SearchExplainerService.java 40.7 KB
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package com.yoho.search.service.searchexplainer;

import com.carrotsearch.hppc.ObjectLookupContainer;
import com.google.common.cache.CacheBuilder;
import com.google.common.cache.CacheLoader;
import com.yoho.search.base.utils.ISearchConstants;
import com.yoho.search.base.utils.ProductIndexEsField;
import com.yoho.search.common.SearchServiceConfiger;
import com.yoho.search.core.es.IElasticsearchClient;
import com.yoho.search.core.es.model.SearchField;
import com.yoho.search.core.es.model.SearchParam;
import com.yoho.search.core.es.model.SearchResult;
import com.yoho.search.core.es.utils.SearchFieldUtils;
import com.yoho.search.service.base.ESClientMgr;
import com.yoho.search.service.searchexplainer.models.*;
import org.apache.commons.collections.CollectionUtils;
import org.apache.commons.lang3.StringUtils;
import org.elasticsearch.action.admin.indices.analyze.AnalyzeResponse;
import org.elasticsearch.action.admin.indices.mapping.get.GetMappingsResponse;
import org.elasticsearch.cluster.metadata.MappingMetaData;
import org.elasticsearch.index.query.QueryBuilders;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;
import org.springframework.util.Assert;

import java.io.IOException;
import java.util.*;
import java.util.concurrent.ExecutionException;
import java.util.concurrent.TimeUnit;
import java.util.stream.Collectors;

/**
 * Created by ginozhang on 2016/11/16.
 */
@Service
public class SearchExplainerService {

    private static final Logger logger = LoggerFactory.getLogger(SearchExplainerService.class);


    @Autowired
    private ESClientMgr esClientMgr;
    @Autowired
    private SearchServiceConfiger searchServiceConfiger;


    private static final String DEFAULT_ANALYZER = "keyword";

    private static final String MATCH_TYPE_STRING = "String Match";
    private static final String MATCH_TYPE_RANGE = "Range Match";

    private static final String RETURN_TYPE_ALL = "all";
    private static final String RETURN_TYPE_MATCH_ONLY = "match_only";


    private volatile Map<String, FieldDesc> localFieldDescMap = null;

    private volatile Map<String, List<String>> localCopiedFieldMap = null;

    private volatile List<String> localMutilFields = null;

    private volatile List<FieldWithBoost> localMutilFieldWithBoostList = null;

    // 入参和索引中字段名的映射
    @SuppressWarnings("serial")
    private final static Map<String, EsField> fieldMap = new HashMap<String, EsField>() {
        {
            // 字符类
            put("brand", new EsField(ProductIndexEsField.brandId, MATCH_TYPE_STRING));
            put("shop", new EsField(ProductIndexEsField.shopId, MATCH_TYPE_STRING));
            put("msort", new EsField(ProductIndexEsField.maxSortId, MATCH_TYPE_STRING));
            put("misort", new EsField(ProductIndexEsField.middleSortId, MATCH_TYPE_STRING));
            put("sort", new EsField(ProductIndexEsField.smallSortId, MATCH_TYPE_STRING));
            put("color", new EsField(ProductIndexEsField.colorIds, MATCH_TYPE_STRING));
            put("size", new EsField(ProductIndexEsField.sizeIds, MATCH_TYPE_STRING));
            put("price", new EsField(ProductIndexEsField.salesPrice, MATCH_TYPE_STRING));
            put("gender", new EsField(ProductIndexEsField.gender, MATCH_TYPE_STRING));
            put("specialoffer", new EsField(ProductIndexEsField.specialoffer, MATCH_TYPE_STRING));
            put("isdiscount", new EsField(ProductIndexEsField.isDiscount, MATCH_TYPE_STRING));
            put("promotion", new EsField(ProductIndexEsField.ispromotion, MATCH_TYPE_STRING));
            put("vdt", new EsField(ProductIndexEsField.vipDiscountType, MATCH_TYPE_STRING));
            put("attribute", new EsField(ProductIndexEsField.attribute, MATCH_TYPE_STRING));
            put("limited", new EsField(ProductIndexEsField.islimited, MATCH_TYPE_STRING));
            put("new", new EsField(ProductIndexEsField.isnew, MATCH_TYPE_STRING));
            put("outlets", new EsField(ProductIndexEsField.isOutlets, MATCH_TYPE_STRING));
            put("status", new EsField(ProductIndexEsField.status, MATCH_TYPE_STRING));
            put("style", new EsField(ProductIndexEsField.styleIds, MATCH_TYPE_STRING));
            put("sell_channels", new EsField(ProductIndexEsField.sellChannels, MATCH_TYPE_STRING));
            put("folder_id", new EsField(ProductIndexEsField.folderId, MATCH_TYPE_STRING));
            put("series_id", new EsField(ProductIndexEsField.seriesId, MATCH_TYPE_STRING));
            put("day", new EsField(ProductIndexEsField.shelveDay, MATCH_TYPE_STRING));
            put("brand", new EsField(ProductIndexEsField.salesPrice, MATCH_TYPE_STRING));
            put("shop", new EsField(ProductIndexEsField.salesPrice, MATCH_TYPE_STRING));
            put("brand", new EsField(ProductIndexEsField.brandId, MATCH_TYPE_STRING));
            put("shop", new EsField(ProductIndexEsField.shopId, MATCH_TYPE_STRING));
            put("brand", new EsField(ProductIndexEsField.brandId, MATCH_TYPE_STRING));
            put("ageLevel", new EsField(ProductIndexEsField.ageLevel, MATCH_TYPE_STRING));
            put("product_skn", new EsField(ProductIndexEsField.productSkn, MATCH_TYPE_STRING));
            // 范围类
            put("stocknumber", new EsField(ProductIndexEsField.storageNum, MATCH_TYPE_RANGE));
            put("p_d", new EsField(ProductIndexEsField.promotionDiscountInt, MATCH_TYPE_RANGE));
            put("p_d_int", new EsField(ProductIndexEsField.promotionDiscountInt, MATCH_TYPE_RANGE));
            put("first_shelve_time", new EsField(ProductIndexEsField.firstShelveTime, MATCH_TYPE_RANGE));
            put("shelve_time", new EsField(ProductIndexEsField.shelveTime, MATCH_TYPE_RANGE));
        }
    };

