Add rag-service

rag-service/src/main/java/com/balex/rag/RagApplication.java

@@ -0,0 +1,74 @@
+package com.balex.rag;
+
+import com.balex.rag.advisors.expansion.ExpansionQueryAdvisor;
+import com.balex.rag.advisors.rag.RagAdvisor;
+import com.balex.rag.config.RagDefaultsProperties;
+import com.balex.rag.config.RagExpansionProperties;
+import com.balex.rag.repo.ChatRepository;
+import com.balex.rag.service.PostgresChatMemory;
+import lombok.RequiredArgsConstructor;
+import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.ai.chat.client.advisor.MessageChatMemoryAdvisor;
+import org.springframework.ai.chat.client.advisor.SimpleLoggerAdvisor;
+import org.springframework.ai.chat.client.advisor.api.Advisor;
+import org.springframework.ai.chat.memory.ChatMemory;
+import org.springframework.ai.chat.model.ChatModel;
+import org.springframework.ai.chat.prompt.PromptTemplate;
+import org.springframework.ai.ollama.api.OllamaOptions;
+import org.springframework.ai.vectorstore.VectorStore;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.boot.SpringApplication;
+import org.springframework.boot.autoconfigure.SpringBootApplication;
+import org.springframework.boot.context.properties.EnableConfigurationProperties;
+import org.springframework.context.annotation.Bean;
+
+@SpringBootApplication
+@RequiredArgsConstructor
+@EnableConfigurationProperties({RagDefaultsProperties.class, RagExpansionProperties.class})
+public class RagApplication {
+
+	private final ChatRepository chatRepository;
+	private final VectorStore vectorStore;
+	private final ChatModel chatModel;
+	private final RagExpansionProperties expansionProperties;
+
+	@Bean
+	public ChatClient chatClient(
+			ChatClient.Builder builder,
+			@Value("${rag.rerank-fetch-multiplier}") int rerankFetchMultiplier,
+			RagDefaultsProperties ragDefaults) {
+		return builder
+				.defaultAdvisors(
+						getHistoryAdvisor(0),
+						ExpansionQueryAdvisor.builder(chatModel, expansionProperties).order(1).build(),
+						SimpleLoggerAdvisor.builder().order(2).build(),
+						RagAdvisor.build(vectorStore)
+								.rerankFetchMultiplier(rerankFetchMultiplier)
+								.searchTopK(ragDefaults.searchTopK())
+								.similarityThreshold(ragDefaults.similarityThreshold())
+								.order(3).build(),
+						SimpleLoggerAdvisor.builder().order(4).build()
+				)
+				.defaultOptions(OllamaOptions.builder()
+						.temperature(ragDefaults.temperature())
+						.repeatPenalty(ragDefaults.repeatPenalty())
+						.build())
+				.build();
+	}
+
+	private Advisor getHistoryAdvisor(int order) {
+		return MessageChatMemoryAdvisor.builder(getChatMemory()).order(order).build();
+	}
+
+	private ChatMemory getChatMemory() {
+		return PostgresChatMemory.builder()
+				.maxMessages(8)
+				.chatMemoryRepository(chatRepository)
+				.build();
+	}
+
+	public static void main(String[] args) {
+		SpringApplication.run(RagApplication.class, args);
+	}
+
+}

rag-service/src/main/java/com/balex/rag/advice/CommonControllerAdvice.java

@@ -0,0 +1,121 @@
+package com.balex.rag.advice;
+
+import com.balex.rag.model.constants.ApiConstants;
+import com.balex.rag.model.exception.InvalidDataException;
+import com.balex.rag.model.exception.InvalidPasswordException;
+import com.balex.rag.model.exception.NotFoundException;
+import com.balex.rag.service.model.exception.DataExistException;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.http.HttpStatus;
+import org.springframework.http.ResponseEntity;
+import org.springframework.security.core.AuthenticationException;
+import org.springframework.validation.ObjectError;
+import org.springframework.web.bind.MethodArgumentNotValidException;
+import org.springframework.web.bind.annotation.ControllerAdvice;
+import org.springframework.web.bind.annotation.ExceptionHandler;
+import org.springframework.web.bind.annotation.ResponseBody;
+import org.springframework.web.bind.annotation.ResponseStatus;
+
+import java.nio.file.AccessDeniedException;
+import java.util.Arrays;
+import java.util.HashMap;
+import java.util.Map;
+import java.util.Objects;
+
+@Slf4j
+@ControllerAdvice
+public class CommonControllerAdvice {
+
+    @ExceptionHandler
+    @ResponseBody
+    protected ResponseEntity<String> handleNotFoundException(NotFoundException ex) {
+        logStackTrace(ex);
+
+        return ResponseEntity
+                .status(HttpStatus.NOT_FOUND)
+                .body(ex.getMessage());
+    }
+
+    @ExceptionHandler(DataExistException.class)
+    @ResponseBody
+    protected ResponseEntity<String> handleDataExistException(DataExistException ex) {
+        logStackTrace(ex);
+
+        return ResponseEntity
+                .status(HttpStatus.CONFLICT)
+                .body(ex.getMessage());
+    }
+
+    @ExceptionHandler(MethodArgumentNotValidException.class)
+    public ResponseEntity<Map<String, String>> handleMethodArgumentNotValidException(MethodArgumentNotValidException ex) {
+        logStackTrace(ex);
+
+        Map<String, String> errors = new HashMap<>();
+        for (ObjectError error : ex.getBindingResult().getAllErrors()) {
+            String errorMessage = error.getDefaultMessage();
+            errors.put("error", errorMessage);
+        }
+
+        return new ResponseEntity<>(errors, HttpStatus.BAD_REQUEST);
+    }
+
+    @ExceptionHandler(AuthenticationException.class)
+    @ResponseBody
+    protected ResponseEntity<String> handleAuthenticationException(AuthenticationException ex) {
+        logStackTrace(ex);
+        return ResponseEntity
+                .status(HttpStatus.UNAUTHORIZED)
+                .body(ex.getMessage());
+    }
+
+    @ExceptionHandler(InvalidDataException.class)
+    @ResponseBody
+    protected ResponseEntity<String> handleInvalidDataException(InvalidDataException ex) {
+        logStackTrace(ex);
+        return ResponseEntity
+                .status(HttpStatus.BAD_REQUEST)
+                .body(ex.getMessage());
+    }
+
+    @ExceptionHandler(InvalidPasswordException.class)
+    @ResponseStatus(HttpStatus.BAD_REQUEST)
+    @ResponseBody
+    public String handleInvalidPasswordException(InvalidPasswordException ex) {
+        return ex.getMessage();
+    }
+
+    @ExceptionHandler(AccessDeniedException.class)
+    @ResponseBody
+    protected ResponseEntity<String> handleAccessDeniedException(AccessDeniedException ex) {
+        logStackTrace(ex);
+        return ResponseEntity
+                .status(HttpStatus.FORBIDDEN)
+                .body(ex.getMessage());
+    }
+
+    private void logStackTrace(Exception ex) {
+        StringBuilder stackTrace = new StringBuilder();
+
+        stackTrace.append(ApiConstants.ANSI_RED);
+
+        stackTrace.append(ex.getMessage()).append(ApiConstants.BREAK_LINE);
+
+        if (Objects.nonNull(ex.getCause())) {
+            stackTrace.append(ex.getCause().getMessage()).append(ApiConstants.BREAK_LINE);
+        }
+
+        Arrays.stream(ex.getStackTrace())
+                .filter(st -> st.getClassName().startsWith(ApiConstants.TIME_ZONE_PACKAGE_NAME))
+                .forEach(st -> stackTrace
+                        .append(st.getClassName())
+                        .append(".")
+                        .append(st.getMethodName())
+                        .append(" (")
+                        .append(st.getLineNumber())
+                        .append(") ")
+                );
+
+        log.error(stackTrace.append(ApiConstants.ANSI_WHITE).toString());
+    }
+}
+

rag-service/src/main/java/com/balex/rag/advisors/expansion/ExpansionQueryAdvisor.java

@@ -0,0 +1,89 @@
+package com.balex.rag.advisors.expansion;
+
+import com.balex.rag.config.RagExpansionProperties;
+import lombok.Builder;
+import lombok.Getter;
+import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.ai.chat.client.ChatClientRequest;
+import org.springframework.ai.chat.client.ChatClientResponse;
+import org.springframework.ai.chat.client.advisor.api.AdvisorChain;
+import org.springframework.ai.chat.client.advisor.api.BaseAdvisor;
+import org.springframework.ai.chat.model.ChatModel;
+import org.springframework.ai.chat.prompt.PromptTemplate;
+import org.springframework.ai.ollama.api.OllamaOptions;
+
+import java.util.Map;
+
+@Builder
+public class ExpansionQueryAdvisor implements BaseAdvisor {
+
+
+    private static final PromptTemplate template = PromptTemplate.builder()
+            .template("""
+            Expand the search query by adding relevant terms.
+            
+            Rules:
+            - Keep all original words
+            - Add up to 5 specific terms
+            - Output ONLY the expanded query, nothing else
+            - No explanations, no formatting, no quotes, no bullet points
+            
+            Examples:
+            Question: what is spring
+            Query: what is spring framework Java dependency injection
+            
+            Question: how to configure security
+            Query: how to configure security Spring Security authentication authorization filter chain
+            
+            Question: {question}
+            Query:
+            """).build();
+
+
+    public static final String ENRICHED_QUESTION = "ENRICHED_QUESTION";
+    public static final String ORIGINAL_QUESTION = "ORIGINAL_QUESTION";
+    public static final String EXPANSION_RATIO = "EXPANSION_RATIO";
+
+    private ChatClient chatClient;
+
+    public static ExpansionQueryAdvisorBuilder builder(ChatModel chatModel, RagExpansionProperties props) {
+        return new ExpansionQueryAdvisorBuilder().chatClient(ChatClient.builder(chatModel)
+                .defaultOptions(OllamaOptions.builder()
+                        .temperature(props.temperature())
+                        .topK(props.topK())
+                        .topP(props.topP())
+                        .repeatPenalty(props.repeatPenalty())
+                        .build())
+                .build());
+    }
+
+    @Getter
+    private final int order;
+
+    @Override
+    public ChatClientRequest before(ChatClientRequest chatClientRequest, AdvisorChain advisorChain) {
+
+        String userQuestion = chatClientRequest.prompt().getUserMessage().getText();
+        String enrichedQuestion = chatClient
+                .prompt()
+                .user(template.render(Map.of("question", userQuestion)))
+                .call()
+                .content();
+
+        double ratio = enrichedQuestion.length() / (double) userQuestion.length();
+
+        return chatClientRequest.mutate()
+                .context(ORIGINAL_QUESTION, userQuestion)
+                .context(ENRICHED_QUESTION, enrichedQuestion)
+                .context(EXPANSION_RATIO, ratio)
+                .build();
+    }
+
+    @Override
+    public ChatClientResponse after(ChatClientResponse chatClientResponse, AdvisorChain advisorChain) {
+
+
+        return chatClientResponse;
+    }
+
+}

rag-service/src/main/java/com/balex/rag/advisors/rag/BM25RerankEngine.java

@@ -0,0 +1,160 @@
+package com.balex.rag.advisors.rag;
+
+import com.balex.rag.model.exception.RerankException;
+import com.github.pemistahl.lingua.api.Language;
+import com.github.pemistahl.lingua.api.LanguageDetector;
+import com.github.pemistahl.lingua.api.LanguageDetectorBuilder;
+import lombok.Builder;
+import org.apache.lucene.analysis.Analyzer;
+import org.apache.lucene.analysis.TokenStream;
+import org.apache.lucene.analysis.en.EnglishAnalyzer;
+import org.apache.lucene.analysis.ru.RussianAnalyzer;
+import org.apache.lucene.analysis.tokenattributes.CharTermAttribute;
+import org.springframework.ai.document.Document;
+
+import java.io.IOException;
+import java.util.*;
+import java.util.stream.Collectors;
+
+import static com.balex.rag.model.constants.ApiErrorMessage.TOKENIZATION_ERROR;
+
+@Builder
+public class BM25RerankEngine {
+    @Builder.Default
+    private static final LanguageDetector languageDetector = LanguageDetectorBuilder
+            .fromLanguages(Language.ENGLISH, Language.RUSSIAN)
+            .build();
+
+    // BM25 parameters
+    @Builder.Default
+    private final double K = 1.2;
+    @Builder.Default
+    private final double B = 0.75;
+
+    public List<Document> rerank(List<Document> corpus, String query, int limit) {
+
+        if (corpus == null || corpus.isEmpty()) {
+            return new ArrayList<>();
+        }
+
+        // Compute corpus statistics
+        CorpusStats stats = computeCorpusStats(corpus);
+
+        // Tokenize query
+        List<String> queryTerms = tokenize(query);
+
+        // Score and sort documents
+        return corpus.stream()
+                .sorted((d1, d2) -> Double.compare(
+                        score(queryTerms, d2, stats),
+                        score(queryTerms, d1, stats)
+                ))
+                .limit(limit)
+                .collect(Collectors.toList());
+    }
+
+    private CorpusStats computeCorpusStats(List<Document> corpus) {
+        Map<String, Integer> docFreq = new HashMap<>();
+        Map<Document, List<String>> tokenizedDocs = new HashMap<>();
+        int totalLength = 0;
+        int totalDocs = corpus.size();
+
+        // Process each document
+        for (Document doc : corpus) {
+            List<String> tokens = tokenize(doc.getText());
+            tokenizedDocs.put(doc, tokens);
+            totalLength += tokens.size();
+
+            // Update document frequencies
+            Set<String> uniqueTerms = new HashSet<>(tokens);
+            for (String term : uniqueTerms) {
+                docFreq.put(term, docFreq.getOrDefault(term, 0) + 1);
+            }
+        }
+
+        double avgDocLength = (double) totalLength / totalDocs;
+
+        return new CorpusStats(docFreq, tokenizedDocs, avgDocLength, totalDocs);
+    }
+
+    private double score(List<String> queryTerms, Document doc, CorpusStats stats) {
+        List<String> tokens = stats.tokenizedDocs.get(doc);
+        if (tokens == null) {
+            return 0.0;
+        }
+
+        // Calculate term frequencies for this document
+        Map<String, Integer> tfMap = new HashMap<>();
+        for (String token : tokens) {
+            tfMap.put(token, tfMap.getOrDefault(token, 0) + 1);
+        }
+
+        int docLength = tokens.size();
+        double score = 0.0;
+
+        // Calculate BM25 score
+        for (String term : queryTerms) {
+            int tf = tfMap.getOrDefault(term, 0); //просто его count - то есть этого влияет на его вес в документе
+            int df = stats.docFreq.getOrDefault(term, 1);
+
+            // BM25 IDF calculation редкость слова - оно поднимает
+            double idf = Math.log(1 + (stats.totalDocs - df + 0.5) / (df + 0.5));
+
+            // BM25 term score calculation
+            double numerator = tf * (K + 1);
+            double denominator = tf + K * (1 - B + B * docLength / stats.avgDocLength);
+            score += idf * (numerator / denominator);
+        }
+
+        return score;
+    }
+
+    private List<String> tokenize(String text) {
+        List<String> tokens = new ArrayList<>();
+        Analyzer analyzer = detectLanguageAnalyzer(text);
+
+        try (TokenStream stream = analyzer.tokenStream(null, text)) {
+            stream.reset();
+            while (stream.incrementToken()) {
+                tokens.add(stream.getAttribute(CharTermAttribute.class).toString());
+            }
+            stream.end();
+        } catch (IOException e) {
+            throw new RerankException(TOKENIZATION_ERROR + e.toString());
+        }
+
+        return tokens;
+    }
+
+    private Analyzer detectLanguageAnalyzer(String text) {
+        Language lang = languageDetector.detectLanguageOf(text);
+        if (lang == Language.ENGLISH) {
+            return new EnglishAnalyzer();
+        } else if (lang == Language.RUSSIAN) {
+            return new RussianAnalyzer();
+        } else {
+            // Fallback to English analyzer for unsupported languages
+            return new EnglishAnalyzer();
+        }
+    }
+
+    // Inner class to hold corpus statistics
+    private static class CorpusStats {
+        final Map<String, Integer> docFreq;
+        final Map<Document, List<String>> tokenizedDocs;
+        final double avgDocLength;
+        final int totalDocs;
+
+        CorpusStats(Map<String, Integer> docFreq,
+                    Map<Document, List<String>> tokenizedDocs,
+                    double avgDocLength,
+                    int totalDocs) {
+            this.docFreq = docFreq;
+            this.tokenizedDocs = tokenizedDocs;
+            this.avgDocLength = avgDocLength;
+            this.totalDocs = totalDocs;
+        }
+    }
+
+}
+

