当前位置: 首页 > news >正文

elasticsearch高级查询api

yml配置

  #es配置
spring:elasticsearch:rest:uris: 192.168.16.188:9200

添加依赖

<dependency><groupId>org.elasticsearch.client</groupId><artifactId>elasticsearch-rest-high-level-client</artifactId>
</dependency>

使用编程的形式设置连接的ES服务器,并获取客户端对象,配置ES服务器地址与端口9200,记得客户端使用完毕需要手工关闭。由于当前客户端是手工维护的,因此不能通过自动装配的形式加载对象

@RunWith(SpringRunner.class)
@SpringBootTest(classes = SpringBootTest.class)
public class JeecgTest {@Test
//    @SneakyThrowspublic void name() {HttpHost host = HttpHost.create("http://localhost:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);try {client.close();} catch (IOException e) {throw new RuntimeException(e);}}
}

使用客户端对象操作ES,例如创建索引

@RunWith(SpringRunner.class)
@SpringBootTest(classes = SpringBootTest.class)
public class JeecgTest {private RestHighLevelClient client;@Testvoid testCreateIndex() throws IOException {HttpHost host = HttpHost.create("http://localhost:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);CreateIndexRequest request = new CreateIndexRequest("books");client.indices().create(request, RequestOptions.DEFAULT); client.close();}
}

添加文档,添加文档使用的请求对象是IndexRequest,与创建索引使用的请求对象不同

@RunWith(SpringRunner.class)
@SpringBootTest(classes = SpringBootTest.class)
public class JeecgTest {@Testpublic void testCreateIndex() throws IOException {HttpHost host = HttpHost.create("http://192.168.16.188:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);HashMap<String, Object> map = new HashMap<>();map.put("name", "张三");map.put("age", 20);IndexRequest request = new IndexRequest("user");String json = JSON.toJSONString(map);request.source(json, XContentType.JSON);IndexResponse index = client.index(request, RequestOptions.DEFAULT);client.close();}
}

/增量更新文档

  @Testpublic void testUpdateDoc() throws IOException {HttpHost host = HttpHost.create("http://192.168.16.188:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);UpdateRequest updateRequest = new UpdateRequest("user", "88");updateRequest.timeout("1s");User user = new User();user.setAge(222);updateRequest.doc(JSON.toJSONString(user), XContentType.JSON);UpdateResponse update = client.update(updateRequest, RequestOptions.DEFAULT);client.close();}

批量添加文档:批量做时,先创建一个BulkRequest的对象,可以将该对象理解为是一个保存request对象的容器,将所有的请求都初始化好后,添加到BulkRequest对象中,再使用BulkRequest对象的bulk方法,一次性执行完毕

    @Test//批量添加文档public void testCreateDocAll() throws IOException {HttpHost host = HttpHost.create("http://192.168.16.188:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);List<Map> list = new ArrayList<>();HashMap<String, Object> map = new HashMap<>();for (int i = 0; i < 3; i++) {map.put("aa" + i, i);list.add(map);}BulkRequest bulk = new BulkRequest();for (Map map1 : list) {IndexRequest request = new IndexRequest("user");String json = JSON.toJSONString(map1);request.source(json, XContentType.JSON);bulk.add(request);}client.bulk(bulk, RequestOptions.DEFAULT);client.close();}

按id查询1文档:根据id查询文档使用的请求对象是GetRequest

    @Test//按id查询public void getById() throws IOException {HttpHost host = HttpHost.create("http://192.168.16.188:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);GetRequest request = new GetRequest("user", "88");GetResponse response = client.get(request, RequestOptions.DEFAULT);String json = response.getSourceAsString();System.out.println(json);client.close();}

通过id查询2

    @Test//按id查询public void getById2() throws IOException {HttpHost host = HttpHost.create("http://192.168.16.188:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);SearchRequest request = new SearchRequest("user");SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();searchSourceBuilder.query(QueryBuilders.termQuery("_id",88));request.source(searchSourceBuilder);SearchResponse response = client.search(request, RequestOptions.DEFAULT);SearchHits hits = response.getHits();for (SearchHit hit : hits) {String source = hit.getSourceAsString();System.out.println(source);}client.close();}

按条件查询文档:按条件查询文档使用的请求对象是SearchRequest,查询时调用SearchRequest对象的termQuery方法,需要给出查询属性名,此处支持使用合并字段,也就是前面定义索引属性时添加的all属性