    public String fieldConvert(String paraField) {
        EsField esField = fieldMap.get(paraField);
        if (esField == null) {
            return null;
        }
        return esField.getFieldName();
    }

    public void clearCachedData() {
        this.localMutilFields = null;
        this.localMutilFieldWithBoostList = null;
        this.localCopiedFieldMap = null;
        this.localFieldDescMap = null;
    }

    public Map<String, Object> show(Map<String, String> paramMap) throws Exception {
        Map<String, Object> map = new LinkedHashMap<>();
        String skn = paramMap.get("skn");
        if (StringUtils.isEmpty(skn)) {
            map.put("code", "400");
            map.put("message", "skn is null");
            return map;
        }

        String keyword = paramMap.get("query");
        long start = System.currentTimeMillis();
        logger.info("Begin to show skn tokens. skn={}, keyword={}.", skn, keyword);
        List<SearchFieldResult> resultList = new ArrayList<>();

        // 1. 获取document
        Map<String, Object> document = getDocumentBySkn(skn);
        logger.info("Get the document for the product. document: \n{}", document);

        // 2. 解析mapping文件获取字段元数据
        Map<String, FieldDesc> fieldDescMap = parseMapping();
        logger.info("Get the field description by mapping. fieldDescMap: \n{}", fieldDescMap);

        // 3. 处理多字段和copy_to的字段并赋值
        processMultiFields(fieldDescMap, document);
        processCopiedFields(fieldDescMap, document);
        logger.info("Set the value of copied field succeeded.");

        // 4. 分析每个multi-match的每个字段
        List<String> sortedSearchFields = getSortedSearchFields();
        logger.info("Get the search fields. fields: {}", sortedSearchFields);

        // TODO: 这里先只取search_analyzer是ik_complex的 对于productSkn_ansj进行忽略处理
        FieldDesc maxBoostField = fieldDescMap.get(sortedSearchFields.get(0));
        Assert.notNull(maxBoostField.search_analyzer, "for " + sortedSearchFields.get(0));
        for (FieldWithBoost fieldWithBoost : this.localMutilFieldWithBoostList) {
            FieldDesc fieldDesc = fieldDescMap.get(fieldWithBoost.fieldName);
            Assert.notNull(fieldDesc, "for " + fieldWithBoost.fieldName);
            if (maxBoostField.search_analyzer.equals(fieldDesc.search_analyzer)) {
                resultList.add(showSingleField(fieldWithBoost, document.get(fieldWithBoost.fieldName), fieldDesc));
            }
        }

        // 5. 对query的关键字进行分词
        List<String> searchTokens = StringUtils.isNotEmpty(keyword) ? getKeyWordAnalyzerResult(maxBoostField, keyword) : null;

        // 6. 处理匹配结果。匹配结果暂时只考虑是cross_fields的 并且所有字段的search_analyzer都是ik_complex
        boolean queryMatchResult = true;
        if (CollectionUtils.isNotEmpty(searchTokens)) {
            for (String searchToken : searchTokens) {
                boolean isTokenMatched = false;
                for (SearchFieldResult searchFieldResult : resultList) {
                    if (searchFieldResult.getTokens().contains(searchToken)) {
                        searchFieldResult.addMatchToken(searchToken);
                        searchFieldResult.setMatchResult(true);
                        isTokenMatched = true;
                        break;
                    }
                }
                // 只有所有token都匹配成功才返回true
                queryMatchResult = queryMatchResult && isTokenMatched;
            }
        }

        for (SearchFieldResult searchFieldResult : resultList) {
            searchFieldResult.setTokens(Arrays.asList(StringUtils.join(searchFieldResult.getTokens(), ";")));
        }

        map.put("code", "200");
        map.put("message", "show skn tokens");
        map.put("data", resultList);
        map.put("searchTokens", searchTokens);

        map.put("queryMatchResult", queryMatchResult);
        logger.info("End to show skn tokens. skn={}, keyword={}, cost={}.", skn, keyword, System.currentTimeMillis() - start);
        return map;
    }

    private SearchFieldResult showSingleField(FieldWithBoost fieldWithBoost, Object fieldValue, FieldDesc fieldDesc) throws Exception {

