "DOCUMENT_CHUNKS.json";
+    public static final String STORAGE_ID = "08904e84-4a5a-4c15-bc13-200237af6434/4d81e891fd3e94dfe0b6c51073ef55b6.";
+    @Autowired
+    LlmNerService llmNerService;
+
+    Set<String> relevantFiles = Set.of(DOCUMENT_TEXT, DOCUMENT_POSITIONS, DOCUMENT_STRUCTURE, DOCUMENT_PAGES, DOCUMENT_CHUNKS);
+
+
+    @Test
+    @SneakyThrows
+    public void testLlmNer() {
+
+        Path folder = Path.of("/home/kschuettler/Downloads/New Folder (5)/18299ec0-7659-496a-a44a-194bbffb1700/1fb7d49ae389469f60db516cf81a3510");
+        LlmNerMessage message = prepStorage(folder);
+        llmNerService.runNer(message);
+        Path tmpFile = Path.of("/private/tmp", "LLM_ENTITIES", "entities.json");
+        Files.createDirectories(tmpFile.getParent());
+        storageService.downloadTo(TEST_TENANT, message.getResultStorageId(), tmpFile.toFile());
+    }
+
+
+    private LlmNerMessage prepStorage(Path folder) throws IOException {
+
+        LlmNerMessage message = buildMessage(folder);
+        Files.walk(folder)
+                .filter(path -> path.toFile().isFile())
+                .filter(path -> relevantFiles.stream()
+                        .anyMatch(filePath -> path.getFileName().toString().contains(filePath)))
+                .forEach(relevantFile -> storeFile(relevantFile, folder));
+        return message;
+    }
+
+
+    @SneakyThrows
+    private void storeFile(Path relevantFile, Path folder) {
+
+        try (var in = new FileInputStream(relevantFile.toFile())) {
+            storageService.storeObject(TenantContext.getTenantId(),
+                                       STORAGE_ID + relevantFiles.stream()
+                                               .filter(filePath -> relevantFile.getFileName().toString().contains(filePath))
+                                               .findFirst()
+                                               .orElseThrow(),
+                                       in);
+        }
+    }
+
+
+    private static LlmNerMessage buildMessage(Path folder) {
+
+        List<EntityAiDescription> entityAiDescriptions = new ArrayList<>();
+
+        // Add descriptions for each entity type with examples
+        entityAiDescriptions.add(new EntityAiDescription("PERSON",
+                                                         "A PERSON is any name referring to a human, excluding named methods (e.g., 'Klingbeil Test' is not a name). Each name should be its own entity, but first name, last name, and possibly middle name should be merged. Numbers are never part of a name. "
+                                                         + "For example: 'Jennifer Durando, BS', 'Charlène Hernandez', 'Shaw A.', 'G J J Lubbe'."));
+        entityAiDescriptions.add(new EntityAiDescription("PII",
+                                                         "PII refers to personally identifiable information such as email addresses, telephone numbers, fax numbers, or any other information that could uniquely identify an individual. "
+                                                         + "For example: '01223 45678', 'mimi.lang@smithcorp.com', '+44 (0)1252 392460'."));
+        entityAiDescriptions.add(new EntityAiDescription("ADDRESS",
+                                                         "An ADDRESS describes a real-life location. It should be as complete as possible and may include elements such as street address, city, state, postal code, and country. "
+                                                         + "For example: 'Product Safety Labs 2394 US Highway 130 Dayton, NJ 08810 USA', 'Syngenta Crop Protection, LLC 410 Swing Road Post Office Box 18300 Greensboro, NC 27419-8300 USA'."));
+        entityAiDescriptions.add(new EntityAiDescription("COMPANY",
+                                                         "A COMPANY is any corporate entity or approving body mentioned in the text, excluding companies mentioned as part of an address. "
+                                                         + "For example: 'Syngenta', 'EFSA'."));
+        entityAiDescriptions.add(new EntityAiDescription("COUNTRY",
+                                                         "A COUNTRY is any recognized nation mentioned in the text. Countries mentioned as part of an address should not be listed separately. "
+                                                         + "For example: 'USA'."));
+
+        return LlmNerMessage.builder()
+                .identifier(Map.of("file", folder.getFileName().toString()))
+                .entityAiDescriptions(entityAiDescriptions)
+                .chunksStorageId(STORAGE_ID + DOCUMENT_CHUNKS)
+                .documentPagesStorageId(STORAGE_ID + DOCUMENT_PAGES)
+                .documentTextStorageId(STORAGE_ID + DOCUMENT_TEXT)
+                .documentPositionStorageId(STORAGE_ID + DOCUMENT_POSITIONS)
+                .documentStructureStorageId(STORAGE_ID + DOCUMENT_STRUCTURE)
+                .resultStorageId(STORAGE_ID + "result")
+                .build();
+    }
+
+}

llm-service/llm-service-server/src/test/java/com/knecon/fforesight/llm/service/StorageIdUtilsTest.java

