As of January 1, 2020 this library no longer supports Python 2 on the latest released version. Library versions released prior to that date will continue to be available. For more information please visit Python 2 support on Google Cloud.

Types for BigQuery API Client

class google.cloud.bigquery_v2.types.BoolValue

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

value

Field google.protobuf.BoolValue.value

class google.cloud.bigquery_v2.types.BytesValue

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

value

Field google.protobuf.BytesValue.value

class google.cloud.bigquery_v2.types.DeleteModelRequest

Protocol buffer.

project_id

Required. Project ID of the model to delete.

dataset_id

Required. Dataset ID of the model to delete.

model_id

Required. Model ID of the model to delete.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

dataset_id

Field google.cloud.bigquery.v2.DeleteModelRequest.dataset_id

model_id

Field google.cloud.bigquery.v2.DeleteModelRequest.model_id

project_id

Field google.cloud.bigquery.v2.DeleteModelRequest.project_id

class google.cloud.bigquery_v2.types.DoubleValue

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

value

Field google.protobuf.DoubleValue.value

class google.cloud.bigquery_v2.types.Empty

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

class google.cloud.bigquery_v2.types.EncryptionConfiguration

Encryption configuration.

kms_key_name

Optional. Describes the Cloud KMS encryption key that will be used to protect destination BigQuery table. The BigQuery Service Account associated with your project requires access to this encryption key.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

kms_key_name

Field google.cloud.bigquery.v2.EncryptionConfiguration.kms_key_name

class google.cloud.bigquery_v2.types.FloatValue

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

value

Field google.protobuf.FloatValue.value

class google.cloud.bigquery_v2.types.GetModelRequest

Protocol buffer.

project_id

Required. Project ID of the requested model.

dataset_id

Required. Dataset ID of the requested model.

model_id

Required. Model ID of the requested model.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

dataset_id

Field google.cloud.bigquery.v2.GetModelRequest.dataset_id

model_id

Field google.cloud.bigquery.v2.GetModelRequest.model_id

project_id

Field google.cloud.bigquery.v2.GetModelRequest.project_id

class google.cloud.bigquery_v2.types.Int32Value

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

value

Field google.protobuf.Int32Value.value

class google.cloud.bigquery_v2.types.Int64Value

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

value

Field google.protobuf.Int64Value.value

class google.cloud.bigquery_v2.types.ListModelsRequest

Protocol buffer.

project_id

Required. Project ID of the models to list.

dataset_id

Required. Dataset ID of the models to list.

max_results

The maximum number of results to return in a single response page. Leverage the page tokens to iterate through the entire collection.

page_token

Page token, returned by a previous call to request the next page of results

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

dataset_id

Field google.cloud.bigquery.v2.ListModelsRequest.dataset_id

max_results

Field google.cloud.bigquery.v2.ListModelsRequest.max_results

page_token

Field google.cloud.bigquery.v2.ListModelsRequest.page_token

project_id

Field google.cloud.bigquery.v2.ListModelsRequest.project_id

class google.cloud.bigquery_v2.types.ListModelsResponse

Protocol buffer.

models

Models in the requested dataset. Only the following fields are populated: model_reference, model_type, creation_time, last_modified_time and labels.

next_page_token

A token to request the next page of results.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

models

Field google.cloud.bigquery.v2.ListModelsResponse.models

next_page_token

Field google.cloud.bigquery.v2.ListModelsResponse.next_page_token

class google.cloud.bigquery_v2.types.Model

Protocol buffer.

etag

Output only. A hash of this resource.

model_reference

Required. Unique identifier for this model.

creation_time

Output only. The time when this model was created, in millisecs since the epoch.

last_modified_time

Output only. The time when this model was last modified, in millisecs since the epoch.

description

Optional. A user-friendly description of this model.

friendly_name

Optional. A descriptive name for this model.

labels

The labels associated with this model. You can use these to organize and group your models. Label keys and values can be no longer than 63 characters, can only contain lowercase letters, numeric characters, underscores and dashes. International characters are allowed. Label values are optional. Label keys must start with a letter and each label in the list must have a different key.

