# 在 Halo 中实践全文搜索
主题端需全文搜索接口用于模糊搜索文章,且对效率要求极高。已经有对应的 Issue
提出,可参考:<https://github.com/halo-dev/halo/issues/2637>。
实现全文搜索的本地方案最好的就是 Apache 旗下开源的 [Lucene](https://lucene.apache.org/)
,不过 [Hibernate Search](https://hibernate.org/search/) 也基于 Lucene 实现了全文搜索。Halo 2.0 的自定义模型并不是直接在
Hibernate 上构建的,也就是说 Hibernate 在 Halo 2.0 只是一个可选项,故我们最终可能并不会采用 Hibernate Search,即使它有很多优势。
Halo 也可以学习 Hibernate 适配多种搜索引擎,如 Lucene、ElasticSearch、MeiliSearch 等。默认实现为 Lucene,对于用户来说,这种实现方式部署成本最低。
## 搜索接口设计
### 搜索参数
字段如下所示:
- keyword: string. 关键字
- sort: string[]. 搜索字段和排序方式
- offset: number. 本次查询结果偏移数
- limit: number. 本次查询的结果最大条数
例如:
```bash
http://localhost:8090/apis/api.halo.run/v1alpha1/posts?keyword=halo&sort=title.asc&sort=publishTimestamp,desc&offset=20&limit=10
```
### 搜索结果
```yaml
hits:
- name: halo01
title: Halo 01
permalink: /posts/halo01
categories:
- a
- b
tags:
- c
- d
- name: halo02
title: Halo 02
permalink: /posts/halo02
categories:
- a
- b
tags:
- c
- d
query: "halo"
total: 100
limit: 20
offset: 10
processingTimeMills: 2
```
#### 搜索结果分页问题
目前,大多数搜索引擎为了性能问题,并没有直接提供分页功能,或者不推荐分页。
请参考:
- <https://solr.apache.org/guide/solr/latest/query-guide/pagination-of-results.html>
- <https://docs.meilisearch.com/learn/advanced/pagination.html>
- <https://www.elastic.co/guide/en/elasticsearch/reference/current/paginate-search-results.html>
- <https://discourse.algolia.com/t/pagination-limit/10585>
综合以上讨论,我们暂定不支持分页。不过允许设置单次查询的记录数(limit <= max_limit)。
#### 中文搜索优化
Lucene 默认的分析器,对中文的分词不够友好,我们需要借助外部依赖或者外部整理好的词库帮助我们更好的对中文句子分词,以便优化中文搜索结果。
以下是关于中文分析器的 Java 库:
- <https://gitee.com/lionsoul/jcseg>
- <https://code.google.com/archive/p/ik-analyzer>
- <https://github.com/huaban/jieba-analysis>
- <https://github.com/medcl/elasticsearch-analysis-ik>
- <https://github.com/blueshen/ik-analyzer>
### 搜索引擎样例
#### MeiliSearch
```bash
curl 'http://localhost:7700/indexes/movies/search' \
-H 'Accept: */*' \
-H 'Accept-Language: zh-CN,zh;q=0.9,en;q=0.8,en-GB;q=0.7,en-US;q=0.6,zh-TW;q=0.5' \
-H 'Authorization: Bearer MASTER_KEY' \
-H 'Connection: keep-alive' \
-H 'Content-Type: application/json' \
-H 'Cookie: logged_in=yes; adminer_permanent=; XSRF-TOKEN=75995791-980a-4f3e-81fb-2e199d8f3934' \
-H 'Origin: http://localhost:7700' \
-H 'Referer: http://localhost:7700/' \
-H 'Sec-Fetch-Dest: empty' \
-H 'Sec-Fetch-Mode: cors' \
-H 'Sec-Fetch-Site: same-origin' \
-H 'User-Agent: Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/107.0.0.0 Safari/537.36 Edg/107.0.1418.26' \
-H 'X-Meilisearch-Client: Meilisearch mini-dashboard (v0.2.2) ; Meilisearch instant-meilisearch (v0.8.2) ; Meilisearch JavaScript (v0.27.0)' \
-H 'sec-ch-ua: "Microsoft Edge";v="107", "Chromium";v="107", "Not=A?Brand";v="24"' \
-H 'sec-ch-ua-mobile: ?0' \
-H 'sec-ch-ua-platform: "Windows"' \
--data-raw '{"q":"halo","attributesToHighlight":["*"],"highlightPreTag":"<ais-highlight-0000000000>","highlightPostTag":"</ais-highlight-0000000000>","limit":21}' \
--compressed
```
```json
{
"hits": [
{
"id": 108761,
"title": "I Am... Yours: An Intimate Performance at Wynn Las Vegas",
"overview": "Filmed at the Encore Theater at Wynn Las Vegas, this extraordinary concert features performances of over 30 songs from Beyoncé’s three multi-platinum solo releases, Destiny’s Child catalog and a few surprises. This amazing concert includes the #1 hits, “Single Ladies (Put A Ring On It),” “If I Were A Boy,” “Halo,” “Sweet Dreams” and showcases a gut-wrenching performance of “That’s Why You’re Beautiful.” Included on \"I AM... YOURS An Intimate Performance At Wynn Las Vegas,\" is a biographical storytelling woven between many songs and exclusive behind-the-scenes footage.",