rag-service/src/main/java/com/balex/rag/advisors/rag/RagAdvisor.java

@@ -0,0 +1,77 @@
+package com.balex.rag.advisors.rag;
+
+import lombok.Builder;
+import lombok.Getter;
+import org.springframework.ai.chat.client.ChatClientRequest;
+import org.springframework.ai.chat.client.ChatClientResponse;
+import org.springframework.ai.chat.client.advisor.api.AdvisorChain;
+import org.springframework.ai.chat.client.advisor.api.BaseAdvisor;
+import org.springframework.ai.chat.prompt.PromptTemplate;
+import org.springframework.ai.document.Document;
+import org.springframework.ai.vectorstore.SearchRequest;
+import org.springframework.ai.vectorstore.VectorStore;
+
+import java.util.List;
+import java.util.Map;
+import java.util.stream.Collectors;
+
+import static com.balex.rag.advisors.expansion.ExpansionQueryAdvisor.ENRICHED_QUESTION;
+
+
+@Builder
+public class RagAdvisor implements BaseAdvisor {
+
+    private static final PromptTemplate template = PromptTemplate.builder().template("""
+            CONTEXT: {context}
+            Question: {question}
+            """).build();
+
+    private final int rerankFetchMultiplier;
+    private final int searchTopK;
+    private final double similarityThreshold;
+    private VectorStore vectorStore;
+
+    @Getter
+    private final int order;
+
+    public static RagAdvisorBuilder build(VectorStore vectorStore) {
+        return new RagAdvisorBuilder().vectorStore(vectorStore);
+    }
+
+    @Override
+    public ChatClientRequest before(ChatClientRequest chatClientRequest, AdvisorChain advisorChain) {
+        String originalUserQuestion = chatClientRequest.prompt().getUserMessage().getText();
+        String queryToRag = chatClientRequest.context().getOrDefault(ENRICHED_QUESTION, originalUserQuestion).toString();
+
+        SearchRequest searchRequest = SearchRequest.builder()
+                .query(queryToRag)
+                .topK(searchTopK * rerankFetchMultiplier)
+                .similarityThreshold(similarityThreshold)
+                .build();
+
+        List<Document> documents = vectorStore.similaritySearch(searchRequest);
+
+        if (documents == null || documents.isEmpty()) {
+            return chatClientRequest.mutate().context("CONTEXT", "EMPTY").build();
+        }
+
+        BM25RerankEngine rerankEngine = BM25RerankEngine.builder().build();
+        documents = rerankEngine.rerank(documents, queryToRag, searchTopK);
+
+        String llmContext = documents.stream()
+                .map(Document::getText)
+                .collect(Collectors.joining(System.lineSeparator()));
+
+        String finalUserPrompt = template.render(
+                Map.of("context", llmContext, "question", originalUserQuestion));
+
+        return chatClientRequest.mutate()
+                .prompt(chatClientRequest.prompt().augmentUserMessage(finalUserPrompt))
+                .build();
+    }
+
+    @Override
+    public ChatClientResponse after(ChatClientResponse chatClientResponse, AdvisorChain advisorChain) {
+        return chatClientResponse;
+    }
+}

rag-service/src/main/java/com/balex/rag/config/RagDefaultsProperties.java

@@ -0,0 +1,15 @@
+package com.balex.rag.config;
+
+import org.springframework.boot.context.properties.ConfigurationProperties;
+import org.springframework.boot.context.properties.bind.DefaultValue;
+
+@ConfigurationProperties(prefix = "rag.defaults")
+public record RagDefaultsProperties(
+        @DefaultValue("true") boolean onlyContext,
+        @DefaultValue("2") int topK,
+        @DefaultValue("0.7") double topP,
+        @DefaultValue("0.3") double temperature,
+        @DefaultValue("1.1") double repeatPenalty,
+        @DefaultValue("2") int searchTopK,
+        @DefaultValue("0.3") double similarityThreshold
+) {}

rag-service/src/main/java/com/balex/rag/config/RagExpansionProperties.java

@@ -0,0 +1,12 @@
+package com.balex.rag.config;
+
+import org.springframework.boot.context.properties.ConfigurationProperties;
+import org.springframework.boot.context.properties.bind.DefaultValue;
+
+@ConfigurationProperties(prefix = "rag.expansion")
+public record RagExpansionProperties(
+        @DefaultValue("0.0") double temperature,
+        @DefaultValue("1") int topK,
+        @DefaultValue("0.1") double topP,
+        @DefaultValue("1.0") double repeatPenalty
+) {}

rag-service/src/main/java/com/balex/rag/config/SecurityConfig.java

@@ -0,0 +1,106 @@
+package com.balex.rag.config;
+
+import com.balex.rag.security.filter.JwtRequestFilter;
+import com.balex.rag.security.handler.AccessRestrictionHandler;
+import jakarta.servlet.DispatcherType;
+import lombok.RequiredArgsConstructor;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.http.HttpMethod;
+import org.springframework.http.HttpStatus;
+import org.springframework.security.authentication.AuthenticationManager;
+import org.springframework.security.authentication.dao.DaoAuthenticationProvider;
+import org.springframework.security.config.Customizer;
+import org.springframework.security.config.annotation.authentication.configuration.AuthenticationConfiguration;
+import org.springframework.security.config.annotation.method.configuration.EnableMethodSecurity;
+import org.springframework.security.config.annotation.web.builders.HttpSecurity;
+import org.springframework.security.config.annotation.web.configuration.EnableWebSecurity;
+import org.springframework.security.config.annotation.web.configurers.AbstractHttpConfigurer;
+import org.springframework.security.core.userdetails.UserDetailsService;
+import org.springframework.security.crypto.bcrypt.BCryptPasswordEncoder;
+import org.springframework.security.crypto.password.PasswordEncoder;
+import org.springframework.security.web.SecurityFilterChain;
+import org.springframework.security.web.authentication.HttpStatusEntryPoint;
+import org.springframework.security.web.authentication.UsernamePasswordAuthenticationFilter;
+import org.springframework.web.cors.CorsConfiguration;
+import org.springframework.web.cors.CorsConfigurationSource;
+import org.springframework.web.cors.UrlBasedCorsConfigurationSource;
+
+import java.util.List;
+
+@Configuration
+@EnableWebSecurity
+@EnableMethodSecurity
+@RequiredArgsConstructor
+public class SecurityConfig {
+    private final JwtRequestFilter jwtRequestFilter;
+    private final AccessRestrictionHandler accessRestrictionHandler;
+
+
+//    private static final String GET = "GET";
+//    private static final String POST = "POST";
+//    private static final AntPathRequestMatcher[] NOT_SECURED_URLS = new AntPathRequestMatcher[] {
+//            new AntPathRequestMatcher("/auth/login", POST),
+//            new AntPathRequestMatcher("/auth/register", POST),
+//    };
+
+    @Bean
+    public SecurityFilterChain securityFilterChain(HttpSecurity http) throws Exception {
+        http
+                .cors(Customizer.withDefaults())
+                .csrf(AbstractHttpConfigurer::disable)
+                .authorizeHttpRequests(auth -> auth
+                        .dispatcherTypeMatchers(DispatcherType.ASYNC).permitAll()
+                        .requestMatchers(HttpMethod.OPTIONS, "/**").permitAll()
+                        .requestMatchers(HttpMethod.GET, "/auth/refresh/token").permitAll()
+                        .requestMatchers(HttpMethod.POST, "/auth/login", "/auth/register").permitAll()
+                        .requestMatchers(
+                                "/v3/api-docs/**",
+                                "/swagger-ui/**",
+                                "/swagger-ui.html",
+                                "/webjars/**",
+                                "/actuator/**"
+                        ).permitAll()
+                        .anyRequest().authenticated()
+                )
+                .exceptionHandling(exceptions -> exceptions
+                        .authenticationEntryPoint(new HttpStatusEntryPoint(HttpStatus.UNAUTHORIZED))
+                        .accessDeniedHandler(accessRestrictionHandler)
+                )
+                .addFilterBefore(jwtRequestFilter, UsernamePasswordAuthenticationFilter.class);
+
+        return http.build();
+    }
+
+    @Bean
+    public PasswordEncoder passwordEncoder() {
+        return new BCryptPasswordEncoder();
+    }
+
+    @Bean
+    public DaoAuthenticationProvider daoAuthenticationProvider(UserDetailsService userDetailsService) {
+        DaoAuthenticationProvider daoAuthenticationProvider = new DaoAuthenticationProvider(userDetailsService);
+        daoAuthenticationProvider.setPasswordEncoder(passwordEncoder());
+        return daoAuthenticationProvider;
+    }
+
+    @Bean
+    public AuthenticationManager authenticationManagerBean(AuthenticationConfiguration authenticationConfiguration) throws Exception {
+        return authenticationConfiguration.getAuthenticationManager();
+    }
+
+    @Bean
+    public CorsConfigurationSource corsConfigurationSource() {
+        CorsConfiguration config = new CorsConfiguration();
+        config.setAllowedOrigins(List.of("http://localhost:5173"));
+        config.setAllowedMethods(List.of("GET", "POST", "PUT", "DELETE", "OPTIONS"));
+        config.setAllowedHeaders(List.of("*"));
+        config.setAllowCredentials(true);
+
+        UrlBasedCorsConfigurationSource source = new UrlBasedCorsConfigurationSource();
+        source.registerCorsConfiguration("/**", config);
+        return source;
+    }
+
+}
+

rag-service/src/main/java/com/balex/rag/controller/AuthController.java

@@ -0,0 +1,83 @@
+package com.balex.rag.controller;
+
+import com.balex.rag.model.constants.ApiLogMessage;
+import com.balex.rag.model.dto.UserProfileDTO;
+import com.balex.rag.model.request.user.LoginRequest;
+import com.balex.rag.model.request.user.RegistrationUserRequest;
+import com.balex.rag.model.response.RagResponse;
+import com.balex.rag.service.AuthService;
+import com.balex.rag.utils.ApiUtils;
+import io.swagger.v3.oas.annotations.Operation;
+import io.swagger.v3.oas.annotations.media.Content;
+import io.swagger.v3.oas.annotations.media.ExampleObject;
+import io.swagger.v3.oas.annotations.responses.ApiResponse;
+import io.swagger.v3.oas.annotations.responses.ApiResponses;
+import jakarta.servlet.http.Cookie;
+import jakarta.servlet.http.HttpServletResponse;
+import jakarta.validation.Valid;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.http.ResponseEntity;
+import org.springframework.validation.annotation.Validated;
+import org.springframework.web.bind.annotation.*;
+
+@Slf4j
+@RestController
+@Validated
+@RequiredArgsConstructor
+@RequestMapping("${end.points.auth}")
+public class AuthController {
+    private final AuthService authService;
+
+    @ApiResponses(value = {
+            @ApiResponse(responseCode = "200", description = "Successful authorization",
+                    content = @Content(mediaType = "application/json",
+                            examples = @ExampleObject(value = "{ \"token\": \"eyJhbGcIoIJIuz...\" }")))
+    })
+    @PostMapping("${end.points.login}")
+    @Operation(summary = "User login", description = "Authenticates the user and returns an access/refresh token"
+    )
+    public ResponseEntity<?> login(
+            @RequestBody @Valid LoginRequest request,
+            HttpServletResponse response) {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+
+        RagResponse<UserProfileDTO> result = authService.login(request);
+        Cookie authorizationCookie = ApiUtils.createAuthCookie(result.getPayload().getToken());
+        response.addCookie(authorizationCookie);
+
+        return ResponseEntity.ok(result);
+    }
+
+    @GetMapping("${end.points.refresh.token}")
+    @Operation(summary = "Refresh access token", description = "Generates new access token using provided refresh token"
+    )
+    public ResponseEntity<RagResponse<UserProfileDTO>> refreshToken(
+            @RequestParam(name = "token") String refreshToken,
+            HttpServletResponse response) {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+
+        RagResponse<UserProfileDTO> result = authService.refreshAccessToken(refreshToken);
+        Cookie authorizationCookie = ApiUtils.createAuthCookie(result.getPayload().getToken());
+        response.addCookie(authorizationCookie);
+
+        return ResponseEntity.ok(result);
+    }
+
+    @PostMapping("${end.points.register}")
+    @Operation(summary = "Register a new user", description = "Creates new user and returns authentication details"
+    )
+    public ResponseEntity<?> register(
+            @RequestBody @Valid RegistrationUserRequest request,
+            HttpServletResponse response) {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+
+        RagResponse<UserProfileDTO> result = authService.registerUser(request);
+        Cookie authorizationCookie = ApiUtils.createAuthCookie(result.getPayload().getToken());
+        response.addCookie(authorizationCookie);
+
+        return ResponseEntity.ok(result);
+    }
+
+}
+

rag-service/src/main/java/com/balex/rag/controller/ChatController.java

@@ -0,0 +1,52 @@
+package com.balex.rag.controller;
+
+import com.balex.rag.model.constants.ApiLogMessage;
+import com.balex.rag.model.entity.Chat;
+import com.balex.rag.service.ChatService;
+import com.balex.rag.utils.ApiUtils;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.http.ResponseEntity;
+import org.springframework.validation.annotation.Validated;
+import org.springframework.web.bind.annotation.*;
+
+import java.util.List;
+
+@Slf4j
+@RestController
+@Validated
+@RequiredArgsConstructor
+@RequestMapping("${end.points.chat}")
+public class ChatController {
+
+    private final ChatService chatService;
+
+    @GetMapping("")
+    public ResponseEntity<List<Chat>> mainPage() {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+        List<Chat> response = chatService.getAllChats();
+        return ResponseEntity.ok(response);
+    }
+
+    @GetMapping("/{chatId}")
+    public ResponseEntity<Chat> showChat(@PathVariable Long chatId) {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+        Chat response = chatService.getChat(chatId);
+        return ResponseEntity.ok(response);
+    }
+
+    @PostMapping("/new")
+    public ResponseEntity<Chat> newChat(@RequestParam String title) {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+        Chat chat = chatService.createNewChat(title);
+        return ResponseEntity.ok(chat);
+    }
+
+    @DeleteMapping("/{chatId}")
+    public ResponseEntity<Void> deleteChat(@PathVariable Long chatId) {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+        chatService.deleteChat(chatId);
+        return ResponseEntity.noContent().build();
+    }
+}
+

rag-service/src/main/java/com/balex/rag/controller/ChatEntryController.java

@@ -0,0 +1,40 @@
+package com.balex.rag.controller;
+
+import com.balex.rag.config.RagDefaultsProperties;
+import com.balex.rag.model.constants.ApiLogMessage;
+import com.balex.rag.model.dto.UserEntryRequest;
+import com.balex.rag.model.entity.ChatEntry;
+import com.balex.rag.service.ChatEntryService;
+import com.balex.rag.utils.ApiUtils;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.http.ResponseEntity;
+import org.springframework.validation.annotation.Validated;
+import org.springframework.web.bind.annotation.*;
+
+import java.util.List;
+
+@Slf4j
+@RestController
+@Validated
+@RequiredArgsConstructor
+@RequestMapping("${end.points.entry}")
+public class ChatEntryController {
+
+    private final ChatEntryService chatEntryService;
+    private final RagDefaultsProperties ragDefaults;
+
+    @PostMapping("/{chatId}")
+    public ResponseEntity<ChatEntry> addUserEntry(
+            @PathVariable Long chatId,
+            @RequestBody UserEntryRequest request) {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+
+        boolean onlyContext = request.onlyContext() != null ? request.onlyContext() : ragDefaults.onlyContext();
+        int topK = request.topK() != null ? request.topK() : ragDefaults.topK();
+        double topP = request.topP() != null ? request.topP() : ragDefaults.topP();
+
+        ChatEntry entry = chatEntryService.addUserEntry(chatId, request.content(), onlyContext, topK, topP);
+        return ResponseEntity.ok(entry);
+    }
+}

rag-service/src/main/java/com/balex/rag/controller/DocumentUploadStreamController.java

