Reference documentation and code samples for the Google Cloud Retail V2 Client class PredictRequest.
Request message for Predict method.
Generated from protobuf message google.cloud.retail.v2.PredictRequest
Methods
__construct
Constructor.
Parameters | |
---|---|
Name | Description |
data |
array
Optional. Data for populating the Message object. |
↳ placement |
string
Required. Full resource name of the format: |
↳ user_event |
Google\Cloud\Retail\V2\UserEvent
Required. Context about the user, what they are looking at and what action they took to trigger the predict request. Note that this user event detail won't be ingested to userEvent logs. Thus, a separate userEvent write request is required for event logging. Don't set UserEvent.visitor_id or UserInfo.user_id to the same fixed ID for different users. If you are trying to receive non-personalized recommendations (not recommended; this can negatively impact model performance), instead set UserEvent.visitor_id to a random unique ID and leave UserInfo.user_id unset. |
↳ page_size |
int
Maximum number of results to return. Set this property to the number of prediction results needed. If zero, the service will choose a reasonable default. The maximum allowed value is 100. Values above 100 will be coerced to 100. |
↳ page_token |
string
This field is not used; leave it unset. |
↳ filter |
string
Filter for restricting prediction results with a length limit of 5,000 characters. Accepts values for tags and the |
↳ validate_only |
bool
Use validate only mode for this prediction query. If set to true, a dummy model will be used that returns arbitrary products. Note that the validate only mode should only be used for testing the API, or if the model is not ready. |
↳ params |
array|Google\Protobuf\Internal\MapField
Additional domain specific parameters for the predictions. Allowed values: * |
↳ labels |
array|Google\Protobuf\Internal\MapField
The labels applied to a resource must meet the following requirements: * Each resource can have multiple labels, up to a maximum of 64. * Each label must be a key-value pair. * Keys have a minimum length of 1 character and a maximum length of 63 characters and cannot be empty. Values can be empty and have a maximum length of 63 characters. * Keys and values can contain only lowercase letters, numeric characters, underscores, and dashes. All characters must use UTF-8 encoding, and international characters are allowed. * The key portion of a label must be unique. However, you can use the same key with multiple resources. * Keys must start with a lowercase letter or international character. See Google Cloud Document for more details. |
getPlacement
Required. Full resource name of the format:
{placement=projects/*/locations/global/catalogs/default_catalog/servingConfigs/*}
or
{placement=projects/*/locations/global/catalogs/default_catalog/placements/*}
.
We recommend using the servingConfigs
resource. placements
is a legacy
resource.
The ID of the Recommendations AI serving config or placement.
Before you can request predictions from your model, you must create at
least one serving config or placement for it. For more information, see
Manage serving configs.
The full list of available serving configs can be seen at
https://console.cloud.google.com/ai/retail/catalogs/default_catalog/configs
Returns | |
---|---|
Type | Description |
string |
setPlacement
Required. Full resource name of the format:
{placement=projects/*/locations/global/catalogs/default_catalog/servingConfigs/*}
or
{placement=projects/*/locations/global/catalogs/default_catalog/placements/*}
.
We recommend using the servingConfigs
resource. placements
is a legacy
resource.
The ID of the Recommendations AI serving config or placement.
Before you can request predictions from your model, you must create at
least one serving config or placement for it. For more information, see
Manage serving configs.
The full list of available serving configs can be seen at
https://console.cloud.google.com/ai/retail/catalogs/default_catalog/configs
Parameter | |
---|---|
Name | Description |
var |
string
|
Returns | |
---|---|
Type | Description |
$this |
getUserEvent
Required. Context about the user, what they are looking at and what action they took to trigger the predict request. Note that this user event detail won't be ingested to userEvent logs. Thus, a separate userEvent write request is required for event logging.
Don't set UserEvent.visitor_id or UserInfo.user_id to the same fixed ID for different users. If you are trying to receive non-personalized recommendations (not recommended; this can negatively impact model performance), instead set UserEvent.visitor_id to a random unique ID and leave UserInfo.user_id unset.
Returns | |
---|---|
Type | Description |
Google\Cloud\Retail\V2\UserEvent|null |
hasUserEvent
clearUserEvent
setUserEvent
Required. Context about the user, what they are looking at and what action they took to trigger the predict request. Note that this user event detail won't be ingested to userEvent logs. Thus, a separate userEvent write request is required for event logging.