    @Test//按条件查询public void getBySearch() throws IOException {HttpHost host = HttpHost.create("http://192.168.16.188:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);SearchRequest request = new SearchRequest("user");SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();searchSourceBuilder.query(QueryBuilders.matchPhraseQuery("name","张三"));request.source(searchSourceBuilder);SearchResponse response = client.search(request, RequestOptions.DEFAULT);SearchHits hits = response.getHits();for (SearchHit hit : hits) {String source = hit.getSourceAsString();System.out.println(source);}client.close();}

按条件高亮查询

    @Test//按条件高亮查询public void getBySearch2() throws IOException {HttpHost host = HttpHost.create("http://192.168.16.188:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);SearchRequest request = new SearchRequest("user");SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();searchSourceBuilder.query(QueryBuilders.matchPhraseQuery("name","张三"));HighlightBuilder highlightBuilder = new HighlightBuilder();searchSourceBuilder.highlighter(highlightBuilder.field("name"));request.source(searchSourceBuilder);SearchResponse response = client.search(request, RequestOptions.DEFAULT);SearchHits hits = response.getHits();for (SearchHit hit : hits) {Map<String, HighlightField> highlightFields = hit.getHighlightFields();System.out.println(highlightFields);}client.close();}

分页查询

    @Test//分页查询public void getBySearch3() throws IOException {// 开始查询的记录数//页码Integer pageNum=1;//页数Integer pageSize=2;int start = (pageNum - 1) * pageSize;HttpHost host = HttpHost.create("http://192.168.16.188:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);SearchRequest request = new SearchRequest("user");SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();searchSourceBuilder.query(QueryBuilders.matchAllQuery());searchSourceBuilder.from(start);searchSourceBuilder.size(pageSize);request.source(searchSourceBuilder);SearchResponse response = client.search(request, RequestOptions.DEFAULT);SearchHits hits = response.getHits();for (SearchHit hit : hits) {String sourceAsString = hit.getSourceAsString();System.out.println(sourceAsString);}client.close();}

MultiQuery 全部字段联合搜索

    @Test// MultiQuery 全部字段联合搜索 public void getBySearch4() throws IOException {HttpHost host = HttpHost.create("http://192.168.16.188:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);SearchRequest request = new SearchRequest("user");SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();searchSourceBuilder.query(QueryBuilders.multiMatchQuery("三"));request.source(searchSourceBuilder);SearchResponse response = client.search(request, RequestOptions.DEFAULT);SearchHits hits = response.getHits();for (SearchHit hit : hits) {String source = hit.getSourceAsString();System.out.println(source);}client.close();}

MultiQuery 多字段联合搜索 ,使用多字段查询的时候,查询的字段要和查询的内容类型一直,不然就会报错,类似age字段是int类型,和name字段是string类型查询就会报错

    @Test// MultiQuery 多字段联合搜索public void getBySearch5() throws IOException {HttpHost host = HttpHost.create("http://192.168.16.188:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);SearchRequest request = new SearchRequest("user");SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();searchSourceBuilder.query(QueryBuilders.multiMatchQuery("王","name","file"));request.source(searchSourceBuilder);SearchResponse response = client.search(request, RequestOptions.DEFAULT);SearchHits hits = response.getHits();for (SearchHit hit : hits) {String source = hit.getSourceAsString();System.out.println(source);}client.close();}

多域联合查询的时候,可以通过 boost 来设置某个域在计算得分时候的比重,比重越高的域当他符合条件时计算的得分越高,相应的该记录也更靠前。通过在 fields 中给相应的字段用 ^权重倍数来实现

	@Test// MultiQuery 多字段联合搜索和设置权重public void getBySearch6() throws IOException {HttpHost host = HttpHost.create("http://192.168.16.188:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);SearchRequest request = new SearchRequest("user");SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();searchSourceBuilder.query(QueryBuilders.multiMatchQuery("广","name","address").field("name",10));request.source(searchSourceBuilder);SearchResponse response = client.search(request, RequestOptions.DEFAULT);SearchHits hits = response.getHits();for (SearchHit hit : hits) {String source = hit.getSourceAsString();System.out.println(source);}client.close();}

