1
|
package com.yoho.search.service.servicenew.impl;
|
1
|
package com.yoho.search.service.servicenew.impl;
|
2
|
|
2
|
|
3
|
-import java.util.ArrayList;
|
|
|
4
|
-import java.util.HashMap;
|
|
|
5
|
-import java.util.LinkedHashMap;
|
|
|
6
|
-import java.util.List;
|
|
|
7
|
-import java.util.Map;
|
|
|
8
|
-
|
|
|
9
|
-import javax.annotation.PostConstruct;
|
|
|
10
|
-
|
3
|
+import com.alibaba.fastjson.JSONObject;
|
|
|
4
|
+import com.yoho.error.event.SearchEvent;
|
|
|
5
|
+import com.yoho.search.base.utils.ConvertUtils;
|
|
|
6
|
+import com.yoho.search.base.utils.EventReportEnum;
|
|
|
7
|
+import com.yoho.search.base.utils.ISearchConstants;
|
|
|
8
|
+import com.yoho.search.base.utils.ProductIndexEsField;
|
|
|
9
|
+import com.yoho.search.core.es.model.SearchParam;
|
|
|
10
|
+import com.yoho.search.core.es.model.SearchResult;
|
|
|
11
|
+import com.yoho.search.core.es.utils.IgnoreSomeException;
|
|
|
12
|
+import com.yoho.search.service.cache.SearchCacheFactory;
|
|
|
13
|
+import com.yoho.search.service.cache.model.SearchCache;
|
|
|
14
|
+import com.yoho.search.service.service.SearchCacheService;
|
|
|
15
|
+import com.yoho.search.service.service.SearchCommonService;
|
|
|
16
|
+import com.yoho.search.service.service.base.ProductIndexBaseService;
|
|
|
17
|
+import com.yoho.search.service.servicenew.ISknImageVectorsService;
|
|
|
18
|
+import com.yoho.search.service.utils.SearchApiResultUtils;
|
|
|
19
|
+import com.yoho.search.service.vo.SearchApiResult;
|
11
|
import org.apache.commons.collections.CollectionUtils;
|
20
|
import org.apache.commons.collections.CollectionUtils;
|
12
|
-import org.apache.commons.lang.StringUtils;
|
|
|
13
|
import org.elasticsearch.common.lucene.search.function.CombineFunction;
|
21
|
import org.elasticsearch.common.lucene.search.function.CombineFunction;
|
14
|
import org.elasticsearch.index.query.BoolQueryBuilder;
|
22
|
import org.elasticsearch.index.query.BoolQueryBuilder;
|
15
|
import org.elasticsearch.index.query.MatchAllQueryBuilder;
|
23
|
import org.elasticsearch.index.query.MatchAllQueryBuilder;
|
|
@@ -18,7 +26,6 @@ import org.elasticsearch.index.query.QueryBuilders; |
|
@@ -18,7 +26,6 @@ import org.elasticsearch.index.query.QueryBuilders; |
18
|
import org.elasticsearch.index.query.functionscore.FunctionScoreQueryBuilder;
|
26
|
import org.elasticsearch.index.query.functionscore.FunctionScoreQueryBuilder;
|
19
|
import org.elasticsearch.index.query.functionscore.ScoreFunctionBuilders;
|
27
|
import org.elasticsearch.index.query.functionscore.ScoreFunctionBuilders;
|
20
|
import org.elasticsearch.index.query.functionscore.script.ScriptScoreFunctionBuilder;
|
28
|
import org.elasticsearch.index.query.functionscore.script.ScriptScoreFunctionBuilder;
|
21
|
-import org.elasticsearch.script.Script;
|
|
|
22
|
import org.elasticsearch.script.ScriptService;
|
29
|
import org.elasticsearch.script.ScriptService;
|
23
|
import org.elasticsearch.search.sort.SortBuilder;
|
30
|
import org.elasticsearch.search.sort.SortBuilder;
|
24
|
import org.elasticsearch.search.sort.SortBuilders;
|
31
|
import org.elasticsearch.search.sort.SortBuilders;
|
|
@@ -30,22 +37,15 @@ import org.springframework.context.ApplicationEventPublisher; |
|
@@ -30,22 +37,15 @@ import org.springframework.context.ApplicationEventPublisher; |
30
|
import org.springframework.context.ApplicationEventPublisherAware;
|
37
|
import org.springframework.context.ApplicationEventPublisherAware;