@@ -0,0 +1,47 @@
+package com.balex.rag.controller;
+
+import com.balex.rag.service.UserDocumentService;
+import com.balex.rag.utils.ApiUtils;
+import io.swagger.v3.oas.annotations.media.Content;
+import io.swagger.v3.oas.annotations.media.ExampleObject;
+import io.swagger.v3.oas.annotations.responses.ApiResponse;
+import io.swagger.v3.oas.annotations.responses.ApiResponses;
+import jakarta.validation.Valid;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.http.MediaType;
+import org.springframework.validation.annotation.Validated;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RequestPart;
+import org.springframework.web.bind.annotation.RestController;
+import org.springframework.web.multipart.MultipartFile;
+import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
+
+import java.util.List;
+
+@Slf4j
+@RestController
+@Validated
+@RequiredArgsConstructor
+@RequestMapping("${end.points.document}")
+public class DocumentUploadStreamController {
+
+    private final UserDocumentService userDocumentService;
+    private final ApiUtils apiUtils;
+
+    @ApiResponses(value = {
+            @ApiResponse(responseCode = "200", description = "Document processing progress stream",
+                    content = @Content(mediaType = "text/event-stream",
+                            examples = @ExampleObject(
+                                    value = "data: {\"percent\": 33, \"processedFiles\": 1, \"totalFiles\": 3, \"currentFile\": \"doc1.txt\"}\n\n"
+                            )))
+    })
+    @PostMapping(value = "/upload-stream", produces = MediaType.TEXT_EVENT_STREAM_VALUE)
+    public SseEmitter uploadDocumentsWithProgress(
+            @RequestPart("files") @Valid List<MultipartFile> files
+    ) {
+        Integer userId = apiUtils.getUserIdFromAuthentication();
+        return userDocumentService.processUploadedFilesWithSse(files, userId.longValue());
+    }
+}

rag-service/src/main/java/com/balex/rag/controller/UserController.java

@@ -0,0 +1,99 @@
+package com.balex.rag.controller;
+
+import com.balex.rag.model.constants.ApiLogMessage;
+import com.balex.rag.model.dto.UserDTO;
+import com.balex.rag.model.dto.UserSearchDTO;
+import com.balex.rag.model.entity.UserInfo;
+import com.balex.rag.model.request.user.NewUserRequest;
+import com.balex.rag.model.request.user.UpdateUserRequest;
+import com.balex.rag.model.response.PaginationResponse;
+import com.balex.rag.model.response.RagResponse;
+import com.balex.rag.service.UserService;
+import com.balex.rag.utils.ApiUtils;
+import jakarta.validation.Valid;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.data.domain.PageRequest;
+import org.springframework.data.domain.Pageable;
+import org.springframework.http.ResponseEntity;
+import org.springframework.validation.annotation.Validated;
+import org.springframework.web.bind.annotation.*;
+
+@Slf4j
+@RestController
+@Validated
+@RequiredArgsConstructor
+@RequestMapping("${end.points.users}")
+public class UserController {
+    private final UserService userService;
+
+    @GetMapping("${end.points.id}")
+    public ResponseEntity<RagResponse<UserDTO>> getUserById(
+            @PathVariable(name = "id") Integer userId) {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+
+        RagResponse<UserDTO> response = userService.getById(userId);
+        return ResponseEntity.ok(response);
+    }
+
+    @PostMapping("${end.points.create}")
+    public ResponseEntity<RagResponse<UserDTO>> createUser(
+            @RequestBody @Valid NewUserRequest request) {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+
+        RagResponse<UserDTO> createdUser = userService.createUser(request);
+        return ResponseEntity.ok(createdUser);
+    }
+
+    @GetMapping("${end.points.userinfo}")
+    public ResponseEntity<RagResponse<UserInfo>> getUserInfo(
+            @RequestHeader("Authorization") String token) {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+
+        RagResponse<UserInfo> userInfo = userService.getUserInfo(token);
+
+        return ResponseEntity.ok(userInfo);
+    }
+
+    @DeleteMapping("${end.points.userinfo}")
+    public ResponseEntity<RagResponse<Integer>> deleteUserDocuments(
+            @RequestHeader("Authorization") String token) {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+
+        RagResponse<Integer> deletedCount = userService.deleteUserDocuments(token);
+
+        return ResponseEntity.ok(deletedCount);
+    }
+
+
+    @PutMapping("${end.points.id}")
+    public ResponseEntity<RagResponse<UserDTO>> updateUserById(
+            @PathVariable(name = "id") Integer userId,
+            @RequestBody @Valid UpdateUserRequest request) {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+
+        RagResponse<UserDTO> updatedPost = userService.updateUser(userId, request);
+        return ResponseEntity.ok(updatedPost);
+    }
+
+    @DeleteMapping("${end.points.id}")
+    public ResponseEntity<Void> softDeleteUser(
+            @PathVariable(name = "id") Integer userId
+    ) {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+
+        userService.softDeleteUser(userId);
+        return ResponseEntity.ok().build();
+    }
+
+    @GetMapping("${end.points.all}")
+    public ResponseEntity<RagResponse<PaginationResponse<UserSearchDTO>>> getAllUsers(
+            @RequestParam(name = "page", defaultValue = "0") int page,
+            @RequestParam(name = "limit", defaultValue = "10") int limit) {
+        log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), ApiUtils.getMethodName());
+
+        Pageable pageable = PageRequest.of(page, limit);
+        RagResponse<PaginationResponse<UserSearchDTO>> response = userService.findAllUsers(pageable);
+        return ResponseEntity.ok(response);
+    }
+}

rag-service/src/main/java/com/balex/rag/mapper/UserMapper.java

@@ -0,0 +1,51 @@
+package com.balex.rag.mapper;
+
+import com.balex.rag.model.dto.UserDTO;
+import com.balex.rag.model.dto.UserProfileDTO;
+import com.balex.rag.model.dto.UserSearchDTO;
+import com.balex.rag.model.entity.User;
+import com.balex.rag.model.enums.RegistrationStatus;
+import com.balex.rag.model.request.user.NewUserRequest;
+import com.balex.rag.model.request.user.RegistrationUserRequest;
+import com.balex.rag.model.request.user.UpdateUserRequest;
+import org.hibernate.type.descriptor.DateTimeUtils;
+import org.mapstruct.Mapper;
+import org.mapstruct.Mapping;
+import org.mapstruct.MappingTarget;
+import org.mapstruct.NullValuePropertyMappingStrategy;
+
+import java.util.Objects;
+
+@Mapper(
+        componentModel = "spring",
+        nullValuePropertyMappingStrategy = NullValuePropertyMappingStrategy.IGNORE,
+        imports = {RegistrationStatus.class, Objects.class, DateTimeUtils.class}
+)
+public interface UserMapper {
+
+    UserDTO toDto(User user);
+
+    @Mapping(target = "id", ignore = true)
+    @Mapping(target = "created", ignore = true)
+    @Mapping(target = "registrationStatus", expression = "java(RegistrationStatus.ACTIVE)")
+    User createUser(NewUserRequest request);
+
+    @Mapping(target = "id", ignore = true)
+    @Mapping(target = "created", ignore = true)
+    void updateUser(@MappingTarget User user, UpdateUserRequest request);
+
+    @Mapping(source = "deleted", target = "isDeleted")
+    UserSearchDTO toUserSearchDto(User user);
+
+    @Mapping(target = "username", source = "user.username")
+    @Mapping(target = "email", source = "user.email")
+    @Mapping(target = "token", source = "token")
+    @Mapping(target = "refreshToken", source = "refreshToken")
+    UserProfileDTO toUserProfileDto(User user, String token, String refreshToken);
+
+    @Mapping(target = "password", ignore = true)
+    @Mapping(target = "registrationStatus", expression = "java(RegistrationStatus.ACTIVE)")
+    User fromDto(RegistrationUserRequest request);
+
+}
+

rag-service/src/main/java/com/balex/rag/model/LoadedDocument.java

@@ -0,0 +1,37 @@
+package com.balex.rag.model;
+
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+import org.hibernate.annotations.CreationTimestamp;
+
+import java.time.LocalDateTime;
+
+@Entity
+@Data
+@Builder
+@AllArgsConstructor
+@NoArgsConstructor
+public class LoadedDocument {
+
+    @Id
+    @GeneratedValue(strategy = GenerationType.IDENTITY)
+    private Long id;
+
+    private String filename;
+    private String contentHash;
+    private String documentType;
+    private int chunkCount;
+
+    @CreationTimestamp
+    private LocalDateTime loadedAt;
+
+    @Column(name = "user_id", nullable = false)
+    private Long userId;
+}

rag-service/src/main/java/com/balex/rag/model/UploadProgress.java

@@ -0,0 +1,18 @@
+package com.balex.rag.model;
+
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+public class UploadProgress {
+    private int percent;
+    private int processedFiles;
+    private int totalFiles;
+    private String currentFile;
+    private String status; // "processing", "completed", "error"
+}

rag-service/src/main/java/com/balex/rag/model/constants/ApiConstants.java

@@ -0,0 +1,31 @@
+package com.balex.rag.model.constants;
+
+import lombok.AccessLevel;
+import lombok.NoArgsConstructor;
+
+@NoArgsConstructor(access = AccessLevel.PRIVATE)
+public final class ApiConstants {
+
+    public static final String UNDEFINED = "undefined";
+    public static final String EMPTY_FILENAME = "unknown";
+    public static final String NO_NEW_DOCUMENTS_UPLOADED = "No new documents uploaded";
+    public static final String DOCUMENTS_UPLOADED = "Documents uploaded: ";
+    public static final String ANSI_RED = "\u001B[31m";
+    public static final String ANSI_WHITE = "\u001B[37m";
+    public static final String BREAK_LINE = "\n";
+    public static final String TIME_ZONE_PACKAGE_NAME = "java.time.zone";
+    public static final String DASH = "-";
+    public static final String PASSWORD_ALL_CHARACTERS =
+            "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789~`!@#$%^&*()-_=+[{]}\\|;:'\",<.>/?";
+    public static final String PASSWORD_LETTERS_UPPER_CASE = "ABCDEFGHIJKLMNOPQRSTUVWXYZ";
+    public static final String PASSWORD_LETTERS_LOWER_CASE = "abcdefghijklmnopqrstuvwxyz";
+    public static final String PASSWORD_DIGITS = "0123456789";
+    public static final String PASSWORD_CHARACTERS = "~`!@#$%^&*()-_=+[{]}\\|;:'\",<.>/?";
+    public static final Integer REQUIRED_MIN_PASSWORD_LENGTH = 8;
+    public static final Integer REQUIRED_MIN_LETTERS_NUMBER_EVERY_CASE_IN_PASSWORD = 1;
+    public static final Integer REQUIRED_MIN_DIGITS_NUMBER_IN_PASSWORD = 1;
+    public static final Integer REQUIRED_MIN_CHARACTERS_NUMBER_IN_PASSWORD = 1;
+    public static final String USER_ROLE = "USER_ROLE";
+    public static final Integer MAX_FILES_ALLOWED_FOR_LOAD = 10;
+
+}

rag-service/src/main/java/com/balex/rag/model/constants/ApiErrorMessage.java

@@ -0,0 +1,51 @@
+package com.balex.rag.model.constants;
+
+import lombok.AccessLevel;
+import lombok.AllArgsConstructor;
+import lombok.Getter;
+
+@Getter
+@AllArgsConstructor(access = AccessLevel.PRIVATE)
+public enum ApiErrorMessage {
+    POST_NOT_FOUND_BY_ID("Post with ID: %s was not found"),
+    POST_ALREADY_EXISTS("Post with Title: %s already exists"),
+    USER_NOT_FOUND_BY_ID("User with ID: %s was not found"),
+    USERNAME_ALREADY_EXISTS("Username: %s already exists"),
+    USERNAME_NOT_FOUND("Username: %s was not found"),
+    EMAIL_ALREADY_EXISTS("Email: %s already exists"),
+    EMAIL_NOT_FOUND("Email: %s was not found"),
+    USER_ROLE_NOT_FOUND("Role was not found"),
+    COMMENT_NOT_FOUND_BY_ID("Comment with ID: %s was not found"),
+
+    TOKENIZATION_ERROR("Tokenization failed"),
+
+    UPLOADED_FILENAME_EMPTY("Filename is empty"),
+    UPLOAD_FILE_READ_ERROR("Failed to read file"),
+
+    INVALID_TOKEN_SIGNATURE("Invalid token signature"),
+    ERROR_DURING_JWT_PROCESSING("An unexpected error occurred during JWT processing"),
+    TOKEN_EXPIRED("Token expired."),
+    UNEXPECTED_ERROR_OCCURRED("An unexpected error occurred. Please try again later."),
+
+    AUTHENTICATION_FAILED_FOR_USER("Authentication failed for user: {}. "),
+    INVALID_USER_OR_PASSWORD("Invalid email or password. Try again"),
+    INVALID_USER_REGISTRATION_STATUS("Invalid user registration status: %s. "),
+    NOT_FOUND_REFRESH_TOKEN("Refresh token not found."),
+
+    MISMATCH_PASSWORDS("Password does not match"),
+    INVALID_PASSWORD("Invalid password. It must have: "
+            + "length at least " + ApiConstants.REQUIRED_MIN_PASSWORD_LENGTH + ", including "
+            + ApiConstants.REQUIRED_MIN_LETTERS_NUMBER_EVERY_CASE_IN_PASSWORD + " letter(s) in upper and lower cases, "
+            + ApiConstants.REQUIRED_MIN_CHARACTERS_NUMBER_IN_PASSWORD + " character(s), "
+            + ApiConstants.REQUIRED_MIN_DIGITS_NUMBER_IN_PASSWORD + " digit(s). "),
+    HAVE_NO_ACCESS("You don't have the necessary permissions"),
+    KAFKA_SEND_FAILED("Kafka message didn't send."),
+    ;
+
+    private final String message;
+
+    public String getMessage(Object... args) {
+        return String.format(message, args);
+    }
+}
+

rag-service/src/main/java/com/balex/rag/model/constants/ApiLogMessage.java

@@ -0,0 +1,13 @@
+package com.balex.rag.model.constants;
+
+import lombok.AccessLevel;
+import lombok.AllArgsConstructor;
+import lombok.Getter;
+
+@Getter
+@AllArgsConstructor(access = AccessLevel.PRIVATE)
+public enum ApiLogMessage {
+    NAME_OF_CURRENT_METHOD("Current method: {}");
+    private final String value;
+}
+

rag-service/src/main/java/com/balex/rag/model/constants/ApiMessage.java

@@ -0,0 +1,17 @@
+package com.balex.rag.model.constants;
+
+import lombok.AccessLevel;
+import lombok.AllArgsConstructor;
+import lombok.Getter;
+
+@Getter
+@AllArgsConstructor(access = AccessLevel.PRIVATE)
+public enum ApiMessage {
+    TOKEN_CREATED_OR_UPDATED("User's token has been created or updated"),
+    ;
+
+    private final String message;
+
+}
+
+

rag-service/src/main/java/com/balex/rag/model/dto/UserDTO.java

@@ -0,0 +1,24 @@
+package com.balex.rag.model.dto;
+
+import com.balex.rag.model.enums.RegistrationStatus;
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.io.Serializable;
+import java.time.LocalDateTime;
+
+@Data
+@AllArgsConstructor
+@NoArgsConstructor
+public class UserDTO implements Serializable {
+
+    private Integer id;
+    private String username;
+    private String email;
+    private LocalDateTime created;
+    private LocalDateTime lastLogin;
+
+    private RegistrationStatus registrationStatus;
+}
+

rag-service/src/main/java/com/balex/rag/model/dto/UserEntryRequest.java

@@ -0,0 +1,8 @@
+package com.balex.rag.model.dto;
+
+public record UserEntryRequest(
+        String content,
+        Boolean onlyContext,
+        Integer topK,
+        Double topP
+) {}

rag-service/src/main/java/com/balex/rag/model/dto/UserProfileDTO.java

@@ -0,0 +1,25 @@
+package com.balex.rag.model.dto;
+
+import com.balex.rag.model.enums.RegistrationStatus;
+import lombok.AllArgsConstructor;
+import lombok.Data;
+
+import java.io.Serializable;
+import java.time.LocalDateTime;
+import java.util.List;
+
+@Data
+@AllArgsConstructor
+public class UserProfileDTO implements Serializable {
+    private Integer id;
+    private String username;
+    private String email;
+
+    private RegistrationStatus registrationStatus;
+    private LocalDateTime lastLogin;
+
+    private String token;
+    private String refreshToken;
+
+}
+