@@ -0,0 +1,45 @@
+package com.knecon.fforesight.llm.service;
+
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+
+import org.junit.jupiter.api.Test;
+
+import com.knecon.fforesight.llm.service.utils.StorageIdUtils;
+
+public class StorageIdUtilsTest {
+
+    @Test
+    void testParseStorageId_ValidInput() {
+        StorageIdUtils.StorageInfo storageInfo = StorageIdUtils.parseStorageId("dossierId/fileId.DOCUMENT_STRUCTURE.json");
+        assertEquals("dossierId", storageInfo.dossierId(), "Incorrect dossierId");
+        assertEquals("fileId", storageInfo.fileId(), "Incorrect fileId");
+        assertEquals("DOCUMENT_STRUCTURE", storageInfo.fileTypeName(), "Incorrect fileTypeName");
+        assertEquals("json", storageInfo.fileTypeExtension(), "Incorrect fileTypeExtension");
+    }
+
+    @Test
+    void testParseStorageId_MissingFileTypeExtension() {
+        Exception exception = assertThrows(IllegalArgumentException.class, () ->
+                StorageIdUtils.parseStorageId("dossierId/fileId.DOCUMENT_STRUCTURE")
+        );
+        assertEquals("Invalid storageId format", exception.getMessage());
+    }
+
+    @Test
+    void testParseStorageId_InvalidFormat() {
+        Exception exception = assertThrows(IllegalArgumentException.class, () ->
+                StorageIdUtils.parseStorageId("invalidFormat")
+        );
+        assertEquals("Invalid storageId format", exception.getMessage());
+    }
+
+    @Test
+    void testParseStorageId_NoDotsInFilePart() {
+        Exception exception = assertThrows(IllegalArgumentException.class, () ->
+                StorageIdUtils.parseStorageId("dossierId/fileId")
+        );
+        assertEquals("Invalid storageId format", exception.getMessage());
+    }
+}

llm-service/llm-service-server/src/test/resources/application.yaml

@@ -0,0 +1,17 @@
+server:
+  port: 28080
+fforesight:
+  keycloak:
+    enabled: true
+  springdoc:
+    enabled: false
+
+tenant-user-management-service.url: "http://mock.url"
+text-analysis-service.url: "http://mock.url"
+epam-poc-service.url: "http://mock.url"
+keyword-service.url: "http://mock.url"
+
+
+llm-service:
+  azureOpenAiKey: "679b023858314dfe807e50a2e7d86d63"
+  azureOpenAiEndpoint: "https://knecon-ca-demo.openai.azure.com/"

publish-custom-image.sh

@@ -1,8 +1,45 @@
 #!/bin/bash
+
+set -e
+
 dir=${PWD##*/}
+
 gradle assemble
 
-buildNumber=${1:-1}
+# Get the current Git branch
+branch=$(git rev-parse --abbrev-ref HEAD)
 
-gradle bootBuildImage --cleanCache --publishImage -Pversion=$USER-$buildNumber
-echo "nexus.knecon.com:5001/red/${dir}-server-v1:$USER-$buildNumber"
+# Get the short commit hash (first 5 characters)
+commit_hash=$(git rev-parse --short=5 HEAD)
+
+# Combine branch and commit hash
+buildName="${USER}-${branch}-${commit_hash}"
+
+gradle bootBuildImage --publishImage -PbuildbootDockerHostNetwork=true -Pversion=${buildName}
+
+newImageName="nexus.knecon.com:5001/ff/llm-service-server:${buildName}"
+
+echo "full image name:"
+echo ${newImageName}
+echo ""
+
+if [ -z "$1" ]; then
+    exit 0
+fi
+
+namespace=${1}
+deployment_name="llm-service"
+
+echo "deploying to ${namespace}"
+
+oldImageName=$(rancher kubectl -n ${namespace} get deployment ${deployment_name} -o=jsonpath='{.spec.template.spec.containers[*].image}')
+
+if [ "${newImageName}" = "${oldImageName}" ]; then
+    echo "Image tag did not change, redeploying..."
+    rancher kubectl rollout restart deployment ${deployment_name} -n ${namespace}
+else
+    echo "upgrading the image tag..."
+    rancher kubectl set image deployment/${deployment_name} ${deployment_name}=${newImageName} -n ${namespace}
+fi
+rancher kubectl rollout status deployment ${deployment_name} -n ${namespace}
+echo "Built ${deployment_name}:${buildName} and deployed to ${namespace}"