"genres": ["Music", "Documentary"],
"poster": "https://image.tmdb.org/t/p/w500/j8n1XQNfw874Ka7SS3HQLCVNBxb.jpg",
"release_date": 1258934400,
"_formatted": {
"id": "108761",
"title": "I Am... Yours: An Intimate Performance at Wynn Las Vegas",
"overview": "Filmed at the Encore Theater at Wynn Las Vegas, this extraordinary concert features performances of over 30 songs from Beyoncé’s three multi-platinum solo releases, Destiny’s Child catalog and a few surprises. This amazing concert includes the #1 hits, “Single Ladies (Put A Ring On It),” “If I Were A Boy,” “<ais-highlight-0000000000>Halo</ais-highlight-0000000000>,” “Sweet Dreams” and showcases a gut-wrenching performance of “That’s Why You’re Beautiful.” Included on \"I AM... YOURS An Intimate Performance At Wynn Las Vegas,\" is a biographical storytelling woven between many songs and exclusive behind-the-scenes footage.",
"genres": ["Music", "Documentary"],
"poster": "https://image.tmdb.org/t/p/w500/j8n1XQNfw874Ka7SS3HQLCVNBxb.jpg",
"release_date": "1258934400"
}
}
],
"estimatedTotalHits": 10,
"query": "halo",
"limit": 21,
"offset": 0,
"processingTimeMs": 2
}
```
![MeiliSearch UI](./meilisearch.jpg)
#### Algolia
```bash
curl 'https://og53ly1oqh-dsn.algolia.net/1/indexes/*/queries?x-algolia-agent=Algolia%20for%20JavaScript%20(4.14.2)%3B%20Browser%20(lite)%3B%20docsearch%20(3.2.1)%3B%20docsearch-react%20(3.2.1)%3B%20docusaurus%20(2.1.0)&x-algolia-api-key=739f2a55c6d13d93af146c22a4885669&x-algolia-application-id=OG53LY1OQH' \
-H 'Accept: */*' \
-H 'Accept-Language: zh-CN,zh;q=0.9,en;q=0.8,en-GB;q=0.7,en-US;q=0.6,zh-TW;q=0.5' \
-H 'Connection: keep-alive' \
-H 'Origin: https://docs.halo.run' \
-H 'Referer: https://docs.halo.run/' \
-H 'Sec-Fetch-Dest: empty' \
-H 'Sec-Fetch-Mode: cors' \
-H 'Sec-Fetch-Site: cross-site' \
-H 'User-Agent: Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/107.0.0.0 Safari/537.36 Edg/107.0.1418.26' \
-H 'content-type: application/x-www-form-urlencoded' \
-H 'sec-ch-ua: "Microsoft Edge";v="107", "Chromium";v="107", "Not=A?Brand";v="24"' \
-H 'sec-ch-ua-mobile: ?0' \
-H 'sec-ch-ua-platform: "Windows"' \
--data-raw '{"requests":[{"query":"halo","indexName":"docs","params":"attributesToRetrieve=%5B%22hierarchy.lvl0%22%2C%22hierarchy.lvl1%22%2C%22hierarchy.lvl2%22%2C%22hierarchy.lvl3%22%2C%22hierarchy.lvl4%22%2C%22hierarchy.lvl5%22%2C%22hierarchy.lvl6%22%2C%22content%22%2C%22type%22%2C%22url%22%5D&attributesToSnippet=%5B%22hierarchy.lvl1%3A5%22%2C%22hierarchy.lvl2%3A5%22%2C%22hierarchy.lvl3%3A5%22%2C%22hierarchy.lvl4%3A5%22%2C%22hierarchy.lvl5%3A5%22%2C%22hierarchy.lvl6%3A5%22%2C%22content%3A5%22%5D&snippetEllipsisText=%E2%80%A6&highlightPreTag=%3Cmark%3E&highlightPostTag=%3C%2Fmark%3E&hitsPerPage=20&facetFilters=%5B%22language%3Azh-Hans%22%2C%5B%22docusaurus_tag%3Adefault%22%2C%22docusaurus_tag%3Adocs-default-1.6%22%5D%5D"}]}' \
--compressed
```
```json
{
"results": [
{
"hits": [
{
"content": null,
"hierarc
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Java SpringBoot Freemark 个人博客系统
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是一个基于 SpringBoot、Freemark 开发的个人博客系统,内置了一个 Admin后台,可以可视化的管理博客,不需要繁琐的配置,不需要操心各种主题之间的兼容性,容器化启动只需要执行一个命令,剩下的都是图形界面可以搞定的事情。 它 有简约的界面和良好的生态环境、社区环境,有问题可以求助于社区,但要注意提问的艺术噢。 另外 Halo 的代码难度也不算高,但是格式对于初学者来说是非常友好的一个项目。
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Java SpringBoot Freemark 个人博客系统 (707个子文件)
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