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- package com.tzld.longarticle.recommend.server;
- import cn.hutool.core.collection.CollectionUtil;
- import com.alibaba.fastjson.JSONArray;
- import com.alibaba.fastjson.JSONObject;
- import com.google.common.collect.Lists;
- import com.tzld.longarticle.recommend.server.mapper.crawler.CrawlerBaseMapper;
- import com.tzld.longarticle.recommend.server.model.entity.crawler.AccountAvgInfo;
- import com.tzld.longarticle.recommend.server.model.entity.crawler.Article;
- import com.tzld.longarticle.recommend.server.model.entity.crawler.ArticleDetailInfo;
- import com.tzld.longarticle.recommend.server.model.entity.crawler.PublishSortLog;
- import com.tzld.longarticle.recommend.server.repository.crawler.AccountAvgInfoRepository;
- import com.tzld.longarticle.recommend.server.repository.crawler.ArticleDetailInfoRepository;
- import com.tzld.longarticle.recommend.server.repository.crawler.ArticleRepository;
- import com.tzld.longarticle.recommend.server.repository.crawler.PublishSortLogRepository;
- import com.tzld.longarticle.recommend.server.service.RecommendService;
- import com.tzld.longarticle.recommend.server.service.recall.RecallService;
- import com.tzld.longarticle.recommend.server.util.DateUtils;
- import org.apache.poi.ss.usermodel.Cell;
- import org.apache.poi.ss.usermodel.Row;
- import org.apache.poi.ss.usermodel.Sheet;
- import org.apache.poi.ss.usermodel.Workbook;
- import org.apache.poi.xssf.usermodel.XSSFWorkbook;
- import org.junit.jupiter.api.Test;
- import org.springframework.boot.test.context.SpringBootTest;
- import javax.annotation.Resource;
- import java.io.FileOutputStream;
- import java.io.IOException;
- import java.util.*;
- import java.util.stream.Collectors;
- @SpringBootTest(classes = Application.class)
- public class RecommendTest {
- @Resource
- private RecommendService recommendService;
- @Resource
- private RecallService recallService;
- @Resource
- private ArticleRepository articleRepository;
- @Resource
- private ArticleDetailInfoRepository articleDetailInfoRepository;
- @Resource
- private AccountAvgInfoRepository accountAvgInfoRepository;
- @Resource
- private CrawlerBaseMapper crawlerBaseMapper;
- @Resource
- private PublishSortLogRepository publishSortLogRepository;
- // @Test
- // void recall() {
- // RecallParam param = new RecallParam();
- // param.setAccountId("20231213123536190184852");
- // param.setPlanId("20240718181730864154902");
- // RecallResult recallResult = recallService.recall(param);
- // System.out.println(JSONObject.toJSONString(recallResult));
- // }
- //
- // @Test
- // void exportData() {
- // Set<String> ghIds = new HashSet<>(Arrays.asList("gh_adca24a8f429", "gh_e0eb490115f5", "gh_51e4ad40466d", "gh_95ed5ecf9363"));
- // List<Article> articleList = articleRepository.getByGhIdInAndUpdateTimeGreaterThanAndTypeEquals(ghIds, 1722441600L, "9");
- //
- // Map<String, Map<Integer, List<Article>>> map = articleList.stream()
- // .collect(Collectors.groupingBy(Article::getTitle, Collectors.groupingBy(Article::getItemIndex)));
- // Set<String> snList = articleList.stream().map(Article::getWxSn).collect(Collectors.toSet());
- // List<ArticleDetailInfo> articleDetailInfoList = articleDetailInfoRepository.getAllByWxSnIn(new ArrayList<>(snList));