|
31
|
import org.springframework.stereotype.Service;
|
38
|
import org.springframework.stereotype.Service;
|
32
|
|
39
|
|
33
|
-import com.alibaba.fastjson.JSONObject;
|
|
|
34
|
-import com.yoho.error.event.SearchEvent;
|
|
|
35
|
-import com.yoho.search.base.utils.EventReportEnum;
|
|
|
36
|
-import com.yoho.search.base.utils.ISearchConstants;
|
|
|
37
|
-import com.yoho.search.base.utils.ProductIndexEsField;
|
|
|
38
|
-import com.yoho.search.core.es.model.SearchParam;
|
|
|
39
|
-import com.yoho.search.core.es.model.SearchResult;
|
|
|
40
|
-import com.yoho.search.core.es.utils.IgnoreSomeException;
|
|
|
41
|
-import com.yoho.search.service.cache.SearchCacheFactory;
|
|
|
42
|
-import com.yoho.search.service.cache.model.SearchCache;
|
|
|
43
|
-import com.yoho.search.service.service.SearchCacheService;
|
|
|
44
|
-import com.yoho.search.service.service.SearchCommonService;
|
|
|
45
|
-import com.yoho.search.service.service.base.ProductIndexBaseService;
|
|
|
46
|
-import com.yoho.search.service.servicenew.ISknImageVectorsService;
|
|
|
47
|
-import com.yoho.search.service.utils.SearchApiResultUtils;
|
|
|
48
|
-import com.yoho.search.service.vo.SearchApiResult;
|
40
|
+import javax.annotation.PostConstruct;
|
|
|
41
|
+import java.util.ArrayList;
|
|
|
42
|
+import java.util.HashMap;
|
|
|
43
|
+import java.util.LinkedHashMap;
|
|
|
44
|
+import java.util.List;
|
|
|
45
|
+import java.util.Map;
|
|
|
46
|
+
|
|
|
47
|
+import org.apache.commons.lang.StringUtils;
|
|
|
48
|
+import org.elasticsearch.script.Script;
|
49
|
|
49
|
|
50
|
/**
|
50
|
/**
|
51
|
* Created by wangnan on 2017/7/28.
|
51
|
* Created by wangnan on 2017/7/28.
|
|
@@ -60,6 +60,8 @@ public class SknImageVectorsServiceImpl implements ISknImageVectorsService, Appl |
|
@@ -60,6 +60,8 @@ public class SknImageVectorsServiceImpl implements ISknImageVectorsService, Appl |
60
|
|
60
|
|
61
|
private static final String SCRIPT_NAME = "yoho_hamming_score";
|
61
|
private static final String SCRIPT_NAME = "yoho_hamming_score";
|
62
|
|
62
|
|
|
|
63
|
+ private static final int VECTORS_32_QUERY_BACK_NUM = 100;
|
|
|
64
|
+
|
63
|
private ApplicationEventPublisher publisher;
|
65
|
private ApplicationEventPublisher publisher;
|
64
|
|
66
|
|
65
|
@Autowired
|
67
|
@Autowired
|
|
@@ -91,13 +93,6 @@ public class SknImageVectorsServiceImpl implements ISknImageVectorsService, Appl |
|
@@ -91,13 +93,6 @@ public class SknImageVectorsServiceImpl implements ISknImageVectorsService, Appl |
91
|
// 1.构造查询参数
|
93
|
// 1.构造查询参数
|
92
|
String vectors_32 = paramMap.get(VECTORS_32_KEY);
|
94
|
String vectors_32 = paramMap.get(VECTORS_32_KEY);
|
93
|
String vectors_128 = paramMap.get(VECTORS_128_KEY);
|
95
|
String vectors_128 = paramMap.get(VECTORS_128_KEY);
|
94
|
- //两个向量入参都不为空,默认用32位查询
|
|
|
95
|
- String vectorsFieldName=VECTORS_32_KEY;
|
|
|
96
|
- String vectorsValue=vectors_32;
|
|
|
97
|
- if(StringUtils.isBlank(vectors_32)&&StringUtils.isNotBlank(vectors_128)){
|
|
|
98
|
- vectorsFieldName=VECTORS_128_KEY;
|
|
|
99
|
- vectorsValue=vectors_128;
|
|
|
100
|
- }
|
|
|
101
|
|
96
|
|
102
|
SearchParam searchParam = new SearchParam();
|
97
|
SearchParam searchParam = new SearchParam();
|
103
|
int pageSize = StringUtils.isBlank(paramMap.get("viewNum")) ? 10 : Integer.parseInt(paramMap.get("viewNum"));
|
98
|
int pageSize = StringUtils.isBlank(paramMap.get("viewNum")) ? 10 : Integer.parseInt(paramMap.get("viewNum"));
|
|
