openai
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package kz.konturai.parser.service;
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import org.springframework.beans.factory.annotation.Value;
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import org.springframework.core.ParameterizedTypeReference;
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import org.springframework.http.MediaType;
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import org.springframework.http.client.reactive.ReactorClientHttpConnector;
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import org.springframework.stereotype.Service;
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import org.springframework.web.reactive.function.client.WebClient;
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import reactor.core.publisher.Mono;
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import reactor.netty.http.client.HttpClient;
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import java.time.Duration;
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import java.util.HashMap;
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import java.util.List;
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import java.util.Map;
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@Service
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public class OpenAiChartService {
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private final WebClient webClient;
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@Value("${openai.model.name:gpt-4o-mini}")
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private String modelName;
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@Value("${openai.timeoutMs:90000}")
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private long timeoutMs;
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public OpenAiChartService(
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@Value("${openai.api.url:https://api.openai.com/v1/chat/completions}") String apiUrl,
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@Value("${openai.api.key:}") String apiKey) {
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HttpClient httpClient = HttpClient.create();
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this.webClient = WebClient.builder()
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.baseUrl(apiUrl)
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.clientConnector(new ReactorClientHttpConnector(httpClient))
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.defaultHeader("Authorization", "Bearer " + apiKey)
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.build();
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}
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public Mono<String> getChartDataJson(String aggregatedLearnings) {
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String prompt = buildChartDataPrompt(aggregatedLearnings);
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return callChatCompletions(prompt);
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}
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public Mono<String> getChartSvg(String jsonData) {
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String prompt = buildSvgPrompt(jsonData);
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return callChatCompletions(prompt);
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}
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private Mono<String> callChatCompletions(String prompt) {
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Map<String, Object> body = new HashMap<>();
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body.put("model", modelName);
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body.put("temperature", 0);
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body.put("messages", List.of(
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Map.of("role", "user", "content", prompt)));
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return this.webClient.post()
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.contentType(MediaType.APPLICATION_JSON)
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.accept(MediaType.APPLICATION_JSON)
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.bodyValue(body)
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.retrieve()
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.bodyToMono(new ParameterizedTypeReference<Map<String, Object>>() {
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})
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.timeout(Duration.ofMillis(timeoutMs))
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.map(resp -> {
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try {
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List<Map<String, Object>> choices = (List<Map<String, Object>>) resp.get("choices");
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if (choices == null || choices.isEmpty())
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return null;
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Map<String, Object> choice0 = choices.get(0);
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Map<String, Object> message = (Map<String, Object>) choice0.get("message");
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if (message == null)
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return null;
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Object content = message.get("content");
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return content == null ? null : String.valueOf(content);
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} catch (Exception e) {
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return null;
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}
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});
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}
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private String buildChartDataPrompt(String learningsAsString) {
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return "Ты — AI-аналитик данных. Внимательно проанализируй следующий текст. Найди в нём все наборы числовых данных, которые можно представить в виде простых диаграмм (столбчатых или круговых). Для КАЖДОГО найденного набора данных создай JSON-объект. Верни ТОЛЬКО JSON-массив этих объектов. Структура каждого объекта: {\\\"chartType\\\": \\\"bar\\\" или \\\"pie\\\", \\\"title\\\": \\\"Название диаграммы\\\", \\\"labels\\\": [\\\"Метка 1\\\"], \\\"data\\\": [число1]}. Если подходящих данных нет, верни пустой массив []. Текст для анализа:\n---\n"
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+ learningsAsString + "\n---";
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}
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private String buildSvgPrompt(String json) {
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return "Ты — эксперт по визуализации данных. На основе следующего JSON, сгенерируй полный и валидный SVG-код для диаграммы. SVG должен быть стильным и читаемым, с подписями на русском языке. Не добавляй никаких комментариев, верни ТОЛЬКО SVG-код. JSON с данными:\n---\n"
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+ json + "\n---";
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}
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}
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@@ -19,10 +19,13 @@ import java.util.stream.Collectors;