- // Map<String, List<ArticleDetailInfo>> articleDetailInfoMap = articleDetailInfoList.stream()
- // .collect(Collectors.groupingBy(ArticleDetailInfo::getWxSn));
- //
- // List<AccountAvgInfo> accountAvgInfoList = accountAvgInfoRepository.getAllByGhIdInAndStatusEquals(ghIds, 1);
- // Map<String, Map<String, AccountAvgInfo>> accountAvgInfoIndexMap = accountAvgInfoList.stream().collect(
- // Collectors.groupingBy(AccountAvgInfo::getGhId, Collectors.toMap(AccountAvgInfo::getPosition, o -> o)));
- // JSONArray jsonArray = new JSONArray();
- // for (Article article : articleList) {
- // List<ArticleDetailInfo> articleDetailInfos = articleDetailInfoMap.get(article.getWxSn());
- // if (CollectionUtils.isEmpty(articleDetailInfos)) {
- // continue;
- // }
- // Date minDate = articleDetailInfos.stream().map(ArticleDetailInfo::getRecallDt).min(Date::compareTo).orElse(new Date());
- // int sumfirstLevel = 0;
- // int sumFission0 = 0;
- // int sumFission1 = 0;
- // int sumFission2 = 0;
- // for (ArticleDetailInfo articleDetailInfo : articleDetailInfos) {
- // if (articleDetailInfo.getRecallDt().equals(minDate)) {
- // sumfirstLevel += Optional.ofNullable(articleDetailInfo.getFirstLevel()).orElse(0);
- // sumFission0 += Optional.ofNullable(articleDetailInfo.getFission0()).orElse(0);
- // sumFission1 += Optional.ofNullable(articleDetailInfo.getFission1()).orElse(0);
- // sumFission2 += Optional.ofNullable(articleDetailInfo.getFission2()).orElse(0);
- // }
- // }
- // Map<String, AccountAvgInfo> accountAvgInfoMap = accountAvgInfoIndexMap.get(article.getGhId());
- // AccountAvgInfo avgInfo = accountAvgInfoMap.get(article.getItemIndex().toString());
- // SimpleDateFormat sdf = new SimpleDateFormat("yyyyMMdd");
- // String date = sdf.format(new Date(article.getUpdateTime() * 1000));
- // JSONObject obj = new JSONObject();
- // obj.put("ghId", article.getGhId());
- // obj.put("accountName", article.getAccountName());
- // obj.put("title", article.getTitle());
- // obj.put("index", article.getItemIndex());
- // obj.put("viewCount", article.getShowViewCount());
- // obj.put("time", date);
- // if (Objects.nonNull(avgInfo)) {
- // obj.put("fans", avgInfo.getFans());
- // obj.put("avgViewCount", avgInfo.getReadAvg());
- // obj.put("viewCountRate", (article.getShowViewCount() * 1.0) / avgInfo.getReadAvg());
- // }
- // obj.put("firstLevel", sumfirstLevel);
- // obj.put("fission0", sumFission0);
- // obj.put("fission1", sumFission1);
- // obj.put("fission2", sumFission2);
- // jsonArray.add(obj);
- // }
- // System.out.println(jsonArray.toJSONString());
- // }
- //
- // @Test
- // void ii() throws IOException {
- // String dateStr = "20240911";
- // List<AccountAvgInfo> accountAvgInfoList = accountAvgInfoRepository.getAllByStatusEquals(1);
- // Map<String, String> accountMap = accountAvgInfoList.stream().collect(
- // Collectors.toMap(AccountAvgInfo::getAccountName, AccountAvgInfo::getGhId, (existing, replacement) -> replacement));
- // BufferedReader reader = new BufferedReader(new FileReader("/Users/wangyunpeng/Downloads/账号相关性.json"));
- // StringBuilder sb = new StringBuilder();
- // String line;
- // while ((line = reader.readLine()) != null) {
- // sb.append(line);
- // }
- // String jsonStr = sb.toString();
- // // 使用 ObjectMapper 解析 JSON