expiration_time

Optional. The time when this model expires, in milliseconds since the epoch. If not present, the model will persist indefinitely. Expired models will be deleted and their storage reclaimed. The defaultTableExpirationMs property of the encapsulating dataset can be used to set a default expirationTime on newly created models.

location

Output only. The geographic location where the model resides. This value is inherited from the dataset.

encryption_configuration

Custom encryption configuration (e.g., Cloud KMS keys). This shows the encryption configuration of the model data while stored in BigQuery storage.

model_type

Output only. Type of the model resource.

training_runs

Output only. Information for all training runs in increasing order of start_time.

feature_columns

Output only. Input feature columns that were used to train this model.

label_columns

Output only. Label columns that were used to train this model. The output of the model will have a predicted\_ prefix to these columns.

class AggregateClassificationMetrics

Aggregate metrics for classification/classifier models. For multi- class models, the metrics are either macro-averaged or micro-averaged. When macro-averaged, the metrics are calculated for each label and then an unweighted average is taken of those values. When micro- averaged, the metric is calculated globally by counting the total number of correctly predicted rows.

precision

Precision is the fraction of actual positive predictions that had positive actual labels. For multiclass this is a macro- averaged metric treating each class as a binary classifier.

recall

Recall is the fraction of actual positive labels that were given a positive prediction. For multiclass this is a macro- averaged metric.

accuracy

Accuracy is the fraction of predictions given the correct label. For multiclass this is a micro-averaged metric.

threshold

Threshold at which the metrics are computed. For binary classification models this is the positive class threshold. For multi-class classfication models this is the confidence threshold.

f1_score

The F1 score is an average of recall and precision. For multiclass this is a macro-averaged metric.

log_loss

Logarithmic Loss. For multiclass this is a macro-averaged metric.

roc_auc

Area Under a ROC Curve. For multiclass this is a macro- averaged metric.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

accuracy

Field google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.accuracy

f1_score

Field google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.f1_score

log_loss

Field google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.log_loss

precision

Field google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.precision

recall

Field google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.recall

roc_auc

Field google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.roc_auc

threshold

Field google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.threshold

class BinaryClassificationMetrics

Evaluation metrics for binary classification/classifier models.

aggregate_classification_metrics

Aggregate classification metrics.

binary_confusion_matrix_list

Binary confusion matrix at multiple thresholds.

positive_label

Label representing the positive class.

negative_label

Label representing the negative class.

class BinaryConfusionMatrix

Confusion matrix for binary classification models.

positive_class_threshold

Threshold value used when computing each of the following metric.

true_positives

Number of true samples predicted as true.

false_positives

Number of false samples predicted as true.

true_negatives

Number of true samples predicted as false.

false_negatives

Number of false samples predicted as false.

precision

The fraction of actual positive predictions that had positive actual labels.

recall

The fraction of actual positive labels that were given a positive prediction.

f1_score

The equally weighted average of recall and precision.

accuracy

The fraction of predictions given the correct label.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

accuracy

Field google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.accuracy

f1_score

Field google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.f1_score

false_negatives

Field google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.false_negatives

false_positives

Field google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.false_positives

positive_class_threshold

Field google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.positive_class_threshold

precision

Field google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.precision

recall

Field google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.recall

true_negatives

Field google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.true_negatives

true_positives

Field google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.true_positives

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

aggregate_classification_metrics

Field google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.aggregate_classification_metrics

binary_confusion_matrix_list

Field google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.binary_confusion_matrix_list

negative_label

Field google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.negative_label

positive_label

Field google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.positive_label

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

class ClusteringMetrics

Evaluation metrics for clustering models.

davies_bouldin_index

Davies-Bouldin index.

mean_squared_distance

Mean of squared distances between each sample to its cluster centroid.

clusters

[Beta] Information for all clusters.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

class Cluster

Message containing the information about one cluster.

centroid_id

Centroid id.

feature_values

Values of highly variant features for this cluster.

count

Count of training data rows that were assigned to this cluster.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

class FeatureValue

Representative value of a single feature within the cluster.

feature_column

The feature column name.

numerical_value

The numerical feature value. This is the centroid value for this feature.

categorical_value

The categorical feature value.