        SearchFieldResult searchFieldResult = new SearchFieldResult();
        searchFieldResult.setFieldName(fieldWithBoost.fieldName);
        searchFieldResult.setBoost(fieldWithBoost.boost);
        searchFieldResult.setIndexAnalyzer(fieldDesc.analyzer);
        searchFieldResult.setSearchAnalyzer(fieldDesc.search_analyzer);

        String fieldValueStr = fieldValue != null ? fieldValue.toString() : null;
        List<String> tokens = getAnalyzerResult(fieldDesc, fieldValueStr);
        searchFieldResult.setFieldValue(fieldValueStr);
        searchFieldResult.setTokens(tokens);
        return searchFieldResult;
    }

    public Map<String, Object> explain(Map<String, String> paramMap) throws Exception {
        long start = System.currentTimeMillis();
        logger.info("Begin to explain search. start: {}, paramMap: {}.", start, paramMap);
        String skn = paramMap.get("skn");
        if (StringUtils.isEmpty(skn)) {
            Map<String, Object> map = new LinkedHashMap<>();
            map.put("code", "400");
            map.put("message", "skn is null");
            return map;
        }

        String returnType = paramMap.get("returnType");
        if (returnType == null) {
            returnType = RETURN_TYPE_MATCH_ONLY;
        }

        String multiSearchType = paramMap.get("multiSearchType");
        if (multiSearchType == null) {
            multiSearchType = searchServiceConfiger.getSearchMultiMatchQueryType();
        }

        String keyword = paramMap.get("query");
        logger.info("Begin to explain search keyword [{}] for product skn {}.", keyword, skn);

        // 1. 根据skn获取es中的数据
        Map<String, Object> document = getDocumentBySkn(skn);
        logger.info("Get the document for the product. document: \n{}", document);

        // 2.分析过滤的参数
        Map<String, Object> explainResult = explainFilter(paramMap, document);

        if ((Boolean) explainResult.get("filter_match") && StringUtils.isNotEmpty(keyword)) {
            List<SearchMatch> queryMatchList = explainMultiMatchQuery(document, keyword, returnType, multiSearchType);
            explainResult.put("query_match", queryMatchList.stream().anyMatch(SearchMatch::isMatch));
            explainResult.put("query_list", queryMatchList);
        }

        logger.info("End to explain search keyword [{}] for product skn {}. cost: {}", keyword, skn, System.currentTimeMillis() - start);
        return explainResult;
    }

    private Map<String, Object> explainFilter(Map<String, String> paramMap, Map<String, Object> document) {
        Map<String, Object> map = new LinkedHashMap<>();
        List<String> warns = new ArrayList<>();
        boolean isFilterMatch = true;
        List<FilterMatch> filterMatchList = new ArrayList<>();
        for (Map.Entry<String, String> entry : paramMap.entrySet()) {
            String key = entry.getKey();
            if (key.equals("query") || key.equals("skn") || key.equals("returnType")) {
                continue;
            }

            if (!fieldMap.containsKey(key)) {
                warns.add("parameter " + key + " is invalid\n");
                continue;
            }

            Object value = document.get(fieldConvert(key));
            if (value != null) {
                String paraValue = value.toString();
                EsField esField = fieldMap.get(key);
                // 将入参和字段值都转化为字符数组
                String[] paraArray = entry.getValue().split(",");
                String[] indexArray = paraValue.split(",");
                Set<String> indexSet = new HashSet<String>(indexArray.length);
                for (String i : indexArray) {
                    indexSet.add(i);
                }
                // 字符匹配比较
                if (MATCH_TYPE_STRING.equals(esField.getFieldType())) {
                    for (String p : paraArray) {
                        if (!indexSet.contains(p)) {
                            filterMatchList.add(new FilterMatch(key, entry.getValue(), paraValue, esField.getFieldType(), false));
                            isFilterMatch = false;
                        }
                    }
                }
                // 取值范围比较
                if (MATCH_TYPE_RANGE.equals(esField.getFieldType())) {
                    if (key.equals("stocknumber")) {
                        if (Integer.valueOf(value.toString()) < 1) {
                            filterMatchList.add(new FilterMatch(key, entry.getValue(), paraValue, esField.getFieldType(), false));
                            isFilterMatch = false;
                        }
                    } else if (paraArray.length == 2 && indexArray.length == 1) {
                        Integer paraRangeStart = Integer.valueOf(paraArray[0]);
                        Integer paraRangeEnd = Integer.valueOf(paraArray[1]);
                        Integer indexValue = Integer.valueOf(indexArray[0]);
                        if (indexValue < paraRangeStart || indexValue > paraRangeEnd) {
                            filterMatchList.add(new FilterMatch(key, entry.getValue(), paraValue, esField.getFieldType(), false));
                            isFilterMatch = false;
                        }
                    }
                }
            }
        }

        map.put("code", "200");
        map.put("message", "search explainer");
        if (CollectionUtils.isNotEmpty(warns)) {
            map.put("warn", warns);
        }
        map.put("filter_match", isFilterMatch);
        map.put("filter_list", filterMatchList);

        return map;
    }

    private List<SearchMatch> explainMultiMatchQuery(Map<String, Object> document, String keyword, String returnType, String multiSearchType) throws Exception {
        // 3. 解析mapping文件获取字段元数据
        Map<String, FieldDesc> fieldDescMap = parseMapping();
        logger.info("Get the field description by mapping. fieldDescMap: \n{}", fieldDescMap);

