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@ -4,6 +4,7 @@ import cn.hutool.http.HttpRequest; |
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import cn.hutool.http.HttpResponse; |
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import cn.hutool.http.HttpResponse; |
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import cn.hutool.json.JSONUtil; |
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import cn.hutool.json.JSONUtil; |
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import com.alibaba.fastjson.JSON; |
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import com.alibaba.fastjson.JSON; |
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import com.alibaba.fastjson.JSONArray; |
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import com.alibaba.fastjson.JSONObject; |
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import com.alibaba.fastjson.JSONObject; |
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import com.alibaba.fastjson.TypeReference; |
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import com.alibaba.fastjson.TypeReference; |
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import com.alibaba.fastjson.serializer.SerializerFeature; |
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import com.alibaba.fastjson.serializer.SerializerFeature; |
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@ -11,6 +12,7 @@ import com.google.common.collect.Lists; |
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import com.hnac.gglm.bigmodel.BigModelConstants; |
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import com.hnac.gglm.bigmodel.BigModelConstants; |
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import com.hnac.gglm.bigmodel.configuration.BigModelInvokeApi; |
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import com.hnac.gglm.bigmodel.configuration.BigModelInvokeApi; |
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import com.hnac.gglm.bigmodel.utils.RequestClientUtil; |
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import com.hnac.gglm.bigmodel.utils.RequestClientUtil; |
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import com.hnac.hzims.fdp.constants.ScheduledConstant; |
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import com.hnac.hzinfo.exception.HzServiceException; |
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import com.hnac.hzinfo.exception.HzServiceException; |
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import io.weaviate.client.Config; |
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import io.weaviate.client.Config; |
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import io.weaviate.client.WeaviateAuthClient; |
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import io.weaviate.client.WeaviateAuthClient; |
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@ -100,7 +102,7 @@ public class WeaviateService { |
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List<List> entitiesList = splitList(entities, 1000); |
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List<List> entitiesList = splitList(entities, 1000); |
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int total = 0; |
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int total = 0; |
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for (List entityList : entitiesList) { |
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for (List entityList : entitiesList) { |
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Integer insert = this.insert(entityList, className, attrsMap, params); |
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Integer insert = this.insert(entityList, attrsMap, params); |
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total += insert; |
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total += insert; |
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} |
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} |
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// 查询weaviate 中该表的数据量
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// 查询weaviate 中该表的数据量
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@ -108,6 +110,36 @@ public class WeaviateService { |
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} |
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} |
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/** |
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/** |
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* 根据条件删除数据 |
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* @param className 表名 |
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* @param condition 查询条件 |
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* @return 删除结果 |
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*/ |
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public Boolean deleteCondition(String className,Map<String,String> condition) { |
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// 查询到相关数据
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Object query = this.query(null, className, condition); |
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if(Func.isEmpty(query)) { |
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throw new HzServiceException("暂无数据,删除失败!"); |
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} |
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JSONObject queryJson = JSONObject.parseObject(JSON.toJSONString(query)); |
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JSONArray data = Optional.ofNullable(queryJson).map(json -> json.getJSONObject("Get")) |
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.map(json -> json.getJSONArray(className)).orElse(null); |
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if(Func.isNotEmpty(data)) { |
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List<String> ids = data.stream().map(item -> { |
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JSONObject jsonObject = JSONObject.parseObject(JSON.toJSONString(item)); |
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return Optional.ofNullable(jsonObject) |
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.map(json -> json.getJSONObject("_additional")) |
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.map(json -> json.getString("id")) |
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.orElse(""); |
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}).filter(Func::isNotEmpty).collect(Collectors.toList()); |
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if(Func.isNotEmpty(ids)) { |
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this.delete(ids.stream().collect(Collectors.joining(",")), className); |
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} |
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} |
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return true; |
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} |
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/** |
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* 将list按size截断为多个list |
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* 将list按size截断为多个list |
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* @param list 待截断的list |
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* @param list 待截断的list |
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* @param size 截断大小 |
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* @param size 截断大小 |
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@ -122,14 +154,21 @@ public class WeaviateService { |
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return parts; |
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return parts; |
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} |
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} |
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private Integer insert(List entities,String className, Map<String,String> attrsMap, Map<String,Object> params) { |
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/** |
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* 批量插入数据 |
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* @param entities 待插入的数据 |
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* @param attrsMap 向量計算Map |
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* @param params 向量計算参数 |
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* @return 插入数量 |
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*/ |
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private Integer insert(List entities, Map<String,String> attrsMap, Map<String,Object> params) { |
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List<Map<String, Object>> data = new ArrayList<>(); |
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List<Map<String, Object>> data = new ArrayList<>(); |
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entities.forEach(entity -> { |
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entities.forEach(entity -> { |
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// 将entity转换为Map<String,String>
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// 将entity转换为Map<String,String>
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JSONObject jsonObject = JSONObject.parseObject(JSON.toJSONString(entity, SerializerFeature.WriteMapNullValue)); |
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JSONObject jsonObject = JSONObject.parseObject(JSON.toJSONString(entity, SerializerFeature.WriteMapNullValue)); |
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Map<String,String> map = new HashMap<>(); |
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Map<String,Object> map = new HashMap<>(); |
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data.add(this.getVectorData(map,attrsMap)); |
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data.add(this.getVectorData(map,attrsMap)); |
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jsonObject.forEach((k,v) -> map.put(k,jsonObject.getString(k))); |
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jsonObject.forEach((k,v) -> map.put(k,jsonObject.get(k))); |
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}); |
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}); |
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params.put("data",data); |
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params.put("data",data); |
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String url = gglmUrl + invokeApi.getInsertVectors(); |
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String url = gglmUrl + invokeApi.getInsertVectors(); |
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@ -138,14 +177,14 @@ public class WeaviateService { |
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return (Integer) stringIntegerMap.get("total"); |
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return (Integer) stringIntegerMap.get("total"); |
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} |
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} |
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private Map<String,Object> getVectorData(Map<String,String> entity,Map<String,String> attrsMap) { |
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private Map<String,Object> getVectorData(Map<String,Object> entity,Map<String,String> attrsMap) { |
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Map<String,Object> result = new HashMap<>(2); |
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Map<String,Object> result = new HashMap<>(2); |
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result.put("object", entity); |
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result.put("object", entity); |
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List<Map<String,String>> vectors = new ArrayList<>(); |
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List<Map<String,String>> vectors = new ArrayList<>(); |
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attrsMap.forEach((k,fields) -> { |
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attrsMap.forEach((k,fields) -> { |
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Map<String,String> vector = new HashMap<>(); |
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Map<String,String> vector = new HashMap<>(); |
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vector.put("key",k); |
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vector.put("key",k); |
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String value = Func.toStrList(",", fields).stream().map(field -> entity.get(field)).collect(Collectors.joining(" ")); |
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String value = Func.toStrList(",", fields).stream().map(field -> entity.get(field)).map(String::valueOf).collect(Collectors.joining(" ")); |
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vector.put("content", value); |
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vector.put("content", value); |
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vectors.add(vector); |
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vectors.add(vector); |
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}); |
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}); |
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