regen (#191)

* regen
diff --git a/googleapis/cloud/asset/v1p2beta1/asset_service.pb.go b/googleapis/cloud/asset/v1p2beta1/asset_service.pb.go
index c923227..f33d053 100644
--- a/googleapis/cloud/asset/v1p2beta1/asset_service.pb.go
+++ b/googleapis/cloud/asset/v1p2beta1/asset_service.pb.go
@@ -493,6 +493,7 @@
 	return ""
 }
 
+// List asset feeds response.
 type ListFeedsResponse struct {
 	// A list of feeds.
 	Feeds                []*Feed  `protobuf:"bytes,1,rep,name=feeds,proto3" json:"feeds,omitempty"`
@@ -589,6 +590,7 @@
 	return nil
 }
 
+// Delete asset feed request.
 type DeleteFeedRequest struct {
 	// The name of the feed and it must be in the format of:
 	// projects/project_number/feeds/feed_id
diff --git a/googleapis/cloud/automl/v1beta1/classification.pb.go b/googleapis/cloud/automl/v1beta1/classification.pb.go
index b71e570..0aaa24f 100644
--- a/googleapis/cloud/automl/v1beta1/classification.pb.go
+++ b/googleapis/cloud/automl/v1beta1/classification.pb.go
@@ -476,6 +476,14 @@
 	// [prediction_type][google.cloud.automl.v1beta1.TablesModelMetadata.prediction_type]
 	// only list of [annotation_spec_display_name-s][] is populated.
 	AnnotationSpecId []string `protobuf:"bytes,1,rep,name=annotation_spec_id,json=annotationSpecId,proto3" json:"annotation_spec_id,omitempty"`
+	// Output only. Display name of the annotation specs used in the confusion
+	// matrix, as they were at the moment of the evaluation. For Tables
+	// CLASSIFICATION
+	//
+	// [prediction_type-s][google.cloud.automl.v1beta1.TablesModelMetadata.prediction_type],
+	// distinct values of the target column at the moment of the model
+	// evaluation are populated here.
+	DisplayName []string `protobuf:"bytes,3,rep,name=display_name,json=displayName,proto3" json:"display_name,omitempty"`
 	// Output only. Rows in the confusion matrix. The number of rows is equal to
 	// the size of `annotation_spec_id`.
 	// `row[i].value[j]` is the number of examples that have ground truth of the
@@ -523,6 +531,13 @@
 	return nil
 }
 
+func (m *ClassificationEvaluationMetrics_ConfusionMatrix) GetDisplayName() []string {
+	if m != nil {
+		return m.DisplayName
+	}
+	return nil
+}
+
 func (m *ClassificationEvaluationMetrics_ConfusionMatrix) GetRow() []*ClassificationEvaluationMetrics_ConfusionMatrix_Row {
 	if m != nil {
 		return m.Row
@@ -593,59 +608,61 @@
 }
 
 var fileDescriptor_7b436fefe6ae5367 = []byte{
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+	0xc7, 0x03, 0xef, 0xed, 0xd9, 0x64, 0x3c, 0xe8, 0x0f, 0xdf, 0x0c, 0x07, 0xdf, 0xd7, 0x3f, 0x43,
+	0x8f, 0x01, 0x4e, 0xdf, 0x8e, 0xa6, 0x43, 0xcd, 0xac, 0x5b, 0xcb, 0x78, 0xd4, 0x3b, 0x19, 0x8c,
+	0xea, 0xf6, 0xc9, 0x6f, 0x16, 0x1c, 0x50, 0x1e, 0x6d, 0x9a, 0xf1, 0x64, 0x77, 0xb5, 0xf9, 0x58,
+	0x3d, 0x6c, 0x3f, 0xf7, 0x72, 0x85, 0xcf, 0x43, 0x12, 0xfb, 0x2e, 0x4f, 0xfd, 0xb6, 0xcf, 0x62,
+	0xfd, 0xe8, 0xb5, 0x0d, 0x44, 0x92, 0x40, 0xac, 0x7d, 0x41, 0xbf, 0x33, 0xe1, 0xef, 0xf6, 0xb3,
+	0x1f, 0x34, 0xf1, 0xbc, 0xaf, 0x48, 0xe7, 0xbd, 0x4c, 0xf2, 0xd3, 0xf0, 0xfc, 0x9d, 0x21, 0xfd,
+	0x69, 0x7f, 0x69, 0xd0, 0x6e, 0x57, 0xc3, 0xdd, 0xae, 0xc6, 0x47, 0xdd, 0x6e, 0x4e, 0xb8, 0xd8,
+	0xd6, 0xcd, 0xbe, 0xfd, 0x27, 0x00, 0x00, 0xff, 0xff, 0x30, 0x50, 0x8f, 0x30, 0xfc, 0x07, 0x00,
+	0x00,
 }
diff --git a/googleapis/cloud/automl/v1beta1/column_spec.pb.go b/googleapis/cloud/automl/v1beta1/column_spec.pb.go
index 17f4efb..f958793 100644
--- a/googleapis/cloud/automl/v1beta1/column_spec.pb.go
+++ b/googleapis/cloud/automl/v1beta1/column_spec.pb.go
@@ -44,12 +44,7 @@
 	// Dataset.tables_dataset_metadata.stats_update_time field
 	// for the timestamp at which these stats were last updated.
 	DataStats *DataStats `protobuf:"bytes,4,opt,name=data_stats,json=dataStats,proto3" json:"data_stats,omitempty"`
-	// Output only. Top 10 most correlated with this column columns of the table,
-	// ordered by
-	// [cramers_v][google.cloud.automl.v1beta1.CorrelationStats.cramers_v] metric.
-	// This field may be stale, see the ancestor's
-	// Dataset.tables_dataset_metadata.stats_update_time field
-	// for the timestamp at which these stats were last updated.
+	// Deprecated.
 	TopCorrelatedColumns []*ColumnSpec_CorrelatedColumn `protobuf:"bytes,5,rep,name=top_correlated_columns,json=topCorrelatedColumns,proto3" json:"top_correlated_columns,omitempty"`
 	// Used to perform consistent read-modify-write updates. If not set, a blind
 	// "overwrite" update happens.
diff --git a/googleapis/cloud/automl/v1beta1/data_items.pb.go b/googleapis/cloud/automl/v1beta1/data_items.pb.go
index 7764ef7..1974b4a 100644
--- a/googleapis/cloud/automl/v1beta1/data_items.pb.go
+++ b/googleapis/cloud/automl/v1beta1/data_items.pb.go
@@ -126,9 +126,9 @@
 	// Required. The content of the text snippet as a string. Up to 250000
 	// characters long.
 	Content string `protobuf:"bytes,1,opt,name=content,proto3" json:"content,omitempty"`
-	// The format of the source text. Currently the only two allowed values are
-	// "text/html" and "text/plain". If left blank the format is automatically
-	// determined from the type of the uploaded content.
+	// Optional. The format of [content][google.cloud.automl.v1beta1.TextSnippet.content]. Currently the only two allowed
+	// values are "text/html" and "text/plain". If left blank, the format is
+	// automatically determined from the type of the uploaded [content][google.cloud.automl.v1beta1.TextSnippet.content].
 	MimeType string `protobuf:"bytes,2,opt,name=mime_type,json=mimeType,proto3" json:"mime_type,omitempty"`
 	// Output only. HTTP URI where you can download the content.
 	ContentUri           string   `protobuf:"bytes,4,opt,name=content_uri,json=contentUri,proto3" json:"content_uri,omitempty"`
@@ -226,18 +226,18 @@
 