rag-service/src/main/java/com/balex/rag/model/dto/UserSearchDTO.java

@@ -0,0 +1,21 @@
+package com.balex.rag.model.dto;
+
+import com.balex.rag.model.enums.RegistrationStatus;
+import lombok.Data;
+
+import java.io.Serializable;
+import java.time.LocalDateTime;
+import java.util.List;
+
+@Data
+public class UserSearchDTO implements Serializable {
+
+    private Integer id;
+    private String username;
+    private String email;
+    private LocalDateTime created;
+    private Boolean isDeleted;
+
+    private RegistrationStatus registrationStatus;
+
+}

rag-service/src/main/java/com/balex/rag/model/entity/Chat.java

@@ -0,0 +1,43 @@
+package com.balex.rag.model.entity;
+
+import jakarta.persistence.*;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+import org.hibernate.annotations.CreationTimestamp;
+
+import java.time.LocalDateTime;
+import java.util.ArrayList;
+import java.util.List;
+
+@Entity
+@Data
+@Builder
+@AllArgsConstructor
+@NoArgsConstructor
+public class Chat {
+
+    @Id
+    @GeneratedValue(strategy = GenerationType.IDENTITY)
+    private Long id;
+
+    private String title;
+
+    @Column(name = "id_owner", nullable = false)
+    private Long idOwner;
+
+    @CreationTimestamp
+    private LocalDateTime createdAt;
+
+    @OrderBy("createdAt ASC")
+    @OneToMany(mappedBy = "chat", fetch = FetchType.EAGER, cascade = CascadeType.ALL, orphanRemoval = true)
+    private List<ChatEntry> history = new ArrayList<>();
+
+
+    public void addChatEntry(ChatEntry entry) {
+        history.add(entry);
+    }
+
+}
+

rag-service/src/main/java/com/balex/rag/model/entity/ChatEntry.java

@@ -0,0 +1,50 @@
+package com.balex.rag.model.entity;
+
+import com.balex.rag.model.enums.Role;
+import com.fasterxml.jackson.annotation.JsonIgnore;
+import jakarta.persistence.*;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+import org.hibernate.annotations.CreationTimestamp;
+import org.springframework.ai.chat.messages.Message;
+
+import java.time.LocalDateTime;
+
+@Entity
+@Data
+@Builder
+@AllArgsConstructor
+@NoArgsConstructor
+public class ChatEntry {
+
+    @Id
+    @GeneratedValue(strategy = GenerationType.IDENTITY)
+    private Long id;
+
+    private String content;
+
+    @Enumerated(EnumType.STRING)
+    private Role role;
+
+    @CreationTimestamp
+    private LocalDateTime createdAt;
+
+    @ManyToOne(fetch = FetchType.LAZY)
+    @JoinColumn(name = "chat_id")
+    @JsonIgnore
+    private Chat chat;
+
+    public static ChatEntry toChatEntry(Message message) {
+        return ChatEntry.builder()
+                .role(Role.getRole(message.getMessageType().getValue()))
+                .content(message.getText())
+                .build();
+    }
+
+
+    public Message toMessage() {
+        return role.getMessage(content);
+    }
+}

rag-service/src/main/java/com/balex/rag/model/entity/LoadedDocumentInfo.java

@@ -0,0 +1,15 @@
+package com.balex.rag.model.entity;
+
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.io.Serializable;
+
+@Data
+@AllArgsConstructor
+@NoArgsConstructor
+public class LoadedDocumentInfo implements Serializable {
+    Long id;
+    String fileName;
+}

rag-service/src/main/java/com/balex/rag/model/entity/RefreshToken.java

@@ -0,0 +1,30 @@
+package com.balex.rag.model.entity;
+
+import jakarta.persistence.*;
+import lombok.Getter;
+import lombok.Setter;
+
+import java.time.LocalDateTime;
+
+@Entity
+@Getter
+@Setter
+@Table(name = "refresh_token")
+public class RefreshToken {
+
+    @Id
+    @GeneratedValue(strategy = GenerationType.IDENTITY)
+    private Integer id;
+
+    @Column(nullable = false, unique = true)
+    private String token;
+
+    @Column(nullable = false)
+    private LocalDateTime created;
+
+    @OneToOne(fetch = FetchType.LAZY, cascade = CascadeType.PERSIST)
+    @JoinColumn(name = "user_id", nullable = false)
+    private User user;
+
+}
+

rag-service/src/main/java/com/balex/rag/model/entity/User.java

@@ -0,0 +1,60 @@
+package com.balex.rag.model.entity;
+
+import com.balex.rag.model.enums.RegistrationStatus;
+import jakarta.persistence.*;
+import jakarta.validation.constraints.Size;
+import lombok.Getter;
+import lombok.NoArgsConstructor;
+import lombok.Setter;
+
+import java.time.LocalDateTime;
+import java.util.Collection;
+import java.util.List;
+
+@Entity
+@Table(name = "users")
+@Getter
+@Setter
+@NoArgsConstructor
+public class User {
+    public static final String ID_FIELD = "id";
+    public static final String USERNAME_NAME_FIELD = "username";
+    public static final String EMAIL_NAME_FIELD = "email";
+    public static final String DELETED_FIELD = "deleted";
+
+    @Id
+    @GeneratedValue(strategy = GenerationType.IDENTITY)
+    private Integer id;
+
+    @Size(max = 30)
+    @Column(nullable = false, length = 30)
+    private String username;
+
+    @Size(max = 80)
+    @Column(nullable = false, length = 80)
+    private String password;
+
+    @Size(max = 50)
+    @Column(nullable = false, length = 50)
+    private String email;
+
+    @Column(nullable = false, updatable = false)
+    private LocalDateTime created = LocalDateTime.now();
+
+    @Column(nullable = false)
+    private LocalDateTime updated = LocalDateTime.now();
+
+    @Column(name = "last_login")
+    private LocalDateTime lastLogin;
+
+    @Column(nullable = false)
+    private Boolean deleted = false;
+
+    @Enumerated(EnumType.STRING)
+    @Column(name = "registration_status", nullable = false)
+    private RegistrationStatus registrationStatus;
+
+
+
+}
+

rag-service/src/main/java/com/balex/rag/model/entity/UserInfo.java

@@ -0,0 +1,32 @@
+package com.balex.rag.model.entity;
+
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.io.Serializable;
+import java.util.List;
+
+import static com.balex.rag.model.constants.ApiConstants.MAX_FILES_ALLOWED_FOR_LOAD;
+
+@Data
+@NoArgsConstructor
+public class UserInfo implements Serializable {
+
+    Integer id;
+
+    String username;
+
+    String email;
+
+    List<LoadedDocumentInfo> loadedFiles;
+
+    Integer maxLoadedFiles = MAX_FILES_ALLOWED_FOR_LOAD;
+
+    public UserInfo(Integer id, String username, String email, List<LoadedDocumentInfo> loadedFiles) {
+        this.id = id;
+        this.username = username;
+        this.email = email;
+        this.loadedFiles = loadedFiles;
+    }
+
+}

rag-service/src/main/java/com/balex/rag/model/enums/RegistrationStatus.java

@@ -0,0 +1,8 @@
+package com.balex.rag.model.enums;
+
+public enum RegistrationStatus {
+    ACTIVE,
+    INACTIVE
+}
+
+

rag-service/src/main/java/com/balex/rag/model/enums/ResponseStyle.java

@@ -0,0 +1,13 @@
+package com.balex.rag.model.enums;
+
+import lombok.Getter;
+import lombok.RequiredArgsConstructor;
+
+@RequiredArgsConstructor
+@Getter
+public enum ResponseStyle {
+    CONCISE("Answer briefly."),
+    DETAILED("Provide detailed explanations.");
+
+    private final String instruction;
+}

rag-service/src/main/java/com/balex/rag/model/enums/Role.java

@@ -0,0 +1,41 @@
+package com.balex.rag.model.enums;
+
+import lombok.Getter;
+import lombok.RequiredArgsConstructor;
+import org.springframework.ai.chat.messages.AssistantMessage;
+import org.springframework.ai.chat.messages.Message;
+import org.springframework.ai.chat.messages.SystemMessage;
+import org.springframework.ai.chat.messages.UserMessage;
+
+import java.util.Arrays;
+
+@RequiredArgsConstructor
+@Getter
+public enum Role {
+
+    USER("user") {
+        @Override
+        public Message getMessage(String message) {
+            return new UserMessage(message);
+        }
+    }, ASSISTANT("assistant") {
+        @Override
+        public Message getMessage(String message) {
+            return new AssistantMessage(message);
+        }
+    }, SYSTEM("system") {
+        @Override
+        public Message getMessage(String prompt) {
+            return new SystemMessage(prompt);
+        }
+    };
+
+    private final String role;
+
+
+    public static Role getRole(String roleName) {
+        return Arrays.stream(Role.values()).filter(role -> role.role.equals(roleName)).findFirst().orElseThrow();
+    }
+
+    public abstract Message getMessage(String prompt);
+}

rag-service/src/main/java/com/balex/rag/model/exception/DataExistException.java

@@ -0,0 +1,10 @@
+package com.balex.rag.model.exception;
+
+public class DataExistException extends RuntimeException {
+
+    public DataExistException(String message) {
+        super(message);
+    }
+}
+
+

rag-service/src/main/java/com/balex/rag/model/exception/InvalidDataException.java

@@ -0,0 +1,10 @@
+package com.balex.rag.model.exception;
+
+public class InvalidDataException extends RuntimeException {
+
+    public InvalidDataException(String message) {
+        super(message);
+    }
+
+}
+

rag-service/src/main/java/com/balex/rag/model/exception/InvalidPasswordException.java

@@ -0,0 +1,10 @@
+package com.balex.rag.model.exception;
+
+public class InvalidPasswordException extends RuntimeException {
+
+    public InvalidPasswordException(String message) {
+        super(message);
+    }
+
+}
+

rag-service/src/main/java/com/balex/rag/model/exception/InvalidTokenException.java

@@ -0,0 +1,9 @@
+package com.balex.rag.model.exception;
+
+public class InvalidTokenException extends RuntimeException {
+
+    public InvalidTokenException(String message) {
+        super(message);
+    }
+
+}

rag-service/src/main/java/com/balex/rag/model/exception/NotFoundException.java

@@ -0,0 +1,11 @@
+package com.balex.rag.model.exception;
+
+public class NotFoundException extends RuntimeException {
+
+    public NotFoundException(String message) {
+        super(message);
+    }
+
+}
+
+

rag-service/src/main/java/com/balex/rag/model/exception/RerankException.java

@@ -0,0 +1,10 @@
+package com.balex.rag.model.exception;
+
+public class RerankException extends RuntimeException {
+
+    public RerankException(String message) {
+        super(message);
+    }
+
+}
+

rag-service/src/main/java/com/balex/rag/model/exception/UploadException.java

@@ -0,0 +1,12 @@
+package com.balex.rag.model.exception;
+
+public class UploadException extends RuntimeException {
+
+    public UploadException(String message) {
+        super(message);
+    }
+
+    public UploadException(String message, Throwable cause) {
+        super(message, cause);
+    }
+}

rag-service/src/main/java/com/balex/rag/model/request/user/LoginRequest.java

@@ -0,0 +1,25 @@
+package com.balex.rag.model.request.user;
+
+import jakarta.validation.constraints.Email;
+import jakarta.validation.constraints.NotEmpty;
+import jakarta.validation.constraints.NotNull;
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.io.Serializable;
+
+@Data
+@NoArgsConstructor
+@AllArgsConstructor
+public class LoginRequest implements Serializable {
+
+    @Email
+    @NotNull
+    private String email;
+
+    @NotEmpty
+    private String password;
+
+}
+

rag-service/src/main/java/com/balex/rag/model/request/user/NewUserRequest.java

@@ -0,0 +1,27 @@
+package com.balex.rag.model.request.user;
+
+import jakarta.validation.constraints.NotBlank;
+import jakarta.validation.constraints.Size;
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+@Data
+@AllArgsConstructor
+@NoArgsConstructor
+public class NewUserRequest {
+
+    @NotBlank(message = "Username cannot be empty")
+    @Size(max = 30)
+    private String username;
+
+    @NotBlank(message = "Password cannot be empty")
+    @Size(max = 50)
+    private String password;
+
+    @NotBlank(message = "Email cannot be empty")
+    @Size(max = 50)
+    private String email;
+
+}
+

rag-service/src/main/java/com/balex/rag/model/request/user/RegistrationUserRequest.java

@@ -0,0 +1,31 @@
+package com.balex.rag.model.request.user;
+
+import jakarta.validation.constraints.Email;
+import jakarta.validation.constraints.NotBlank;
+import jakarta.validation.constraints.NotEmpty;
+import jakarta.validation.constraints.NotNull;
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.io.Serializable;
+
+@Data
+@AllArgsConstructor
+@NoArgsConstructor
+public class RegistrationUserRequest implements Serializable {
+
+    @NotBlank
+    private String username;
+
+    @Email
+    @NotNull
+    private String email;
+
+    @NotEmpty
+    private String password;
+
+    @NotEmpty
+    private String confirmPassword;
+
+}

rag-service/src/main/java/com/balex/rag/model/request/user/UpdateUserRequest.java

@@ -0,0 +1,17 @@
+package com.balex.rag.model.request.user;
+
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.io.Serializable;
+
+@Data
+@AllArgsConstructor
+@NoArgsConstructor
+public class UpdateUserRequest implements Serializable {
+
+    private String username;
+    private String email;
+
+}

rag-service/src/main/java/com/balex/rag/model/response/PaginationResponse.java

@@ -0,0 +1,30 @@
+package com.balex.rag.model.response;
+
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.io.Serializable;
+import java.util.List;
+
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+public class PaginationResponse<T> implements Serializable {
+    private List<T> content;
+    private Pagination pagination;
+
+    @Data
+    @Builder
+    @NoArgsConstructor
+    @AllArgsConstructor
+    public static class Pagination implements Serializable {
+        private long total;
+        private int limit;
+        private int page;
+        private int pages;
+    }
+}
+

rag-service/src/main/java/com/balex/rag/model/response/RagResponse.java

@@ -0,0 +1,32 @@
+package com.balex.rag.model.response;
+
+import com.balex.rag.model.constants.ApiMessage;
+import lombok.AllArgsConstructor;
+import lombok.Getter;
+import lombok.NoArgsConstructor;
+import lombok.Setter;
+import org.apache.commons.lang3.StringUtils;
+
+import java.io.Serializable;
+
+@Getter
+@Setter
+@NoArgsConstructor
+@AllArgsConstructor
+
+public class RagResponse<P extends Serializable> implements Serializable {
+    private String message;
+    private P payload;
+    private boolean success;
+
+    public static <P extends Serializable> RagResponse<P> createSuccessful(P payload) {
+        return new RagResponse<>(StringUtils.EMPTY, payload, true);
+    }
+
+    public static <P extends Serializable> RagResponse<P> createSuccessfulWithNewToken(P payload) {
+        return new RagResponse<>(ApiMessage.TOKEN_CREATED_OR_UPDATED.getMessage(), payload, true);
+    }
+
+}
+
+

rag-service/src/main/java/com/balex/rag/repo/ChatEntryRepository.java

@@ -0,0 +1,13 @@
+package com.balex.rag.repo;
+
+import com.balex.rag.model.entity.ChatEntry;
+import org.springframework.data.jpa.repository.JpaRepository;
+import org.springframework.stereotype.Repository;
+
+import java.util.List;
+
+@Repository
+public interface ChatEntryRepository extends JpaRepository<ChatEntry, Long> {
+
+    List<ChatEntry> findByChatIdOrderByCreatedAtAsc(Long chatId);
+}

rag-service/src/main/java/com/balex/rag/repo/ChatRepository.java

@@ -0,0 +1,9 @@
+package com.balex.rag.repo;
+
+import com.balex.rag.model.entity.Chat;
+import org.springframework.data.jpa.repository.JpaRepository;
+
+public interface ChatRepository extends JpaRepository<Chat, Long> {
+
+}
+

rag-service/src/main/java/com/balex/rag/repo/DocumentRepository.java

@@ -0,0 +1,15 @@
+package com.balex.rag.repo;
+
+import com.balex.rag.model.LoadedDocument;
+import org.springframework.data.jpa.repository.JpaRepository;
+
+import java.util.List;
+
+public interface DocumentRepository extends JpaRepository<LoadedDocument, Long> {
+
+    boolean existsByFilenameAndContentHash(String filename, String contentHash);
+
+    List<LoadedDocument> findByUserId(Integer userId);
+
+}
+

