Introduction to Elastic Search 1

Keywords: Database JSON

  1. document data format
  2. Background introduction of commodity management cases in e-commerce websites
  3. Simple Cluster Management
  4. CRUD operations for commodities (document curd)

1. Document data format

Document-Oriented Search and Analysis Engine

  • The data structure of application system is object-oriented and complex.
  • Object data stored in the database, can only be disassembled into flat tables, each time the query is still restored to the object format, quite troublesome.
  • ES is document-oriented. The data structure stored in the document is the same as object-oriented data structure. It is based on this kind of document data structure. ES can provide complex indexing, full-text retrieval, analysis and aggregation functions.
  • The document of ES is expressed in json data format.
public class Employee {
    private String email;
    private String firstName;
    private String lastName;
    private EmployeeInfo info;
    private Date joinDate;
}


private class EmployeeInfo {
    private String bio;
    private Integer age;
    private String[] interesets;
}

EmployeeInfo info = new EmployeeInfo();
info.SetBio("youdi");
info.setAge(24);
info.setInteresets(new String[]{"dance", "code"});

Employee employee = new Employee();
employee.setEmail("@");
employee.setInfo(info);

employee Object: It contains Employee Class's own properties. Two tables need to be saved.
//Using ORM. database is flat and can not reflect the object-oriented structure.

2. Background Introduction of Commodity Management Case of E-commerce Website

The following functions are provided:

  1. CRUD of Commodity Information
  2. Perform simple full-text retrieval and complex phrase retrieval
  3. For full-text retrieval results, highlighting can be done
  4. Simple aggregation analysis of data

3. Simple Cluster Management

  1. Quick check of cluster health

    ES provides a set of cat APIs to view a wide variety of data in ES

    GET /_cat/health?pretty
    epoch      timestamp cluster             status node.total node.data shards pri relo init unassign pending_tasks max_task_wait_time active_shards_percent
    1524842572 23:22:52  elasticsearch_youdi yellow          1         1     10  10    0    0       10             0                  -                 50.0%
    

    View status

    Green: The primary share and replica share of each index are active states

    yellow: The primary share of each index is active, but part of replica share is not active and is unavailable.

    red: Not all primary shares of indexes are active, and some of the miniatures are missing data

Why is it yellow ing now?

primary shard replica shard has no second node

  1. Quickly view all indexes in the cluster?
GET /_cat/indices?v
health status index    uuid                   pri rep docs.count docs.deleted store.size pri.store.size
yellow open   website  -NVtisruRUO1buiENwh7Vw   5   1          1            0      5.5kb          5.5kb
yellow open   megacorp 3YlG1FRPTDynSETmZBDIhg   5   1          3            0     17.5kb         17.5kb
  1. Simple index operation
PUT /test_index?pretty


DELETE /test_index?pretty

CRUD of Commodities

  1. New products
PUT /index/type/id

PUT /products/goods/1
{
  "name": "test",
  "desc": "hello world",
  "price": 11.0,
  "producer": "hello",
  "tags": ["youdi", "haha"]
}

{
  "_index": "products",
  "_type": "goods",
  "_id": "1",
  "_version": 1,
  "result": "created",
  "_shards": {
    "total": 2,
    "successful": 1,
    "failed": 0
  },
  "_seq_no": 0,
  "_primary_term": 1
}
  1. Enquiry goods
GET /products/goods/1

{
  "_index": "products",
  "_type": "goods",
  "_id": "1",
  "_version": 1,
  "found": true,
  "_source": {
    "name": "test",
    "desc": "hello world",
    "price": 11,
    "producer": "hello",
    "tags": [
      "youdi",
      "haha"
    ]
  }
}
  1. update operation
Replacement: All information must be submitted
PUT /products/goods/1
{
  "name": "test3",
  "desc": "hello world",
  "price": 11.5,
  "producer": "hello",
  "tags": ["youdi", "haha"]
}


{
  "_index": "products",
  "_type": "goods",
  "_id": "1",
  "_version": 2,
  "result": "updated",
  "_shards": {
    "total": 2,
    "successful": 1,
    "failed": 0
  },
  "_seq_no": 1,
  "_primary_term": 1
}



PUT /products/goods/1
{
  "name": "test3"
}

GET /products/goods/1
{
  "_index": "products",
  "_type": "goods",
  "_id": "1",
  "_version": 3,
  "found": true,
  "_source": {
    "name": "test3"
  }
}