settings.gradle.kts

@@ -1 +1,7 @@
-rootProject.name = "llm-service"
+rootProject.name = "llm-service"
+include(":llm-service-api")
+include(":llm-service-server")
+include(":llm-service-processor")
+project(":llm-service-api").projectDir = file("llm-service/llm-service-api")
+project(":llm-service-server").projectDir = file("llm-service/llm-service-server")
+project(":llm-service-processor").projectDir = file("llm-service/llm-service-processor")

src/main/java/com/knecon/fforesight/llm/service/queue/MessageHandler.java

@@ -1,21 +0,0 @@
-package com.knecon.fforesight.llm.service.queue;
-
-import org.springframework.stereotype.Service;
-
-import lombok.RequiredArgsConstructor;
-import lombok.extern.slf4j.Slf4j;
-
-@Slf4j
-@Service
-@RequiredArgsConstructor
-public class MessageHandler {
-
-//    @SneakyThrows
-//    @RabbitHandler
-//    @RabbitListener(queues = "#{llmServiceSettings.getRequestQueueName()}")
-//    public void receiveIndexingRequest(Message message) {
-//
-//        // TODO: Do something.
-//    }
-
-}

src/main/java/com/knecon/fforesight/llm/service/queue/MessagingConfiguration.java

@@ -1,11 +0,0 @@
-package com.knecon.fforesight.llm.service.queue;
-
-import org.springframework.context.annotation.Configuration;
-
-import lombok.RequiredArgsConstructor;
-
-@Configuration
-@RequiredArgsConstructor
-public class MessagingConfiguration {
-
-}

src/main/java/com/knecon/fforesight/llm/service/services/LlmService.java

@@ -1,69 +0,0 @@
-package com.knecon.fforesight.llm.service.services;
-
-import java.util.ArrayList;
-import java.util.List;
-
-import org.springframework.messaging.simp.SimpMessagingTemplate;
-import org.springframework.stereotype.Service;
-
-import com.azure.ai.openai.OpenAIAsyncClient;
-import com.azure.ai.openai.OpenAIClientBuilder;
-import com.azure.ai.openai.models.ChatCompletions;
-import com.azure.ai.openai.models.ChatCompletionsOptions;
-import com.azure.ai.openai.models.ChatMessage;
-import com.azure.ai.openai.models.ChatRole;
-import com.azure.core.credential.AzureKeyCredential;
-import com.knecon.fforesight.llm.service.api.model.ChatEvent;
-import com.knecon.fforesight.llm.service.model.SystemMessages;
-import com.knecon.fforesight.llm.service.settings.LlmServiceSettings;
-import com.knecon.fforesight.tenantcommons.TenantContext;
-
-import jakarta.annotation.PostConstruct;
-import lombok.RequiredArgsConstructor;
-import lombok.SneakyThrows;
-import lombok.extern.slf4j.Slf4j;
-import reactor.core.publisher.Flux;
-
-@Slf4j
-@Service
-@RequiredArgsConstructor
-public class LlmService {
-
-    private final SimpMessagingTemplate websocketTemplate;
-    private final LlmServiceSettings settings;
-    private OpenAIAsyncClient client;
-
-
-    @PostConstruct
-    public void init() {
-
-        client = new OpenAIClientBuilder().credential(new AzureKeyCredential(settings.getAzureOpenAiKey())).endpoint(settings.getAzureOpenAiEndpoint()).buildAsyncClient();
-    }
-
-
-    @SneakyThrows
-    public void rulesCopilot(List<String> prompt, String userId) {
-
-        List<ChatMessage> chatMessages = new ArrayList<>();
-        chatMessages.add(new ChatMessage(ChatRole.SYSTEM, SystemMessages.RULES_CO_PILOT));
-        chatMessages.addAll(prompt.stream()
-                                    .map(p -> new ChatMessage(ChatRole.USER, p))
-                                    .toList());
-        ChatCompletionsOptions options = new ChatCompletionsOptions(chatMessages);
-        options.setStream(true);
-        Flux<ChatCompletions> chatCompletions = client.getChatCompletionsStream(settings.getModel(), options);
-        chatCompletions.subscribe(chatCompletion -> {
-            sendWebsocketEvent(userId,
-                               chatCompletion.getChoices()
-                                       .get(0).getDelta().getContent());
-
-        });
-    }
-
-
-    private void sendWebsocketEvent(String userId, String token) {
-
-        websocketTemplate.convertAndSendToUser(userId, "/queue/" + TenantContext.getTenantId() + "/rules-copilot", new ChatEvent(token));
-    }
-
-}