        // 4. 处理多字段和copy_to的字段并赋值
        processMultiFields(fieldDescMap, document);
        processCopiedFields(fieldDescMap, document);
        logger.info("Set the value of copied field succeeded.");

        // 5. 分析每个multi-match的每个字段 根据分词结果判定是否匹配
        List<String> sortedSearchFields = getSortedSearchFields();
        logger.info("Get the search fields. fields: {}", sortedSearchFields);

        if ("cross_fields".equalsIgnoreCase(multiSearchType)) {
            return explainCrossFieldsQuery(document, keyword, returnType, fieldDescMap, sortedSearchFields);
        } else {
            return explainBestFieldsQuery(document, keyword, returnType, fieldDescMap, sortedSearchFields);
        }
    }

    private List<SearchMatch> explainBestFieldsQuery(Map<String, Object> document, String keyword, String returnType, Map<String, FieldDesc> fieldDescMap,
                                                     List<String> sortedSearchFields) throws Exception {
        boolean isQueryMatch = false;
        boolean isFieldQueryMatch = false;
        List<SearchMatch> queryMatchList = new ArrayList<>();
        for (String field : sortedSearchFields) {
            String value = document.get(field) != null ? document.get(field).toString() : null;
            FieldDesc fieldDesc = fieldDescMap.get(field);
            Assert.notNull(fieldDesc, "no field " + field + " defined.");
            List<String> analyzerResult = getAnalyzerResult(fieldDesc, value);
            List<String> keywordAnalyzerResult = getKeyWordAnalyzerResult(fieldDesc, keyword);
            isFieldQueryMatch = judgeMatch(analyzerResult, keywordAnalyzerResult);
            isQueryMatch = isFieldQueryMatch || isQueryMatch;
            // 如果是匹配模式则只返回匹配的字段,如果是ALL模式则返回索引字段
            if (isFieldQueryMatch || RETURN_TYPE_ALL.equals(returnType)) {
                queryMatchList.add(new FieldMatch(field, value, fieldDesc.analyzer, analyzerResult, fieldDesc.search_analyzer, keywordAnalyzerResult, isFieldQueryMatch));
            }
            if (isFieldQueryMatch && RETURN_TYPE_MATCH_ONLY.equals(returnType)) {
                // 找到匹配的就返回
                break;
            }
        }
        return queryMatchList;
    }

    private List<SearchMatch> explainCrossFieldsQuery(Map<String, Object> document, String keyword, String returnType, Map<String, FieldDesc> fieldDescMap,
                                                      List<String> sortedSearchFields) throws Exception {
        List<SearchMatch> groupMatchList = new ArrayList<>();
        List<FieldDesc> searchFieldDescList = new ArrayList<>();
        fieldDescMap.forEach((field, fieldDesc) -> {
            if (sortedSearchFields.contains(field)) {
                if (StringUtils.isEmpty(fieldDesc.analyzer)) {
                    fieldDesc.analyzer = DEFAULT_ANALYZER;
                }
                if (StringUtils.isEmpty(fieldDesc.search_analyzer)) {
                    fieldDesc.search_analyzer = fieldDesc.analyzer;
                }

                searchFieldDescList.add(fieldDesc);
            }
        });

        // 根据search_analyzer进行分组
        Map<String, List<FieldDesc>> groupMap = searchFieldDescList.stream().collect(Collectors.groupingBy(fieldDesc -> fieldDesc.search_analyzer));
        for (Map.Entry<String, List<FieldDesc>> groupEntry : groupMap.entrySet()) {
            // 对于cross_field来说 必须所有输入的token在同一组内
            String searchAnalyzer = groupEntry.getValue().get(0).search_analyzer;
            List<String> keywordAnalyzerResult = getAnalyzerTokens(keyword, searchAnalyzer);
            List<String> sortedFieldDescNames = groupEntry.getValue().stream().map(fieldDesc -> fieldDesc.field).collect(Collectors.toList());
            boolean isMatch = true;
            List<FieldMatch> fieldMatchList = new ArrayList<>();
            for (String token : keywordAnalyzerResult) {
                boolean isTokenMatch = false;
                for (String field : sortedSearchFields) {
                    // 检查field是否匹配token
                    if (!sortedFieldDescNames.contains(field)) {
                        continue;
                    }