Don't set UserEvent.visitor_id or UserInfo.user_id to the same fixed ID for different users. If you are trying to receive non-personalized recommendations (not recommended; this can negatively impact model performance), instead set UserEvent.visitor_id to a random unique ID and leave UserInfo.user_id unset.
Parameter | |
---|---|
Name | Description |
var |
Google\Cloud\Retail\V2\UserEvent
|
Returns | |
---|---|
Type | Description |
$this |
getPageSize
Maximum number of results to return. Set this property to the number of prediction results needed. If zero, the service will choose a reasonable default. The maximum allowed value is 100. Values above 100 will be coerced to 100.
Returns | |
---|---|
Type | Description |
int |
setPageSize
Maximum number of results to return. Set this property to the number of prediction results needed. If zero, the service will choose a reasonable default. The maximum allowed value is 100. Values above 100 will be coerced to 100.
Parameter | |
---|---|
Name | Description |
var |
int
|
Returns | |
---|---|
Type | Description |
$this |
getPageToken
This field is not used; leave it unset.
Returns | |
---|---|
Type | Description |
string |
setPageToken
This field is not used; leave it unset.
Parameter | |
---|---|
Name | Description |
var |
string
|
Returns | |
---|---|
Type | Description |
$this |
getFilter
Filter for restricting prediction results with a length limit of 5,000
characters. Accepts values for tags and the filterOutOfStockItems
flag.
- Tag expressions. Restricts predictions to products that match all of the
specified tags. Boolean operators
OR
andNOT
are supported if the expression is enclosed in parentheses, and must be separated from the tag values by a space.-"tagA"
is also supported and is equivalent toNOT "tagA"
. Tag values must be double quoted UTF-8 encoded strings with a size limit of 1,000 characters. Note: "Recently viewed" models don't support tag filtering at the moment.- filterOutOfStockItems. Restricts predictions to products that do not have a stockState value of OUT_OF_STOCK. Examples:
- tag=("Red" OR "Blue") tag="New-Arrival" tag=(NOT "promotional")
- filterOutOfStockItems tag=(-"promotional")
- filterOutOfStockItems
If your filter blocks all prediction results, the API will return no
results. If instead you want empty result sets to return generic
(unfiltered) popular products, set
strictFiltering
to False inPredictRequest.params
. Note that the API will never return items with storageStatus of "EXPIRED" or "DELETED" regardless of filter choices. IffilterSyntaxV2
is set to true under theparams
field, then attribute-based expressions are expected instead of the above described tag-based syntax. Examples: - (colors: ANY("Red", "Blue")) AND NOT (categories: ANY("Phones"))
- (availability: ANY("IN_STOCK")) AND (colors: ANY("Red") OR categories: ANY("Phones"))
Returns | |
---|---|
Type | Description |
string |
setFilter
Filter for restricting prediction results with a length limit of 5,000
characters. Accepts values for tags and the filterOutOfStockItems
flag.
- Tag expressions. Restricts predictions to products that match all of the
specified tags. Boolean operators
OR
andNOT
are supported if the expression is enclosed in parentheses, and must be separated from the tag values by a space.-"tagA"
is also supported and is equivalent toNOT "tagA"
. Tag values must be double quoted UTF-8 encoded strings with a size limit of 1,000 characters. Note: "Recently viewed" models don't support tag filtering at the moment.- filterOutOfStockItems. Restricts predictions to products that do not have a stockState value of OUT_OF_STOCK. Examples:
- tag=("Red" OR "Blue") tag="New-Arrival" tag=(NOT "promotional")
- filterOutOfStockItems tag=(-"promotional")
- filterOutOfStockItems
If your filter blocks all prediction results, the API will return no
results. If instead you want empty result sets to return generic
(unfiltered) popular products, set
strictFiltering
to False inPredictRequest.params
. Note that the API will never return items with storageStatus of "EXPIRED" or "DELETED" regardless of filter choices. IffilterSyntaxV2
is set to true under theparams
field, then attribute-based expressions are expected instead of the above described tag-based syntax. Examples: - (colors: ANY("Red", "Blue")) AND NOT (categories: ANY("Phones"))
- (availability: ANY("IN_STOCK")) AND (colors: ANY("Red") OR categories: ANY("Phones"))
Parameter | |
---|---|
Name | Description |
var |
string
|
Returns | |
---|---|
Type | Description |
$this |
getValidateOnly
Use validate only mode for this prediction query. If set to true, a dummy model will be used that returns arbitrary products.