POST products/goods/1/_update
{
  "doc": {
  "name": "test6"
  }
}

{
  "_index": "products",
  "_type": "goods",
  "_id": "1",
  "_version": 5,
  "result": "updated",
  "_shards": {
    "total": 2,
    "successful": 1,
    "failed": 0
  },
  "_seq_no": 4,
  "_primary_term": 1
}
  1. remove document
DELETE /products/goods/1
{
  "_index": "products",
  "_type": "goods",
  "_id": "1",
  "_version": 6,
  "result": "deleted",
  "_shards": {
    "total": 2,
    "successful": 1,
    "failed": 0
  },
  "_seq_no": 5,
  "_primary_term": 1
}

{
  "_index": "products",
  "_type": "goods",
  "_id": "1",
  "found": false
}

The Way of Searching for Goods

  1. query string search
  2. Query DSL
  3. query filter
  4. Full-text search

1. query string search

Search for all goods

GET /products/goods/_search

{
  "took": 104, //time consuming
  "timed_out": false, //Is time out?
  "_shards": { //_shards 
    "total": 5,
    "successful": 5,
    "skipped": 0,
    "failed": 0
  },
  "hits": {
    "total": 1, // Number of query results 1 data
    "max_score": 1, //Matching Score of ES for Relevance Degree
    "hits": [  //Contains detailed search data
      {
        "_index": "products",
        "_type": "goods",
        "_id": "2",
        "_score": 1,
        "_source": {
          "name": "tes2",
          "desc": "hello world",
          "price": 14,
          "producer": "hello",
          "tags": [
            "youdi",
            "haha"
          ]
        }
      }
    ]
  }
}



{
  "took": 8,
  "timed_out": false,
  "_shards": {
    "total": 5,
    "successful": 5,
    "skipped": 0,
    "failed": 0
  },
  "hits": {
    "total": 2,
    "max_score": 1,
    "hits": [
      {
        "_index": "products",
        "_type": "goods",
        "_id": "2",
        "_score": 1,
        "_source": {
          "name": "tes2",
          "desc": "hello world",
          "price": 14,
          "producer": "hello",
          "tags": [
            "youdi",
            "haha"
          ]
        }
      },
      {
        "_index": "products",
        "_type": "goods",
        "_id": "1",
        "_score": 1,
        "_source": {
          "name": "test3",
          "desc": "hello world",
          "price": 11.5,
          "producer": "hello",
          "tags": [
            "youdi",
            "haha"
          ]
        }
      }
    ]
  }
}


      {
        "_index": "bank",
        "_type": "_doc",
        "_id": "25",
        "_score": 1,
        "_source": {
          "account_number": 25,
          "balance": 40540,
          "firstname": "Virginia",
          "lastname": "Ayala",
          "age": 39,
          "gender": "F",
          "address": "171 Putnam Avenue",
          "employer": "Filodyne",
          "email": "virginiaayala@filodyne.com",
          "city": "Nicholson",
          "state": "PA"
        }
      },
  1. Search account names with ber, sorted by age
GET /bank/_doc/_search?q=firstname:Virginia&sort=age:des

{
  "took": 1,
  "timed_out": false,
  "_shards": {
    "total": 5,
    "successful": 5,
    "skipped": 0,
    "failed": 0
  },
  "hits": {
    "total": 1,
    "max_score": 4.882802,
    "hits": [
      {
        "_index": "bank",
        "_type": "_doc",
        "_id": "25",
        "_score": 4.882802,
        "_source": {
          "account_number": 25,
          "balance": 40540,
          "firstname": "Virginia",
          "lastname": "Ayala",
          "age": 39,
          "gender": "F",
          "address": "171 Putnam Avenue",
          "employer": "Filodyne",
          "email": "virginiaayala@filodyne.com",
          "city": "Nicholson",
          "state": "PA"
        }
      }
    ]
  }
}
  1. query DSL

DSL: Domain Specific Language Domain Specific Language Domain Specific Language Domain Specific Language Domain Specific Language

Query all account s

http request body: request body, can use json format to build query grammar, more convenient, can build a variety of complex grammar.