                    String value = document.get(field) != null ? document.get(field).toString() : null;
                    FieldDesc fieldDesc = fieldDescMap.get(field);
                    Assert.notNull(fieldDesc, "for " + field);
                    List<String> analyzerResult = getAnalyzerResult(fieldDesc, value);
                    boolean isTokenMatchInThisField = analyzerResult.contains(token);
                    isTokenMatch = isTokenMatch || isTokenMatchInThisField;
                    if (isTokenMatchInThisField || RETURN_TYPE_ALL.equals(returnType)) {
                        fieldMatchList.add(new FieldMatch(field, value, fieldDesc.analyzer, analyzerResult, fieldDesc.search_analyzer, Arrays.asList(token),
                                isTokenMatchInThisField));
                    }

                    if (isTokenMatchInThisField && RETURN_TYPE_MATCH_ONLY.equals(returnType)) {
                        // 找到匹配的就返回
                        break;
                    }
                }

                isMatch = isMatch && isTokenMatch;
            }

            if (isMatch || RETURN_TYPE_ALL.equals(returnType)) {
                groupMatchList.add(new GroupMatch("", searchAnalyzer, keywordAnalyzerResult, fieldMatchList, isMatch));
            }
        }

        return groupMatchList;
    }

    public Map<String, Object> getTokens(String skn) throws Exception {
        long start = System.currentTimeMillis();
        logger.info("Begin to get tokens for product skn {}.", skn);

        // 1. 根据skn获取es中的数据
        Map<String, Object> document = getDocumentBySkn(skn);
        logger.info("Get the document for the product. document: \n{}", document);

        // 2. 解析mapping文件获取字段元数据
        Map<String, FieldDesc> fieldDescMap = parseMapping();
        logger.info("Get the field description by mapping. fieldDescMap: \n{}", fieldDescMap);

        // 3. 处理多字段和copy_to的字段并赋值
        processMultiFields(fieldDescMap, document);
        processCopiedFields(fieldDescMap, document);
        logger.info("Set the value of copied field succeeded.");

        // 4. 分析每个multi-match的每个字段 根据权重优先级展示token列表
        List<String> sortedSearchFields = getSortedSearchFields();
        logger.info("Get the search fields. fields: {}", sortedSearchFields);
        // boolean isMatch = false;
        List<String> tokens = new ArrayList<>();
        for (String field : sortedSearchFields) {
            String value = document.get(field) != null ? document.get(field).toString() : null;
            FieldDesc fieldDesc = fieldDescMap.get(field);
            Assert.notNull(fieldDesc, "no field " + field + " defined.");
            List<String> analyzerResult = getAnalyzerResult(fieldDesc, value);
            if (CollectionUtils.isNotEmpty(analyzerResult)) {
                analyzerResult.removeAll(tokens);
                tokens.addAll(analyzerResult);
            }
        }
        Map<String, Object> map = new HashMap<>();
        map.put("code", "200");
        map.put("message", "product tokens.");
        map.put("data", tokens);
        logger.info("End to get tokens for product skn {}. cost: {}", skn, System.currentTimeMillis() - start);
        return map;
    }

    private boolean judgeMatch(List<String> analyzerResult, List<String> keywordAnalyzerResult) {
        // 对于best_fields必须包含所有token
        return analyzerResult.containsAll(keywordAnalyzerResult);
    }

    private List<String> getKeyWordAnalyzerResult(FieldDesc fieldDesc, String keyword) throws ExecutionException {
        if (fieldDesc.noNeedAnalyzer()) {
            return Arrays.asList(keyword);
        }

        String searchAnalyzer = fieldDesc.search_analyzer;
        if (StringUtils.isEmpty(searchAnalyzer)) {
            searchAnalyzer = fieldDesc.analyzer;
        }
        if (StringUtils.isEmpty(searchAnalyzer)) {
            searchAnalyzer = DEFAULT_ANALYZER;
        }
        return getAnalyzerTokens(keyword, searchAnalyzer);
    }

    private List<String> getAnalyzerResult(FieldDesc fieldDesc, String value) throws ExecutionException {
        if (StringUtils.isEmpty(value)) {
            return new ArrayList<>();
        }

        if (fieldDesc.noNeedAnalyzer()) {
            return Arrays.asList(value);
        }

        String analyzer = fieldDesc.analyzer;
        if (StringUtils.isEmpty(analyzer)) {
            analyzer = DEFAULT_ANALYZER;
        }

        return getAnalyzerTokens(value, analyzer);
    }

    private List<String> getAnalyzerTokens(String text, String analyzer) throws ExecutionException {
        // 使用guava的本地缓存
        return CacheBuilder.newBuilder().maximumSize(1000).expireAfterWrite(3, TimeUnit.MINUTES).build(new CacheLoader<String, List<String>>() {
            public List<String> load(String key) {
                // String tempAnalyzer = key.split("@")[0];
                String tempText = key.split("@")[1];
                if ("keyword".equals(analyzer)) {
                    // keyword 分词就不去调用ES
                    return Arrays.asList(tempText);
                }
                IElasticsearchClient client = esClientMgr.getClient(ISearchConstants.INDEX_NAME_PRODUCT_INDEX);
                List<AnalyzeResponse.AnalyzeToken> list = client.getAnalyzeResponse(ISearchConstants.INDEX_NAME_PRODUCT_INDEX, text, analyzer).getTokens();
                return list.stream().map(item -> item.getTerm()).collect(Collectors.toList());
            }
        }).get(analyzer + "@" + text);
    }