- // ObjectMapper objectMapper = new ObjectMapper();
- //
- // try {
- // // 将 JSON 转换为 Map<String, Map<String, Double>>
- // Map<String, Map<String, Double>> result = objectMapper.readValue(jsonStr,
- // new TypeReference<Map<String, Map<String, Double>>>() {
- // });
- //
- // // 输出转换结果
- // System.out.println(result);
- // List<AccountCorrelation> saveList = new ArrayList<>();
- // result.forEach((k, v) -> {
- // String ghId = accountMap.get(k);
- // v.forEach((k1, v1) -> {
- // String relGhId = accountMap.get(k1);
- // AccountCorrelation save = new AccountCorrelation();
- // save.setDateStr(dateStr);
- // save.setGhId(ghId);
- // save.setAccountName(k);
- // save.setRelGhId(relGhId);
- // save.setRelAccountName(k1);
- // save.setStatus(1);
- // save.setCorrelation(v1);
- // saveList.add(save);
- // });
- // });
- // List<AccountCorrelation> all = new ArrayList<>(saveList);
- // for (AccountCorrelation item : all) {
- // if (!item.getGhId().equals(item.getRelGhId())) {
- // AccountCorrelation save = new AccountCorrelation();
- // BeanUtils.copyProperties(item, save);
- // save.setGhId(item.getRelGhId());
- // save.setAccountName(item.getRelAccountName());
- // save.setRelGhId(item.getGhId());
- // save.setRelAccountName(item.getAccountName());
- // saveList.add(save);
- // }
- // }
- // crawlerBaseMapper.batchInsertAccountCorrelation(saveList);
- //
- //
- // } catch (IOException e) {
- // e.printStackTrace();
- // }
- // }
- @Test
- public void test() {
- List<String> morning = Lists.newArrayList("gh_084a485e859a", "gh_183d80deffb8", "gh_5ff48e9fb9ef", "gh_6d9f36e3a7be", "gh_9f8dc5b0c74e", "gh_e0eb490115f5", "gh_e24da99dc899");
- List<String> noon = Lists.newArrayList("gh_080bb43aa0dc", "gh_0c89e11f8bf3", "gh_192c9cf58b13", "gh_1b27dd1beeca", "gh_1d887d61088c", "gh_29074b51f2b7", "gh_3ed305b5817f", "gh_5ae65db96cb7", "gh_6b7c2a257263", "gh_6cfd1132df94", "gh_6d205db62f04", "gh_72bace6b3059", "gh_7e5818b2dd83", "gh_7f5075624a50", "gh_89ef4798d3ea", "gh_9877c8541764", "gh_9eef14ad6c16", "gh_a2901d34f75b", "gh_b15de7c99912", "gh_b676b7ad9b74", "gh_b6f2c5332c72", "gh_bfe5b705324a", "gh_bff0bcb0694a", "gh_c5cdf60d9ab4", "gh_c69776baf2cd", "gh_d49df5e974ca", "gh_d4dffc34ac39", "gh_dd4c857bbb36", "gh_ee78360d06f5", "gh_f25b5fb01977", "gh_f902cea89e48", "gh_ff487cb5dab3");
- String dateStr = "2024-09-12";
- List<Article> articleList = articleRepository.getByUpdateTimeGreaterThanAndTypeEquals(1725120000L, "9");
- articleList = articleList.stream().filter(o -> o.getItemIndex() == 1 && o.getUpdateTime() < 1726675200).collect(Collectors.toList());
- Map<String, List<Article>> map = articleList.stream().collect(Collectors.groupingBy(Article::getTitle));
- List<AccountAvgInfo> accountAvgInfoList = accountAvgInfoRepository.getAllByUpdateTime(dateStr);
- accountAvgInfoList = accountAvgInfoList.stream().filter(o -> o.getPosition().equals("1")).collect(Collectors.toList());
- Map<String, AccountAvgInfo> accountAvgInfoMap = accountAvgInfoList.stream().collect(Collectors.toMap(AccountAvgInfo::getGhId, o -> o));
- List<String> wxSnList = articleList.stream().map(Article::getWxSn).collect(Collectors.toList());
- List<ArticleDetailInfo> articleDetailInfoList = articleDetailInfoRepository.getAllByWxSnIn(wxSnList);
