Indexes: Dynamic Index Fields
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In RavenDB different documents can have different shapes.
Documents are schemaless - new fields can be added or removed as needed. -
For such dynamic data, you can define indexes with dynamic-index-fields.
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This allows querying the index on fields that aren't yet known at index creation time,
which is very useful when working on highly dynamic systems. -
Any value type can be indexed, string, number, date, etc.
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An index definition can contain both dynamic-index-fields and regular-index-fields.
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In this page:
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.
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The document:
public class Product { public string Id { get; set; } // The KEYS under the Attributes object will be dynamically indexed // Fields added to this object after index creation time will also get indexed public Dictionary<string, object> Attributes { get; set; } }
// Sample document content { "Attributes": { "Color": "Red", "Size": 42 } }
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The index:
The below index will index any field under theAttributes
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., KeysColor
&Size
will become the actual dynamic-index-fields.public class Products_ByAttributeKey : AbstractIndexCreationTask<Product> { public Products_ByAttributeKey() { Map = products => from p in products select new { // 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 item.Key // The actual field terms will be derived from item.Value _ = p.Attributes.Select(item => CreateField(item.Key, item.Value)) }; } }
public class Products_ByAttributeKey_JS : AbstractJavaScriptIndexCreationTask { public Products_ByAttributeKey_JS() { Maps = new HashSet<string> { @"map('Products', function (p) { return { _: Object.keys(p.Attributes).map(key => createField(key, p.Attributes[key], { indexing: 'Search', storage: true, termVector: null })) }; })" }; } }
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The query:
- You can now query the generated dynamic-index fields.
The_
property is Not queryable but used only in the index definition syntax. - To get all documents with some 'Size' use:
IList<Product> matchingDocuments = session .Advanced .DocumentQuery<Product, Products_ByAttributeKey>() // 'Size' is a dynamic-index-field that was indexed from the Attributes object .WhereEquals("Size", 42) .ToList();
// 'Size' is a dynamic-index-field that was indexed from the Attributes object from index 'Products/ByAttributeKey' where Size = 42
- You can now query the generated dynamic-index fields.
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 whether this is really necessary, as indexing every single field can end up costing time and disk space.
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The document:
public class Product { public string Id { get; set; } // All KEYS in the document will be dynamically indexed // Fields added to the document after index creation time will also get indexed public string FirstName { get; set; } public string LastName { get; set; } public string Title { get; set; } // ... }
// Sample document content { "FirstName": "John", "LastName": "Doe", "Title": "Engineer", // ... }
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The index:
The below 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., KeysFirstName
&LastName
will become the actual dynamic-index-fields.public class Products_ByAnyField_JS : AbstractJavaScriptIndexCreationTask { public Products_ByAnyField_JS() { // This will index EVERY FIELD under the top level of the document Maps = new HashSet<string> { @"map('Products', function (p) { return { _: Object.keys(p).map(key => createField(key, p[key], { indexing: 'Search', storage: true, termVector: null })) } })" }; } }
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The query:
- To get all documents with some 'LastName' use:
IList<Product> matchingDocuments = session .Advanced .DocumentQuery<Product, Products_ByAnyField_JS>() // 'LastName' is a dynamic-index-field that was indexed from the document .WhereEquals("LastName", "Doe") .ToList();
// 'LastName' is a dynamic-index-field that was indexed from the document from index 'Products/ByAnyField/JS' where LastName = "Doe"
- To get all documents with some 'LastName' use:
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.
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The document:
public class Product { public string Id { get; set; } // The VALUE of ProductType will be dynamically indexed public string ProductType { get; set; } public int PricePerUnit { get; set; } }
// Sample document content { "ProductType": "Electronics", "PricePerUnit": 23 }
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The index:
The below 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 valueElectronics
will be the dynamic-index-field.public class Products_ByProductType : AbstractIndexCreationTask<Product> { public Products_ByProductType() { Map = products => from p in products select new { // Call 'CreateField' to generate the dynamic-index-fields // The field name will be the value of document field 'ProductType' // The field terms will be derived from document field 'PricePerUnit' _ = CreateField(p.ProductType, p.PricePerUnit) }; } }
public class Products_ByProductType_JS : AbstractJavaScriptIndexCreationTask { public Products_ByProductType_JS() { Maps = new HashSet<string> { @"map('Products', function (p) { return { _: createField(p.ProductType, p.PricePerUnit, { indexing: 'Search', storage: true, termVector: null }) }; })" }; } }
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The query:
- To get all documents of some product type having a specific price per unit use:
IList<Product> matchingDocuments = session .Advanced .DocumentQuery<Product, Products_ByProductType>() // 'Electronics' is the dynamic-index-field that was indexed from document field 'ProductType' .WhereEquals("Electronics", 23) .ToList();
// 'Electronics' is the dynamic-index-field that was indexed from document field 'ProductType' from index 'Products/ByProductType' where Electronics = 23
- To get all documents of some product type having a specific price per unit use:
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.
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The document:
public class Product { public string Id { get; set; } public string Name { get; set; } // 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 public List<Attribute> Attributes { get; set; } } public class Attribute { public string PropName { get; set; } public string PropValue { get; set; } }
// Sample document content { "Name": "SomeName", "Attributes": [ { "PropName": "Color", "PropValue": "Blue" }, { "PropName": "Width", "PropValue": "10" }, { "PropName": "Length", "PropValue": "20" }, ... ] }
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The index:
The below index will create a dynamic-index-field per item in the document'sAttributes
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' valueWidth
will be a dynamic-index-field.public class Attributes_ByName : AbstractIndexCreationTask<Product> { public Attributes_ByName() { Map = products => from a in products select new { // Define the dynamic-index-fields by calling CreateField // A dynamic-index-field will be generated for each item in the Attributes list // For each item, the field name will be the value of field 'PropName' // The field terms will be derived from field 'PropValue' _ = a.Attributes.Select(item => CreateField(item.PropName, item.PropValue)), // A regular index field can be defined as well: Name = a.Name }; } }
public class Attributes_ByName_JS : AbstractJavaScriptIndexCreationTask { public Attributes_ByName_JS() { Maps = new HashSet<string> { @"map('Products', function (p) { return { _: p.Attributes.map(item => createField(item.PropName, item.PropValue, { indexing: 'Search', storage: true, termVector: null })), Name: p.Name }; })" }; } }
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The query:
- To get all documents matching a specific attribute property use:
IList<Product> matchingDocuments = session .Advanced .DocumentQuery<Product, Attributes_ByName>() // 'Width' is a dynamic-index-field that was indexed from the Attributes list .WhereEquals("Width", 10) .ToList();
// 'Width' is a dynamic-index-field that was indexed from the Attributes list from index 'Attributes/ByName' where Width = 10
- To get all documents matching a specific attribute property use:
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 | ||
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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 FieldStoragefalse - will set FieldStorage.No (default value)true - will set FieldStorate.Yes |
analyzed | bool |
Sets FieldIndexingnull - FieldIndexing.Default (default value)false - FieldIndexing.Exact true - FieldIndexing.Search |
options | CreateFieldOptions |
Dynamic-index-field options |
CreateFieldOptions | ||
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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. |
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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 theCreateField
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-2: Indexed fields & terms