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@ -75,6 +75,104 @@ message BatchPredictionJob { |
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string instances_format = 1 [(google.api.field_behavior) = REQUIRED]; |
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} |
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// Configuration defining how to transform batch prediction input instances to |
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// the instances that the Model accepts. |
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message InstanceConfig { |
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// The format of the instance that the Model accepts. Vertex AI will |
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// convert compatible |
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// [batch prediction input instance |
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// formats][google.cloud.aiplatform.v1.BatchPredictionJob.InputConfig.instances_format] |
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// to the specified format. |
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// |
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// Supported values are: |
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// |
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// * `object`: Each input is converted to JSON object format. |
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// * For `bigquery`, each row is converted to an object. |
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// * For `jsonl`, each line of the JSONL input must be an object. |
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// * Does not apply to `csv`, `file-list`, `tf-record`, or |
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// `tf-record-gzip`. |
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// |
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// * `array`: Each input is converted to JSON array format. |
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// * For `bigquery`, each row is converted to an array. The order |
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// of columns is determined by the BigQuery column order, unless |
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// [included_fields][google.cloud.aiplatform.v1.BatchPredictionJob.InstanceConfig.included_fields] |
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// is populated. |
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// [included_fields][google.cloud.aiplatform.v1.BatchPredictionJob.InstanceConfig.included_fields] |
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// must be populated for specifying field orders. |
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// * For `jsonl`, if each line of the JSONL input is an object, |
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// [included_fields][google.cloud.aiplatform.v1.BatchPredictionJob.InstanceConfig.included_fields] |
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// must be populated for specifying field orders. |
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// * Does not apply to `csv`, `file-list`, `tf-record`, or |
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// `tf-record-gzip`. |
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// |
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// If not specified, Vertex AI converts the batch prediction input as |
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// follows: |
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// |
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// * For `bigquery` and `csv`, the behavior is the same as `array`. The |
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// order of columns is the same as defined in the file or table, unless |
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// [included_fields][google.cloud.aiplatform.v1.BatchPredictionJob.InstanceConfig.included_fields] |
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// is populated. |
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// * For `jsonl`, the prediction instance format is determined by |
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// each line of the input. |
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// * For `tf-record`/`tf-record-gzip`, each record will be converted to |
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// an object in the format of `{"b64": <value>}`, where `<value>` is |
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// the Base64-encoded string of the content of the record. |
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// * For `file-list`, each file in the list will be converted to an |
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// object in the format of `{"b64": <value>}`, where `<value>` is |
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// the Base64-encoded string of the content of the file. |
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string instance_type = 1; |
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// The name of the field that is considered as a key. |
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// |
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// The values identified by the key field is not included in the transformed |
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// instances that is sent to the Model. This is similar to |
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// specifying this name of the field in |
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// [excluded_fields][google.cloud.aiplatform.v1.BatchPredictionJob.InstanceConfig.excluded_fields]. |
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// In addition, the batch prediction output will not include the instances. |
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// Instead the output will only include the value of the key field, in a |
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// field named `key` in the output: |
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// |
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// * For `jsonl` output format, the output will have a `key` field |
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// instead of the `instance` field. |
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// * For `csv`/`bigquery` output format, the output will have have a `key` |
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// column instead of the instance feature columns. |
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// |
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// The input must be JSONL with objects at each line, CSV, BigQuery |
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// or TfRecord. |
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string key_field = 2; |
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// Fields that will be included in the prediction instance that is |
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// sent to the Model. |
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// |
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// If |
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// [instance_type][google.cloud.aiplatform.v1.BatchPredictionJob.InstanceConfig.instance_type] |
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// is `array`, the order of field names in included_fields also determines |
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// the order of the values in the array. |
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// |
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// When included_fields is populated, |
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// [excluded_fields][google.cloud.aiplatform.v1.BatchPredictionJob.InstanceConfig.excluded_fields] |
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// must be empty. |
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// |
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// The input must be JSONL with objects at each line, CSV, BigQuery |
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// or TfRecord. |
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repeated string included_fields = 3; |
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// Fields that will be excluded in the prediction instance that is |
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// sent to the Model. |
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// |
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// Excluded will be attached to the batch prediction output if |
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// [key_field][google.cloud.aiplatform.v1.BatchPredictionJob.InstanceConfig.key_field] |
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// is not specified. |
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// |
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// When excluded_fields is populated, |
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// [included_fields][google.cloud.aiplatform.v1.BatchPredictionJob.InstanceConfig.included_fields] |
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// must be empty. |
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// |
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// The input must be JSONL with objects at each line, CSV, BigQuery |
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// or TfRecord. |
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repeated string excluded_fields = 4; |
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} |
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// Configures the output of |
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// [BatchPredictionJob][google.cloud.aiplatform.v1.BatchPredictionJob]. See |
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// [Model.supported_output_storage_formats][google.cloud.aiplatform.v1.Model.supported_output_storage_formats] |
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@ -196,6 +294,10 @@ message BatchPredictionJob { |
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// [instance_schema_uri][google.cloud.aiplatform.v1.PredictSchemata.instance_schema_uri]. |
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InputConfig input_config = 4 [(google.api.field_behavior) = REQUIRED]; |
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// Configuration for how to convert batch prediction input instances to the |
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// prediction instances that are sent to the Model. |
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InstanceConfig instance_config = 27; |
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// The parameters that govern the predictions. The schema of the parameters |
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// may be specified via the |
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// [Model's][google.cloud.aiplatform.v1.BatchPredictionJob.model] |
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