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public class ReportSynthesisService {
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private final OllamaAnalyticsService ollamaAnalyticsService;
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private final OpenAiChartService openAiChartService;
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private final ObjectMapper objectMapper = new ObjectMapper();
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public ReportSynthesisService(OllamaAnalyticsService ollamaAnalyticsService) {
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public ReportSynthesisService(OllamaAnalyticsService ollamaAnalyticsService,
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OpenAiChartService openAiChartService) {
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this.ollamaAnalyticsService = ollamaAnalyticsService;
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this.openAiChartService = openAiChartService;
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}
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public Mono<String> synthesizeReport(String originalQuery, List<String> learnings, String lang) {
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@@ -40,33 +43,34 @@ public class ReportSynthesisService {
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buildTextPrompt(originalQuery, aggregatedLearnings, lang)))
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.subscribeOn(Schedulers.boundedElastic());
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Mono<List<byte[]>> chartsMono = Mono.fromCallable(() -> {
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String jsonArrayString = ollamaAnalyticsService.generateWithInstruction(aggregatedLearnings,
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buildChartDataPrompt(aggregatedLearnings));
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String cleanJsonArray = extractJsonArray(jsonArrayString);
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if (cleanJsonArray == null || cleanJsonArray.isEmpty() || cleanJsonArray.equals("[]")) {
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return new ArrayList<byte[]>();
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}
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List<ChartData> chartDataList = objectMapper.readValue(cleanJsonArray,
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new TypeReference<List<ChartData>>() {
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});
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List<byte[]> chartImages = new ArrayList<>();
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for (ChartData chartData : chartDataList) {
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try {
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String chartDataJson = objectMapper.writeValueAsString(chartData);
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String rawSvgResponse = ollamaAnalyticsService.generateWithInstruction(chartDataJson,
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buildSvgPrompt(chartDataJson));
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String cleanSvg = extractSvgCode(rawSvgResponse);
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byte[] png = SvgToPngConverter.convert(cleanSvg);
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if (png != null && png.length > 0) {
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chartImages.add(png);
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Mono<List<byte[]>> chartsMono = openAiChartService.getChartDataJson(aggregatedLearnings)
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.flatMap(jsonArrayString -> {
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String cleanJsonArray = extractJsonArray(jsonArrayString);
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if (cleanJsonArray == null || cleanJsonArray.isEmpty() || cleanJsonArray.equals("[]")) {
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return reactor.core.publisher.Mono.just(new ArrayList<byte[]>());
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}
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} catch (Exception e) {
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System.err.println("Failed to generate a chart: " + e.getMessage());
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}
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}
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return chartImages;
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}).subscribeOn(Schedulers.boundedElastic());
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try {
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List<ChartData> chartDataList = objectMapper.readValue(cleanJsonArray,
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new TypeReference<List<ChartData>>() {
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});
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return reactor.core.publisher.Flux.fromIterable(chartDataList)
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.concatMap(chartData -> {
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try {
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String chartDataJson = objectMapper.writeValueAsString(chartData);
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return openAiChartService.getChartSvg(chartDataJson)
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.map(this::extractSvgCode)
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.map(SvgToPngConverter::convert)
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.filter(Objects::nonNull);
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} catch (Exception e) {
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return reactor.core.publisher.Mono.empty();
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}
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})
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.collectList();
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} catch (Exception e) {
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return reactor.core.publisher.Mono.just(new ArrayList<byte[]>());
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}
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})
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.subscribeOn(Schedulers.boundedElastic());
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return Mono.zip(textMono, chartsMono)
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.map(tuple -> new FinalReportPayload(tuple.getT1(), tuple.getT2()));
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@@ -53,6 +53,12 @@ logging.level.com.mongodb=WARN
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logging.level.kz.konturai.parser.service.OllamaAnalyticsService=INFO
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# OpenAI Configuration
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openai.api.key=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
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openai.api.url=https://api.openai.com/v1/chat/completions
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openai.model.name=gpt-4o-mini
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openai.timeoutMs=90000
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# Email Configuration
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spring.mail.host=smtp.gmail.com
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spring.mail.port=587
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