- Map<String, List<ArticleDetailInfo>> articleDetailInfoMap = articleDetailInfoList.stream()
- .collect(Collectors.groupingBy(ArticleDetailInfo::getWxSn));
- JSONArray result = new JSONArray();
- int sumFissionMorning = 0;
- int sumFissionMoon = 0;
- int sumReadMorning = 0;
- int sumReadNoon = 0;
- long sumFansMorning = 0;
- long sumFansMoon = 0;
- double readAvgMorning = 0.0;
- double readAvgMoon = 0.0;
- for (Article article : articleList) {
- List<ArticleDetailInfo> articleDetailInfos = articleDetailInfoMap.get(article.getWxSn());
- if (CollectionUtil.isEmpty(articleDetailInfos)) {
- continue;
- }
- Date minDate = articleDetailInfos.stream().map(ArticleDetailInfo::getRecallDt).min(Date::compareTo).orElse(new Date());
- AccountAvgInfo accountAvgInfo = accountAvgInfoMap.get(article.getGhId());
- for (ArticleDetailInfo articleDetailInfo : articleDetailInfos) {
- if (articleDetailInfo.getRecallDt().equals(minDate)) {
- if (morning.contains(article.getGhId())) {
- sumFissionMorning += Optional.ofNullable(articleDetailInfo.getFission0()).orElse(0);
- sumFissionMorning += Optional.ofNullable(articleDetailInfo.getFission1()).orElse(0);
- sumFissionMorning += Optional.ofNullable(articleDetailInfo.getFission2()).orElse(0);
- }
- if (noon.contains(article.getGhId())) {
- sumFissionMoon += Optional.ofNullable(articleDetailInfo.getFission0()).orElse(0);
- sumFissionMoon += Optional.ofNullable(articleDetailInfo.getFission1()).orElse(0);
- sumFissionMoon += Optional.ofNullable(articleDetailInfo.getFission2()).orElse(0);
- }
- }
- }
- if (Objects.nonNull(accountAvgInfo)) {
- if (morning.contains(article.getGhId())) {
- readAvgMorning += accountAvgInfo.getReadAvg();
- sumFansMorning += accountAvgInfo.getFans();
- sumReadMorning += article.getShowViewCount();
- }
- if (noon.contains(article.getGhId())) {
- readAvgMoon += accountAvgInfo.getReadAvg();
- sumFansMoon += accountAvgInfo.getFans();
- sumReadNoon += article.getShowViewCount();
- }
- }
- }
- JSONObject jsonObjectMorning = new JSONObject();
- jsonObjectMorning.put("时间", "早上");
- jsonObjectMorning.put("sumFission", sumFissionMorning);
- jsonObjectMorning.put("readAvg", readAvgMorning);
- jsonObjectMorning.put("rate", sumFissionMorning / readAvgMorning);
- jsonObjectMorning.put("sumRead", sumReadMorning);
- jsonObjectMorning.put("sumFans", sumFansMorning);
- jsonObjectMorning.put("阅读率", sumReadMorning / (double) sumFansMorning);
- result.add(jsonObjectMorning);
- JSONObject jsonObjectMoon = new JSONObject();
- jsonObjectMoon.put("时间", "中午");
- jsonObjectMoon.put("sumFission", sumFissionMoon);
- jsonObjectMoon.put("readAvg", readAvgMoon);
- jsonObjectMoon.put("rate", sumFissionMoon / readAvgMoon);
- jsonObjectMoon.put("sumRead", sumReadNoon);
- jsonObjectMoon.put("sumFans", sumFansMoon);
- jsonObjectMoon.put("阅读率", sumReadNoon / (double) sumFansMoon);
- result.add(jsonObjectMoon);
- System.out.println(JSONObject.toJSONString(result));
- }
- @Test
- public void exportScoreData() {
- List<String> ghIds = Lists.newArrayList("gh_e24da99dc899",
- "gh_183d80deffb8",
- "gh_be8c29139989",
- "gh_c69776baf2cd",
- "gh_b15de7c99912",
- "gh_1d887d61088c",
- "gh_3ed305b5817f",
- "gh_3e91f0624545",
- "gh_30816d8adb52",
- "gh_970460d9ccec",
- "gh_749271f1ccd5"
- );
- List<PublishSortLog> sortLogList = publishSortLogRepository.findByGhIdInAndDateStrGreaterThanEqual(ghIds, "20240907");