 // A representation of a row in a relational table.
 type Row struct {
-	// Input Only.
 	// The resource IDs of the column specs describing the columns of the row.
-	// If set must contain, but possibly in a different order, all input feature
+	// If set must contain, but possibly in a different order, all input
+	// feature
 	//
 	// [column_spec_ids][google.cloud.automl.v1beta1.TablesModelMetadata.input_feature_column_specs]
 	// of the Model this row is being passed to.
 	// Note: The below `values` field must match order of this field, if this
 	// field is set.
 	ColumnSpecIds []string `protobuf:"bytes,2,rep,name=column_spec_ids,json=columnSpecIds,proto3" json:"column_spec_ids,omitempty"`
-	// Input Only.
-	// The values of the row cells, given in the same order as the
-	// column_spec_ids, or, if not set, then in the same order as input feature
+	// Required. The values of the row cells, given in the same order as the
+	// column_spec_ids, or, if not set, then in the same order as input
+	// feature
 	//
 	// [column_specs][google.cloud.automl.v1beta1.TablesModelMetadata.input_feature_column_specs]
 	// of the Model this row is being passed to.
diff --git a/googleapis/cloud/automl/v1beta1/data_types.pb.go b/googleapis/cloud/automl/v1beta1/data_types.pb.go
index b16ad10..fe85a35 100644
--- a/googleapis/cloud/automl/v1beta1/data_types.pb.go
+++ b/googleapis/cloud/automl/v1beta1/data_types.pb.go
@@ -24,14 +24,6 @@
 
 // `TypeCode` is used as a part of
 // [DataType][google.cloud.automl.v1beta1.DataType].
-//
-// Each legal value of a DataType can be encoded to or decoded from a JSON
-// value, using the encodings listed below, and definitions of which can be
-// found at
-//
-// https:
-// //developers.google.com/protocol-buffers
-// // /docs/reference/google.protobuf#value.
 type TypeCode int32
 
 const (
diff --git a/googleapis/cloud/automl/v1beta1/detection.pb.go b/googleapis/cloud/automl/v1beta1/detection.pb.go
index f1f6bd5..aa4899d 100644
--- a/googleapis/cloud/automl/v1beta1/detection.pb.go
+++ b/googleapis/cloud/automl/v1beta1/detection.pb.go
@@ -25,11 +25,9 @@
 
 // Annotation details for image object detection.
 type ImageObjectDetectionAnnotation struct {
-	// Output only.
-	// The rectangle representing the object location.
+	// Output only. The rectangle representing the object location.
 	BoundingBox *BoundingPoly `protobuf:"bytes,1,opt,name=bounding_box,json=boundingBox,proto3" json:"bounding_box,omitempty"`
-	// Output only.
-	// The confidence that this annotation is positive for the parent example,
+	// Output only. The confidence that this annotation is positive for the parent example,
 	// value in [0, 1], higher means higher positivity confidence.
 	Score                float32  `protobuf:"fixed32,2,opt,name=score,proto3" json:"score,omitempty"`
 	XXX_NoUnkeyedLiteral struct{} `json:"-"`
@@ -78,8 +76,7 @@
 
