Indexes: Dynamic Index Fields


Indexing documents fields KEYS

Example - index any field under object

The following example allows you to:

  • Index any field that is under the some object from the document.
  • After index is deployed, any new field added to the this object will be indexed as well.

  • The document:

    public class Product {
        private String id;
    
        // The KEYS under the attributes object will be dynamically indexed
        // Fields added to this object after index creation time will also get indexed
        private Dictionary<String, Object> attributes;
    
        // get + set implementation ...
    }
    // Sample document content
    {
        "attributes": {
            "color": "Red",
            "size": 42
        }
    }
  • The index:
    The following index will index any field under the attributes object from the document,
    a dynamic-index-field will be created for each such field.
    New fields added to the object after index creation time will be dynamically indexed as well.

    The actual dynamic-index-field name on which you can query will be the attribute field key.
    e.g. Keys color & size will become the actual dynamic-index-fields.

    public class Products_ByAttributeKey_JS extends AbstractJavaScriptIndexCreationTask {
        public Products_ByAttributeKey_JS() {
            // Call 'createField' to generate dynamic-index-fields from the attributes object keys
            // Using '_' is just a convention. Any other string can be used instead of '_'
    
            // The actual field name will be the key
            // The actual field terms will be derived from p.attributes[key]
            setMaps(Sets.newHashSet(
                "map('Products', function (p) { " +
                "    return { " +
                "        _: Object.keys(p.attributes).map(key => createField(key, p.attributes[key], " +
                "            { indexing: 'Search', storage: false, termVector: null })) " +
                "    }; " +
                "}) "
            ));
        }
    }
  • The query:

    • You can now query the generated dynamic-index fields.
      Property _ is Not queryable, it is only used in the index definition syntax.
    • To get all documents with some 'size' use:
      List<Product> matchingDocuments = session
          .query(Product.class, Products_ByAttributeKey_JS.class)
          .whereEquals("size", 42)
          .toList();
      // 'size' is a dynamic-index-field that was indexed from the Attributes object
      from index 'Products/ByAttributeKey/JS' where size = 42

Example - index any field

The following example allows you to:

  • Define an index on a collection without needing any common structure between the indexed documents.
  • After index is deployed, any new field added to the document will be indexed as well.

Consider if that is a true necessity, as indexing every single field can end up costing time and disk space.

  • The document:

    public class Product {
        private String id;
    
        // All KEYS in the document will be dynamically indexed
        // Fields added to the document after index creation time will also get indexed
        private String firstName;
        private String lastName;
        private String title;
        // ...
    
        // get + set implementation ...
    }

    // Sample document content
    {
        "firstName": "John",
        "lastName": "Doe",
        "title": "Engineer",
        // ...
    }
  • The index:
    The following index will index any field from the document,
    a dynamic-index-field will be created for each field.
    New fields added to the document after index creation time will be dynamically indexed as well.

    The actual dynamic-index-field name on which you can query will be the field key.
    E.g., Keys firstName & lastName will become the actual dynamic-index-fields.

    public class Products_ByAnyField_JS extends AbstractJavaScriptIndexCreationTask {
        public Products_ByAnyField_JS() {
        
            // This will index EVERY FIELD under the top level of the document
            setMaps(Sets.newHashSet(
                "map('Products', function (p) { " +
                "    return { " +
                "        _: Object.keys(p).map(key => createField(key, p[key], " +
                "            { indexing: 'Search', storage: true, termVector: null })) " +
                "    }; " +
                "}) "
            ));
        }
    }
  • The query:

    • To get all documents with some 'lastName' use:
      List<Product> matchingDocuments = session
          .query(Product.class, Products_ByAnyField_JS.class)
          .whereEquals("lastName", "Doe")
          .toList();
      // 'lastName' is a dynamic-index-field that was indexed from the document
      from index 'Products/ByAnyField/JS' where lastName = "Doe"

Indexing documents fields VALUES

Example - basic

The following example shows:

  • Only the basic concept of creating a dynamic-index-field from the value of a document field.
  • Documents can then be queried based on those indexed values.
  • For a more practical usage see the Example below.

  • The document:

    public class Product {
        private String id;
    
        // The VALUE of productType will be dynamically indexed
        private String productType;
        private int pricePerUnit;
    
        // get + set implementation ...
    }

    // Sample document content
    {
        "productType": "Electronics",
        "pricePerUnit": 23
    }
  • The index:
    The following index will index the value of document field 'productType'.

