Elasticsearch Type Mapping
Overview :
Type mapping inside elasticsearch can be dynamic or static. Both mapping has it's own pros and cons. For initial usage dynamic mapping is fine, because we won't have complete knowledge of data model and it's usability. But for production, dynamic mapping upper limit can get consumed very quickly.
Problem statement :
Sunbird currently is using dynamic mapping for elasticsearch indexes., Inside Elastic search default index limit is 1000. So if your index reached 1000 limit , then it won't allow any other key to be indexed.
Sunbird platform has reached this limit, and introduction of new key would throw error.
Solution 1:
Use of static mapping, where static mapping can be of two type.
- Flexible static mapping: In this case first time we can define all attribute and it's type, and elasticseaerch will do indexing for only those attribute ,which is already defined in mapping, and it will allow user to store other attribute as well without indexing
- Strict mapping: In this case first time we can define all attribute and it's type, and elasticseaerch will do indexing for only those attribute ,which is already defined in mapping, and it will throw error if any new attribute is introduced.
Syntax for enabling above strategies:
Flexible static mapping: { "dynamic": false, "properties": { } }
Strict static mapping: { "dynamic": "strict", "properties": { } }
Solution 2:
Use of dynamic mapping and adjust the keep increasing the upper limit as target is reached.
We can increase limit of index form 1000 to 1500 as follow:
Updated index limit
Method : PUT
http://localhost:9200/searchindex/settings
Request body :
{ "index.mapping.totalfields.limit": 1500 }
Curl command to do mapping:
Method : Put
http://localhost:9200/searchindex/batch/_mapping
{
"dynamic": false,
"properties": {
"all_fields": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower"
}
},
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer"
},
"countDecrementDate": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"countDecrementStatus": {
"type": "boolean",
"fields": {
"raw": {
"type": "boolean"
}
}
},
"countIncrementDate": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"countIncrementStatus": {
"type": "boolean",
"fields": {
"raw": {
"type": "boolean"
}
}
},
"courseCreator": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"courseId": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"batchId": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"createdBy": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"createdDate": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"createdFor": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"description": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"endDate": {
"type": "date",
"fields": {
"raw": {
"type": "date"
}
}
},
"enrollmentType": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"hashTagId": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"id": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"identifier": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"mentors": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"name": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
},
"startDate": {
"type": "date",
"fields": {
"raw": {
"type": "date"
}
}
},
"status": {
"type": "long",
"fields": {
"raw": {
"type": "long"
}
}
},
"updatedDate": {
"type": "text",
"fields": {
"raw": {
"type": "text",
"analyzer": "keylower",
"fielddata": true
}
},
"copy_to": [
"all_fields"
],
"analyzer": "cs_index_analyzer",
"search_analyzer": "cs_search_analyzer",
"fielddata": true
}
}
}
Course batch mapping details:
| Old | New |
|---|---|
| { "dynamic_templates": [ { "longs": { "match_mapping_type": "long", "mapping": { "fields": { "raw": { "type": "long" } }, "type": "long" } } }, { "booleans": { "match_mapping_type": "boolean", "mapping": { "fields": { "raw": { "type": "boolean" } }, "type": "boolean" } } }, { "doubles": { "match_mapping_type": "double", "mapping": { "fields": { "raw": { "type": "double" } }, "type": "double" } } }, { "dates": { "match_mapping_type": "date", "mapping": { "fields": { "raw": { "type": "date" } }, "type": "date" } } }, { "strings": { "match_mapping_type": "string", "mapping": { "analyzer": "cs_index_analyzer", "copy_to": "all_fields", "fielddata": true, "fields": { "raw": { "type": "text", "fielddata": true, "analyzer": "keylower" } }, "search_analyzer": "cs_search_analyzer", "type": "text" } } } ], "properties": { "all_fields": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower" } }, "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer" }, "countDecrementDate": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "countDecrementStatus": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "countIncrementDate": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "countIncrementStatus": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "courseAdditionalInfo": { "properties": { "courseLogoUrl": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "courseName": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "description": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "leafNodesCount": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "status": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "tocUrl": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true } } }, "courseCreator": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "courseId": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "createdBy": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "createdDate": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "createdFor": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "description": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "endDate": { "type": "date", "fields": { "raw": { "type": "date" } } }, "enrollmentType": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "hashTagId": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "hashtagid": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "id": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "identifier": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "mentors": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "name": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "participant": { "properties": { "006ee23c-4575-4e84-bf12-6b0742fc37c2": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "00809309-b0e7-47c3-9363-4e2e43a37906": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "00a70eea-5b99-4638-af5f-043a941fea21": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "016cd1bf-445f-434e-b28d-c7b5c7f59de7": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "01dbd988-ca3e-448f-aeb7-8e93cefe994d": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "021093d8-9ddc-4fce-825d-353161ec1107": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "044976d2-00d6-4b67-8f24-219098ddd40f": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "04b26947-0995-4d8a-9e37-9a38443b5338": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0525d460-3696-4e87-a5db-d5ff5b095014": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "05cd6783-f70b-4cc2-b920-f0a188c38bba": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "05d7d9e3-c916-4f59-a81c-95ec58f18599": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0731e7dc-1699-4873-b513-750d1944b868": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "081f5324-4090-4916-a968-e3f18b6cd795": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "084e6be5-945e-4e35-8be8-b2344e403f4f": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "08915a50-a8b9-428e-8e26-8c46efe25f5d": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0936cd2f-9343-4581-8d21-66dd5998bd53": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "09b9e982-8633-4023-8843-e636d0cf11e9": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0a32e459-93ac-4825-a7d6-835794c1c184": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0a4e9612-92f8-42b2-a995-a8915d4f6d51": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0ab81e6e-77d6-4eeb-bfe8-a9864d17dfbd": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0ac395d2-0806-4932-9498-b2c2100f1dc4": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0b3794ee-3f0d-4584-b08e-c10ae49dc4dc": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0b65cf79-7624-4c0d-8cde-9d34a28ddf58": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0c383526-2677-46be-8fb0-06d41392d40b": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0c6aefd8-c50a-43e2-8b40-b9c57dd95f3b": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0d5a9409-4b25-4b64-9d1b-b908829448af": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0d7c6d15-749f-4b61-91c7-ace6007e752d": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0d8ee43c-338e-4ab1-b47b-08d444eb282e": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0edd8df6-6829-473a-b8bd-d5d0fc95c643": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0f8afc90-d069-496f-9dd8-04c0ab831ae4": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0f8e6b8d-bbc9-4d04-99c1-b97ca8f4780f": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "0fb08dc4-05b9-4828-9e48-a7e753c9264b": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "105ab834-5b0f-4d8a-8a60-94c2e5150b08": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "106b99ab-a3bc-4f3e-bb05-94030bba9ae6": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "10b9b330-dd12-4888-8faa-1e4bd3fa1a2b": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "1145efbf-e397-4906-9be1-9417e7f5c57d": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "1153a0ed-3d36-424f-9245-deb14ce5ae81": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "11f850a7-9f90-419a-b45d-eefe035167f5": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "12228bdd-bf6c-4f55-851c-e840acc4c324": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "12232318-7520-496b-b6f3-a9bd4d71a771": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "1307fe6d-698a-4a3d-8d3f-095eea85cad6": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, "140eae8d-fd07-4dc8-8582-4001e448eb94": { "type": "boolean", "fields": { "raw": { "type": "boolean" } } }, 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"cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "createdBy": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "createdDate": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "createdFor": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "description": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "endDate": { "type": "date", "fields": { "raw": { "type": "date" } } }, "enrollmentType": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "hashTagId": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "id": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "identifier": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "mentors": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "name": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true }, "startDate": { "type": "date", "fields": { "raw": { "type": "date" } } }, "status": { "type": "long", "fields": { "raw": { "type": "long" } } }, "updatedDate": { "type": "text", "fields": { "raw": { "type": "text", "analyzer": "keylower", "fielddata": true } }, "copy_to": [ "all_fields" ], "analyzer": "cs_index_analyzer", "search_analyzer": "cs_search_analyzer", "fielddata": true } } } |
Mapping definition storage :
Mapping definition can be store as follow:
- Storage in cassandra (Example : corresponding each type will store mapping as well)
- Storing in resource file : Create a json file that will have type name and mapping data.
-- New Mapping files
-- Old Mapping files:
Problem Statement
How to manage the mapping of indexes?
Solution Approach
The mapping can be stored in database and can be updated and invoked through API. Whenever someone invokes an API for updating mapping, it is first stored in DB and then makes an internal call to Elasticsearch to update mapping.
Table structure
| column | type | description |
|---|---|---|
| index | text | name of the index, partition key |
| type | text | the type for which the mapping should be applied, primary key |
| version | int | part of primary key, can be used for auditing or getting current mapping |
| mapping | text | the json of mapping called |
| status | int | denotes 1 for success, 0 for failure |
| response | text | response received from ES while calling update mapping |
| createdBy | text | userId of person who called update mapping API |
| createdOn | timestamp | when the API was invoked to update mapping |