 // Annotation details for video object tracking.
 type VideoObjectTrackingAnnotation struct {
-	// Optional.
-	// The instance of the object, expressed as a positive integer. Used to tell
+	// Optional. The instance of the object, expressed as a positive integer. Used to tell
 	// apart objects of the same type (i.e. AnnotationSpec) when multiple are
 	// present on a single example.
 	// NOTE: Instance ID prediction quality is not a part of model evaluation and
@@ -93,8 +90,7 @@
 	// Required. The rectangle representing the object location on the frame (i.e.
 	// at the time_offset of the video).
 	BoundingBox *BoundingPoly `protobuf:"bytes,3,opt,name=bounding_box,json=boundingBox,proto3" json:"bounding_box,omitempty"`
-	// Output only.
-	// The confidence that this annotation is positive for the video at
+	// Output only. The confidence that this annotation is positive for the video at
 	// the time_offset, value in [0, 1], higher means higher positivity
 	// confidence. For annotations created by the user the score is 1. When
 	// user approves an annotation, the original float score is kept (and not
diff --git a/googleapis/cloud/automl/v1beta1/image.pb.go b/googleapis/cloud/automl/v1beta1/image.pb.go
index 1a2a18b..b031817 100644
--- a/googleapis/cloud/automl/v1beta1/image.pb.go
+++ b/googleapis/cloud/automl/v1beta1/image.pb.go
@@ -239,9 +239,16 @@
 	// `train_cost` will be equal or less than this value. If further model
 	// training ceases to provide any improvements, it will stop without using
 	// full budget and the stop_reason will be `MODEL_CONVERGED`.
-	// Note, node_hour  = actual_hour * number_of_nodes_invovled. The train budget
-	// must be between 20,000 and 2,000,000 milli node hours, inclusive. The
-	// default value is 216, 000 which represents one day in wall time.
+	// Note, node_hour  = actual_hour * number_of_nodes_invovled.
+	// For model type `cloud-high-accuracy-1`(default) and `cloud-low-latency-1`,
+	// the train budget must be between 20,000 and 2,000,000 milli node hours,
+	// inclusive. The default value is 216, 000 which represents one day in
+	// wall time.
+	// For model type `mobile-low-latency-1`, `mobile-versatile-1`,
+	// `mobile-high-accuracy-1`, `mobile-core-ml-low-latency-1`,
+	// `mobile-core-ml-versatile-1`, `mobile-core-ml-high-accuracy-1`, the train
+	// budget must be between 1,000 and 100,000 milli node hours, inclusive.
+	// The default value is 24, 000 which represents one day in wall time.
 	TrainBudgetMilliNodeHours int64 `protobuf:"varint,6,opt,name=train_budget_milli_node_hours,json=trainBudgetMilliNodeHours,proto3" json:"train_budget_milli_node_hours,omitempty"`
 	// Output only. The actual train cost of creating this model, expressed in
 	// milli node hours, i.e. 1,000 value in this field means 1 node hour.
diff --git a/googleapis/cloud/automl/v1beta1/io.pb.go b/googleapis/cloud/automl/v1beta1/io.pb.go
index 5aa261f..70c6f1a 100644
--- a/googleapis/cloud/automl/v1beta1/io.pb.go
+++ b/googleapis/cloud/automl/v1beta1/io.pb.go
@@ -29,10 +29,10 @@
 // [gcs_source][google.cloud.automl.v1beta1.InputConfig.gcs_source]
 // is expected, unless specified otherwise. Additionally any input .CSV file
 // by itself must be 100MB or smaller, unless specified otherwise.
-// If an "example" file (i.e. image, video etc.) with identical content
+// If an "example" file (that is, image, video etc.) with identical content
 // (even if it had different GCS_FILE_PATH) is mentioned multiple times, then
 // its label, bounding boxes etc. are appended. The same file should be always
-// provided with the same ML_USE and GCS_FILE_PATH, if it is not then
+// provided with the same ML_USE and GCS_FILE_PATH, if it is not, then
 // these values are nondeterministically selected from the given ones.
 //
 // The formats are represented in EBNF with commas being literal and with
@@ -62,12 +62,16 @@
 //           BOUNDING_BOX-es per image are allowed (one BOUNDING_BOX is defined
 //           per line). If an image has not yet been labeled, then it should be
 //           mentioned just once with no LABEL and the ",,,,,,," in place of the
+//           BOUNDING_BOX. For images which are known to not contain any
+//           bounding boxes, they should be labelled explictly as
+//           "NEGATIVE_IMAGE", followed by ",,,,,,," in place of the
 //           BOUNDING_BOX.
-//         Four sample rows:
+//         Sample rows:
 //           TRAIN,gs://folder/image1.png,car,0.1,0.1,,,0.3,0.3,,
 //           TRAIN,gs://folder/image1.png,bike,.7,.6,,,.8,.9,,
 //           UNASSIGNED,gs://folder/im2.png,car,0.1,0.1,0.2,0.1,0.2,0.3,0.1,0.3
 //           TEST,gs://folder/im3.png,,,,,,,,,
+//           TRAIN,gs://folder/im4.png,NEGATIVE_IMAGE,,,,,,,,,
 //
 //  *  For Video Classification:
 //         CSV file(s) with each line in format:
@@ -132,21 +136,21 @@
 //  *  For Text Extraction:
 //         CSV file(s) with each line in format:
 //           ML_USE,GCS_FILE_PATH
-//           GCS_FILE_PATH leads to a .JSONL (i.e. JSON Lines) file which either
-//           imports text in-line or as documents.
+//           GCS_FILE_PATH leads to a .JSONL (that is, JSON Lines) file which
+//           either imports text in-line or as documents.
 //           The in-line .JSONL file contains, per line, a proto that wraps a
-//             TextSnippet proto (in json representation) followed by one or
-//             more AnnotationPayload protos (called annotations), which have
-//             display_name and text_extraction detail populated.
-//             The given text is expected to be annotated exhaustively, e.g. if
-//             you look for animals and text contains "dolphin" that is not
-//             labeled, then "dolphin" will be assumed to not be an animal. Any
-//             given text snippet content must have 30,000 characters or less,
-//             and also be UTF-8 NFC encoded (ASCII already is).           The document .JSONL file contains, per line, a proto that wraps a
-//             Document proto with input_config set. Only PDF documents are
-//             supported now, and each document may be up to 2MB large.
-//             Currently annotations on documents cannot be specified at import.
-//           Any given .JSONL file must be 100MB or smaller.
+//           TextSnippet proto (in json representation) followed by one or more
+//           AnnotationPayload protos (called annotations), which have
+//           display_name and text_extraction detail populated. The given text
+//           is expected to be annotated exhaustively, for example, if you look
+//           for animals and text contains "dolphin" that is not labeled, then
+//           "dolphin" is assumed to not be an animal. Any given text snippet
+//           content must have 30,000 characters or less,  and also be UTF-8 NFC
+//           encoded (ASCII already is).           The document .JSONL file contains, per line, a proto that wraps a
+//           Document proto with input_config set. Only PDF documents are
+//           supported now, and each document may be up to 2MB large. Currently
+//           annotations on documents cannot be specified at import. Any given
+//           .JSONL file must be 100MB or smaller.
 //         Three sample CSV rows:
 //           TRAIN,gs://folder/file1.jsonl
 //           VALIDATE,gs://folder/file2.jsonl
@@ -216,44 +220,44 @@
 //           TEXT_SNIPPET and GCS_FILE_PATH are distinguished by a pattern. If
 //           the column content is a valid gcs file path, i.e. prefixed by
 //           "gs://", it will be treated as a GCS_FILE_PATH, else if the content
-//           is enclosed within double quotes (""), it will
-//           be treated as a TEXT_SNIPPET. In the GCS_FILE_PATH case, the path
-//           must lead to a .txt file with UTF-8 encoding, e.g.
-//           "gs://folder/content.txt", and the content in it will be extracted
+//           is enclosed within double quotes (""), it is
+//           treated as a TEXT_SNIPPET. In the GCS_FILE_PATH case, the path
+//           must lead to a .txt file with UTF-8 encoding, for example,
+//           "gs://folder/content.txt", and the content in it is extracted
 //           as a text snippet. In TEXT_SNIPPET case, the column content
-//           excluding quotes will be treated as to be imported text snippet. In
+//           excluding quotes is treated as to be imported text snippet. In
 //           both cases, the text snippet/file size must be within 128kB.
 //           Maximum 100 unique labels are allowed per CSV row.
-//         Four sample rows:
-//         TRAIN,"They have bad food and very rude",RudeService,BadFood
-//         TRAIN,gs://folder/content.txt,SlowService
-//         TEST,"Typically always bad service there.",RudeService
-//         VALIDATE,"Stomach ache to go.",BadFood
+//         Sample rows:
+//           TRAIN,"They have bad food and very rude",RudeService,BadFood
+//           TRAIN,gs://folder/content.txt,SlowService
+//           TEST,"Typically always bad service there.",RudeService
+//           VALIDATE,"Stomach ache to go.",BadFood
 //
 //  *  For Text Sentiment:
 //         CSV file(s) with each line in format:
 //           ML_USE,(TEXT_SNIPPET | GCS_FILE_PATH),SENTIMENT
 //           TEXT_SNIPPET and GCS_FILE_PATH are distinguished by a pattern. If
-//           the column content is a valid gcs file path, i.e. prefixed by
-//           "gs://", it will be treated as a GCS_FILE_PATH, otherwise it will
-//           be treated as a TEXT_SNIPPET. In the GCS_FILE_PATH case, the path
-//           must lead to a .txt file with UTF-8 encoding, e.g.