GET /bank/_doc/_search
{
  "query": {
    "match_all": {}
  }
}

{
  "took": 1,
  "timed_out": false,
  "_shards": {
    "total": 5,
    "successful": 5,
    "skipped": 0,
    "failed": 0
  },
  "hits": {
    "total": 1000,
    "max_score": 1,
    "hits": [
      {
        "_index": "bank",
        "_type": "_doc",
        "_id": "25",
        "_score": 1,
        "_source": {
          "account_number": 25,
          "balance": 40540,
          "firstname": "Virginia",
          "lastname": "Ayala",
          "age": 39,
          "gender": "F",
          "address": "171 Putnam Avenue",
          "employer": "Filodyne",
          "email": "virginiaayala@filodyne.com",
          "city": "Nicholson",
          "state": "PA"
        }
      },
      {
        "_index": "bank",
        "_type": "_doc",
        "_id": "44",
        "_score": 1,
        "_source": {
          "account_number": 44,
          "balance": 34487,
          "firstname": "Aurelia",
          "lastname": "Harding",
          "age": 37,
          "gender": "M",
          "address": "502 Baycliff Terrace",
          "employer": "Orbalix",
          "email": "aureliaharding@orbalix.com",
          "city": "Yardville",
          "state": "DE"
        }
      },
      {
        "_index": "bank",
        "_type": "_doc",
        "_id": "99",
        "_score": 1,
        "_source": {
          "account_number": 99,
          "balance": 47159,
          "firstname": "Ratliff",
          "lastname": "Heath",
          "age": 39,
          "gender": "F",
          "address": "806 Rockwell Place",
          "employer": "Zappix",
          "email": "ratliffheath@zappix.com",
          "city": "Shaft",
          "state": "ND"
        }
      },
      {
        "_index": "bank",
        "_type": "_doc",
        "_id": "119",
        "_score": 1,
        "_source": {
          "account_number": 119,
          "balance": 49222,
          "firstname": "Laverne",
          "lastname": "Johnson",
          "age": 28,
          "gender": "F",
          "address": "302 Howard Place",
          "employer": "Senmei",
          "email": "lavernejohnson@senmei.com",
          "city": "Herlong",
          "state": "DC"
        }
      },
      {
        "_index": "bank",
        "_type": "_doc",
        "_id": "126",
        "_score": 1,
        "_source": {
          "account_number": 126,
          "balance": 3607,
          "firstname": "Effie",
          "lastname": "Gates",
          "age": 39,
          "gender": "F",
          "address": "620 National Drive",
          "employer": "Digitalus",
          "email": "effiegates@digitalus.com",
          "city": "Blodgett",
          "state": "MD"
        }
      },
      {
        "_index": "bank",
        "_type": "_doc",
        "_id": "145",
        "_score": 1,
        "_source": {
          "account_number": 145,
          "balance": 47406,
          "firstname": "Rowena",
          "lastname": "Wilkinson",
          "age": 32,
          "gender": "M",
          "address": "891 Elton Street",
          "employer": "Asimiline",
          "email": "rowenawilkinson@asimiline.com",
          "city": "Ripley",
          "state": "NH"
        }
      },
      {
        "_index": "bank",
        "_type": "_doc",
        "_id": "183",
        "_score": 1,
        "_source": {
          "account_number": 183,
          "balance": 14223,
          "firstname": "Hudson",
          "lastname": "English",
          "age": 26,
          "gender": "F",
          "address": "823 Herkimer Place",
          "employer": "Xinware",
          "email": "hudsonenglish@xinware.com",
          "city": "Robbins",
          "state": "ND"
        }
      },
      {
        "_index": "bank",
        "_type": "_doc",
        "_id": "190",
        "_score": 1,
        "_source": {
          "account_number": 190,
          "balance": 3150,
          "firstname": "Blake",
          "lastname": "Davidson",
          "age": 30,
          "gender": "F",
          "address": "636 Diamond Street",
          "employer": "Quantasis",
          "email": "blakedavidson@quantasis.com",
          "city": "Crumpler",
          "state": "KY"
        }
      },
      {
        "_index": "bank",
        "_type": "_doc",
        "_id": "208",
        "_score": 1,
        "_source": {
          "account_number": 208,
          "balance": 40760,
          "firstname": "Garcia",
          "lastname": "Hess",
          "age": 26,
          "gender": "F",
          "address": "810 Nostrand Avenue",
          "employer": "Quiltigen",
          "email": "garciahess@quiltigen.com",
          "city": "Brooktrails",
          "state": "GA"
        }
      },
      {
        "_index": "bank",
        "_type": "_doc",
        "_id": "222",
        "_score": 1,
        "_source": {
          "account_number": 222,
          "balance": 14764,
          "firstname": "Rachelle",
          "lastname": "Rice",
          "age": 36,
          "gender": "M",
          "address": "333 Narrows Avenue",
          "employer": "Enaut",
          "email": "rachellerice@enaut.com",
          "city": "Wright",
          "state": "AZ"
        }
      }
    ]
  }
}

Posted by blackhorse on Sun, 19 May 2019 09:08:59 -0700