rag-service/src/main/java/com/balex/rag/repo/RefreshTokenRepository.java

@@ -0,0 +1,15 @@
+package com.balex.rag.repo;
+
+import com.balex.rag.model.entity.RefreshToken;
+import org.springframework.data.jpa.repository.JpaRepository;
+
+import java.util.Optional;
+
+public interface RefreshTokenRepository extends JpaRepository<RefreshToken, Integer> {
+
+    Optional<RefreshToken> findByToken(String token);
+
+    Optional<RefreshToken> findByUserId(Integer userId);
+
+}
+

rag-service/src/main/java/com/balex/rag/repo/UserRepository.java

@@ -0,0 +1,27 @@
+package com.balex.rag.repo;
+
+import com.balex.rag.model.entity.User;
+import org.springframework.data.jpa.repository.JpaRepository;
+import org.springframework.data.jpa.repository.JpaSpecificationExecutor;
+import org.springframework.stereotype.Repository;
+
+import java.util.Optional;
+
+@Repository
+public interface UserRepository extends JpaRepository<User, Integer>, JpaSpecificationExecutor<User> {
+
+    boolean existsByEmail(String email);
+
+    boolean existsByUsername(String username);
+
+    Optional<User> findByIdAndDeletedFalse (Integer id);
+
+    Optional<User> findUserByEmailAndDeletedFalse(String email);
+
+    Optional<User> findByEmail(String email);
+
+    Optional<User> findByUsername(String username);
+
+}
+
+

rag-service/src/main/java/com/balex/rag/repo/VectorStoreRepository.java

@@ -0,0 +1,13 @@
+package com.balex.rag.repo;
+
+import org.springframework.stereotype.Repository;
+
+import java.util.List;
+
+@Repository
+public interface VectorStoreRepository {
+
+    void deleteBySourceIn(List<String> sources);
+
+    void deleteByUserId(Long userId);
+}

rag-service/src/main/java/com/balex/rag/repo/impl/VectorStoreRepositoryImpl.java

@@ -0,0 +1,36 @@
+package com.balex.rag.repo.impl;
+
+import com.balex.rag.repo.VectorStoreRepository;
+import lombok.RequiredArgsConstructor;
+import org.springframework.jdbc.core.JdbcTemplate;
+import org.springframework.stereotype.Repository;
+
+import java.util.List;
+
+@Repository
+@RequiredArgsConstructor
+public class VectorStoreRepositoryImpl implements VectorStoreRepository {
+
+    private final JdbcTemplate jdbcTemplate;
+
+    @Override
+    public void deleteBySourceIn(List<String> sources) {
+        if (sources == null || sources.isEmpty()) {
+            return;
+        }
+
+        String placeholders = String.join(",", sources.stream()
+                .map(s -> "?")
+                .toList());
+
+        String sql = "DELETE FROM vector_store WHERE metadata->>'source' IN (" + placeholders + ")";
+
+        jdbcTemplate.update(sql, sources.toArray());
+    }
+
+    @Override
+    public void deleteByUserId(Long userId) {
+        String sql = "DELETE FROM vector_store WHERE (metadata->>'user_id')::bigint = ?";
+        jdbcTemplate.update(sql, userId);
+    }
+}

rag-service/src/main/java/com/balex/rag/security/JwtTokenProvider.java

@@ -0,0 +1,97 @@
+package com.balex.rag.security;
+
+import com.balex.rag.model.entity.User;
+import com.balex.rag.service.model.AuthenticationConstants;
+import io.jsonwebtoken.*;
+import io.jsonwebtoken.io.Decoders;
+import io.jsonwebtoken.security.Keys;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.lang.NonNull;
+import org.springframework.stereotype.Component;
+
+import javax.crypto.SecretKey;
+import java.time.LocalDateTime;
+import java.util.Date;
+import java.util.HashMap;
+import java.util.Map;
+
+@Slf4j
+@Component
+public class JwtTokenProvider {
+    private final SecretKey secretKey;
+    private final Long jwtValidityInMilliseconds;
+
+    public JwtTokenProvider(@Value("${jwt.secret}") String secret,
+                            @Value("${jwt.expiration:3600000}") long jwtValidityInMilliseconds) {
+        this.secretKey = getKey(secret);
+        this.jwtValidityInMilliseconds = jwtValidityInMilliseconds;
+    }
+
+    public String generateToken(@NonNull User user) {
+        Map<String, Object> claims = new HashMap<>();
+        claims.put(AuthenticationConstants.USER_ID, user.getId());
+        claims.put(AuthenticationConstants.USERNAME, user.getUsername());
+        claims.put(AuthenticationConstants.USER_EMAIL, user.getEmail());
+        claims.put(AuthenticationConstants.USER_REGISTRATION_STATUS, user.getRegistrationStatus().name());
+        claims.put(AuthenticationConstants.LAST_UPDATE, LocalDateTime.now().toString());
+
+        return createToken(claims, user.getEmail());
+    }
+
+    public String refreshToken(String token) {
+        Claims claims = getAllClaimsFromToken(token);
+        return createToken(claims, claims.getSubject());
+    }
+
+    public boolean validateToken(String token) {
+        try {
+            Jws<Claims> claims = Jwts.parserBuilder()
+                    .setSigningKey(secretKey)
+                    .build()
+                    .parseClaimsJws(token);
+            return !claims.getBody().getExpiration().before(new Date());
+        } catch (JwtException | IllegalArgumentException e) {
+            return false;
+        }
+    }
+
+    public String getUsername(String token) {
+        Claims claims = getAllClaimsFromToken(token);
+        return claims.get(AuthenticationConstants.USERNAME).toString();
+    }
+
+    public String getUserId(String token) {
+        Claims claims = getAllClaimsFromToken(token);
+        return String.valueOf(claims.get(AuthenticationConstants.USER_ID));
+    }
+
+
+    private Claims getAllClaimsFromToken(String token) {
+        try {
+            return Jwts.parserBuilder()
+                    .setSigningKey(secretKey)
+                    .build()
+                    .parseClaimsJws(token)
+                    .getBody();
+        } catch (ExpiredJwtException e) {
+            return e.getClaims();
+        }
+    }
+
+    private SecretKey getKey(String secretKey64) {
+        byte[] decode64 = Decoders.BASE64.decode(secretKey64);
+        return Keys.hmacShaKeyFor(decode64);
+    }
+
+    private String createToken(Map<String, Object> claims, String subject) {
+        return Jwts.builder()
+                .setClaims(claims)
+                .setSubject(subject)
+                .setIssuedAt(new Date())
+                .setExpiration(new Date(System.currentTimeMillis() + jwtValidityInMilliseconds))
+                .signWith(secretKey, SignatureAlgorithm.HS512)
+                .compact();
+    }
+}
+

rag-service/src/main/java/com/balex/rag/security/filter/JwtRequestFilter.java

@@ -0,0 +1,121 @@
+package com.balex.rag.security.filter;
+
+import com.balex.rag.model.constants.ApiErrorMessage;
+import com.balex.rag.security.JwtTokenProvider;
+import io.jsonwebtoken.ExpiredJwtException;
+import io.jsonwebtoken.MalformedJwtException;
+import io.jsonwebtoken.SignatureException;
+import jakarta.servlet.FilterChain;
+import jakarta.servlet.ServletException;
+import jakarta.servlet.http.HttpServletRequest;
+import jakarta.servlet.http.HttpServletResponse;
+import jakarta.validation.constraints.NotNull;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.http.HttpStatus;
+import org.springframework.security.authentication.UsernamePasswordAuthenticationToken;
+import org.springframework.security.core.authority.SimpleGrantedAuthority;
+import org.springframework.security.core.context.SecurityContextHolder;
+import org.springframework.stereotype.Component;
+import org.springframework.web.filter.OncePerRequestFilter;
+
+import java.io.IOException;
+import java.util.Collections;
+import java.util.List;
+import java.util.Optional;
+
+import static com.balex.rag.model.constants.ApiConstants.USER_ROLE;
+
+@Slf4j
+@Component
+@RequiredArgsConstructor
+public class JwtRequestFilter extends OncePerRequestFilter {
+    private static final String AUTHORIZATION_HEADER = "Authorization";
+    private static final String BEARER_PREFIX = "Bearer ";
+    private static final String LOGIN_PATH = "/auth/login";
+    private static final String REGISTER_PATH = "/auth/register";
+
+    private final JwtTokenProvider jwtTokenProvider;
+
+    @Override
+    protected void doFilterInternal(
+            @NotNull HttpServletRequest request,
+            @NotNull HttpServletResponse response,
+            @NotNull FilterChain filterChain)
+            throws ServletException, IOException {
+
+        log.info("JWT filter: method={}, uri={}, header={}",
+                request.getMethod(),
+                request.getRequestURI(),
+                request.getHeader(AUTHORIZATION_HEADER));
+
+        Optional<String> authHeader = Optional.ofNullable(request.getHeader(AUTHORIZATION_HEADER));
+        String requestURI = request.getRequestURI();
+
+        if (authHeader.isPresent() && authHeader.get().startsWith(BEARER_PREFIX)) {
+            String jwt = authHeader.get().substring(BEARER_PREFIX.length());
+            try {
+                if (!jwtTokenProvider.validateToken(jwt)) {
+                    throw new ExpiredJwtException(null, null, ApiErrorMessage.TOKEN_EXPIRED.getMessage());
+                }
+
+                Optional<String> emailOpt = Optional.ofNullable(jwtTokenProvider.getUsername(jwt));
+                Optional<String> userIdOpt = Optional.ofNullable(jwtTokenProvider.getUserId(jwt));
+
+                if (emailOpt.isPresent() && userIdOpt.isPresent()) {
+                    if (SecurityContextHolder.getContext().getAuthentication() == null) {
+                        List<SimpleGrantedAuthority> authorities = Collections.singletonList(new SimpleGrantedAuthority(USER_ROLE));
+
+                        UsernamePasswordAuthenticationToken authenticationToken = new UsernamePasswordAuthenticationToken(
+                                emailOpt.get(),
+                                jwt,
+                                authorities
+                        );
+                        SecurityContextHolder.getContext().setAuthentication(authenticationToken);
+                    }
+                }
+
+
+            } catch (ExpiredJwtException e) {
+                handleTokenExpiration(requestURI, jwt, response);
+                return;
+            } catch (SignatureException | MalformedJwtException e) {
+                handleSignatureException(response);
+                return;
+            } catch (Exception e) {
+                handleUnexpectedException(response, e);
+                return;
+            }
+        }
+        filterChain.doFilter(request, response);
+    }
+
+    private void handleTokenExpiration(String requestURI, String jwt, HttpServletResponse response) throws IOException {
+        if (isAuthEndpoint(requestURI)) {
+            String refreshedToken = jwtTokenProvider.refreshToken(jwt);
+            response.setHeader(AUTHORIZATION_HEADER, BEARER_PREFIX + refreshedToken);
+        } else {
+            sendErrorResponse(response, HttpStatus.UNAUTHORIZED, ApiErrorMessage.TOKEN_EXPIRED.getMessage());
+        }
+    }
+
+    private void handleSignatureException(HttpServletResponse response) throws IOException {
+        sendErrorResponse(response, HttpStatus.UNAUTHORIZED, ApiErrorMessage.INVALID_TOKEN_SIGNATURE.getMessage());
+    }
+
+    private void handleUnexpectedException(HttpServletResponse response, Exception e) throws IOException {
+        log.error(ApiErrorMessage.ERROR_DURING_JWT_PROCESSING.getMessage(), e);
+        sendErrorResponse(response, HttpStatus.INTERNAL_SERVER_ERROR, ApiErrorMessage.UNEXPECTED_ERROR_OCCURRED.getMessage());
+    }
+
+    private void sendErrorResponse(HttpServletResponse response, HttpStatus status, String message) throws IOException {
+        response.setStatus(status.value());
+        response.getWriter().write(message);
+    }
+
+    private boolean isAuthEndpoint(String uri) {
+        return uri.equals(LOGIN_PATH) || uri.equals(REGISTER_PATH);
+    }
+}
+
+

rag-service/src/main/java/com/balex/rag/security/handler/AccessRestrictionHandler.java

@@ -0,0 +1,25 @@
+package com.balex.rag.security.handler;
+
+import com.balex.rag.model.constants.ApiErrorMessage;
+import jakarta.servlet.http.HttpServletRequest;
+import jakarta.servlet.http.HttpServletResponse;
+import lombok.SneakyThrows;
+import org.springframework.http.HttpStatus;
+import org.springframework.security.access.AccessDeniedException;
+import org.springframework.security.web.access.AccessDeniedHandler;
+import org.springframework.stereotype.Component;
+
+@Component
+public class AccessRestrictionHandler implements AccessDeniedHandler {
+
+    @Override
+    @SneakyThrows
+    public void handle(HttpServletRequest request,
+                       HttpServletResponse response,
+                       AccessDeniedException accessDeniedException) {
+        response.setStatus(HttpStatus.FORBIDDEN.value());
+        response.getWriter().write(ApiErrorMessage.HAVE_NO_ACCESS.getMessage());
+    }
+
+}
+

rag-service/src/main/java/com/balex/rag/security/validation/AccessValidator.java

@@ -0,0 +1,52 @@
+package com.balex.rag.security.validation;
+
+import com.balex.rag.model.constants.ApiErrorMessage;
+import com.balex.rag.model.entity.User;
+import com.balex.rag.model.exception.InvalidDataException;
+import com.balex.rag.model.exception.InvalidPasswordException;
+import com.balex.rag.model.exception.NotFoundException;
+import com.balex.rag.repo.UserRepository;
+import com.balex.rag.service.model.exception.DataExistException;
+import com.balex.rag.utils.ApiUtils;
+import com.balex.rag.utils.PasswordUtils;
+import lombok.RequiredArgsConstructor;
+import lombok.SneakyThrows;
+import org.springframework.stereotype.Component;
+
+import java.nio.file.AccessDeniedException;
+
+@Component
+@RequiredArgsConstructor
+public class AccessValidator {
+    private final UserRepository userRepository;
+    private final ApiUtils apiUtils;
+
+    public void validateNewUser(String username, String email, String password, String confirmPassword) {
+        userRepository.findByUsername(username).ifPresent(existingUser -> {
+            throw new DataExistException(ApiErrorMessage.USERNAME_ALREADY_EXISTS.getMessage(username));
+        });
+
+        userRepository.findByEmail(email).ifPresent(existingUser -> {
+            throw new DataExistException(ApiErrorMessage.EMAIL_ALREADY_EXISTS.getMessage(email));
+        });
+
+        if (!password.equals(confirmPassword)) {
+            throw new InvalidDataException(ApiErrorMessage.MISMATCH_PASSWORDS.getMessage());
+        }
+
+        if (PasswordUtils.isNotValidPassword(password)) {
+            throw new InvalidPasswordException(ApiErrorMessage.INVALID_PASSWORD.getMessage());
+        }
+    }
+
+    @SneakyThrows
+    public void validateOwnerAccess(Integer ownerId) {
+        Integer currentUserId = apiUtils.getUserIdFromAuthentication();
+
+        if (!currentUserId.equals(ownerId)) {
+            throw new AccessDeniedException(ApiErrorMessage.HAVE_NO_ACCESS.getMessage());
+        }
+    }
+
+}
+

rag-service/src/main/java/com/balex/rag/security/validation/PasswordMatchesValidator.java