    private Map<String, Object> getDocumentBySkn(String skn) throws Exception {
        IElasticsearchClient client = esClientMgr.getClient(ISearchConstants.INDEX_NAME_PRODUCT_INDEX);
        if (!client.indexExists(ISearchConstants.INDEX_NAME_PRODUCT_INDEX)) {
            throw new RuntimeException("index not exist");
        }
        SearchParam searchParam = new SearchParam();
        searchParam.setQuery(QueryBuilders.termQuery("productSkn", skn));
        searchParam.setSize(1);
        SearchResult searchResult = client.search(ISearchConstants.INDEX_NAME_PRODUCT_INDEX, ISearchConstants.INDEX_NAME_PRODUCT_INDEX, searchParam);
        if (searchResult == null || searchResult.getResultList() == null || searchResult.getResultList().isEmpty()) {
            throw new RuntimeException("product skn not exist");
        }
        return searchResult.getResultList().get(0);
    }

    @SuppressWarnings("unchecked")
    private Map<String, FieldDesc> parseMapping() throws Exception {
        if (localFieldDescMap != null) {
            return localFieldDescMap;
        }
        synchronized (this) {
            if (localFieldDescMap != null) {
                // double check
                return localFieldDescMap;
            }
            // 从ES获取mapping
            IElasticsearchClient client = esClientMgr.getClient(ISearchConstants.INDEX_NAME_PRODUCT_INDEX);
            GetMappingsResponse response = client.getMapping(ISearchConstants.INDEX_NAME_PRODUCT_INDEX, ISearchConstants.INDEX_NAME_PRODUCT_INDEX);
            Assert.notNull(response, ISearchConstants.INDEX_NAME_PRODUCT_INDEX);
            ObjectLookupContainer<String> keys = response.getMappings().keys();
            if (keys.isEmpty()) {
                throw new RuntimeException("Cannot get field mapping!");
            }

            String realIndexName = Arrays.asList(keys.toArray(String.class)).get(0);
            MappingMetaData mappingMetaData = response.getMappings().get(realIndexName).get(ISearchConstants.INDEX_NAME_PRODUCT_INDEX);
            if (mappingMetaData == null) {
                throw new RuntimeException("Cannot get field mapping!");
            }

            Map<String, FieldDesc> fieldDescMap = new HashMap<>();
            try {
                Map<String, Object> sourceAsMap = mappingMetaData.getSourceAsMap();
                Map<String, Object> properties = (Map<String, Object>) sourceAsMap.get("properties");
                for (Map.Entry<String, Object> p : properties.entrySet()) {
                    String field = p.getKey();
                    Map<String, Object> fieldPropMap = (Map<String, Object>) p.getValue();
                    parseToFieldDesc(fieldDescMap, field, fieldPropMap);
                }

                localFieldDescMap = fieldDescMap;
                return localFieldDescMap;
            } catch (IOException e) {
                throw new RuntimeException(e);
            }
        }
    }

    @SuppressWarnings("unchecked")
    private void parseToFieldDesc(Map<String, FieldDesc> fieldDescMap, String field, Map<String, Object> fieldPropMap) {
        if (fieldPropMap.containsKey("fields")) {
            // 多字段类型
            Map<String, Object> innerFieldsMap = (Map<String, Object>) fieldPropMap.get("fields");
            for (String innerField : innerFieldsMap.keySet()) {
                String realFieldName = innerField;
                // if (!innerField.equals(field)) {
                realFieldName = field + "." + innerField;
                // }
                parseSingle(fieldDescMap, realFieldName, (Map<String, Object>) innerFieldsMap.get(innerField));
            }
            if (!innerFieldsMap.containsKey(field)) {
                // ES的mapping是平铺的 所以相同名字的不在fields里面
                parseSingle(fieldDescMap, field, fieldPropMap);
            }
        } else if (fieldPropMap.containsKey("properties")) {
            // nested object类型 搜索暂不支持查询内嵌对象的字段
        } else {
            parseSingle(fieldDescMap, field, fieldPropMap);
        }
    }

    @SuppressWarnings("unchecked")
    private void parseSingle(Map<String, FieldDesc> fieldDescMap, String field, Map<String, Object> fieldPropMap) {
        FieldDesc fieldDesc = new FieldDesc();
        fieldDesc.field = field;
        fieldDesc.type = (String) fieldPropMap.get("type");
        fieldDesc.index = (Boolean) fieldPropMap.get("index");
        fieldDesc.analyzer = (String) fieldPropMap.get("analyzer");
        fieldDesc.search_analyzer = (String) fieldPropMap.get("search_analyzer");
        if (fieldDesc.search_analyzer == null && fieldDesc.analyzer != null) {
            fieldDesc.search_analyzer = fieldDesc.analyzer;
        }
        Object copyTo = fieldPropMap.get("copy_to");
        if (copyTo instanceof List) {
            List<String> copyToFields = (List<String>) copyTo;
            for (int i = 0; i < copyToFields.size(); i++) {
                fieldDesc.addCopyTo(copyToFields.get(i));
            }
        } else if (copyTo instanceof String) {
            fieldDesc.addCopyTo((String) copyTo);
        }
        fieldDescMap.put(field, fieldDesc);
    }