ByteSize()

Returns the size of the message in bytes.

class CategoricalValue

Representative value of a categorical feature.

category_counts

Counts of all categories for the categorical feature. If there are more than ten categories, we return top ten (by count) and return one more CategoryCount with category *OTHER* and count as aggregate counts of remaining categories.

ByteSize()

Returns the size of the message in bytes.

class CategoryCount

Represents the count of a single category within the cluster.

category

The name of category.

count

The count of training samples matching the category within the cluster.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

category

Field google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount.category

count

Field google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount.count

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

category_counts

Field google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.category_counts

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

categorical_value

Field google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.categorical_value

feature_column

Field google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.feature_column

numerical_value

Field google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.numerical_value

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

centroid_id

Field google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.centroid_id

count

Field google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.count

feature_values

Field google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.feature_values

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

clusters

Field google.cloud.bigquery.v2.Model.ClusteringMetrics.clusters

davies_bouldin_index

Field google.cloud.bigquery.v2.Model.ClusteringMetrics.davies_bouldin_index

mean_squared_distance

Field google.cloud.bigquery.v2.Model.ClusteringMetrics.mean_squared_distance

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

class EvaluationMetrics

Evaluation metrics of a model. These are either computed on all training data or just the eval data based on whether eval data was used during training. These are not present for imported models.

regression_metrics

Populated for regression models and explicit feedback type matrix factorization models.

binary_classification_metrics

Populated for binary classification/classifier models.

multi_class_classification_metrics

Populated for multi-class classification/classifier models.

clustering_metrics

Populated for clustering models.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

binary_classification_metrics

Field google.cloud.bigquery.v2.Model.EvaluationMetrics.binary_classification_metrics

clustering_metrics

Field google.cloud.bigquery.v2.Model.EvaluationMetrics.clustering_metrics

multi_class_classification_metrics

Field google.cloud.bigquery.v2.Model.EvaluationMetrics.multi_class_classification_metrics

regression_metrics

Field google.cloud.bigquery.v2.Model.EvaluationMetrics.regression_metrics

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

class KmeansEnums

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

class LabelsEntry

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

key

Field google.cloud.bigquery.v2.Model.LabelsEntry.key

value

Field google.cloud.bigquery.v2.Model.LabelsEntry.value

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

class MultiClassClassificationMetrics

Evaluation metrics for multi-class classification/classifier models.

aggregate_classification_metrics

Aggregate classification metrics.

confusion_matrix_list

Confusion matrix at different thresholds.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

class ConfusionMatrix

Confusion matrix for multi-class classification models.

confidence_threshold

Confidence threshold used when computing the entries of the confusion matrix.

rows

One row per actual label.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

class Entry

A single entry in the confusion matrix.

predicted_label

The predicted label. For confidence_threshold > 0, we will also add an entry indicating the number of items under the confidence threshold.

item_count

Number of items being predicted as this label.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

item_count

Field google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry.item_count

predicted_label

Field google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry.predicted_label

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

class Row

A single row in the confusion matrix.

actual_label

The original label of this row.

entries

Info describing predicted label distribution.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

actual_label

Field google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row.actual_label

entries

Field google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row.entries

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

confidence_threshold

Field google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.confidence_threshold

rows

Field google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.rows

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

aggregate_classification_metrics

Field google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.aggregate_classification_metrics

confusion_matrix_list

Field google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.confusion_matrix_list

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

class RegressionMetrics

Evaluation metrics for regression and explicit feedback type matrix factorization models.

mean_absolute_error

Mean absolute error.

mean_squared_error

Mean squared error.

mean_squared_log_error

Mean squared log error.

median_absolute_error

Median absolute error.