-//           "gs://folder/content.txt", and the content in it will be extracted
+//           the column content is a valid gcs file path, that is, prefixed by
+//           "gs://", it is treated as a GCS_FILE_PATH, otherwise it is treated
+//           as a TEXT_SNIPPET. In the GCS_FILE_PATH case, the path
+//           must lead to a .txt file with UTF-8 encoding, for example,
+//           "gs://folder/content.txt", and the content in it is extracted
 //           as a text snippet. In TEXT_SNIPPET case, the column content itself
-//           will be treated as to be imported text snippet. In both cases, the
+//           is treated as to be imported text snippet. In both cases, the
 //           text snippet must be up to 500 characters long.
-//         Four sample rows:
-//         TRAIN,"@freewrytin God is way too good for Claritin",2
-//         TRAIN,"I need Claritin so bad",3
-//         TEST,"Thank god for Claritin.",4
-//         VALIDATE,gs://folder/content.txt,2
+//         Sample rows:
+//           TRAIN,"@freewrytin this is way too good for your product",2
+//           TRAIN,"I need this product so bad",3
+//           TEST,"Thank you for this product.",4
+//           VALIDATE,gs://folder/content.txt,2
 //
 //   *  For Tables:
 //         Either
 //         [gcs_source][google.cloud.automl.v1beta1.InputConfig.gcs_source] or
 //
 // [bigquery_source][google.cloud.automl.v1beta1.InputConfig.bigquery_source]
-//         can be used. All inputs will be concatenated into a single
+//         can be used. All inputs is concatenated into a single
 //
 // [primary_table][google.cloud.automl.v1beta1.TablesDatasetMetadata.primary_table_name]
 //         For gcs_source:
@@ -276,7 +280,6 @@
 //         An imported table must have between 2 and 1,000 columns, inclusive,
 //         and between 1000 and 100,000,000 rows, inclusive. There are at most 5
 //         import data running in parallel.
-//
 //  Definitions:
 //  ML_USE = "TRAIN" | "VALIDATE" | "TEST" | "UNASSIGNED"
 //           Describes how the given example (file) should be used for model
@@ -335,7 +338,7 @@
 //  If any of the provided CSV files can't be parsed or if more than certain
 //  percent of CSV rows cannot be processed then the operation fails and
 //  nothing is imported. Regardless of overall success or failure the per-row
-//  failures, up to a certain count cap, will be listed in
+//  failures, up to a certain count cap, is listed in
 //  Operation.metadata.partial_failures.
 //
 type InputConfig struct {
@@ -447,6 +450,28 @@
 // The formats are represented in EBNF with commas being literal and with
 // non-terminal symbols defined near the end of this comment. The formats
 // are:
+//
+//  *  For Image Classification:
+//         CSV file(s) with each line having just a single column:
+//           GCS_FILE_PATH
+//           which leads to image of up to 30MB in size. Supported
+//           extensions: .JPEG, .GIF, .PNG. This path is treated as the ID in
+//           the Batch predict output.
+//         Three sample rows:
+//           gs://folder/image1.jpeg
+//           gs://folder/image2.gif
+//           gs://folder/image3.png
+//
+//  *  For Image Object Detection:
+//         CSV file(s) with each line having just a single column:
+//           GCS_FILE_PATH
+//           which leads to image of up to 30MB in size. Supported
+//           extensions: .JPEG, .GIF, .PNG. This path is treated as the ID in
+//           the Batch predict output.
+//         Three sample rows:
+//           gs://folder/image1.jpeg
+//           gs://folder/image2.gif
+//           gs://folder/image3.png
 //  *  For Video Classification:
 //         CSV file(s) with each line in format:
 //           GCS_FILE_PATH,TIME_SEGMENT_START,TIME_SEGMENT_END
@@ -470,6 +495,28 @@
 //           gs://folder/video1.mp4,10,240
 //           gs://folder/video1.mp4,300,360
 //           gs://folder/vid2.mov,0,inf
+//  *  For Text Classification:
+//         CSV file(s) with each line having just a single column:
+//           GCS_FILE_PATH | TEXT_SNIPPET
+//         Any given text file can have size upto 128kB.
+//         Any given text snippet content must have 60,000 characters or less.
+//         Three sample rows:
+//           gs://folder/text1.txt
+//           "Some text content to predict"
+//           gs://folder/text3.pdf
+//         Supported file extensions: .txt, .pdf
+//
+//  *  For Text Sentiment:
+//         CSV file(s) with each line having just a single column:
+//           GCS_FILE_PATH | TEXT_SNIPPET
+//         Any given text file can have size upto 128kB.
+//         Any given text snippet content must have 500 characters or less.
+//         Three sample rows:
+//           gs://folder/text1.txt
+//           "Some text content to predict"
+//           gs://folder/text3.pdf
+//         Supported file extensions: .txt, .pdf
+//
 //  * For Text Extraction
 //         .JSONL (i.e. JSON Lines) file(s) which either provide text in-line or
 //         as documents (for a single BatchPredict call only one of the these
@@ -542,101 +589,51 @@
 //           100GB or smaller, where first file must have a header containing
 //           column names. If the first row of a subsequent file is the same as
 //           the header, then it is also treated as a header. All other rows
-//           contain values for the corresponding columns. For all
-//           CLASSIFICATION and REGRESSION
-//
-// [prediction_type-s][google.cloud.automl.v1beta1.TablesModelMetadata.prediction_type]:
-//             The column names must contain the model's
+//           contain values for the corresponding columns.
+//           The column names must contain the model's
 //
 // [input_feature_column_specs'][google.cloud.automl.v1beta1.TablesModelMetadata.input_feature_column_specs]
 //
 // [display_name-s][google.cloud.automl.v1beta1.ColumnSpec.display_name]
-//             (order doesn't matter). The columns corresponding to the model's
-//             input feature column specs must contain values compatible with
-//             the column spec's data types. Prediction on all the rows, i.e.
-//             the CSV lines, will be attempted. First three sample rows of a
-//             CSV file:
+//           (order doesn't matter). The columns corresponding to the model's
+//           input feature column specs must contain values compatible with the
+//           column spec's data types. Prediction on all the rows, i.e. the CSV
+//           lines, will be attempted. For FORECASTING
+//
+// [prediction_type][google.cloud.automl.v1beta1.TablesModelMetadata.prediction_type]:
+//           all columns having
+//
+// [TIME_SERIES_AVAILABLE_PAST_ONLY][google.cloud.automl.v1beta1.ColumnSpec.ForecastingMetadata.ColumnType]
+//           type will be ignored.
+//           First three sample rows of a CSV file:
 //             "First Name","Last Name","Dob","Addresses"
 //
 // "John","Doe","1968-01-22","[{"status":"current","address":"123_First_Avenue","city":"Seattle","state":"WA","zip":"11111","numberOfYears":"1"},{"status":"previous","address":"456_Main_Street","city":"Portland","state":"OR","zip":"22222","numberOfYears":"5"}]"
 //
 // "Jane","Doe","1980-10-16","[{"status":"current","address":"789_Any_Avenue","city":"Albany","state":"NY","zip":"33333","numberOfYears":"2"},{"status":"previous","address":"321_Main_Street","city":"Hoboken","state":"NJ","zip":"44444","numberOfYears":"3"}]}
-//           For FORECASTING
-//
-// [prediction_type][google.cloud.automl.v1beta1.TablesModelMetadata.prediction_type]:
-//             The column names must contain the union of the model's
-//
-// [input_feature_column_specs'][google.cloud.automl.v1beta1.TablesModelMetadata.input_feature_column_specs]
-//
-// [display_name-s][google.cloud.automl.v1beta1.ColumnSpec.display_name]
-//             and
-//
-// [target_column_specs'][google.cloud.automl.v1beta1.TablesModelMetadata.target_column_spec]
-//
-// [display_name][google.cloud.automl.v1beta1.ColumnSpec.display_name]
-//             (order doesn't matter), with values compatible with these column
-//             specs data types, except as specified below.
-//             The input rows must contain not only the to-be-predicted rows
-//             but also the historical data rows, even if they would be
-//             identical as the ones on which the model has been trained.
-//             The historical rows must have non-NULL target column
-//             values. The to-be-predicted rows must have NULL values in the
-//             target column and all columns having
-//
-// [TIME_SERIES_AVAILABLE_PAST_ONLY][google.cloud.automl.v1beta1.ColumnSpec.ForecastingMetadata.ColumnType.KEY]
-//             type, regardless if these columns are
-//             [nullable][google.cloud.automl.v1beta1.DataType.nullable].
-//             Prediction only on the to-be-predicted rows will be attempted.
-//             First four sample rows of a CSV file:
-//
-// "Year","City","OlympicsThatYear","Population","WaterUsedGigaGallons"
-//             "2000","NYC","true","8008278","452.7"
-//             "2001","NYC","false","8024963","432.2"
-//             "2002","NYC","true","",""
 //         BigQuery case:
 //           An URI of a BigQuery table. The user data size of the BigQuery
 //           table must be 100GB or smaller.
-//           For all CLASSIFICATION and REGRESSION
-//
-// [prediction_type-s][google.cloud.automl.v1beta1.TablesModelMetadata.prediction_type]:
-//             The column names must contain the model's
+//           The column names must contain the model's