- sortLogList = sortLogList.stream().filter(o -> o.getIndex() == 1).collect(Collectors.toList());
- sortLogList.sort(Comparator.comparing(PublishSortLog::getGhId).thenComparing(PublishSortLog::getDateStr));
- List<Article> articleList = articleRepository.getByGhIdInAndUpdateTimeGreaterThanAndTypeEquals(ghIds, 1725638400L, "9");
- articleList = articleList.stream().filter(o -> o.getItemIndex() == 1).collect(Collectors.toList());
- Map<String, Map<String, Article>> articleMap = articleList.stream().collect(Collectors.groupingBy(Article::getGhId, Collectors.toMap(
- o -> DateUtils.timestampToYMDStr(o.getUpdateTime(),"yyyyMMdd"), o -> o,
- (existing, replacement) -> replacement)));
- List<AccountAvgInfo> accountAvgInfoList = accountAvgInfoRepository.getAllByGhIdIn(new HashSet<>(ghIds));
- Map<String, Map<String, AccountAvgInfo>> accountAvgInfoMap = accountAvgInfoList.stream()
- .filter(o -> Objects.equals(o.getPosition(), "1")).collect(Collectors.groupingBy(AccountAvgInfo::getGhId,
- Collectors.toMap(AccountAvgInfo::getUpdateTime, o -> o)));
- Workbook workbook = new XSSFWorkbook();
- Sheet sheet = workbook.createSheet("ExampleSheet");
- int rowNum = 0;
- // 创建标题行
- Row titleRow = sheet.createRow(rowNum);
- Cell titleCell = titleRow.createCell(0);
- titleCell.setCellValue("日期");
- titleCell = titleRow.createCell(1);
- titleCell.setCellValue("ghID");
- titleCell = titleRow.createCell(2);
- titleCell.setCellValue("账号名称");
- titleCell = titleRow.createCell(3);
- titleCell.setCellValue("标题");
- titleCell = titleRow.createCell(4);
- titleCell.setCellValue("策略");
- titleCell = titleRow.createCell(5);
- titleCell.setCellValue("得分");
- titleCell = titleRow.createCell(6);
- titleCell.setCellValue("HisFissionFansRateRateStrategy");
- titleCell = titleRow.createCell(7);
- titleCell.setCellValue("HisFissionAvgReadRateRateStrategy");
- titleCell = titleRow.createCell(8);
- titleCell.setCellValue("PublishTimesStrategy");
- titleCell = titleRow.createCell(9);
- titleCell.setCellValue("ViewCountRateCorrelationStrategy");
- titleCell = titleRow.createCell(10);
- titleCell.setCellValue("HisFissionAvgReadSumRateStrategy");
- titleCell = titleRow.createCell(11);
- titleCell.setCellValue("HisFissionAvgReadRateCorrelationRateStrategy");
- titleCell = titleRow.createCell(12);
- titleCell.setCellValue("HisFissionFansSumRateStrategy");
- titleCell = titleRow.createCell(13);
- titleCell.setCellValue("SimilarityStrategy");
- titleCell = titleRow.createCell(14);
- titleCell.setCellValue("ViewCountStrategy");
- titleCell = titleRow.createCell(15);
- titleCell.setCellValue("ViewCountRateStrategy");
- titleCell = titleRow.createCell(16);
- titleCell.setCellValue("HisFissionDeWeightAvgReadSumRateStrategy");
- titleCell = titleRow.createCell(17);
- titleCell.setCellValue("阅读量");
- titleCell = titleRow.createCell(18);
- titleCell.setCellValue("阅读均值");
- titleCell = titleRow.createCell(19);
- titleCell.setCellValue("阅读均值倍数");
- // 填充数据
- String title = "";
- for (PublishSortLog publishSortLog : sortLogList) {
- Map<String, Article> dateArticleMap = articleMap.get(publishSortLog.getGhId());
- Article article = dateArticleMap.get(publishSortLog.getDateStr());
- if (Objects.isNull(article) || !publishSortLog.getTitle().equals(article.getTitle())) {