r_squared

R^2 score.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

mean_absolute_error

Field google.cloud.bigquery.v2.Model.RegressionMetrics.mean_absolute_error

mean_squared_error

Field google.cloud.bigquery.v2.Model.RegressionMetrics.mean_squared_error

mean_squared_log_error

Field google.cloud.bigquery.v2.Model.RegressionMetrics.mean_squared_log_error

median_absolute_error

Field google.cloud.bigquery.v2.Model.RegressionMetrics.median_absolute_error

r_squared

Field google.cloud.bigquery.v2.Model.RegressionMetrics.r_squared

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

class TrainingRun

Information about a single training query run for the model.

training_options

Options that were used for this training run, includes user specified and default options that were used.

start_time

The start time of this training run.

results

Output of each iteration run, results.size() <= max_iterations.

evaluation_metrics

The evaluation metrics over training/eval data that were computed at the end of training.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

class IterationResult

Information about a single iteration of the training run.

index

Index of the iteration, 0 based.

duration_ms

Time taken to run the iteration in milliseconds.

training_loss

Loss computed on the training data at the end of iteration.

eval_loss

Loss computed on the eval data at the end of iteration.

learn_rate

Learn rate used for this iteration.

cluster_infos

Information about top clusters for clustering models.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

class ClusterInfo

Information about a single cluster for clustering model.

centroid_id

Centroid id.

cluster_radius

Cluster radius, the average distance from centroid to each point assigned to the cluster.

cluster_size

Cluster size, the total number of points assigned to the cluster.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

centroid_id

Field google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.centroid_id

cluster_radius

Field google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.cluster_radius

cluster_size

Field google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.cluster_size

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

cluster_infos

Field google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.cluster_infos

duration_ms

Field google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.duration_ms

eval_loss

Field google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.eval_loss

index

Field google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.index

learn_rate

Field google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.learn_rate

training_loss

Field google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.training_loss

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

class TrainingOptions

Protocol buffer.

max_iterations

The maximum number of iterations in training. Used only for iterative training algorithms.

loss_type

Type of loss function used during training run.

learn_rate

Learning rate in training. Used only for iterative training algorithms.

l1_regularization

L1 regularization coefficient.

l2_regularization

L2 regularization coefficient.

min_relative_progress

When early_stop is true, stops training when accuracy improvement is less than ‘min_relative_progress’. Used only for iterative training algorithms.

warm_start

Whether to train a model from the last checkpoint.

early_stop

Whether to stop early when the loss doesn’t improve significantly any more (compared to min_relative_progress). Used only for iterative training algorithms.

input_label_columns

Name of input label columns in training data.

data_split_method

The data split type for training and evaluation, e.g. RANDOM.

data_split_eval_fraction

The fraction of evaluation data over the whole input data. The rest of data will be used as training data. The format should be double. Accurate to two decimal places. Default value is 0.2.

data_split_column

The column to split data with. This column won’t be used as a feature. 1. When data_split_method is CUSTOM, the corresponding column should be boolean. The rows with true value tag are eval data, and the false are training data. 2. When data_split_method is SEQ, the first DATA_SPLIT_EVAL_FRACTION rows (from smallest to largest) in the corresponding column are used as training data, and the rest are eval data. It respects the order in Orderable data types: https://cloud.google.com/bigquery/docs/reference/standard- sql/data-types#data-type-properties

learn_rate_strategy

The strategy to determine learn rate for the current iteration.

initial_learn_rate

Specifies the initial learning rate for the line search learn rate strategy.

label_class_weights

Weights associated with each label class, for rebalancing the training data. Only applicable for classification models.

distance_type

Distance type for clustering models.

num_clusters

Number of clusters for clustering models.

model_uri

[Beta] Google Cloud Storage URI from which the model was imported. Only applicable for imported models.

optimization_strategy

Optimization strategy for training linear regression models.

kmeans_initialization_method

The method used to initialize the centroids for kmeans algorithm.