 //
 // [input_feature_column_specs'][google.cloud.automl.v1beta1.TablesModelMetadata.input_feature_column_specs]
 //
 // [display_name-s][google.cloud.automl.v1beta1.ColumnSpec.display_name]
-//             (order doesn't matter). The columns corresponding to the model's
-//             input feature column specs must contain values compatible with
-//             the column spec's data types. Prediction on all the rows of the
-//             table will be attempted.
-//           For FORECASTING
+//           (order doesn't matter). The columns corresponding to the model's
+//           input feature column specs must contain values compatible with the
+//           column spec's data types. Prediction on all the rows of the table
+//           will be attempted. For FORECASTING
 //
 // [prediction_type][google.cloud.automl.v1beta1.TablesModelMetadata.prediction_type]:
-//             The column names must contain the union of the model's
+//           all columns having
 //
-// [input_feature_column_specs'][google.cloud.automl.v1beta1.TablesModelMetadata.input_feature_column_specs]
-//
-// [display_name-s][google.cloud.automl.v1beta1.ColumnSpec.display_name]
-//             and
-//
-// [target_column_specs'][google.cloud.automl.v1beta1.TablesModelMetadata.target_column_spec]
-//
-// [display_name][google.cloud.automl.v1beta1.ColumnSpec.display_name]
-//             (order doesn't matter), with values compatible with these column
-//             specs data types, except as specified below.
-//             The table's rows must contain not only the to-be-predicted rows
-//             but also the historical data rows, even if they would be
-//             identical as the ones on which the model has been trained.
-//             The historical rows must have non-NULL target column values.
-//             The to-be-predicted rows must have NULL values in the
-//             target column and all columns having
-//
-// [TIME_SERIES_AVAILABLE_PAST_ONLY][google.cloud.automl.v1beta1.ColumnSpec.ForecastingMetadata.ColumnType.KEY]
-//             type, regardless if these columns are
-//             [nullable][google.cloud.automl.v1beta1.DataType.nullable].
-//             Prediction only on the to-be-predicted rows will be attempted.
+// [TIME_SERIES_AVAILABLE_PAST_ONLY][google.cloud.automl.v1beta1.ColumnSpec.ForecastingMetadata.ColumnType]
+//           type will be ignored.
 //
 //  Definitions:
 //  GCS_FILE_PATH = A path to file on GCS, e.g. "gs://folder/video.avi".
+//  TEXT_SNIPPET = A content of a text snippet, UTF-8 encoded, enclosed within
+//                 double quotes ("")
 //  TIME_SEGMENT_START = TIME_OFFSET
 //                       Expresses a beginning, inclusive, of a time segment
 //                       within an
@@ -900,11 +897,55 @@
 //
 // [gcs_destination][google.cloud.automl.v1beta1.BatchPredictOutputConfig.gcs_destination]
 // must be set unless specified otherwise for a domain. If gcs_destination is
-// set then in the given directory a new directory will be created. Its name
+// set then in the given directory a new directory is created. Its name
 // will be
 // "prediction-<model-display-name>-<timestamp-of-prediction-call>",
 // where timestamp is in YYYY-MM-DDThh:mm:ss.sssZ ISO-8601 format. The contents
 // of it depends on the ML problem the predictions are made for.
+//
+//  *  For Image Classification:
+//         In the created directory files `image_classification_1.jsonl`,
+//         `image_classification_2.jsonl`,...,`image_classification_N.jsonl`
+//         will be created, where N may be 1, and depends on the
+//         total number of the successfully predicted images and annotations.
+//         A single image will be listed only once with all its annotations,
+//         and its annotations will never be split across files.
+//         Each .JSONL file will contain, per line, a JSON representation of a
+//         proto that wraps image's "ID" : "<id_value>" followed by a list of
+//         zero or more AnnotationPayload protos (called annotations), which
+//         have classification detail populated.
+//         If prediction for any image failed (partially or completely), then an
+//         additional `errors_1.jsonl`, `errors_2.jsonl`,..., `errors_N.jsonl`
+//         files will be created (N depends on total number of failed
+//         predictions). These files will have a JSON representation of a proto
+//         that wraps the same "ID" : "<id_value>" but here followed by
+//         exactly one
+//
+// [`google.rpc.Status`](https:
+// //github.com/googleapis/googleapis/blob/master/google/rpc/status.proto)
+//         containing only `code` and `message`fields.
+//
+//  *  For Image Object Detection:
+//         In the created directory files `image_object_detection_1.jsonl`,
+//         `image_object_detection_2.jsonl`,...,`image_object_detection_N.jsonl`
+//         will be created, where N may be 1, and depends on the
+//         total number of the successfully predicted images and annotations.
+//         Each .JSONL file will contain, per line, a JSON representation of a
+//         proto that wraps image's "ID" : "<id_value>" followed by a list of
+//         zero or more AnnotationPayload protos (called annotations), which
+//         have image_object_detection detail populated. A single image will
+//         be listed only once with all its annotations, and its annotations
+//         will never be split across files.
+//         If prediction for any image failed (partially or completely), then
+//         additional `errors_1.jsonl`, `errors_2.jsonl`,..., `errors_N.jsonl`
+//         files will be created (N depends on total number of failed
+//         predictions). These files will have a JSON representation of a proto
+//         that wraps the same "ID" : "<id_value>" but here followed by
+//         exactly one
+//
+// [`google.rpc.Status`](https:
+// //github.com/googleapis/googleapis/blob/master/google/rpc/status.proto)
+//         containing only `code` and `message`fields.
 //  *  For Video Classification:
 //         In the created directory a video_classification.csv file, and a .JSON
 //         file per each video classification requested in the input (i.e. each
@@ -957,6 +998,54 @@
 //         for each frame of the video time segment the file is assigned to in
 //         video_object_tracking.csv. All AnnotationPayload protos will have
 //         video_object_tracking field set.
+//  *  For Text Classification:
+//         In the created directory files `text_classification_1.jsonl`,
+//         `text_classification_2.jsonl`,...,`text_classification_N.jsonl`
+//         will be created, where N may be 1, and depends on the
+//         total number of inputs and annotations found.
+//
+//         Each .JSONL file will contain, per line, a JSON representation of a
+//         proto that wraps input text snippet or input text file and a list of
+//         zero or more AnnotationPayload protos (called annotations), which
+//         have classification detail populated. A single text snippet or file
+//         will be listed only once with all its annotations, and its
+//         annotations will never be split across files.
+//
+//         If prediction for any text snippet or file failed (partially or
+//         completely), then additional `errors_1.jsonl`, `errors_2.jsonl`,...,
+//         `errors_N.jsonl` files will be created (N depends on total number of
+//         failed predictions). These files will have a JSON representation of a
+//         proto that wraps input text snippet or input text file followed by
+//         exactly one
+//
+// [`google.rpc.Status`](https:
+// //github.com/googleapis/googleapis/blob/master/google/rpc/status.proto)
+//         containing only `code` and `message`.
+//
+//  *  For Text Sentiment:
+//         In the created directory files `text_sentiment_1.jsonl`,
+//         `text_sentiment_2.jsonl`,...,`text_sentiment_N.jsonl`
+//         will be created, where N may be 1, and depends on the
+//         total number of inputs and annotations found.
+//
+//         Each .JSONL file will contain, per line, a JSON representation of a
+//         proto that wraps input text snippet or input text file and a list of
+//         zero or more AnnotationPayload protos (called annotations), which
+//         have text_sentiment detail populated. A single text snippet or file
+//         will be listed only once with all its annotations, and its
+//         annotations will never be split across files.
+//
+//         If prediction for any text snippet or file failed (partially or
+//         completely), then additional `errors_1.jsonl`, `errors_2.jsonl`,...,
+//         `errors_N.jsonl` files will be created (N depends on total number of
+//         failed predictions). These files will have a JSON representation of a
+//         proto that wraps input text snippet or input text file followed by
+//         exactly one
+//
+// [`google.rpc.Status`](https:
+// //github.com/googleapis/googleapis/blob/master/google/rpc/status.proto)
+//         containing only `code` and `message`.
+//
 //   *  For Text Extraction:
 //         In the created directory files `text_extraction_1.jsonl`,
 //         `text_extraction_2.jsonl`,...,`text_extraction_N.jsonl`
@@ -966,7 +1055,8 @@
 //         used inline text, or documents.
 //         If input was inline, then each .JSONL file will contain, per line,
 //           a JSON representation of a proto that wraps given in request text
-//           snippet's "id" : "<id_value>" followed by a list of zero or more