    This value will be the dynamic-index-field name on which you can query.
    e.g. Field value Electronics will be the dynamic-index-field.

    public class Products_ByProductType extends AbstractIndexCreationTask {
        public Products_ByProductType() {
        
            // The field name will be the value of document field 'productType'
            // The field terms will be derived from document field 'pricePerUnit'
            map = "docs.Products.Select(p => new { " +
                  "    _ = this.CreateField(p.productType, p.pricePerUnit) " +
                  "})";
        }
    }
  • The query:

    • To get all documents of some product type having a specific price per unit use:
      List<Product> matchingDocuments = session
          .query(Product.class, Products_ByProductType.class)
          .whereEquals("Electronics", 23)
          .toList();
      // 'Electronics' is the dynamic-index-field that was indexed from document field 'productType'
      from index 'Products/ByProductType' where Electronics = 23

Example - list

The following example allows you to:

  • Index values from items in a list
  • After index is deployed, any item added this list in the document will be dynamically indexed as well.

  • The document:

    public class Product {
        private String id;
        private String name;
    
        // For each element in this list, the VALUE of property 'propName' will be dynamically indexed
        // e.g. Color, Width, Length (in ex. below) will become dynamic-index-fields
        private List<Attribute> attributes;
    
        // get + set implementation ...
    }
    
    public class Attribute {
        private String propName;
        private String propValue;
    
        // get + set implementation ...
    }

    // Sample document content
    {
        "name": "SomeName",
        "attributes": [
            {  
                "propName": "Color",
                "propValue": "Blue"
            },
            {
                "propName": "Width",
                "propValue": "10"
            },
            {
                "propName": "Length",
                "propValue": "20"
            },
            ...
        ]
    }
  • The index:
    The following index will create a dynamic-index-field per item in the document's attributes list.
    New items added to the attributes list after index creation time will be dynamically indexed as well.

    The actual dynamic-index-field name on which you can query will be the item's propName value.
    E.g., 'propName' value Width will be a dynamic-index-field.

    public class Attributes_ByName extends AbstractIndexCreationTask {
        public Attributes_ByName() {
    
            // For each attribute item, the field name will be the value of field 'propName'
            // The field terms will be derived from field 'propValue'
            // A regular-index-field (Name) is defined as well
            map =
                "docs.Products.Select(p => new { " +
                "    _ = p.attributes.Select(item => this.CreateField(item.propName, item.propValue)), " +
                "    Name = p.name " +
                "})";
        }
    }
  • The query:

    • To get all documents matching a specific attribute property use:
      List<Product> matchingDocuments = session
          .query(Product.class, Attributes_ByName.class)
          .whereEquals("Width", 10)
          .toList();
      // 'Width' is a dynamic-index-field that was indexed from the attributes list
      from index 'Attributes/ByName' where Width = 10

CreateField syntax

Syntax for LINQ-index:

object CreateField(string name, object value);

object CreateField(string name, object value, bool stored, bool analyzed);

object CreateField(string name, object value, CreateFieldOptions options);

Syntax for JavaScript-index:

createField(fieldName, fieldValue, options); // returns object
Parameters
fieldName string Name of the dynamic-index-field
fieldValue object Value of the dynamic-index-field
The field Terms are derived from this value.
stored bool Sets FieldStorage

false - will set FieldStorage.No (default value)
true - will set FieldStorate.Yes
analyzed bool Sets FieldIndexing

null - FieldIndexing.Default (default value)
false - FieldIndexing.Exact
true - FieldIndexing.Search
options CreateFieldOptions Dynamic-index-field options
CreateFieldOptions
Storage FieldStorage? Learn about storing data in the index.
Indexing FieldIndexing? Learn about using analyzers in the index.
TermVector FieldTermVector? Learn about term vectors in the index.

  • All above examples have used the character _ in the dynamic-index-field definition.
    However, using _ is just a convention. Any other string can be used instead.

  • This property is Not queryable, it is only used in the index definition syntax.
    The actual dynamic-index-fields that are generated are defined by the CreateField method.

Indexed fields & terms view

The generated dynamic-index-fields and their indexed terms can be viewed in the Terms View.
Below are sample index fields & their terms generated from the last example.

Figure 1. Go to terms view

Figure-1: Go to Terms View

Figure 2. Indexed fields & terms

Figure-2: Indexed fields & terms