@@ -0,0 +1,16 @@
+package com.balex.rag.security.validation;
+
+import com.balex.rag.model.request.user.RegistrationUserRequest;
+import com.balex.rag.utils.PasswordMatches;
+import jakarta.validation.ConstraintValidator;
+import jakarta.validation.ConstraintValidatorContext;
+
+public class PasswordMatchesValidator implements ConstraintValidator<PasswordMatches, RegistrationUserRequest> {
+
+    @Override
+    public boolean isValid(RegistrationUserRequest request, ConstraintValidatorContext constraintValidatorContext) {
+        return request.getPassword().equals(request.getConfirmPassword());
+    }
+
+}
+

rag-service/src/main/java/com/balex/rag/service/AuthService.java

@@ -0,0 +1,16 @@
+package com.balex.rag.service;
+
+import com.balex.rag.model.dto.UserProfileDTO;
+import com.balex.rag.model.request.user.LoginRequest;
+import com.balex.rag.model.request.user.RegistrationUserRequest;
+import com.balex.rag.model.response.RagResponse;
+
+public interface AuthService {
+
+    RagResponse<UserProfileDTO> login(LoginRequest request);
+
+    RagResponse<UserProfileDTO> refreshAccessToken(String refreshToken);
+
+    RagResponse<UserProfileDTO> registerUser(RegistrationUserRequest request);
+
+}

rag-service/src/main/java/com/balex/rag/service/ChatEntryService.java

@@ -0,0 +1,12 @@
+package com.balex.rag.service;
+
+import com.balex.rag.model.entity.ChatEntry;
+
+import java.util.List;
+
+public interface ChatEntryService {
+
+    List<ChatEntry> getEntriesByChatId(Long chatId);
+
+    ChatEntry addUserEntry(Long chatId, String content, boolean onlyContext, int topK, double topP);
+}

rag-service/src/main/java/com/balex/rag/service/ChatService.java

@@ -0,0 +1,20 @@
+package com.balex.rag.service;
+
+import com.balex.rag.model.entity.Chat;
+import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
+
+import java.util.List;
+
+public interface ChatService {
+
+    Chat createNewChat(String title);
+
+    List<Chat> getAllChats();
+
+    Chat getChat(Long chatId);
+
+    void deleteChat(Long chatId);
+
+    SseEmitter proceedInteractionWithStreaming(Long chatId, String userPrompt);
+
+}

rag-service/src/main/java/com/balex/rag/service/PostgresChatMemory.java

@@ -0,0 +1,51 @@
+package com.balex.rag.service;
+
+import com.balex.rag.model.entity.Chat;
+import com.balex.rag.model.entity.ChatEntry;
+import com.balex.rag.repo.ChatRepository;
+import lombok.Builder;
+import org.springframework.ai.chat.memory.ChatMemory;
+import org.springframework.ai.chat.messages.Message;
+
+import java.util.List;
+
+@Builder
+public class PostgresChatMemory implements ChatMemory {
+
+    private ChatRepository chatMemoryRepository;
+
+    private int maxMessages;
+
+    @Override
+    public void add(String conversationId, List<Message> messages) {
+//        Chat chat = chatMemoryRepository.findById(Long.valueOf(conversationId)).orElseThrow();
+//        for (Message message : messages) {
+//            chat.addChatEntry(ChatEntry.toChatEntry(message));
+//        }
+//        chatMemoryRepository.save(chat);
+
+        // No-op: messages are saved manually in ChatEntryServiceImpl
+
+    }
+
+
+    @Override
+    public List<Message> get(String conversationId) {
+        Chat chat = chatMemoryRepository.findById(Long.valueOf(conversationId)).orElseThrow();
+        Long messagesToSkip= (long) Math.max(0, chat.getHistory().size() - maxMessages);
+        return chat.getHistory().stream()
+                .skip(messagesToSkip)
+                //.sorted(Comparator.comparing(ChatEntry::getCreatedAt))
+                //.sorted(Comparator.comparing(ChatEntry::getCreatedAt).reversed())
+                .map(ChatEntry::toMessage)
+                .limit(maxMessages)
+                .toList();
+
+    }
+
+    @Override
+    public void clear(String conversationId) {
+        //not implemented
+    }
+}
+

rag-service/src/main/java/com/balex/rag/service/RefreshTokenService.java

@@ -0,0 +1,12 @@
+package com.balex.rag.service;
+
+import com.balex.rag.model.entity.RefreshToken;
+import com.balex.rag.model.entity.User;
+
+public interface RefreshTokenService {
+
+    RefreshToken generateOrUpdateRefreshToken(User user);
+
+    RefreshToken validateAndRefreshToken(String refreshToken);
+
+}

rag-service/src/main/java/com/balex/rag/service/UserDocumentService.java

@@ -0,0 +1,10 @@
+package com.balex.rag.service;
+
+import org.springframework.web.multipart.MultipartFile;
+import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
+
+import java.util.List;
+
+public interface UserDocumentService {
+    SseEmitter processUploadedFilesWithSse(List<MultipartFile> files, Long userId);
+}

rag-service/src/main/java/com/balex/rag/service/UserService.java

@@ -0,0 +1,33 @@
+package com.balex.rag.service;
+
+import com.balex.rag.model.dto.UserDTO;
+import com.balex.rag.model.dto.UserSearchDTO;
+import com.balex.rag.model.entity.UserInfo;
+import com.balex.rag.model.request.user.NewUserRequest;
+import com.balex.rag.model.request.user.UpdateUserRequest;
+import com.balex.rag.model.response.PaginationResponse;
+import com.balex.rag.model.response.RagResponse;
+import jakarta.validation.constraints.NotNull;
+import org.springframework.data.domain.Pageable;
+import org.springframework.security.core.userdetails.UserDetailsService;
+
+public interface UserService extends UserDetailsService {
+
+    RagResponse<UserDTO> getById(@NotNull Integer userId);
+
+    RagResponse<UserDTO> createUser(@NotNull NewUserRequest request);
+
+    RagResponse<UserDTO> updateUser(@NotNull Integer postId, @NotNull UpdateUserRequest request);
+
+    void softDeleteUser(Integer userId);
+
+    RagResponse<PaginationResponse<UserSearchDTO>> findAllUsers(Pageable pageable);
+
+    RagResponse<UserInfo> getUserInfo(String token);
+
+    RagResponse<Integer> deleteUserDocuments(String token);
+
+}
+
+
+

rag-service/src/main/java/com/balex/rag/service/autostart/DocumentLoaderService.java

@@ -0,0 +1,85 @@
+//package com.balex.rag.service.autostart;
+//
+//import com.balex.rag.model.LoadedDocument;
+//import com.balex.rag.repo.DocumentRepository;
+//import lombok.SneakyThrows;
+//import org.springframework.ai.document.Document;
+//import org.springframework.ai.reader.TextReader;
+//import org.springframework.ai.transformer.splitter.TokenTextSplitter;
+//import org.springframework.ai.vectorstore.VectorStore;
+//import org.springframework.beans.factory.annotation.Autowired;
+//import org.springframework.boot.CommandLineRunner;
+//import org.springframework.core.io.Resource;
+//import org.springframework.core.io.support.ResourcePatternResolver;
+//import org.springframework.data.util.Pair;
+//import org.springframework.stereotype.Service;
+//import org.springframework.util.DigestUtils;
+//
+//import java.util.Arrays;
+//import java.util.List;
+//
+//@Service
+//public class DocumentLoaderService implements CommandLineRunner {
+//
+//    @Autowired
+//    private DocumentRepository documentRepository;
+//
+//    @Autowired
+//    private ResourcePatternResolver resolver;
+//
+//    @Autowired
+//    private VectorStore vectorStore;
+//
+//
+//    @SneakyThrows
+//    public void loadDocuments() {
+//        List<Resource> resources = Arrays.stream(resolver.getResources("classpath:/knowledgebase/**/*.txt")).toList();
+//
+//        resources.stream()
+//                .map(r -> Pair.of(r, calcContentHash(r)))
+//                .filter(p -> !documentRepository.existsByFilenameAndContentHash(p.getFirst().getFilename(), p.getSecond()))
+//                .forEach(p -> {
+//                    Resource resource = p.getFirst();
+//                    List<Document> docs = new TextReader(resource).get();
+//                    TokenTextSplitter splitter = TokenTextSplitter.builder().withChunkSize(200).build();
+//                    List<Document> chunks = splitter.apply(docs);
+//
+//                    for (Document c : chunks) {
+//                        acceptWithRetry(vectorStore, List.of(c), 3, 1500);
+//                    }
+//
+//                    LoadedDocument loaded = LoadedDocument.builder()
+//                            .documentType("txt")
+//                            .chunkCount(chunks.size())
+//                            .filename(resource.getFilename())
+//                            .contentHash(p.getSecond())
+//                            .build();
+//                    documentRepository.save(loaded);
+//                });
+//
+//    }
+//
+//    private static void acceptWithRetry(VectorStore vs, List<Document> part, int attempts, long sleepMs) {
+//        RuntimeException last = null;
+//        for (int i = 0; i < attempts; i++) {
+//            try {
+//                vs.accept(part);
+//                return;
+//            } catch (RuntimeException e) {
+//                last = e;
+//                try { Thread.sleep(sleepMs); } catch (InterruptedException ignored) {}
+//            }
+//        }
+//        throw last;
+//    }
+//
+//    @SneakyThrows
+//    private String calcContentHash(Resource resource) {
+//        return DigestUtils.md5DigestAsHex(resource.getInputStream());
+//    }
+//
+//    @Override
+//    public void run(String... args) {
+//        loadDocuments();
+//    }
+//}

rag-service/src/main/java/com/balex/rag/service/impl/AuthServiceImpl.java

@@ -0,0 +1,98 @@
+package com.balex.rag.service.impl;
+
+import com.balex.rag.mapper.UserMapper;
+import com.balex.rag.model.constants.ApiErrorMessage;
+import com.balex.rag.model.dto.UserProfileDTO;
+import com.balex.rag.model.entity.RefreshToken;
+import com.balex.rag.model.entity.User;
+import com.balex.rag.model.exception.InvalidDataException;
+import com.balex.rag.model.request.user.LoginRequest;
+import com.balex.rag.model.request.user.RegistrationUserRequest;
+import com.balex.rag.model.response.RagResponse;
+import com.balex.rag.repo.UserRepository;
+import com.balex.rag.security.JwtTokenProvider;
+import com.balex.rag.security.validation.AccessValidator;
+import com.balex.rag.service.AuthService;
+import com.balex.rag.service.RefreshTokenService;
+import jakarta.validation.constraints.NotNull;
+import lombok.AllArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.security.authentication.AuthenticationManager;
+import org.springframework.security.authentication.BadCredentialsException;
+import org.springframework.security.authentication.UsernamePasswordAuthenticationToken;
+import org.springframework.security.crypto.password.PasswordEncoder;
+import org.springframework.stereotype.Service;
+
+import java.util.HashSet;
+import java.util.Set;
+
+@Slf4j
+@Service
+@AllArgsConstructor
+public class AuthServiceImpl implements AuthService {
+    private final UserRepository userRepository;
+    private final UserMapper userMapper;
+    private final JwtTokenProvider jwtTokenProvider;
+    private final AuthenticationManager authenticationManager;
+    private final RefreshTokenService refreshTokenService;
+    private final PasswordEncoder passwordEncoder;
+    private final AccessValidator accessValidator;
+
+
+    @Override
+    public RagResponse<UserProfileDTO> login(@NotNull LoginRequest request) {
+        try {
+            authenticationManager.authenticate(
+                    new UsernamePasswordAuthenticationToken(request.getEmail(), request.getPassword())
+            );
+        } catch (BadCredentialsException e) {
+            throw new InvalidDataException(ApiErrorMessage.INVALID_USER_OR_PASSWORD.getMessage());
+        }
+
+        User user = userRepository.findUserByEmailAndDeletedFalse(request.getEmail())
+                .orElseThrow(() -> new InvalidDataException(ApiErrorMessage.INVALID_USER_OR_PASSWORD.getMessage()));
+
+        RefreshToken refreshToken = refreshTokenService.generateOrUpdateRefreshToken(user);
+        String token = jwtTokenProvider.generateToken(user);
+        UserProfileDTO userProfileDTO = userMapper.toUserProfileDto(user, token, refreshToken.getToken());
+        userProfileDTO.setToken(token);
+
+        return RagResponse.createSuccessfulWithNewToken(userProfileDTO);
+    }
+
+    @Override
+    public RagResponse<UserProfileDTO> refreshAccessToken(String refreshTokenValue) {
+        RefreshToken refreshToken = refreshTokenService.validateAndRefreshToken(refreshTokenValue);
+        User user = refreshToken.getUser();
+
+        String accessToken = jwtTokenProvider.generateToken(user);
+
+        return RagResponse.createSuccessfulWithNewToken(
+                userMapper.toUserProfileDto(user, accessToken, refreshToken.getToken())
+        );
+    }
+
+    @Override
+    public RagResponse<UserProfileDTO> registerUser(@NotNull RegistrationUserRequest request) {
+
+        accessValidator.validateNewUser(
+                request.getUsername(),
+                request.getEmail(),
+                request.getPassword(),
+                request.getConfirmPassword()
+        );
+
+        User newUser = userMapper.fromDto(request);
+        newUser.setPassword(passwordEncoder.encode(request.getPassword()));
+        userRepository.save(newUser);
+
+        RefreshToken refreshToken  = refreshTokenService.generateOrUpdateRefreshToken(newUser);
+        String token = jwtTokenProvider.generateToken(newUser);
+        UserProfileDTO userProfileDTO = userMapper.toUserProfileDto(newUser, token, refreshToken.getToken());
+        userProfileDTO.setToken(token);
+
+        return RagResponse.createSuccessfulWithNewToken(userProfileDTO);
+    }
+
+}
+

rag-service/src/main/java/com/balex/rag/service/impl/ChatEntryServiceImpl.java

@@ -0,0 +1,81 @@
+package com.balex.rag.service.impl;
+
+import com.balex.rag.model.entity.Chat;
+import com.balex.rag.model.entity.ChatEntry;
+import com.balex.rag.model.enums.Role;
+import com.balex.rag.repo.ChatEntryRepository;
+import com.balex.rag.repo.ChatRepository;
+import com.balex.rag.service.ChatEntryService;
+import jakarta.persistence.EntityNotFoundException;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.ai.chat.memory.ChatMemory;
+import org.springframework.ai.ollama.api.OllamaOptions;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+import java.util.List;
+
+@Slf4j
+@Service
+@RequiredArgsConstructor
+public class ChatEntryServiceImpl implements ChatEntryService {
+
+    private final ChatEntryRepository chatEntryRepository;
+    private final ChatRepository chatRepository;
+    private final ChatClient chatClient;
+
+    @Override
+    public List<ChatEntry> getEntriesByChatId(Long chatId) {
+        return chatEntryRepository.findByChatIdOrderByCreatedAtAsc(chatId);
+    }
+
+    @Override
+    @Transactional
+    public ChatEntry addUserEntry(Long chatId, String content, boolean onlyContext, int topK, double topP) {
+        Chat chat = chatRepository.findById(chatId)
+                .orElseThrow(() -> new EntityNotFoundException("Chat not found with id: " + chatId));
+
+        ChatEntry userEntry = ChatEntry.builder()
+                .chat(chat)
+                .content(content)
+                .role(Role.USER)
+                .build();
+        chatEntryRepository.save(userEntry);
+
+        String systemPrompt = onlyContext
+                ? """
+                  The question may be about a CONSEQUENCE of a fact from Context.
+                  ALWAYS connect: Context fact → question.
+                  No connection, even indirect = answer ONLY: "The request is not related to the uploaded context."
+                  Connection exists = answer using ONLY the context.
+                  Do NOT use any knowledge outside the provided context.
+                  """
+                : """
+                  The question may be about a CONSEQUENCE of a fact from Context.
+                  ALWAYS connect: Context fact → question.
+                  If context contains relevant information, use it in your answer.
+                  If context does not contain relevant information, answer using your general knowledge.
+                  """;
+
+        String response = chatClient.prompt()
+                .system(systemPrompt)
+                .user(content)
+                .advisors(a -> a.param(ChatMemory.CONVERSATION_ID, String.valueOf(chatId)))
+                .options(OllamaOptions.builder()
+                        .topK(topK)
+                        .topP(topP)
+                        .build())
+                .call()
+                .content();
+
+        ChatEntry assistantEntry = ChatEntry.builder()
+                .chat(chat)
+                .content(response)
+                .role(Role.ASSISTANT)
+                .build();
+
+        return chatEntryRepository.save(assistantEntry);
+    }
+}

rag-service/src/main/java/com/balex/rag/service/impl/ChatServiceImpl.java

@@ -0,0 +1,76 @@
+package com.balex.rag.service.impl;
+
+import com.balex.rag.model.entity.Chat;
+import com.balex.rag.repo.ChatRepository;
+import com.balex.rag.service.ChatService;
+import com.balex.rag.utils.ApiUtils;
+import lombok.RequiredArgsConstructor;
+import lombok.SneakyThrows;
+import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.ai.chat.memory.ChatMemory;
+import org.springframework.ai.chat.model.ChatResponse;
+import org.springframework.data.domain.Sort;
+import org.springframework.stereotype.Service;
+import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
+
+import java.util.List;
+
+@Service
+@RequiredArgsConstructor
+public class ChatServiceImpl implements ChatService {
+
+    private final ChatRepository chatRepo;
+
+    private final ChatClient chatClient;
+
+    private final ApiUtils apiUtils;
+
+    public List<Chat> getAllChats() {
+        return chatRepo.findAll(Sort.by(Sort.Direction.DESC, "createdAt"));
+    }
+
+    public Chat createNewChat(String title) {
+        Long ownerId = apiUtils.getUserIdFromAuthentication().longValue();
+        Chat chat = Chat.builder()
+                .title(title)
+                .idOwner(ownerId)
+                .build();
+        chatRepo.save(chat);
+        return chat;
+    }
+
+    public Chat getChat(Long chatId) {
+        return chatRepo.findById(chatId).orElseThrow();
+    }
+
+    public void deleteChat(Long chatId) {
+        chatRepo.deleteById(chatId);
+    }
+
+
+    public SseEmitter proceedInteractionWithStreaming(Long chatId, String userPrompt) {
+
+        SseEmitter sseEmitter = new SseEmitter(0L);
+        final StringBuilder answer = new StringBuilder();
+
+        chatClient
+                .prompt(userPrompt)
+                .advisors(advisorSpec -> advisorSpec.param(ChatMemory.CONVERSATION_ID, chatId))
+                .stream()
+                .chatResponse()
+                .subscribe(
+                        (ChatResponse response) -> processToken(response, sseEmitter, answer),
+                        sseEmitter::completeWithError,
+                        sseEmitter::complete);
+        return sseEmitter;
+    }
+
+
+    @SneakyThrows
+    private static void processToken(ChatResponse response, SseEmitter emitter, StringBuilder answer) {
+        var token = response.getResult().getOutput();
+        emitter.send(token);
+        answer.append(token.getText());
+    }
+
+}

rag-service/src/main/java/com/balex/rag/service/impl/DocumentTransactionalHelper.java