+//           snippet's "id" (if specified), followed by input text snippet,
+//           and a list of zero or more
 //           AnnotationPayload protos (called annotations), which have
 //           text_extraction detail populated. A single text snippet will be
 //           listed only once with all its annotations, and its annotations will
@@ -1194,7 +1284,10 @@
 	// * docker - Used for Docker containers. Use the params field to customize
 	//            the container. The container is verified to work correctly on
 	//            ubuntu 16.04 operating system. See more at
-	//            [containers quickstart](https://cloud.google.com/vision/automl/docs/containers-gcs-quickstart)
+	//            [containers
+	//
+	// quickstart](https:
+	// //cloud.google.com/vision/automl/docs/containers-gcs-quickstart)
 	// * core_ml - Used for iOS mobile devices.
 	ModelFormat string `protobuf:"bytes,4,opt,name=model_format,json=modelFormat,proto3" json:"model_format,omitempty"`
 	// Additional model-type and format specific parameters describing the
diff --git a/googleapis/cloud/automl/v1beta1/model.pb.go b/googleapis/cloud/automl/v1beta1/model.pb.go
index 3e55290..acfc698 100644
--- a/googleapis/cloud/automl/v1beta1/model.pb.go
+++ b/googleapis/cloud/automl/v1beta1/model.pb.go
@@ -72,8 +72,7 @@
 	//	*Model_TablesModelMetadata
 	//	*Model_TextSentimentModelMetadata
 	ModelMetadata isModel_ModelMetadata `protobuf_oneof:"model_metadata"`
-	// Output only.
-	// Resource name of the model.
+	// Output only. Resource name of the model.
 	// Format: `projects/{project_id}/locations/{location_id}/models/{model_id}`
 	Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"`
 	// Required. The name of the model to show in the interface. The name can be
@@ -81,15 +80,12 @@
 	// and a-z, underscores
 	// (_), and ASCII digits 0-9. It must start with a letter.
 	DisplayName string `protobuf:"bytes,2,opt,name=display_name,json=displayName,proto3" json:"display_name,omitempty"`
-	// Required.
-	// The resource ID of the dataset used to create the model. The dataset must
+	// Required. The resource ID of the dataset used to create the model. The dataset must
 	// come from the same ancestor project and location.
 	DatasetId string `protobuf:"bytes,3,opt,name=dataset_id,json=datasetId,proto3" json:"dataset_id,omitempty"`
-	// Output only.
-	// Timestamp when the model training finished  and can be used for prediction.
+	// Output only. Timestamp when the model training finished  and can be used for prediction.
 	CreateTime *timestamp.Timestamp `protobuf:"bytes,7,opt,name=create_time,json=createTime,proto3" json:"create_time,omitempty"`
-	// Output only.
-	// Timestamp when this model was last updated.
+	// Output only. Timestamp when this model was last updated.
 	UpdateTime *timestamp.Timestamp `protobuf:"bytes,11,opt,name=update_time,json=updateTime,proto3" json:"update_time,omitempty"`
 	// Output only. Deployment state of the model. A model can only serve
 	// prediction requests after it gets deployed.
diff --git a/googleapis/cloud/automl/v1beta1/model_evaluation.pb.go b/googleapis/cloud/automl/v1beta1/model_evaluation.pb.go
index 07b69e0..dda0d69 100644
--- a/googleapis/cloud/automl/v1beta1/model_evaluation.pb.go
+++ b/googleapis/cloud/automl/v1beta1/model_evaluation.pb.go
@@ -36,14 +36,12 @@
 	//	*ModelEvaluation_TextSentimentEvaluationMetrics
 	//	*ModelEvaluation_TextExtractionEvaluationMetrics
 	Metrics isModelEvaluation_Metrics `protobuf_oneof:"metrics"`
-	// Output only.
-	// Resource name of the model evaluation.
+	// Output only. Resource name of the model evaluation.
 	// Format:
 	//
 	// `projects/{project_id}/locations/{location_id}/models/{model_id}/modelEvaluations/{model_evaluation_id}`
 	Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"`
-	// Output only.
-	// The ID of the annotation spec that the model evaluation applies to. The
+	// Output only. The ID of the annotation spec that the model evaluation applies to. The
 	// The ID is empty for the overall model evaluation.
 	// For Tables annotation specs in the dataset do not exist and this ID is
 	// always not set, but for CLASSIFICATION
@@ -54,7 +52,7 @@
 	// field is used.
 	AnnotationSpecId string `protobuf:"bytes,2,opt,name=annotation_spec_id,json=annotationSpecId,proto3" json:"annotation_spec_id,omitempty"`
 	// Output only. The value of
-	// [display_name][google.cloud.automl.v1beta1.AnnotationSpec.dispay_name] at
+	// [display_name][google.cloud.automl.v1beta1.AnnotationSpec.display_name] at
 	// the moment when the model was trained. Because this field returns a value
 	// at model training time, for different models trained from the same dataset,
 	// the values may differ, since display names could had been changed between
@@ -66,11 +64,9 @@
 	// are populated here.
 	// The display_name is empty for the overall model evaluation.
 	DisplayName string `protobuf:"bytes,15,opt,name=display_name,json=displayName,proto3" json:"display_name,omitempty"`
-	// Output only.
-	// Timestamp when this model evaluation was created.
+	// Output only. Timestamp when this model evaluation was created.
 	CreateTime *timestamp.Timestamp `protobuf:"bytes,5,opt,name=create_time,json=createTime,proto3" json:"create_time,omitempty"`
-	// Output only.
-	// The number of examples used for model evaluation, i.e. for
+	// Output only. The number of examples used for model evaluation, i.e. for
 	// which ground truth from time of model creation is compared against the
 	// predicted annotations created by the model.
 	// For overall ModelEvaluation (i.e. with annotation_spec_id not set) this is
diff --git a/googleapis/cloud/automl/v1beta1/prediction_service.pb.go b/googleapis/cloud/automl/v1beta1/prediction_service.pb.go
index 57410ed..b5e630c 100644
--- a/googleapis/cloud/automl/v1beta1/prediction_service.pb.go
+++ b/googleapis/cloud/automl/v1beta1/prediction_service.pb.go
@@ -29,8 +29,7 @@
 type PredictRequest struct {
 	// Name of the model requested to serve the prediction.
 	Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"`
-	// Required.
-	// Payload to perform a prediction on. The payload must match the
+	// Required. Payload to perform a prediction on. The payload must match the
 	// problem type that the model was trained to solve.
 	Payload *ExamplePayload `protobuf:"bytes,2,opt,name=payload,proto3" json:"payload,omitempty"`
 	// Additional domain-specific parameters, any string must be up to 25000
@@ -41,6 +40,14 @@
 	//    `score_threshold` - (float) A value from 0.0 to 1.0. When the model
 	//     makes predictions for an image, it will only produce results that have
 	//     at least this confidence score. The default is 0.5.
+	//
+	//  *  For Image Object Detection:
+	//    `score_threshold` - (float) When Model detects objects on the image,
+	//        it will only produce bounding boxes which have at least this
+	//        confidence score. Value in 0 to 1 range, default is 0.5.
+	//    `max_bounding_box_count` - (int64) No more than this number of bounding
+	//        boxes will be returned in the response. Default is 100, the
+	//        requested value may be limited by server.
 	// *  For Tables:
 	//    `feature_importance` - (boolean) Whether
 	//
@@ -178,6 +185,27 @@
 	// Additional domain-specific parameters for the predictions, any string must
 	// be up to 25000 characters long.
 	//
+	// *  For Text Classification:
+	//
+	//    `score_threshold` - (float) A value from 0.0 to 1.0. When the model
+	//         makes predictions for a text snippet, it will only produce results
+	//         that have at least this confidence score. The default is 0.5.
+	//
+	// *  For Image Classification:
+	//
+	//    `score_threshold` - (float) A value from 0.0 to 1.0. When the model
+	//         makes predictions for an image, it will only produce results that
+	//         have at least this confidence score. The default is 0.5.
+	//
+	// *  For Image Object Detection:
+	//
+	//    `score_threshold` - (float) When Model detects objects on the image,
+	//        it will only produce bounding boxes which have at least this
+	//        confidence score. Value in 0 to 1 range, default is 0.5.
+	//    `max_bounding_box_count` - (int64) No more than this number of bounding
+	//        boxes will be produced per image. Default is 100, the
+	//        requested value may be limited by server.
+	//
 	// *  For Video Classification :
 	//    `score_threshold` - (float) A value from 0.0 to 1.0. When the model
 	//        makes predictions for a video, it will only produce results that
@@ -280,9 +308,19 @@
 // [response][google.longrunning.Operation.response] of the operation returned
 // by the [PredictionService.BatchPredict][google.cloud.automl.v1beta1.PredictionService.BatchPredict].
 type BatchPredictResult struct {
-	XXX_NoUnkeyedLiteral struct{} `json:"-"`
-	XXX_unrecognized     []byte   `json:"-"`
-	XXX_sizecache        int32    `json:"-"`
+	// Additional domain-specific prediction response metadata.
+	//
+	// *  For Image Object Detection:
+	//  `max_bounding_box_count` - (int64) At most that many bounding boxes per
+	//      image could have been returned.
+	//
+	// *  For Video Object Tracking:
+	//  `max_bounding_box_count` - (int64) At most that many bounding boxes per
+	//      frame could have been returned.
+	Metadata             map[string]string `protobuf:"bytes,1,rep,name=metadata,proto3" json:"metadata,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
+	XXX_NoUnkeyedLiteral struct{}          `json:"-"`
+	XXX_unrecognized     []byte            `json:"-"`
+	XXX_sizecache        int32             `json:"-"`
 }
 