@@ -108,24 +103,40 @@ public class SknImageVectorsServiceImpl implements ISknImageVectorsService, Appl |
|
@@ -108,24 +103,40 @@ public class SknImageVectorsServiceImpl implements ISknImageVectorsService, Appl |
108
|
if (pageSize > 50) {
|
103
|
if (pageSize > 50) {
|
109
|
pageSize = 50;
|
104
|
pageSize = 50;
|
110
|
}
|
105
|
}
|
|
|
106
|
+ searchParam.setPage(page);
|
111
|
searchParam.setOffset((page - 1) * pageSize);
|
107
|
searchParam.setOffset((page - 1) * pageSize);
|
112
|
- searchParam.setSize(pageSize);
|
|
|
113
|
- searchParam.setQuery(buildFunctionScoreQueryBuilder(vectorsFieldName,vectorsValue));
|
108
|
+ searchParam.setSize(VECTORS_32_QUERY_BACK_NUM);
|
|
|
109
|
+ searchParam.setQuery(buildFunctionScoreQueryBuilder(VECTORS_32_KEY, vectors_32, null));
|
114
|
|
110
|
|
115
|
//2.根据特征,查询SknImageVectors索引
|
111
|
//2.根据特征,查询SknImageVectors索引
|
|
|
112
|
+ //2.1第一次查询,用32维向量粗查询,召回一些skn
|
116
|
final String indexName = ISearchConstants.INDEX_NAME_IMAGE_VECTORS;
|
113
|
final String indexName = ISearchConstants.INDEX_NAME_IMAGE_VECTORS;
|
117
|
SearchResult searchResult = searchCommonService.doSearch(indexName, searchParam);
|
114
|
SearchResult searchResult = searchCommonService.doSearch(indexName, searchParam);
|
118
|
SearchApiResult searchApiResult = new SearchApiResult();
|
115
|
SearchApiResult searchApiResult = new SearchApiResult();
|
119
|
if (CollectionUtils.isNotEmpty(searchResult.getResultList())) {
|
116
|
if (CollectionUtils.isNotEmpty(searchResult.getResultList())) {
|
120
|
List<Map<String, Object>> sknList = getSknImageMap(searchResult.getResultList());
|
117
|
List<Map<String, Object>> sknList = getSknImageMap(searchResult.getResultList());
|
121
|
- List<String> querySknList = new ArrayList<>();
|
118
|
+ String sknFilterString = "";
|
122
|
for (Map<String, Object> map : sknList) {
|
119
|
for (Map<String, Object> map : sknList) {
|
123
|
- querySknList.add(map.get("productSkn").toString());
|
120
|
+ sknFilterString += map.get("productSkn").toString() + ",";
|
|
|
121
|
+ }
|
|
|
122
|
+ //2.2第二次查询,用128维向量粗查询这些skn
|
|
|
123
|
+ searchParam.setPage(page);
|
|
|
124
|
+ searchParam.setOffset((page - 1) * pageSize);
|
|
|
125
|
+ searchParam.setSize(pageSize);
|
|
|
126
|
+ //todo 先用32维的,后面要改成128的
|
|
|
127
|
+ searchParam.setQuery(buildFunctionScoreQueryBuilder(VECTORS_32_KEY, vectors_32, sknFilterString));
|
|
|
128
|
+ searchResult = searchCommonService.doSearch(indexName, searchParam);
|
|
|
129
|
+ if (CollectionUtils.isNotEmpty(searchResult.getResultList())) {
|
|
|
130
|
+ sknList = getSknImageMap(searchResult.getResultList());
|
|
|
131
|
+ List<String> querySknList = new ArrayList<>();
|
|
|
132
|
+ for (Map<String, Object> map : sknList) {
|
|
|
133
|
+ querySknList.add(map.get("productSkn").toString());
|
|
|
134
|
+ }
|
|
|
135
|
+ //3.根据返回的skn列表,查询ProductIndex
|
|
|
136
|
+ searchApiResult = searchProductList(paramMap, querySknList, page, pageSize);
|
|
|
137
|
+ logger.info("[func=searchSknByPhoto][cost={}]", System.currentTimeMillis() - begin);
|
124
|
}
|
138
|
}
|
125
|
- //3.根据返回的skn列表,查询ProductIndex
|
|
|
126
|
- searchApiResult = searchProductList(paramMap, querySknList, page, pageSize);
|
|
|
127
|
}
|
139
|
}
|
128
|
- logger.info("[func=searchSknByPhoto][cost={}]", System.currentTimeMillis() - begin);
|
|
|
129
|
return searchApiResult;
|
140
|
return searchApiResult;
|
130
|
} catch (Exception e) {
|
141
|
} catch (Exception e) {
|
131
|