@@ -0,0 +1,38 @@
+package com.balex.rag.service.impl;
+
+import org.springframework.stereotype.Component;
+import org.springframework.transaction.annotation.Transactional;
+import org.springframework.web.multipart.MultipartFile;
+
+/**
+ * Helper component to handle transactional file processing.
+ *
+ * This separate bean is necessary because Spring's @Transactional relies on proxies,
+ * and self-invocation within the same class bypasses the proxy, causing transactions
+ * to not be applied.
+ */
+@Component
+public class DocumentTransactionalHelper {
+
+    /**
+     * Processes a single file within a transaction boundary.
+     *
+     * @param file the file to process
+     * @param userId the user ID
+     * @param filename the filename
+     * @param processor the processing function to execute
+     * @return true if file was processed, false if skipped
+     */
+    @Transactional
+    public boolean processFileInTransaction(MultipartFile file,
+                                            Long userId,
+                                            String filename,
+                                            FileProcessor processor) {
+        return processor.process(file, userId, filename);
+    }
+
+    @FunctionalInterface
+    public interface FileProcessor {
+        boolean process(MultipartFile file, Long userId, String filename);
+    }
+}

rag-service/src/main/java/com/balex/rag/service/impl/RefreshTokenServiceImpl.java

@@ -0,0 +1,50 @@
+package com.balex.rag.service.impl;
+
+import com.balex.rag.model.constants.ApiErrorMessage;
+import com.balex.rag.model.entity.RefreshToken;
+import com.balex.rag.model.entity.User;
+import com.balex.rag.model.exception.NotFoundException;
+import com.balex.rag.repo.RefreshTokenRepository;
+import com.balex.rag.service.RefreshTokenService;
+import com.balex.rag.utils.ApiUtils;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.stereotype.Service;
+
+import java.time.LocalDateTime;
+
+@Slf4j
+@Service
+@RequiredArgsConstructor
+public class RefreshTokenServiceImpl implements RefreshTokenService {
+    private final RefreshTokenRepository refreshTokenRepository;
+
+    @Override
+    public RefreshToken generateOrUpdateRefreshToken(User user) {
+        return refreshTokenRepository.findByUserId(user.getId())
+                .map(refreshToken -> {
+                    refreshToken.setCreated(LocalDateTime.now());
+                    refreshToken.setToken(ApiUtils.generateUuidWithoutDash());
+                    return refreshTokenRepository.save(refreshToken);
+                })
+                .orElseGet(() -> {
+                    RefreshToken newToken = new RefreshToken();
+                    newToken.setUser(user);
+                    newToken.setCreated(LocalDateTime.now());
+                    newToken.setToken(ApiUtils.generateUuidWithoutDash());
+                    return refreshTokenRepository.save(newToken);
+                });
+    }
+
+    @Override
+    public RefreshToken validateAndRefreshToken(String requestRefreshToken) {
+        RefreshToken refreshToken = refreshTokenRepository.findByToken(requestRefreshToken)
+                .orElseThrow(() -> new NotFoundException(ApiErrorMessage.NOT_FOUND_REFRESH_TOKEN.getMessage()));
+
+        refreshToken.setCreated(LocalDateTime.now());
+        refreshToken.setToken(ApiUtils.generateUuidWithoutDash());
+        return refreshTokenRepository.save(refreshToken);
+    }
+
+}
+

rag-service/src/main/java/com/balex/rag/service/impl/UserDocumentServiceImpl.java

@@ -0,0 +1,249 @@
+package com.balex.rag.service.impl;
+
+import com.balex.rag.model.LoadedDocument;
+import com.balex.rag.model.UploadProgress;
+import com.balex.rag.model.constants.ApiLogMessage;
+import com.balex.rag.model.exception.UploadException;
+import com.balex.rag.repo.DocumentRepository;
+import com.balex.rag.service.UserDocumentService;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.ai.document.Document;
+import org.springframework.ai.reader.TextReader;
+import org.springframework.ai.transformer.splitter.TokenTextSplitter;
+import org.springframework.ai.vectorstore.VectorStore;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.core.io.ByteArrayResource;
+import org.springframework.core.io.Resource;
+import org.springframework.retry.annotation.Backoff;
+import org.springframework.retry.annotation.Retryable;
+import org.springframework.stereotype.Service;
+import org.springframework.web.multipart.MultipartFile;
+import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
+
+import java.io.IOException;
+import java.security.MessageDigest;
+import java.security.NoSuchAlgorithmException;
+import java.util.HexFormat;
+import java.util.List;
+import java.util.concurrent.CompletableFuture;
+import java.util.concurrent.atomic.AtomicBoolean;
+
+import static com.balex.rag.model.constants.ApiConstants.EMPTY_FILENAME;
+import static com.balex.rag.model.constants.ApiErrorMessage.UPLOADED_FILENAME_EMPTY;
+import static com.balex.rag.model.constants.ApiErrorMessage.UPLOAD_FILE_READ_ERROR;
+
+@Slf4j
+@Service
+@RequiredArgsConstructor
+public class UserDocumentServiceImpl implements UserDocumentService {
+
+    private final DocumentRepository documentRepository;
+    private final VectorStore vectorStore;
+    private final DocumentTransactionalHelper transactionalHelper;
+
+    private static final String TXT_EXTENSION = "txt";
+    private static final String USER_ID_FIELD_NAME = "user_id";
+
+    private static final String STATUS_PROCESSING = "processing";
+    private static final String STATUS_COMPLETED = "completed";
+    private static final String STATUS_SKIPPED = "skipped";
+    private static final Long SSE_EMITTER_TIMEOUT_IN_MILLIS = 120000L;
+
+    @Value("${app.document.chunk-size:200}")
+    private int chunkSize;
+
+    public SseEmitter processUploadedFilesWithSse(List<MultipartFile> files, Long userId) {
+        SseEmitter emitter = new SseEmitter(SSE_EMITTER_TIMEOUT_IN_MILLIS);
+
+        AtomicBoolean isCompleted = new AtomicBoolean(false);
+
+        emitter.onCompletion(() -> {
+            log.debug("SSE completed");
+            isCompleted.set(true);
+        });
+        emitter.onTimeout(() -> {
+            log.debug("SSE timeout");
+            isCompleted.set(true);
+        });
+        emitter.onError(e -> {
+            log.debug("SSE client disconnected: {}", e.getMessage());
+            isCompleted.set(true);
+        });
+
+        List<MultipartFile> validFiles = files.stream()
+                .filter(f -> !f.isEmpty())
+                .toList();
+
+        CompletableFuture.runAsync(() -> {
+            try {
+                int totalFiles = validFiles.size();
+                int processedCount = 0;
+
+                for (MultipartFile file : validFiles) {
+                    if (isCompleted.get()) {
+                        log.debug("Upload cancelled, stopping at file: {}", processedCount);
+                        return;
+                    }
+
+                    String filename = getFilename(file);
+
+                    sendProgress(emitter, isCompleted, processedCount, totalFiles, filename, STATUS_PROCESSING);
+
+                    if (isCompleted.get()) return;  // Проверка после отправки
+
+                    boolean processed = transactionalHelper.processFileInTransaction(
+                            file, userId, filename, this::processFileInternal);
+
+                    processedCount++;
+                    String status = processed ? STATUS_PROCESSING : STATUS_SKIPPED;
+                    sendProgress(emitter, isCompleted, processedCount, totalFiles, filename, status);
+                }
+
+                if (!isCompleted.get()) {
+                    try {
+                        emitter.send(SseEmitter.event()
+                                .data(UploadProgress.builder()
+                                        .percent(100)
+                                        .processedFiles(processedCount)
+                                        .totalFiles(totalFiles)
+                                        .currentFile("")
+                                        .status(STATUS_COMPLETED)
+                                        .build()));
+                        emitter.complete();
+                    } catch (IOException | IllegalStateException e) {
+                        log.debug("Could not send completion: {}", e.getMessage());
+                    }
+                }
+
+            } catch (Exception e) {
+                if (!isCompleted.get()) {
+                    log.error("SSE processing error", e);
+                    emitter.completeWithError(e);
+                }
+            }
+        });
+
+        return emitter;
+    }
+
+    private void sendProgress(SseEmitter emitter, AtomicBoolean isCompleted,
+                              int processed, int total, String filename, String status) {
+        if (isCompleted.get()) {
+            return;
+        }
+
+        try {
+            int percent = total > 0 ? (int) Math.round((double) processed / total * 100) : 0;
+
+            emitter.send(SseEmitter.event()
+                    .data(UploadProgress.builder()
+                            .percent(percent)
+                            .processedFiles(processed)
+                            .totalFiles(total)
+                            .currentFile(filename)
+                            .status(status)
+                            .build()));
+        } catch (IOException | IllegalStateException e) {
+            // Client disconnected - this is normal for cancel
+            log.debug("Client disconnected: {}", e.getMessage());
+            isCompleted.set(true);
+        }
+    }
+    boolean processFileInternal(MultipartFile file, Long userId, String filename) {
+        byte[] content;
+        try {
+            content = file.getBytes();
+        } catch (IOException e) {
+            throw new UploadException(UPLOAD_FILE_READ_ERROR + filename, e);
+        }
+
+        String contentHash = computeSha256Hash(content);
+
+        if (documentRepository.existsByFilenameAndContentHash(filename, contentHash)) {
+            log.debug("Skipping duplicate file: {} with hash: {}", filename, contentHash);
+            return false;
+        }
+
+        processTextAndStore(userId, filename, content, contentHash);
+        return true;
+    }
+
+    private void processTextAndStore(Long userId, String filename, byte[] content, String contentHash) {
+        Resource resource = new ByteArrayResource(content) {
+            @Override
+            public String getFilename() {
+                return filename;
+            }
+        };
+
+        List<Document> docs = new TextReader(resource).get();
+
+        TokenTextSplitter splitter = TokenTextSplitter.builder()
+                .withChunkSize(chunkSize)
+                .build();
+        List<Document> chunks = splitter.apply(docs);
+
+        for (Document chunk : chunks) {
+            chunk.getMetadata().put(USER_ID_FIELD_NAME, userId);
+        }
+
+        storeInVectorDb(chunks);
+
+        LoadedDocument loaded = LoadedDocument.builder()
+                .documentType(getExtensionOrTxt(filename))
+                .chunkCount(chunks.size())
+                .filename(filename)
+                .contentHash(contentHash)
+                .userId(userId)
+                .build();
+
+        documentRepository.save(loaded);
+
+        log.info("Successfully processed file: {} with {} chunks for user: {}",
+                filename, chunks.size(), userId);
+    }
+
+    /**
+     * Stores documents in vector store with retry via Spring Retry.
+     */
+    @Retryable(
+            retryFor = RuntimeException.class,
+            maxAttemptsExpression = "${app.document.retry.max-attempts:3}",
+            backoff = @Backoff(
+                    delayExpression = "${app.document.retry.delay-ms:1500}",
+                    multiplier = 2
+            )
+    )
+    public void storeInVectorDb(List<Document> chunks) {
+        vectorStore.accept(chunks);
+    }
+
+    private String getFilename(MultipartFile file) {
+        String filename = file.getOriginalFilename();
+        if (filename == null || filename.isBlank()) {
+            log.trace(ApiLogMessage.NAME_OF_CURRENT_METHOD.getValue(), UPLOADED_FILENAME_EMPTY);
+            return EMPTY_FILENAME;
+        }
+        return filename;
+    }
+
+    private String getExtensionOrTxt(String filename) {
+        int idx = filename.lastIndexOf('.');
+        if (idx == -1 || idx == filename.length() - 1) {
+            return TXT_EXTENSION;
+        }
+        return filename.substring(idx + 1).toLowerCase();
+    }
+
+    private String computeSha256Hash(byte[] content) {
+        try {
+            MessageDigest digest = MessageDigest.getInstance("SHA-256");
+            byte[] hash = digest.digest(content);
+            return HexFormat.of().formatHex(hash);
+        } catch (NoSuchAlgorithmException e) {
+            throw new IllegalStateException("SHA-256 algorithm not available", e);
+        }
+    }
+
+}