 func (m *BatchPredictResult) Reset()         { *m = BatchPredictResult{} }
@@ -310,6 +348,13 @@
 
 var xxx_messageInfo_BatchPredictResult proto.InternalMessageInfo
 
+func (m *BatchPredictResult) GetMetadata() map[string]string {
+	if m != nil {
+		return m.Metadata
+	}
+	return nil
+}
+
 func init() {
 	proto.RegisterType((*PredictRequest)(nil), "google.cloud.automl.v1beta1.PredictRequest")
 	proto.RegisterMapType((map[string]string)(nil), "google.cloud.automl.v1beta1.PredictRequest.ParamsEntry")
@@ -318,6 +363,7 @@
 	proto.RegisterType((*BatchPredictRequest)(nil), "google.cloud.automl.v1beta1.BatchPredictRequest")
 	proto.RegisterMapType((map[string]string)(nil), "google.cloud.automl.v1beta1.BatchPredictRequest.ParamsEntry")
 	proto.RegisterType((*BatchPredictResult)(nil), "google.cloud.automl.v1beta1.BatchPredictResult")
+	proto.RegisterMapType((map[string]string)(nil), "google.cloud.automl.v1beta1.BatchPredictResult.MetadataEntry")
 }
 
 func init() {
@@ -325,51 +371,52 @@
 }
 
 var fileDescriptor_59a9dba5da3c687d = []byte{
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+	// 718 bytes of a gzipped FileDescriptorProto
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 }
 
 // Reference imports to suppress errors if they are not otherwise used.
@@ -401,6 +448,8 @@
 	//            up to 5MB. Not available for FORECASTING
 	//
 	// [prediction_type][google.cloud.automl.v1beta1.TablesModelMetadata.prediction_type].
+	// * Text Sentiment - TextSnippet, content up 500 characters, UTF-8
+	//                     encoded.
 	Predict(ctx context.Context, in *PredictRequest, opts ...grpc.CallOption) (*PredictResponse, error)
 	// Perform a batch prediction. Unlike the online [Predict][google.cloud.automl.v1beta1.PredictionService.Predict], batch
 	// prediction result won't be immediately available in the response. Instead,
@@ -409,9 +458,10 @@
 	// method. Once the operation is done, [BatchPredictResult][google.cloud.automl.v1beta1.BatchPredictResult] is returned in
 	// the [response][google.longrunning.Operation.response] field.
 	// Available for following ML problems:
+	// * Image Classification
+	// * Image Object Detection
 	// * Video Classification
-	// * Video Object Tracking
-	// * Text Extraction
+	// * Video Object Tracking * Text Extraction
 	// * Tables
 	BatchPredict(ctx context.Context, in *BatchPredictRequest, opts ...grpc.CallOption) (*longrunning.Operation, error)
 }
@@ -461,6 +511,8 @@
 	//            up to 5MB. Not available for FORECASTING
 	//
 	// [prediction_type][google.cloud.automl.v1beta1.TablesModelMetadata.prediction_type].
+	// * Text Sentiment - TextSnippet, content up 500 characters, UTF-8
+	//                     encoded.
 	Predict(context.Context, *PredictRequest) (*PredictResponse, error)
 	// Perform a batch prediction. Unlike the online [Predict][google.cloud.automl.v1beta1.PredictionService.Predict], batch
 	// prediction result won't be immediately available in the response. Instead,
@@ -469,9 +521,10 @@
 	// method. Once the operation is done, [BatchPredictResult][google.cloud.automl.v1beta1.BatchPredictResult] is returned in
 	// the [response][google.longrunning.Operation.response] field.
 	// Available for following ML problems:
+	// * Image Classification
+	// * Image Object Detection
 	// * Video Classification
-	// * Video Object Tracking
-	// * Text Extraction
+	// * Video Object Tracking * Text Extraction
 	// * Tables
 	BatchPredict(context.Context, *BatchPredictRequest) (*longrunning.Operation, error)
 }
diff --git a/googleapis/cloud/automl/v1beta1/service.pb.go b/googleapis/cloud/automl/v1beta1/service.pb.go
index 2f3d7a6..4876d47 100644
--- a/googleapis/cloud/automl/v1beta1/service.pb.go
+++ b/googleapis/cloud/automl/v1beta1/service.pb.go
@@ -250,12 +250,7 @@
 type UpdateDatasetRequest struct {
 	// The dataset which replaces the resource on the server.
 	Dataset *Dataset `protobuf:"bytes,1,opt,name=dataset,proto3" json:"dataset,omitempty"`
-	// The update mask applies to the resource. For the `FieldMask` definition,
-	// see
-	//
-	// https:
-	// //developers.google.com/protocol-buffers
-	// // /docs/reference/google.protobuf#fieldmask
+	// The update mask applies to the resource.
 	UpdateMask           *field_mask.FieldMask `protobuf:"bytes,2,opt,name=update_mask,json=updateMask,proto3" json:"update_mask,omitempty"`
 	XXX_NoUnkeyedLiteral struct{}              `json:"-"`
 	XXX_unrecognized     []byte                `json:"-"`
@@ -671,12 +666,7 @@
 type UpdateTableSpecRequest struct {
 	// The table spec which replaces the resource on the server.
 	TableSpec *TableSpec `protobuf:"bytes,1,opt,name=table_spec,json=tableSpec,proto3" json:"table_spec,omitempty"`
-	// The update mask applies to the resource. For the `FieldMask` definition,
-	// see
-	//
-	// https:
-	// //developers.google.com/protocol-buffers
-	// // /docs/reference/google.protobuf#fieldmask
+	// The update mask applies to the resource.
 	UpdateMask           *field_mask.FieldMask `protobuf:"bytes,2,opt,name=update_mask,json=updateMask,proto3" json:"update_mask,omitempty"`
 	XXX_NoUnkeyedLiteral struct{}              `json:"-"`
 	XXX_unrecognized     []byte                `json:"-"`
@@ -908,12 +898,7 @@
 type UpdateColumnSpecRequest struct {
 	// The column spec which replaces the resource on the server.
 	ColumnSpec *ColumnSpec `protobuf:"bytes,1,opt,name=column_spec,json=columnSpec,proto3" json:"column_spec,omitempty"`
-	// The update mask applies to the resource. For the `FieldMask` definition,
-	// see
-	//
-	// https:
-	// //developers.google.com/protocol-buffers
-	// // /docs/reference/google.protobuf#fieldmask
+	// The update mask applies to the resource.
 	UpdateMask           *field_mask.FieldMask `protobuf:"bytes,2,opt,name=update_mask,json=updateMask,proto3" json:"update_mask,omitempty"`
 	XXX_NoUnkeyedLiteral struct{}              `json:"-"`
 	XXX_unrecognized     []byte                `json:"-"`
@@ -1852,8 +1837,7 @@
 	// [node_number][google.cloud.automl.v1beta1.ImageObjectDetectionModelDeploymentMetadata.node_number])
 	//  will reset the deployment state without pausing the model's availability.
 	//
-	// Only applicable for Text Classification, Image Object Detection and Tables;
-	// all other domains manage deployment automatically.
+	// Only applicable for Text Classification, Image Object Detection and Tables; all other domains manage deployment automatically.
 	//
 	// Returns an empty response in the
 	// [response][google.longrunning.Operation.response] field when it completes.
@@ -2187,8 +2171,7 @@
 	// [node_number][google.cloud.automl.v1beta1.ImageObjectDetectionModelDeploymentMetadata.node_number])
 	//  will reset the deployment state without pausing the model's availability.
 	//
-	// Only applicable for Text Classification, Image Object Detection and Tables;
-	// all other domains manage deployment automatically.
+	// Only applicable for Text Classification, Image Object Detection and Tables; all other domains manage deployment automatically.
 	//
 	// Returns an empty response in the
 	// [response][google.longrunning.Operation.response] field when it completes.
diff --git a/googleapis/cloud/automl/v1beta1/table_spec.pb.go b/googleapis/cloud/automl/v1beta1/table_spec.pb.go
index 0895b76..c9781b1 100644
--- a/googleapis/cloud/automl/v1beta1/table_spec.pb.go
+++ b/googleapis/cloud/automl/v1beta1/table_spec.pb.go
@@ -48,6 +48,9 @@
 	TimeColumnSpecId string `protobuf:"bytes,2,opt,name=time_column_spec_id,json=timeColumnSpecId,proto3" json:"time_column_spec_id,omitempty"`
 	// Output only. The number of rows (i.e. examples) in the table.
 	RowCount int64 `protobuf:"varint,3,opt,name=row_count,json=rowCount,proto3" json:"row_count,omitempty"`
+	// Output only. The number of valid rows (i.e. without values that don't match
+	// DataType-s of their columns).
+	ValidRowCount int64 `protobuf:"varint,4,opt,name=valid_row_count,json=validRowCount,proto3" json:"valid_row_count,omitempty"`
 	// Output only. The number of columns of the table. That is, the number of
 	// child ColumnSpec-s.
 	ColumnCount int64 `protobuf:"varint,7,opt,name=column_count,json=columnCount,proto3" json:"column_count,omitempty"`
@@ -108,6 +111,13 @@
 	return 0
 }
 