- continue;
- }
- if (publishSortLog.getTitle().equals(title)) {
- continue;
- }
- title = publishSortLog.getTitle();
- rowNum++;
- Row row = sheet.createRow(rowNum);
- Cell cell = row.createCell(0);
- cell.setCellValue(publishSortLog.getDateStr());
- cell = row.createCell(1);
- cell.setCellValue(publishSortLog.getGhId());
- cell = row.createCell(2);
- cell.setCellValue(publishSortLog.getAccountName());
- cell = row.createCell(3);
- cell.setCellValue(publishSortLog.getTitle());
- cell = row.createCell(4);
- cell.setCellValue(publishSortLog.getStrategy());
- cell = row.createCell(5);
- cell.setCellValue(publishSortLog.getScore());
- cell = row.createCell(6);
- JSONObject scoreMap = JSONObject.parseObject(publishSortLog.getScoreMap());
- cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("HisFissionFansRateRateStrategy")).orElse(0.0)));
- cell = row.createCell(7);
- cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("HisFissionAvgReadRateRateStrategy")).orElse(0.0)));
- cell = row.createCell(8);
- cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("PublishTimesStrategy")).orElse(0.0)));
- cell = row.createCell(9);
- cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("ViewCountRateCorrelationStrategy")).orElse(0.0)));
- cell = row.createCell(10);
- cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("HisFissionAvgReadSumRateStrategy")).orElse(0.0)));
- cell = row.createCell(11);
- cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("HisFissionAvgReadRateCorrelationRateStrategy")).orElse(0.0)));
- cell = row.createCell(12);
- cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("HisFissionFansSumRateStrategy")).orElse(0.0)));
- cell = row.createCell(13);
- cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("SimilarityStrategy")).orElse(0.0)));
- cell = row.createCell(14);
- cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("ViewCountStrategy")).orElse(0.0)));
- cell = row.createCell(15);
- cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("ViewCountRateStrategy")).orElse(0.0)));
- cell = row.createCell(16);
- cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("HisFissionDeWeightAvgReadSumRateStrategy")).orElse(0.0)));
- cell = row.createCell(17);
- cell.setCellValue(article.getShowViewCount());
- cell = row.createCell(18);
- Map<String, AccountAvgInfo> map = accountAvgInfoMap.get(article.getGhId());
- if (Objects.nonNull(map)) {
- List<String> avgMapDateList = new ArrayList<>(map.keySet());
- String publishDate = DateUtils.findNearestDate(avgMapDateList,
- DateUtils.timestampToYMDStr(article.getUpdateTime(), "yyyy-MM-dd"), "yyyy-MM-dd");
- AccountAvgInfo accountAvgInfo = map.get(publishDate);
- if (Objects.nonNull(accountAvgInfo)) {
- cell.setCellValue(accountAvgInfo.getReadAvg());
- cell = row.createCell(19);
- cell.setCellValue(String.format("%.3f", article.getShowViewCount() / (double) accountAvgInfo.getReadAvg()));
- }
- }
- }
- try (FileOutputStream outputStream = new FileOutputStream("/Users/wangyunpeng/Downloads/example.xlsx")) {
- workbook.write(outputStream);
- } catch (IOException e) {
- e.printStackTrace();
- } finally {
- try {
- workbook.close();
- } catch (IOException e) {
- e.printStackTrace();
- }
- }
- }
- }
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