    private void processMultiFields(Map<String, FieldDesc> fieldDescMap, Map<String, Object> document) {
        for (String field : fieldDescMap.keySet()) {
            String[] parts = field.split("\\.");
            if (parts != null && parts.length == 2) {
                document.put(field, document.get(parts[0]));
            }
        }
    }

    private void processCopiedFields(Map<String, FieldDesc> fieldDescMap, Map<String, Object> document) {
        Map<String, List<String>> copiedFieldMap = getCopiedFieldMap(fieldDescMap);
        for (Map.Entry<String, List<String>> entry : copiedFieldMap.entrySet()) {
            String copiedField = entry.getKey();
            StringBuilder sb = new StringBuilder();
            for (String field : entry.getValue()) {
                if (document.get(field) != null) {
                    sb.append(document.get(field)).append(" ");
                }
            }
            document.put(copiedField, sb.toString());
        }
    }

    private Map<String, List<String>> getCopiedFieldMap(Map<String, FieldDesc> fieldDescMap) {
        if (localCopiedFieldMap != null) {
            return localCopiedFieldMap;
        }
        synchronized (this) {
            if (localCopiedFieldMap != null) {
                // double check
                return localCopiedFieldMap;
            }
            Map<String, List<String>> copiedFieldMap = new HashMap<>();
            for (Map.Entry<String, FieldDesc> entry : fieldDescMap.entrySet()) {
                for (String dest : entry.getValue().copy_to) {
                    List<String> list = copiedFieldMap.get(dest);
                    if (list == null) {
                        list = new ArrayList<>();
                        copiedFieldMap.put(dest, list);
                    }

                    list.add(entry.getKey());
                }
            }
            localCopiedFieldMap = copiedFieldMap;
            return localCopiedFieldMap;
        }
    }

    private List<String> getSortedSearchFields() {
        if (localMutilFields != null) {
            return localMutilFields;
        }
        synchronized (this) {
            if (localMutilFields != null) {
                // double check
                return localMutilFields;
            }
            List<FieldWithBoost> list = new ArrayList<>();
            List<SearchField> searchFields = SearchFieldUtils.getFuzzySearchFields();
            for (SearchField searchField : searchFields) {
                list.add(new FieldWithBoost(searchField.getEsField(), (int)searchField.getBoost()));
            }
            Collections.sort(list);
            localMutilFieldWithBoostList = list;
            List<String> result = new ArrayList<>();
            for (FieldWithBoost item : localMutilFieldWithBoostList) {
                result.add(item.fieldName);
            }
            localMutilFields = result;
            return localMutilFields;
        }
    }

    public static class FieldWithBoost implements Comparable<FieldWithBoost> {
        int boost;
        String fieldName;

        public FieldWithBoost(String fieldName, int boost) {
            this.boost = boost;
            this.fieldName = fieldName;
        }

        @Override
        public int compareTo(FieldWithBoost o) {
            return o.boost - boost;
        }
    }

    static class FieldDesc {
        String field;

        String type;

        Boolean index;

        String analyzer;

        String search_analyzer;

        Set<String> copy_to = new HashSet<>();

        public void addCopyTo(String item) {
            copy_to.add(item);
        }

        public boolean noNeedAnalyzer() {
            if (index == null) {
                return false;
            }
            if (index == Boolean.TRUE) {
                return false;
            }
            if ("text".equals(type)) {
                return false;
            }
            return true;
        }

        @Override
        public String toString() {
            return "FieldDesc{" + "type='" + type + '\'' + ", index='" + index + '\'' + ", analyzer='" + analyzer + '\'' + ", search_analyzer='" + search_analyzer + '\'' + '}';
        }
    }

    public Map<String, Object> multiFieldAnalyzeList(Map<String, String> paramMap) throws Exception {
        Map<String, Object> map = new LinkedHashMap<>();
        String skn = paramMap.get("skn");
        if (StringUtils.isEmpty(skn)) {
            map.put("code", "400");
            map.put("message", "skn is null");
            return map;
        }

        String keyword = paramMap.get("query");
        long start = System.currentTimeMillis();
        logger.info("Begin to show skn tokens. skn={}, keyword={}.", skn, keyword);

        // 1. 获取document
        Map<String, Object> document = getDocumentBySkn(skn);
        logger.info("Get the document for the product. document: \n{}", document);

        // 2. 解析mapping文件获取字段元数据
        Map<String, FieldDesc> fieldDescMap = parseMapping();
        logger.info("Get the field description by mapping. fieldDescMap: \n{}", fieldDescMap);

        // 3. 处理多字段和copy_to的字段并赋值
        processMultiFields(fieldDescMap, document);
        processCopiedFields(fieldDescMap, document);
        logger.info("Set the value of copied field succeeded.");