kmeans_initialization_column

The column used to provide the initial centroids for kmeans algorithm when kmeans_initialization_method is CUSTOM.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

class LabelClassWeightsEntry

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

key

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry.key

value

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry.value

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

data_split_column

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_column

data_split_eval_fraction

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_eval_fraction

data_split_method

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_method

distance_type

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.distance_type

early_stop

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.early_stop

initial_learn_rate

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.initial_learn_rate

input_label_columns

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.input_label_columns

kmeans_initialization_column

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.kmeans_initialization_column

kmeans_initialization_method

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.kmeans_initialization_method

l1_regularization

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.l1_regularization

l2_regularization

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.l2_regularization

label_class_weights

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.label_class_weights

learn_rate

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.learn_rate

learn_rate_strategy

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.learn_rate_strategy

loss_type

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.loss_type

max_iterations

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.max_iterations

min_relative_progress

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.min_relative_progress

model_uri

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.model_uri

num_clusters

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.num_clusters

optimization_strategy

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.optimization_strategy

warm_start

Field google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.warm_start

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

evaluation_metrics

Field google.cloud.bigquery.v2.Model.TrainingRun.evaluation_metrics

results

Field google.cloud.bigquery.v2.Model.TrainingRun.results

start_time

Field google.cloud.bigquery.v2.Model.TrainingRun.start_time

training_options

Field google.cloud.bigquery.v2.Model.TrainingRun.training_options

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

creation_time

Field google.cloud.bigquery.v2.Model.creation_time

description

Field google.cloud.bigquery.v2.Model.description

encryption_configuration

Field google.cloud.bigquery.v2.Model.encryption_configuration

etag

Field google.cloud.bigquery.v2.Model.etag

expiration_time

Field google.cloud.bigquery.v2.Model.expiration_time

feature_columns

Field google.cloud.bigquery.v2.Model.feature_columns

friendly_name

Field google.cloud.bigquery.v2.Model.friendly_name

label_columns

Field google.cloud.bigquery.v2.Model.label_columns

labels

Field google.cloud.bigquery.v2.Model.labels

last_modified_time

Field google.cloud.bigquery.v2.Model.last_modified_time

location

Field google.cloud.bigquery.v2.Model.location

model_reference

Field google.cloud.bigquery.v2.Model.model_reference

model_type

Field google.cloud.bigquery.v2.Model.model_type

training_runs

Field google.cloud.bigquery.v2.Model.training_runs

class google.cloud.bigquery_v2.types.ModelReference

Id path of a model.

project_id

Required. The ID of the project containing this model.

dataset_id

Required. The ID of the dataset containing this model.

model_id

Required. The ID of the model. The ID must contain only letters (a-z, A-Z), numbers (0-9), or underscores (_). The maximum length is 1,024 characters.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

dataset_id

Field google.cloud.bigquery.v2.ModelReference.dataset_id

model_id

Field google.cloud.bigquery.v2.ModelReference.model_id

project_id

Field google.cloud.bigquery.v2.ModelReference.project_id

class google.cloud.bigquery_v2.types.PatchModelRequest

Protocol buffer.

project_id

Required. Project ID of the model to patch.

dataset_id

Required. Dataset ID of the model to patch.

model_id

Required. Model ID of the model to patch.

model

Required. Patched model. Follows RFC5789 patch semantics. Missing fields are not updated. To clear a field, explicitly set to default value.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

dataset_id

Field google.cloud.bigquery.v2.PatchModelRequest.dataset_id

model

Field google.cloud.bigquery.v2.PatchModelRequest.model

model_id

Field google.cloud.bigquery.v2.PatchModelRequest.model_id

project_id

Field google.cloud.bigquery.v2.PatchModelRequest.project_id

class google.cloud.bigquery_v2.types.StandardSqlDataType

The type of a variable, e.g., a function argument. Examples: INT64: {type_kind=``INT64``} ARRAY: {type_kind=``ARRAY``, array_element_type=``STRING``} STRUCT<x STRING, y ARRAY>: {type_kind=``STRUCT``, struct_type={fields=[ {name=``x``, type={type_kind=``STRING``}}, {name=``y``, type={type_kind=``ARRAY``, array_element_type=``DATE``}} ]}}

type_kind

Required. The top level type of this field. Can be any standard SQL data type (e.g., INT64, DATE, ARRAY).

array_element_type

The type of the array’s elements, if type_kind = ARRAY.

struct_type

The fields of this struct, in order, if type_kind = STRUCT.

