Cloud AI Platform v1 API - Class SearchFeaturesRequest (2.12.0)

Reference documentation and code samples for the Cloud AI Platform v1 API class SearchFeaturesRequest.

Request message for [FeaturestoreService.SearchFeatures][google.cloud.aiplatform.v1.FeaturestoreService.SearchFeatures].

Required. The resource name of the Location to search Features. Format: projects/{project}/locations/{location}

LocationName-typed view over the Location resource name property.

The maximum number of Features to return. The service may return fewer than this value. If unspecified, at most 100 Features will be returned. The maximum value is 100; any value greater than 100 will be coerced to 100.

A page token, received from a previous [FeaturestoreService.SearchFeatures][google.cloud.aiplatform.v1.FeaturestoreService.SearchFeatures] call. Provide this to retrieve the subsequent page.

When paginating, all other parameters provided to [FeaturestoreService.SearchFeatures][google.cloud.aiplatform.v1.FeaturestoreService.SearchFeatures], except page_size, must match the call that provided the page token.

Query string that is a conjunction of field-restricted queries and/or field-restricted filters. Field-restricted queries and filters can be combined using AND to form a conjunction.

A field query is in the form FIELD:QUERY. This implicitly checks if QUERY exists as a substring within Feature's FIELD. The QUERY and the FIELD are converted to a sequence of words (i.e. tokens) for comparison. This is done by:

• Removing leading/trailing whitespace and tokenizing the search value. Characters that are not one of alphanumeric [a-zA-Z0-9], underscore _, or asterisk * are treated as delimiters for tokens. * is treated as a wildcard that matches characters within a token.
• Ignoring case.
• Prepending an asterisk to the first and appending an asterisk to the last token in QUERY.

A QUERY must be either a singular token or a phrase. A phrase is one or multiple words enclosed in double quotation marks ("). With phrases, the order of the words is important. Words in the phrase must be matching in order and consecutively.

Supported FIELDs for field-restricted queries:

• feature_id
• description
• entity_type_id

Examples:

• feature_id: foo --> Matches a Feature with ID containing the substring foo (eg. foo, foofeature, barfoo).
• feature_id: foo*feature --> Matches a Feature with ID containing the substring foo*feature (eg. foobarfeature).
• feature_id: foo AND description: bar --> Matches a Feature with ID containing the substring foo and description containing the substring bar.

Besides field queries, the following exact-match filters are supported. The exact-match filters do not support wildcards. Unlike field-restricted queries, exact-match filters are case-sensitive.

• feature_id: Supports = comparisons.
• description: Supports = comparisons. Multi-token filters should be enclosed in quotes.
• entity_type_id: Supports = comparisons.
• value_type: Supports = and != comparisons.
• labels: Supports key-value equality as well as key presence.
• featurestore_id: Supports = comparisons.

Examples:

• description = "foo bar" --> Any Feature with description exactly equal to foo bar
• value_type = DOUBLE --> Features whose type is DOUBLE.
• labels.active = yes AND labels.env = prod --> Features having both (active: yes) and (env: prod) labels.
• labels.env: * --> Any Feature which has a label with env as the key.