        // 4. 分析每个multi-match的每个字段
        List<String> sortedSearchFields = getSortedSearchFields();
        logger.info("Get the search fields. fields: {}", sortedSearchFields);

        Map<String, FieldDesc> multiMatchFieldMap = new HashMap<>();
        sortedSearchFields.forEach(e -> {
            if (document.get(e) != null && StringUtils.isNotBlank(document.get(e).toString())) {
                multiMatchFieldMap.put(e, fieldDescMap.get(e));
            }
        });
        List<String> multiMatchFieldSearchAnalyzes = multiMatchFieldMap.values().stream().map(e -> e.search_analyzer).distinct().collect(Collectors.toList());
        Map<String, List<FieldDesc>> multiMatchFieldAnalyzeFieldsMap = multiMatchFieldMap.values().stream().collect(Collectors.groupingBy(e -> e.analyzer));
        List<SearchFieldResult> resultList = getSearchFieldResult(keyword, multiMatchFieldSearchAnalyzes, multiMatchFieldAnalyzeFieldsMap, document);

        map.put("code", "200");
        map.put("message", "show skn tokens");
        map.put("data", resultList);
        logger.info("End to show skn tokens. skn={}, keyword={}, cost={}.", skn, keyword, System.currentTimeMillis() - start);
        return map;
    }


    private List<SearchFieldResult> getSearchFieldResult(String keyword, List<String> multiMatchFieldSearchAnalyzes, Map<String, List<FieldDesc>> multiMatchFieldAnalyzeFieldsMap, Map<String, Object> document) throws Exception {
        Map<String, List<AnalyzeResponse.AnalyzeToken>> keywordSearchAnalyzesMap = new HashMap<>();
        multiMatchFieldSearchAnalyzes.forEach(e -> keywordSearchAnalyzesMap.put(e, getAnalyzerResultWithMultiValues(e, keyword)));

        List<SearchFieldResult> searchFieldResultList = new ArrayList<>();
        Map<String, FieldWithBoost> localMutilFieldWithBoostMap = localMutilFieldWithBoostList.stream().collect(Collectors.toMap((e -> e.fieldName), p -> p));

        multiMatchFieldAnalyzeFieldsMap.entrySet().forEach(e -> {
            List<FieldDesc> analyzeFields = e.getValue();
            List<String> fieldValueList = analyzeFields.stream().map(f -> document.get(f.field).toString()).collect(Collectors.toList());
            List<AnalyzeResponse.AnalyzeToken> analyzeResponse = getAnalyzerResultWithMultiValues(e.getKey(), fieldValueList.toArray(new String[fieldValueList.size()]));
            List<List<String>> tokensGroupList = new ArrayList<>();
            int position = 0;
            int analyzeResponseIndex = 0;
            for (int i = 0; i < analyzeFields.size(); i++) {
                List<String> tokenList = new ArrayList<>();
                tokensGroupList.add(tokenList);
                for (int j = analyzeResponseIndex; j < analyzeResponse.size(); j++) {
                    if (analyzeResponse.get(j).getPosition() - position < 100) {
                        tokenList.add(analyzeResponse.get(j).getTerm());
                        position = analyzeResponse.get(j).getPosition();
                    } else {
                        analyzeResponseIndex = j;
                        position = analyzeResponse.get(j).getPosition();
                        break;
                    }
                }
            }
            for (int i = 0; i < analyzeFields.size(); i++) {
                SearchFieldResult searchFieldResult = new SearchFieldResult();
                searchFieldResult.setFieldName(analyzeFields.get(i).field);
                searchFieldResult.setBoost(localMutilFieldWithBoostMap.get(analyzeFields.get(i).field).boost);
                searchFieldResult.setIndexAnalyzer(analyzeFields.get(i).analyzer);
                searchFieldResult.setSearchAnalyzer(analyzeFields.get(i).search_analyzer);
                searchFieldResult.setFieldValue(document.get(analyzeFields.get(i).field).toString());
                List<String> tokens = tokensGroupList.get(i);
                searchFieldResult.setTokens(Arrays.asList(StringUtils.join(tokens, ";")));
                List<String> matchTokens = keywordSearchAnalyzesMap.get(analyzeFields.get(i).search_analyzer).stream().filter(kt -> tokens.contains(kt)).map(AnalyzeResponse.AnalyzeToken::getTerm).collect(Collectors.toList());
                searchFieldResult.addAllMatchToken(matchTokens);
                searchFieldResult.setMatchResult(CollectionUtils.isNotEmpty(matchTokens));
                searchFieldResultList.add(searchFieldResult);
            }

        });
        return searchFieldResultList;
    }

    private List<AnalyzeResponse.AnalyzeToken> getAnalyzerResultWithMultiValues(String analyzer, String... value) {
        IElasticsearchClient client = esClientMgr.getClient(ISearchConstants.INDEX_NAME_PRODUCT_INDEX);
        List<AnalyzeResponse.AnalyzeToken> analyzeResponse = client.getAnalyzeResponseWithMultiValues(ISearchConstants.INDEX_NAME_PRODUCT_INDEX, analyzer, value).getTokens();
        return analyzeResponse;
    }


}