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

array_element_type

Field google.cloud.bigquery.v2.StandardSqlDataType.array_element_type

struct_type

Field google.cloud.bigquery.v2.StandardSqlDataType.struct_type

type_kind

Field google.cloud.bigquery.v2.StandardSqlDataType.type_kind

class google.cloud.bigquery_v2.types.StandardSqlField

A field or a column.

name

Optional. The name of this field. Can be absent for struct fields.

type

Optional. The type of this parameter. Absent if not explicitly specified (e.g., CREATE FUNCTION statement can omit the return type; in this case the output parameter does not have this type field).

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

name

Field google.cloud.bigquery.v2.StandardSqlField.name

type

Field google.cloud.bigquery.v2.StandardSqlField.type

class google.cloud.bigquery_v2.types.StandardSqlStructType

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

fields

Field google.cloud.bigquery.v2.StandardSqlStructType.fields

class google.cloud.bigquery_v2.types.StringValue

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

value

Field google.protobuf.StringValue.value

class google.cloud.bigquery_v2.types.Timestamp

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromDatetime(dt)

Converts datetime to Timestamp.

FromJsonString(value)

Parse a RFC 3339 date string format to Timestamp.

Parameters

value – A date string. Any fractional digits (or none) and any offset are accepted as long as they fit into nano-seconds precision. Example of accepted format: ‘1972-01-01T10:00:20.021-05:00’

Raises

ValueError – On parsing problems.

FromMicroseconds(micros)

Converts microseconds since epoch to Timestamp.

FromMilliseconds(millis)

Converts milliseconds since epoch to Timestamp.

FromNanoseconds(nanos)

Converts nanoseconds since epoch to Timestamp.

FromSeconds(seconds)

Converts seconds since epoch to Timestamp.

FromString()

Creates new method instance from given serialized data.

GetCurrentTime()

Get the current UTC into Timestamp.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

ToDatetime()

Converts Timestamp to datetime.

ToJsonString()

Converts Timestamp to RFC 3339 date string format.

Returns

A string converted from timestamp. The string is always Z-normalized and uses 3, 6 or 9 fractional digits as required to represent the exact time. Example of the return format: ‘1972-01-01T10:00:20.021Z’

ToMicroseconds()

Converts Timestamp to microseconds since epoch.

ToMilliseconds()

Converts Timestamp to milliseconds since epoch.

ToNanoseconds()

Converts Timestamp to nanoseconds since epoch.

ToSeconds()

Converts Timestamp to seconds since epoch.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

nanos

Field google.protobuf.Timestamp.nanos

seconds

Field google.protobuf.Timestamp.seconds

class google.cloud.bigquery_v2.types.UInt32Value

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

value

Field google.protobuf.UInt32Value.value

class google.cloud.bigquery_v2.types.UInt64Value

ByteSize()

Returns the size of the message in bytes.

Clear()

Clears the message.

ClearExtension()

Clears a message field.

ClearField()

Clears a message field.

CopyFrom()

Copies a protocol message into the current message.

DiscardUnknownFields()

Discards the unknown fields.

Extensions

Extension dict

FindInitializationErrors()

Finds unset required fields.

FromString()

Creates new method instance from given serialized data.

HasExtension()

Checks if a message field is set.

HasField()

Checks if a message field is set.

IsInitialized()

Checks if all required fields of a protocol message are set.

ListFields()

Lists all set fields of a message.

MergeFrom()

Merges a protocol message into the current message.

MergeFromString()

Merges a serialized message into the current message.

ParseFromString()

Parses a serialized message into the current message.

RegisterExtension()

Registers an extension with the current message.

SerializePartialToString()

Serializes the message to a string, even if it isn’t initialized.

SerializeToString()

Serializes the message to a string, only for initialized messages.

SetInParent()

Sets the has bit of the given field in its parent message.

UnknownFields()

Parse unknown field set

WhichOneof()

Returns the name of the field set inside a oneof, or None if no field is set.

__getstate__()

Support the pickle protocol.

__setstate__(state)

Support the pickle protocol.

value

Field google.protobuf.UInt64Value.value