publisher.publishEvent(new SearchEvent(EventReportEnum.SEARCHCONTROLLER_SEARCHSKNBYPHOTO.getEventName(), EventReportEnum.SEARCHCONTROLLER_SEARCHSKNBYPHOTO.getFunctionName(),
|
142
|
publisher.publishEvent(new SearchEvent(EventReportEnum.SEARCHCONTROLLER_SEARCHSKNBYPHOTO.getEventName(), EventReportEnum.SEARCHCONTROLLER_SEARCHSKNBYPHOTO.getFunctionName(),
|
|
@@ -173,12 +184,10 @@ public class SknImageVectorsServiceImpl implements ISknImageVectorsService, Appl |
|
@@ -173,12 +184,10 @@ public class SknImageVectorsServiceImpl implements ISknImageVectorsService, Appl |
173
|
return new SearchApiResult().setData(photoListData);
|
184
|
return new SearchApiResult().setData(photoListData);
|
174
|
}
|
185
|
}
|
175
|
|
186
|
|
176
|
- private FunctionScoreQueryBuilder buildFunctionScoreQueryBuilder(String vectorsFieldName,String vectorsValue) {
|
187
|
+ private FunctionScoreQueryBuilder buildFunctionScoreQueryBuilder(String vectorsFieldName, String vectorsValue, String sknFilterString) {
|
177
|
MatchAllQueryBuilder matchAllQueryBuilder = QueryBuilders.matchAllQuery().boost(1.0f);
|
188
|
MatchAllQueryBuilder matchAllQueryBuilder = QueryBuilders.matchAllQuery().boost(1.0f);
|
178
|
//query
|
189
|
//query
|
179
|
FunctionScoreQueryBuilder functionScoreQueryBuilder = new FunctionScoreQueryBuilder(matchAllQueryBuilder);
|
190
|
FunctionScoreQueryBuilder functionScoreQueryBuilder = new FunctionScoreQueryBuilder(matchAllQueryBuilder);
|
180
|
- //filter
|
|
|
181
|
- QueryBuilder filter = QueryBuilders.matchAllQuery().boost(1.0f);
|
|
|
182
|
//script_score
|
191
|
//script_score
|
183
|
String[] feaArray = vectorsValue.split(",");
|
192
|
String[] feaArray = vectorsValue.split(",");
|
184
|
Long[] fea = new Long[feaArray.length];
|
193
|
Long[] fea = new Long[feaArray.length];
|
|
@@ -194,7 +203,16 @@ public class SknImageVectorsServiceImpl implements ISknImageVectorsService, Appl |
|
@@ -194,7 +203,16 @@ public class SknImageVectorsServiceImpl implements ISknImageVectorsService, Appl |
194
|
Script script = new Script(inlineScript, ScriptService.ScriptType.INLINE, "native", params);
|
203
|
Script script = new Script(inlineScript, ScriptService.ScriptType.INLINE, "native", params);
|
195
|
ScriptScoreFunctionBuilder scriptBuilder = ScoreFunctionBuilders.scriptFunction(script);
|
204
|
ScriptScoreFunctionBuilder scriptBuilder = ScoreFunctionBuilders.scriptFunction(script);
|
196
|
//function_score
|
205
|
//function_score
|
197
|
- functionScoreQueryBuilder.add(filter, scriptBuilder);
|
206
|
+ //filter,sknFilterString为空是第一次粗查询,不为空是第二次精查询
|
|
|
207
|
+ if (StringUtils.isBlank(sknFilterString)) {
|
|
|
208
|
+ QueryBuilder filter = QueryBuilders.matchAllQuery().boost(1.0f);
|
|
|
209
|
+ functionScoreQueryBuilder.add(filter, scriptBuilder);
|
|
|
210
|
+ } else {
|
|
|
211
|
+ int[] sknArray = ConvertUtils.stringToIntArray(sknFilterString, ",");
|
|
|
212
|
+ BoolQueryBuilder boolFilter = QueryBuilders.boolQuery();
|
|
|
213
|
+ boolFilter.must(QueryBuilders.termsQuery("productSkn", sknArray));
|
|
|
214
|
+ functionScoreQueryBuilder.add(boolFilter, scriptBuilder);
|
|
|
215
|
+ }
|
198
|
functionScoreQueryBuilder.scoreMode("sum");
|
216
|
functionScoreQueryBuilder.scoreMode("sum");
|
199
|
functionScoreQueryBuilder.boostMode(CombineFunction.REPLACE);
|
217
|
functionScoreQueryBuilder.boostMode(CombineFunction.REPLACE);
|
200
|
functionScoreQueryBuilder.maxBoost(3.4028235E38F);
|
218
|
functionScoreQueryBuilder.maxBoost(3.4028235E38F);
|