如果我们既要对一些字段进行分词查询,同时要对另一些字段进行精确查询,就需要使用布尔查询来实现了。布尔查询对应于Lucene的BooleanQuery查询,实现将多个查询组合起来,有三个可选的参数:must:文档必须匹配must所包括的查询条件,相当于 “AND”should:文档应该匹配should所包括的查询条件其中的一个或多个,相当于 "OR"must_not:文档不能匹配must_not所包括的该查询条件,相当于“NOT”

```erlang
GET user/_search
{"query": {"bool": { // 布尔查询"must": [ // 查询条件 must 表示数组中的查询方式所规定的条件都必须满足{"multi_match": {"query": "王小妹","minimum_should_match": "50%","fields": ["name^10","title"]}},{"match": {"address": "广州"}}]}}
}
    @Test// 布尔查询 BoolQuerypublic void getBySearch7() throws IOException {HttpHost host = HttpHost.create("http://192.168.16.188:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);SearchRequest request = new SearchRequest("user");SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();// 搜索方式// 首先构造多关键字查询条件MultiMatchQueryBuilder multiMatchQueryBuilder = QueryBuilders.multiMatchQuery("王小妹", "name", "title").field("name", 10);// 然后构造匹配查询条件MatchQueryBuilder matchQueryBuilder = QueryBuilders.matchQuery("address", "广州");// 组合两个条件,组合方式为 must 全满足BoolQueryBuilder boolQueryBuilder = QueryBuilders.boolQuery();boolQueryBuilder.must(multiMatchQueryBuilder);boolQueryBuilder.must(matchQueryBuilder);// 将查询条件封装给查询对象searchSourceBuilder.query(boolQueryBuilder);request.source(searchSourceBuilder);SearchResponse response = client.search(request, RequestOptions.DEFAULT);SearchHits hits = response.getHits();for (SearchHit hit : hits) {String source = hit.getSourceAsString();System.out.println(source);}client.close();}

定义过滤器查询,是在原本查询结果的基础上对数据进行筛选,因此省略了重新计算的分的步骤,效率更高。并且方便缓存。推荐尽量使用过虑器去实现查询或者过虑器和查询共同使用,过滤器在布尔查询中使用,下边是在搜索结果的基础上进行过滤:

GET user/_search
{"query": {"bool": {"must": [{"multi_match": {"query": "王小妹","minimum_should_match": "50%","fields": ["name^10","title"]}}],"filter": [{// 过滤条件:studymodel 必须是 201001"match": {"address": "广州"}},{// 过滤条件:年龄 >=10 <=100"range": {"age": {"gte": 10,"lte": 100}}}]}}
}
    @Test// 过滤器public void getBySearch8() throws IOException {HttpHost host = HttpHost.create("http://192.168.16.188:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);SearchRequest request = new SearchRequest("user");SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();// 搜索方式// 首先构造多关键字查询条件MultiMatchQueryBuilder multiMatchQueryBuilder = QueryBuilders.multiMatchQuery("王小妹", "name", "title").field("name", 10);// 构造匹配查询条件MatchQueryBuilder matchQueryBuilder = QueryBuilders.matchQuery("address", "广州");// 构造范围查询条件RangeQueryBuilder rangeQueryBuilder = QueryBuilders.rangeQuery("age").gt(10).lt(100);BoolQueryBuilder