rag-service/src/main/java/com/balex/rag/service/impl/UserServiceImpl.java

@@ -0,0 +1,204 @@
+package com.balex.rag.service.impl;
+
+import com.balex.rag.mapper.UserMapper;
+import com.balex.rag.model.LoadedDocument;
+import com.balex.rag.model.constants.ApiErrorMessage;
+import com.balex.rag.model.dto.UserDTO;
+import com.balex.rag.model.dto.UserSearchDTO;
+import com.balex.rag.model.entity.LoadedDocumentInfo;
+import com.balex.rag.model.entity.User;
+import com.balex.rag.model.entity.UserInfo;
+import com.balex.rag.model.exception.InvalidTokenException;
+import com.balex.rag.model.exception.NotFoundException;
+import com.balex.rag.model.request.user.NewUserRequest;
+import com.balex.rag.model.request.user.UpdateUserRequest;
+import com.balex.rag.model.response.PaginationResponse;
+import com.balex.rag.model.response.RagResponse;
+import com.balex.rag.repo.DocumentRepository;
+import com.balex.rag.repo.UserRepository;
+import com.balex.rag.repo.VectorStoreRepository;
+import com.balex.rag.security.JwtTokenProvider;
+import com.balex.rag.security.validation.AccessValidator;
+import com.balex.rag.service.UserService;
+import com.balex.rag.service.model.exception.DataExistException;
+import jakarta.validation.constraints.NotNull;
+import lombok.RequiredArgsConstructor;
+import org.springframework.data.domain.Page;
+import org.springframework.data.domain.Pageable;
+import org.springframework.security.core.authority.SimpleGrantedAuthority;
+import org.springframework.security.core.userdetails.UserDetails;
+import org.springframework.security.core.userdetails.UsernameNotFoundException;
+import org.springframework.security.crypto.password.PasswordEncoder;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+import java.time.LocalDateTime;
+import java.util.Collections;
+import java.util.List;
+
+import static com.balex.rag.model.constants.ApiConstants.USER_ROLE;
+
+@Service
+@RequiredArgsConstructor
+public class UserServiceImpl implements UserService {
+    private final UserRepository userRepository;
+    private final UserMapper userMapper;
+    private final PasswordEncoder passwordEncoder;
+    private final AccessValidator accessValidator;
+    private final JwtTokenProvider jwtTokenProvider;
+    private final DocumentRepository documentRepository;
+    private final VectorStoreRepository vectorStoreRepository;
+
+    @Override
+    @Transactional(readOnly = true)
+    public RagResponse<UserDTO> getById(@NotNull Integer userId) {
+        User user = userRepository.findByIdAndDeletedFalse(userId)
+                .orElseThrow(() -> new NotFoundException(ApiErrorMessage.USER_NOT_FOUND_BY_ID.getMessage(userId)));
+
+        return RagResponse.createSuccessful(userMapper.toDto(user));
+    }
+
+    @Override
+    @Transactional
+    public RagResponse<UserDTO> createUser(@NotNull NewUserRequest request) {
+        if (userRepository.existsByEmail(request.getEmail())) {
+            throw new DataExistException(ApiErrorMessage.EMAIL_ALREADY_EXISTS.getMessage(request.getEmail()));
+        }
+
+        if (userRepository.existsByUsername(request.getUsername())) {
+            throw new DataExistException(ApiErrorMessage.USERNAME_ALREADY_EXISTS.getMessage(request.getUsername()));
+        }
+
+        User user = userMapper.createUser(request);
+        user.setPassword(passwordEncoder.encode(request.getPassword()));
+        User savedUser = userRepository.save(user);
+
+        return RagResponse.createSuccessful(userMapper.toDto(savedUser));
+    }
+
+    @Override
+    @Transactional
+    public RagResponse<UserDTO> updateUser(@NotNull Integer userId, UpdateUserRequest request) {
+        User user = userRepository.findByIdAndDeletedFalse(userId)
+                .orElseThrow(() -> new NotFoundException(ApiErrorMessage.USER_NOT_FOUND_BY_ID.getMessage(userId)));
+
+        if (!user.getUsername().equals(request.getUsername()) && userRepository.existsByUsername(request.getUsername())) {
+            throw new DataExistException(ApiErrorMessage.USERNAME_ALREADY_EXISTS.getMessage(request.getUsername()));
+        }
+
+        if (!user.getEmail().equals(request.getEmail()) && userRepository.existsByEmail(request.getEmail())) {
+            throw new DataExistException(ApiErrorMessage.EMAIL_ALREADY_EXISTS.getMessage(request.getEmail()));
+        }
+
+        userMapper.updateUser(user, request);
+        user = userRepository.save(user);
+
+        return RagResponse.createSuccessful(userMapper.toDto(user));
+    }
+
+    @Override
+    @Transactional
+    public void softDeleteUser(Integer userId) {
+        User user = userRepository.findByIdAndDeletedFalse(userId)
+                .orElseThrow(() -> new NotFoundException(ApiErrorMessage.USER_NOT_FOUND_BY_ID.getMessage(userId)));
+
+        accessValidator.validateOwnerAccess(userId);
+
+        user.setDeleted(true);
+        userRepository.save(user);
+
+    }
+
+    @Override
+    @Transactional(readOnly = true)
+    public RagResponse<PaginationResponse<UserSearchDTO>> findAllUsers(Pageable pageable) {
+        Page<UserSearchDTO> users = userRepository.findAll(pageable)
+                .map(userMapper::toUserSearchDto);
+
+        PaginationResponse<UserSearchDTO> paginationResponse = new PaginationResponse<>(
+                users.getContent(),
+                new PaginationResponse.Pagination(
+                        users.getTotalElements(),
+                        pageable.getPageSize(),
+                        users.getNumber() + 1,
+                        users.getTotalPages()
+                )
+        );
+
+        return RagResponse.createSuccessful(paginationResponse);
+    }
+
+    @Override
+    public UserDetails loadUserByUsername(String email) throws UsernameNotFoundException {
+        return getUserDetails(email, userRepository);
+    }
+
+    static UserDetails getUserDetails(String email, UserRepository userRepository) {
+        User user = userRepository.findByEmail(email)
+                .orElseThrow(() -> new NotFoundException(ApiErrorMessage.EMAIL_NOT_FOUND.getMessage(email)));
+
+        user.setLastLogin(LocalDateTime.now());
+        userRepository.save(user);
+        return new org.springframework.security.core.userdetails.User(
+                user.getEmail(),
+                user.getPassword(),
+                Collections.singletonList(new SimpleGrantedAuthority(USER_ROLE))
+        );
+    }
+
+    @Override
+    @Transactional(readOnly = true)
+    public RagResponse<UserInfo> getUserInfo(String token) {
+        User user = getUserInfoFromToken(token);
+
+        List<LoadedDocumentInfo> loadedFiles = documentRepository
+                .findByUserId(user.getId())
+                .stream()
+                .map(doc -> new LoadedDocumentInfo(doc.getId(), doc.getFilename()))
+                .toList();
+
+        UserInfo userInfo = new UserInfo(user.getId(),
+                user.getUsername(),
+                user.getEmail(),
+                loadedFiles);
+
+        return RagResponse.createSuccessful(userInfo);
+    }
+
+    @Override
+    @Transactional
+    public RagResponse<Integer> deleteUserDocuments(String token) {
+        getUserInfoFromToken(token);
+        User user = getUserInfoFromToken(token);
+
+        List<LoadedDocument> documents = documentRepository.findByUserId(user.getId());
+
+        if (documents.isEmpty()) {
+            return RagResponse.createSuccessful(0);
+        }
+
+        // Удаляем чанки по user_id
+        vectorStoreRepository.deleteByUserId(user.getId().longValue());
+
+        // Удаляем записи из loaded_document
+        documentRepository.deleteAll(documents);
+
+        return RagResponse.createSuccessful(documents.size());
+    }
+
+    private User getUserInfoFromToken(String token) {
+        if (token == null || token.isBlank()) {
+            throw new InvalidTokenException("Token is empty or null");
+        }
+
+        String cleanToken = token.startsWith("Bearer ")
+                ? token.substring(7)
+                : token;
+
+        String username = jwtTokenProvider.getUsername(cleanToken);
+
+        return userRepository.findByUsername(username)
+                .orElseThrow(() -> new InvalidTokenException("User not found: " + username));
+    }
+}
+

rag-service/src/main/java/com/balex/rag/service/model/AuthenticationConstants.java

@@ -0,0 +1,16 @@
+package com.balex.rag.service.model;
+
+import lombok.AccessLevel;
+import lombok.NoArgsConstructor;
+
+@NoArgsConstructor(access = AccessLevel.PRIVATE)
+public final class AuthenticationConstants {
+
+    public static final String USER_ID = "userId";
+    public static final String USERNAME = "username";
+    public static final String USER_EMAIL = "email";
+    public static final String USER_REGISTRATION_STATUS = "userRegistrationStatus";
+    public static final String LAST_UPDATE = "lastUpdate";
+        public static final String ACCESS_KEY_HEADER_NAME = "key";
+
+}

rag-service/src/main/java/com/balex/rag/service/model/exception/DataExistException.java

@@ -0,0 +1,14 @@
+package com.balex.rag.service.model.exception;
+
+import lombok.AccessLevel;
+import lombok.NoArgsConstructor;
+
+@NoArgsConstructor(access = AccessLevel.PRIVATE)
+public class DataExistException extends RuntimeException {
+
+    public DataExistException(String message) {
+        super(message);
+    }
+}
+
+

rag-service/src/main/java/com/balex/rag/utils/ApiUtils.java

@@ -0,0 +1,53 @@
+package com.balex.rag.utils;
+
+import com.balex.rag.model.constants.ApiConstants;
+import com.balex.rag.security.JwtTokenProvider;
+import jakarta.servlet.http.Cookie;
+import lombok.RequiredArgsConstructor;
+import org.apache.commons.lang3.StringUtils;
+import org.springframework.http.HttpHeaders;
+import org.springframework.security.core.context.SecurityContextHolder;
+import org.springframework.stereotype.Component;
+
+import java.util.UUID;
+
+@Component
+@RequiredArgsConstructor
+public class ApiUtils {
+
+    private final JwtTokenProvider jwtTokenProvider;
+
+
+    public static String getMethodName() {
+        try {
+            return new Throwable().getStackTrace()[1].getMethodName();
+        } catch (Exception cause) {
+            return ApiConstants.UNDEFINED;
+        }
+    }
+
+    public static Cookie createAuthCookie(String value) {
+        Cookie authorizationCookie = new Cookie(HttpHeaders.AUTHORIZATION, value);
+        authorizationCookie.setHttpOnly(true);
+        authorizationCookie.setSecure(true);
+        authorizationCookie.setPath("/");
+        authorizationCookie.setMaxAge(300);
+        return authorizationCookie;
+    }
+
+    public static String generateUuidWithoutDash() {
+        return UUID.randomUUID().toString().replace(ApiConstants.DASH, StringUtils.EMPTY);
+    }
+
+
+    public static String getCurrentUsername() {
+        return SecurityContextHolder.getContext().getAuthentication().getName();
+    }
+
+    public Integer getUserIdFromAuthentication() {
+        String jwtToken = SecurityContextHolder.getContext().getAuthentication().getCredentials().toString();
+        return Integer.parseInt(jwtTokenProvider.getUserId(jwtToken));
+    }
+
+}
+

rag-service/src/main/java/com/balex/rag/utils/PasswordMatches.java

@@ -0,0 +1,23 @@
+package com.balex.rag.utils;
+
+import com.balex.rag.security.validation.PasswordMatchesValidator;
+import jakarta.validation.Constraint;
+import jakarta.validation.Payload;
+
+import java.lang.annotation.ElementType;
+import java.lang.annotation.Retention;
+import java.lang.annotation.RetentionPolicy;
+import java.lang.annotation.Target;
+
+@Constraint(validatedBy = PasswordMatchesValidator.class)
+@Target({ ElementType.TYPE })
+@Retention(RetentionPolicy.RUNTIME)
+public @interface PasswordMatches {
+    String message() default "Passwords do not match";
+
+    Class<?>[] groups() default {};
+
+    Class<? extends Payload>[] payload() default {};
+}
+
+

rag-service/src/main/java/com/balex/rag/utils/PasswordUtils.java

@@ -0,0 +1,84 @@
+package com.balex.rag.utils;
+
+import com.balex.rag.model.constants.ApiConstants;
+import lombok.AccessLevel;
+import lombok.NoArgsConstructor;
+import org.apache.commons.lang3.RandomStringUtils;
+
+import java.security.SecureRandom;
+import java.util.ArrayList;
+import java.util.Random;
+
+@NoArgsConstructor(access = AccessLevel.PRIVATE)
+public final class PasswordUtils {
+    private static final Random RND = new Random();
+
+    public static boolean isNotValidPassword(String password) {
+        if (password == null || password.isEmpty() || password.trim().isEmpty()) {
+            return true;
+        }
+        String trim = password.trim();
+        if (trim.length() < ApiConstants.REQUIRED_MIN_PASSWORD_LENGTH) {
+            return true;
+        }
+        int charactersNumber = ApiConstants.REQUIRED_MIN_CHARACTERS_NUMBER_IN_PASSWORD;
+        int lettersUCaseNumber = ApiConstants.REQUIRED_MIN_LETTERS_NUMBER_EVERY_CASE_IN_PASSWORD;
+        int lettersLCaseNumber = ApiConstants.REQUIRED_MIN_LETTERS_NUMBER_EVERY_CASE_IN_PASSWORD;
+        int digitsNumber = ApiConstants.REQUIRED_MIN_DIGITS_NUMBER_IN_PASSWORD;
+        for (int i = 0; i < trim.length(); i++) {
+            String currentLetter = String.valueOf(trim.charAt(i));
+            if (!ApiConstants.PASSWORD_ALL_CHARACTERS.contains(currentLetter)) {
+                return true;
+            }
+            charactersNumber -= ApiConstants.PASSWORD_CHARACTERS.contains(currentLetter) ? 1 : 0;
+            lettersUCaseNumber -= ApiConstants.PASSWORD_LETTERS_UPPER_CASE.contains(currentLetter) ? 1 : 0;
+            lettersLCaseNumber -= ApiConstants.PASSWORD_LETTERS_LOWER_CASE.contains(currentLetter) ? 1 : 0;
+            digitsNumber -= ApiConstants.PASSWORD_DIGITS.contains(currentLetter) ? 1 : 0;
+        }
+        return ((charactersNumber > 0) || (lettersUCaseNumber > 0) || (lettersLCaseNumber > 0) || (digitsNumber > 0));
+    }
+
+    private static String randomFromChars(int count, String chars) {
+        final SecureRandom RANDOM = new SecureRandom();
+        StringBuilder sb = new StringBuilder(count);
+        for (int i = 0; i < count; i++) {
+            int idx = RANDOM.nextInt(chars.length());
+            sb.append(chars.charAt(idx));
+        }
+        return sb.toString();
+    }
+
+    public static String generatePassword() {
+        int charactersNumber = ApiConstants.REQUIRED_MIN_CHARACTERS_NUMBER_IN_PASSWORD;
+        int digitsNumber = ApiConstants.REQUIRED_MIN_DIGITS_NUMBER_IN_PASSWORD;
+        int lettersUCaseNumber = ApiConstants.REQUIRED_MIN_LETTERS_NUMBER_EVERY_CASE_IN_PASSWORD;
+        int lettersLCaseNumber = ApiConstants.REQUIRED_MIN_PASSWORD_LENGTH
+                - charactersNumber - digitsNumber - lettersUCaseNumber;
+//        String characters = RandomStringUtils.random(charactersNumber, ApiConstants.PASSWORD_CHARACTERS);
+//        String digits = RandomStringUtils.random(digitsNumber, ApiConstants.PASSWORD_DIGITS);
+//        String lettersUCase = RandomStringUtils.random(lettersUCaseNumber, ApiConstants.PASSWORD_LETTERS_UPPER_CASE);
+//        String lettersLCase = RandomStringUtils.random(lettersLCaseNumber, ApiConstants.PASSWORD_LETTERS_LOWER_CASE);
+        String characters = randomFromChars(charactersNumber, ApiConstants.PASSWORD_CHARACTERS);
+        String digits = randomFromChars(digitsNumber, ApiConstants.PASSWORD_DIGITS);
+        String lettersUCase = randomFromChars(lettersUCaseNumber, ApiConstants.PASSWORD_LETTERS_UPPER_CASE);
+        String lettersLCase = randomFromChars(lettersLCaseNumber, ApiConstants.PASSWORD_LETTERS_LOWER_CASE);
+
+
+        ArrayList<Character> randomPasswordCharacters = new ArrayList<>();
+        for (char character : (characters + digits + lettersUCase + lettersLCase).toCharArray()) {
+            randomPasswordCharacters.add(character);
+        }
+
+        StringBuilder password = new StringBuilder();
+        int length = randomPasswordCharacters.size();
+        for (int i = 0; i < length; i++) {
+            int randomPosition = RND.nextInt((randomPasswordCharacters.size()));
+            password.append(randomPasswordCharacters.get(randomPosition));
+            randomPasswordCharacters.remove(randomPosition);
+        }
+
+        return password.toString();
+    }
+
+}
+

rag-service/src/main/resources/application.properties

@@ -0,0 +1,37 @@
+spring.application.name=rag
+spring.ai.ollama.base-url=http://localhost:11431
+#spring.ai.ollama.chat.model=gemma3:4b-it-q4_K_M
+spring.ai.ollama.chat.model=llama3.1:8b-instruct-q4_K_M
+jwt.secret=ywfI6dBznYmHbokihB/OBzZz6E0Fj+6PiqrM8dQ5c3t0HeYarblCbOGM8vQtOt472AtQ+MsCH7OVIKHOzjrPsQ==
+jwt.expiration=103600000
+spring.datasource.url=jdbc:postgresql://localhost:5432/ragdb
+spring.datasource.username=postgres
+spring.datasource.password=postgres
+logging.level.org.springframework.ai.chat.client.advisor=DEBUG
+logging.level.org.springframework.web.servlet.mvc.method.annotation.RequestMappingHandlerMapping=DEBUG
+logging.level.org.springframework.web=DEBUG
+logging.level.org.flywaydb=DEBUG
+logging.level.com.balex.rag.controller=DEBUG
+app.document.chunk-size=200
+#spring.main.allow-circular-references=true
+server.compression.enabled=false
+server.tomcat.connection-timeout=60000
+spring.mvc.async.request-timeout=60000
+#spring.main.web-application-type=reactive
+end.points.users=/users
+end.points.id=/{id}
+end.points.all=/all
+end.points.create=/create
+end.points.userinfo=/userinfo
+end.points.refresh.token=/refresh/token
+end.points.auth=/auth
+end.points.login=/login
+end.points.register=/register
+end.points.chat=/chat
+end.points.entry=/entry
+end.points.document=/documents
+rag.rerank-fetch-multiplier = 2
+#Swagger
+swagger.servers.first=http://localhost:8080
+springdoc.swagger-ui.path=/swagger-ui.html
+springdoc.api-docs.path=/v3/api-docs