Note that the validate only mode should only be used for testing the API, or if the model is not ready.
Returns | |
---|---|
Type | Description |
bool |
setValidateOnly
Use validate only mode for this prediction query. If set to true, a dummy model will be used that returns arbitrary products.
Note that the validate only mode should only be used for testing the API, or if the model is not ready.
Parameter | |
---|---|
Name | Description |
var |
bool
|
Returns | |
---|---|
Type | Description |
$this |
getParams
Additional domain specific parameters for the predictions.
Allowed values:
returnProduct
: Boolean. If set to true, the associated product object will be returned in theresults.metadata
field in the prediction response.returnScore
: Boolean. If set to true, the prediction 'score' corresponding to each returned product will be set in theresults.metadata
field in the prediction response. The given 'score' indicates the probability of a product being clicked/purchased given the user's context and history.strictFiltering
: Boolean. True by default. If set to false, the service will return generic (unfiltered) popular products instead of empty if your filter blocks all prediction results.priceRerankLevel
: String. Default empty. If set to be non-empty, then it needs to be one of {'no-price-reranking', 'low-price-reranking', 'medium-price-reranking', 'high-price-reranking'}. This gives request-level control and adjusts prediction results based on product price.diversityLevel
: String. Default empty. If set to be non-empty, then it needs to be one of {'no-diversity', 'low-diversity', 'medium-diversity', 'high-diversity', 'auto-diversity'}. This gives request-level control and adjusts prediction results based on product category.filterSyntaxV2
: Boolean. False by default. If set to true, thefilter
field is interpreteted according to the new, attribute-based syntax.
Returns | |
---|---|
Type | Description |
Google\Protobuf\Internal\MapField |
setParams
Additional domain specific parameters for the predictions.
Allowed values:
returnProduct
: Boolean. If set to true, the associated product object will be returned in theresults.metadata
field in the prediction response.returnScore
: Boolean. If set to true, the prediction 'score' corresponding to each returned product will be set in theresults.metadata
field in the prediction response. The given 'score' indicates the probability of a product being clicked/purchased given the user's context and history.strictFiltering
: Boolean. True by default. If set to false, the service will return generic (unfiltered) popular products instead of empty if your filter blocks all prediction results.priceRerankLevel
: String. Default empty. If set to be non-empty, then it needs to be one of {'no-price-reranking', 'low-price-reranking', 'medium-price-reranking', 'high-price-reranking'}. This gives request-level control and adjusts prediction results based on product price.diversityLevel
: String. Default empty. If set to be non-empty, then it needs to be one of {'no-diversity', 'low-diversity', 'medium-diversity', 'high-diversity', 'auto-diversity'}. This gives request-level control and adjusts prediction results based on product category.filterSyntaxV2
: Boolean. False by default. If set to true, thefilter
field is interpreteted according to the new, attribute-based syntax.
Parameter | |
---|---|
Name | Description |
var |
array|Google\Protobuf\Internal\MapField
|
Returns | |
---|---|
Type | Description |
$this |
getLabels
The labels applied to a resource must meet the following requirements:
Each resource can have multiple labels, up to a maximum of 64.
Each label must be a key-value pair.
- Keys have a minimum length of 1 character and a maximum length of 63 characters and cannot be empty. Values can be empty and have a maximum length of 63 characters.
- Keys and values can contain only lowercase letters, numeric characters, underscores, and dashes. All characters must use UTF-8 encoding, and international characters are allowed.
- The key portion of a label must be unique. However, you can use the same key with multiple resources.
- Keys must start with a lowercase letter or international character. See Google Cloud Document for more details.
Returns | |
---|---|
Type | Description |
Google\Protobuf\Internal\MapField |
setLabels
The labels applied to a resource must meet the following requirements:
Each resource can have multiple labels, up to a maximum of 64.
Each label must be a key-value pair.
- Keys have a minimum length of 1 character and a maximum length of 63 characters and cannot be empty. Values can be empty and have a maximum length of 63 characters.
- Keys and values can contain only lowercase letters, numeric characters, underscores, and dashes. All characters must use UTF-8 encoding, and international characters are allowed.
- The key portion of a label must be unique. However, you can use the same key with multiple resources.
- Keys must start with a lowercase letter or international character. See Google Cloud Document for more details.
Parameter | |
---|---|
Name | Description |
var |
array|Google\Protobuf\Internal\MapField
|
Returns | |
---|---|
Type | Description |
$this |