boolQueryBuilder = QueryBuilders.boolQuery();boolQueryBuilder.must(multiMatchQueryBuilder);boolQueryBuilder.filter(matchQueryBuilder);boolQueryBuilder.filter(rangeQueryBuilder);// 将查询条件封装给查询对象searchSourceBuilder.query(boolQueryBuilder);request.source(searchSourceBuilder);SearchResponse response = client.search(request, RequestOptions.DEFAULT);SearchHits hits = response.getHits();for (SearchHit hit : hits) {String source = hit.getSourceAsString();System.out.println(source);}client.close();}

注意:range和term一次只能对一个Field设置范围过虑

排序,在查询的结果上进行二次排序,支持对 keyword、date、float 等类型添加排序,text类型的字段不允许排序

GET user/_search
{"query": {"bool": {"filter": [{"range": {"age": {"gte": 10,"lte": 100}}}]}},"sort": [{"age": "desc" }]
}
    @Test// 排序public void getBySearch9() throws IOException {HttpHost host = HttpHost.create("http://192.168.16.188:9200");RestClientBuilder builder = RestClient.builder(host);client = new RestHighLevelClient(builder);SearchRequest request = new SearchRequest("user");SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();// 构造范围查询条件RangeQueryBuilder rangeQueryBuilder = QueryBuilders.rangeQuery("age").gt(10).lt(100);BoolQueryBuilder boolQueryBuilder = QueryBuilders.boolQuery();boolQueryBuilder.filter(rangeQueryBuilder);searchSourceBuilder.sort("age", SortOrder.DESC);// 将查询条件封装给查询对象searchSourceBuilder.query(boolQueryBuilder);request.source(searchSourceBuilder);SearchResponse response = client.search(request, RequestOptions.DEFAULT);SearchHits hits = response.getHits();for (SearchHit hit : hits) {String source = hit.getSourceAsString();System.out.println(source);}client.close();}

相关文章:

elasticsearch高级查询api

yml配置 #es配置 spring:elasticsearch:rest:uris: 192.168.16.188:9200添加依赖 <dependency><groupId>org.elasticsearch.client</groupId><artifactId>elasticsearch-rest-high-level-client</artifactId> </dependency>使用编程的形式…...

力扣-股票的资本损益

大家好&#xff0c;我是空空star&#xff0c;本篇带大家了解一道简单的力扣sql练习题。 文章目录前言一、题目&#xff1a;1393. 股票的资本损益二、解题1.正确示范①提交SQL运行结果2.正确示范②提交SQL运行结果3.正确示范③提交SQL运行结果4.正确示范④提交SQL运行结果5.其他…...

蓝桥杯刷题冲刺 | 倒计时26天

作者&#xff1a;指针不指南吗 专栏&#xff1a;蓝桥杯倒计时冲刺 &#x1f43e;马上就要蓝桥杯了&#xff0c;最后的这几天尤为重要&#xff0c;不可懈怠哦&#x1f43e; 文章目录1.路径2.特别数的和3.MP3储存4.求和1.路径 题目 链接&#xff1a; 路径 - 蓝桥云课 (lanqiao.cn…...

嵌入式软件开发之Linux 用户权限管理

目录 Ubuntu 用户系统 权限管理 权限管理命令 权限修改命令 chmod 文件归属者修改命令 chown Ubuntu 用户系统 Ubuntu 是一个多用户系统&#xff0c;我们可以给不同的使用者创建不同的用户账号&#xff0c;每个用户使用各自的账号登陆&#xff0c;使用用户账号的目的一是方便…...

2023-03-15 RabbitMQ

RabbitMQ整合 官网erlang版本 : 20.3.8.x 官方rabbitMq版本&#xff1a; rabbitmq-server-generic-unix-3.7.14.tar.xz 1.安装 1.1 安装erlang 1.安装环境 yum -y install make gcc gcc-c kernel-devel m4 ncurses-devel openssl-devel2.在/usr/local/下创建erlangapp文件…...

二叉树链式结构的实现

文章目录1.二叉树的遍历1.1前序、中序以及后序遍历1.2代码测试1.3层序遍历1.4二叉树遍历习题2.节点个数以及高度2.1二叉树节点个数2.2叶子节点个树2.3第k层节点个数2.4树的高度1.二叉树的遍历 1.1前序、中序以及后序遍历 学习二叉树结构&#xff0c;最简单的方式就是遍历。所…...

蓝桥杯刷题冲刺 | 倒计时28天

作者&#xff1a;指针不指南吗 专栏&#xff1a;蓝桥杯倒计时冲刺 &#x1f43e;马上就要蓝桥杯了&#xff0c;最后的这几天尤为重要&#xff0c;不可懈怠哦&#x1f43e; 文章目录1.卡片2.数字三角形3.购物单4.回文日期1.卡片 题目 链接&#xff1a; 卡片 - 蓝桥云课 (lanqiao…...

一文带你吃透操作系统

文章目录1. 进程、线程管理2. 内存管理3. 进程调度算法4. 磁盘调度算法5. 页面置换算法6. 网络系统7. 锁8. 操作系统知识点文章字数大约1.9万字&#xff0c;阅读大概需要65分钟&#xff0c;建议收藏后慢慢阅读&#xff01;&#xff01;&#xff01;1. 进程、线程管理 进程和线程…...

计算机网络英文简称汇总

分类名词全拼汉译概述B2CBusiness-to-Consumer商对客概述P2PPeer-to-Peer对等概述C/SClient-Server服务器-客户机概述ITUInternational Telecommunication Union国际电信联盟概述IEEEInstitute of Electrical and Electronics Engineers电气与电子工程师协会概述ICCCInternatio…...

腾讯云云服务器标准型S5性能配置简单测评

腾讯云服务器标准型S5实例CPU采用Intel Xeon Cascade Lake或者Intel Xeon Cooper Lake处理器&#xff0c;主频2.5GHz&#xff0c;睿频3.1GHz&#xff0c;标准型S5云服务器基于全新优化虚拟化平台&#xff0c;配有全新的Intel Advanced Vector Extension (AVX-512) 指令集&#…...

RK3568平台开发系列讲解(Linux系统篇)消息队列

🚀返回专栏总目录 文章目录 一、创建消息队列二、发送和接收消息三、内核结构沉淀、分享、成长,让自己和他人都能有所收获!😄 📢消息队列在如下两个方面上比管道有所增强: 消息队列中的数据是有边界的,发送端和接收端能以消息为单位进行交流,而不再是无分隔的字节流…...

2021电赛国一智能送药小车(F题)设计报告

2021电赛国一智能送药小车&#xff08;F题&#xff09;设计报告 【写在前面的话】 电赛是一个很奇妙的过程&#xff0c;可能有些人觉得电赛的门槛太高&#xff0c;那便意味着&#xff0c;当你决定要参加电赛的那一刻起&#xff0c;这一段路、这些日子就注定不会太轻松&#xf…...

刚工作3天就被裁了....

前言 还有谁&#xff1f;刚上三天班就被公司公司的工作不适合我&#xff0c;叫我先提升一下。 后面我也向公司那边讨要了一个说法&#xff0c;我只能说他们那边的说辞让我有些不服气。 现在之所以把这件事上记录一下&#xff0c;一是记录一下自己的成长轨迹&#xff0c;二是…...

docker安装elasticsearch与head教程完整版—.NET Core Web Api与elasticsearch打造全站全文搜索引擎

默认已经有docker环境 下载与安装 elasticsearch &#xff0c;从hub.docker里面可以看到最新版本的镜像&#xff0c;选择你想要的版本 本教程是以 7.17.7 为案例&#xff0c;为啥不适用最新的&#xff0c;首先个人一般需用最新的版本&#xff0c;如果有亢很难填&#xff0c;其次…...

蓝桥冲刺31天之315

没有一个冬天不可逾越 也没有一个春天不会来临 所有美好的食物&#xff0c;都会有一个等待的过程 低谷时蛰伏&#xff0c;静默时沉淀 做三四月的事&#xff0c;在八九月自有答案 目录 A&#xff1a;0的个数 题目描述: 输入格式 输出格式 样例输入 样例输出 评测用例规模与…...

常见排序算法

/懂了和写出来是两码事啊啊......orz./ Talk is cheap, show me the code 一、快速排序 直接背模板就能过&#xff1a; 当xq[lr>>1]的边界情况 此时x取的是序列中间靠左的位置(如果序列个数为奇,则取正中间,如果为偶,则取中间靠左),此时如果元素个数为2, 则中间靠左就…...

C语言实现学生成绩管理系统思考

学生成绩管理系统思考 作业要求&#xff1a; 目录 思路 基本函数 学习理解大佬的代码&#xff1a; 完成作业&#xff1a; 思路 学生成绩管理系统&#xff0c;首先要初始化系统&#xff0c; 用C语言做学生实验管理系统要求实现对某班学生3门课程&#xff08;包括语文、数…...

C++11中Lambda新特性

1.定义 lambda匿名函数的语法格式&#xff1a; [外部变量访问方式说明符](参数)mutablenoexcept/throw()->返回值类型 {函数体; };其中各部分的含义分别为&#xff1a; a.[外部变量方位方式说明符] []方括号用于向编译器表明当前是一个lambda表达式&#xff0c;其不能被省略…...

【jvm系列-01】初识虚拟机与java虚拟机

初识虚拟机与java虚拟机一&#xff0c;虚拟机与java虚拟机1&#xff0c;虚拟机2&#xff0c;java虚拟机3&#xff0c;jvm整体结构图4&#xff0c;jvm的架构模型5&#xff0c;jvm的生命周期6&#xff0c;jvm的种类划分6.1&#xff0c;Sun Classic Vm6.2&#xff0c;Exact VM6.3&…...

「Python 基础」数据库应用编程

Python 定义了一套 DB-API&#xff0c;任何数据库要连接到 Python&#xff0c;只需要提供符合 Python 标准的数据库驱动即可&#xff1b; 文章目录1. 连接 SQLite1. 建表、插入数据2. 查询数据2. 连接 MySQL1. 安装驱动2. 演示连接3. SQLAlchemy1. 安装2. DBSession3. add4. qu…...

Ubuntu系统下交叉编译openssl

一、参考资料 OpenSSL&&libcurl库的交叉编译 - hesetone - 博客园 二、准备工作 1. 编译环境 宿主机&#xff1a;Ubuntu 20.04.6 LTSHost&#xff1a;ARM32位交叉编译器&#xff1a;arm-linux-gnueabihf-gcc-11.1.0 2. 设置交叉编译工具链 在交叉编译之前&#x…...

调用支付宝接口响应40004 SYSTEM_ERROR问题排查

在对接支付宝API的时候&#xff0c;遇到了一些问题&#xff0c;记录一下排查过程。 Body:{"datadigital_fincloud_generalsaas_face_certify_initialize_response":{"msg":"Business Failed","code":"40004","sub_msg…...

MFC内存泄露

1、泄露代码示例 void X::SetApplicationBtn() {CMFCRibbonApplicationButton* pBtn GetApplicationButton();// 获取 Ribbon Bar 指针// 创建自定义按钮CCustomRibbonAppButton* pCustomButton new CCustomRibbonAppButton();pCustomButton->SetImage(IDB_BITMAP_Jdp26)…...

Keil 中设置 STM32 Flash 和 RAM 地址详解

文章目录 Keil 中设置 STM32 Flash 和 RAM 地址详解一、Flash 和 RAM 配置界面(Target 选项卡)1. IROM1(用于配置 Flash)2. IRAM1(用于配置 RAM)二、链接器设置界面(Linker 选项卡)1. 勾选“Use Memory Layout from Target Dialog”2. 查看链接器参数(如果没有勾选上面…...

解决本地部署 SmolVLM2 大语言模型运行 flash-attn 报错

出现的问题 安装 flash-attn 会一直卡在 build 那一步或者运行报错 解决办法 是因为你安装的 flash-attn 版本没有对应上&#xff0c;所以报错&#xff0c;到 https://github.com/Dao-AILab/flash-attention/releases 下载对应版本&#xff0c;cu、torch、cp 的版本一定要对…...

WordPress插件:AI多语言写作与智能配图、免费AI模型、SEO文章生成

厌倦手动写WordPress文章&#xff1f;AI自动生成&#xff0c;效率提升10倍&#xff01; 支持多语言、自动配图、定时发布&#xff0c;让内容创作更轻松&#xff01; AI内容生成 → 不想每天写文章&#xff1f;AI一键生成高质量内容&#xff01;多语言支持 → 跨境电商必备&am…...

三体问题详解

从物理学角度&#xff0c;三体问题之所以不稳定&#xff0c;是因为三个天体在万有引力作用下相互作用&#xff0c;形成一个非线性耦合系统。我们可以从牛顿经典力学出发&#xff0c;列出具体的运动方程&#xff0c;并说明为何这个系统本质上是混沌的&#xff0c;无法得到一般解…...

LLM基础1_语言模型如何处理文本

基于GitHub项目&#xff1a;https://github.com/datawhalechina/llms-from-scratch-cn 工具介绍 tiktoken&#xff1a;OpenAI开发的专业"分词器" torch&#xff1a;Facebook开发的强力计算引擎&#xff0c;相当于超级计算器 理解词嵌入&#xff1a;给词语画"…...

智能分布式爬虫的数据处理流水线优化:基于深度强化学习的数据质量控制

在数字化浪潮席卷全球的今天&#xff0c;数据已成为企业和研究机构的核心资产。智能分布式爬虫作为高效的数据采集工具&#xff0c;在大规模数据获取中发挥着关键作用。然而&#xff0c;传统的数据处理流水线在面对复杂多变的网络环境和海量异构数据时&#xff0c;常出现数据质…...

Python ROS2【机器人中间件框架】 简介

销量过万TEEIS德国护膝夏天用薄款 优惠券冠生园 百花蜂蜜428g 挤压瓶纯蜂蜜巨奇严选 鞋子除臭剂360ml 多芬身体磨砂膏280g健70%-75%酒精消毒棉片湿巾1418cm 80片/袋3袋大包清洁食品用消毒 优惠券AIMORNY52朵红玫瑰永生香皂花同城配送非鲜花七夕情人节生日礼物送女友 热卖妙洁棉…...