+func (m *TableSpec) GetValidRowCount() int64 {
+	if m != nil {
+		return m.ValidRowCount
+	}
+	return 0
+}
+
 func (m *TableSpec) GetColumnCount() int64 {
 	if m != nil {
 		return m.ColumnCount
@@ -138,27 +148,28 @@
 }
 
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+	// 360 bytes of a gzipped FileDescriptorProto
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 }
diff --git a/googleapis/cloud/automl/v1beta1/tables.pb.go b/googleapis/cloud/automl/v1beta1/tables.pb.go
index f076bd0..73c0ef1 100644
--- a/googleapis/cloud/automl/v1beta1/tables.pb.go
+++ b/googleapis/cloud/automl/v1beta1/tables.pb.go
@@ -32,9 +32,12 @@
 	// training & prediction target.
 	// This column must be non-nullable and have one of following data types
 	// (otherwise model creation will error):
+	//
 	// * CATEGORY
+	//
 	// * FLOAT64
-	// Furthermore, if the type is CATEGORY , then only up to
+	//
+	// If the type is CATEGORY , only up to
 	// 100 unique values may exist in that column across all rows.
 	//
 	// NOTE: Updates of this field will instantly affect any other users
@@ -75,11 +78,12 @@
 	// This field may be stale, see the stats_update_time field for
 	// for the timestamp at which these stats were last updated.
 	TargetColumnCorrelations map[string]*CorrelationStats `protobuf:"bytes,6,rep,name=target_column_correlations,json=targetColumnCorrelations,proto3" json:"target_column_correlations,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
-	// The most recent timestamp when target_column_correlations field and all
-	// descendant ColumnSpec.data_stats and ColumnSpec.top_correlated_columns
-	// fields were last (re-)generated. Any changes that happened to the dataset
-	// afterwards are not reflected in these fields values. The regeneration
-	// happens in the background on a best effort basis.
+	// Output only. The most recent timestamp when target_column_correlations
+	// field and all descendant ColumnSpec.data_stats and
+	// ColumnSpec.top_correlated_columns fields were last (re-)generated. Any
+	// changes that happened to the dataset afterwards are not reflected in these
+	// fields values. The regeneration happens in the background on a best effort
+	// basis.
 	StatsUpdateTime      *timestamp.Timestamp `protobuf:"bytes,7,opt,name=stats_update_time,json=statsUpdateTime,proto3" json:"stats_update_time,omitempty"`
 	XXX_NoUnkeyedLiteral struct{}             `json:"-"`
 	XXX_unrecognized     []byte               `json:"-"`
@@ -177,12 +181,16 @@
 	//
 	// [ml_use_column][google.cloud.automl.v1beta1.TablesDatasetMetadata.ml_use_column_spec_id]
 	// must never be included here.
+	//
 	// Only 3 fields are used:
-	// name - May be set on CreateModel, if set only the columns specified are
-	//        used, otherwise all primary table's columns (except the ones listed
-	//        above) are used for the training and prediction input.
-	// display_name - Output only.
-	// data_type - Output only.
+	//
+	// * name - May be set on CreateModel, if set only the columns specified are
+	//   used, otherwise all primary table's columns (except the ones listed
+	//   above) are used for the training and prediction input.
+	//
+	// * display_name - Output only.
+	//
+	// * data_type - Output only.
 	InputFeatureColumnSpecs []*ColumnSpec `protobuf:"bytes,3,rep,name=input_feature_column_specs,json=inputFeatureColumnSpecs,proto3" json:"input_feature_column_specs,omitempty"`
 	// Objective function the model is optimizing towards. The training process
 	// creates a model that maximizes/minimizes the value of the objective
@@ -209,19 +217,7 @@
 	//   "MINIMIZE_RMSE" (default) - Minimize root-mean-squared error (RMSE).
 	//   "MINIMIZE_MAE" - Minimize mean-absolute error (MAE).
 	//   "MINIMIZE_RMSLE" - Minimize root-mean-squared log error (RMSLE).
-	//
-	// FORECASTING:
-	//   "MINIMIZE_RMSE" (default) - Minimize root-mean-squared error (RMSE).
-	//   "MINIMIZE_MAE" - Minimize mean-absolute error (MAE).
 	OptimizationObjective string `protobuf:"bytes,4,opt,name=optimization_objective,json=optimizationObjective,proto3" json:"optimization_objective,omitempty"`
-	// Additional optimization objective configuration. Required for
-	// `MAXIMIZE_PRECISION_AT_RECALL` and `MAXIMIZE_RECALL_AT_PRECISION`,
-	// otherwise unused.
-	//
-	// Types that are valid to be assigned to AdditionalOptimizationObjectiveConfig:
-	//	*TablesModelMetadata_OptimizationObjectiveRecallValue
-	//	*TablesModelMetadata_OptimizationObjectivePrecisionValue
-	AdditionalOptimizationObjectiveConfig isTablesModelMetadata_AdditionalOptimizationObjectiveConfig `protobuf_oneof:"additional_optimization_objective_config"`
 	// Output only. Auxiliary information for each of the
 	// input_feature_column_specs with respect to this particular model.
 	TablesModelColumnInfo []*TablesModelColumnInfo `protobuf:"bytes,5,rep,name=tables_model_column_info,json=tablesModelColumnInfo,proto3" json:"tables_model_column_info,omitempty"`
@@ -299,45 +295,6 @@
 	return ""
 }
 
-type isTablesModelMetadata_AdditionalOptimizationObjectiveConfig interface {
-	isTablesModelMetadata_AdditionalOptimizationObjectiveConfig()
-}
-
-type TablesModelMetadata_OptimizationObjectiveRecallValue struct {
-	OptimizationObjectiveRecallValue float32 `protobuf:"fixed32,17,opt,name=optimization_objective_recall_value,json=optimizationObjectiveRecallValue,proto3,oneof"`
-}
-
-type TablesModelMetadata_OptimizationObjectivePrecisionValue struct {
-	OptimizationObjectivePrecisionValue float32 `protobuf:"fixed32,18,opt,name=optimization_objective_precision_value,json=optimizationObjectivePrecisionValue,proto3,oneof"`
-}
-
-func (*TablesModelMetadata_OptimizationObjectiveRecallValue) isTablesModelMetadata_AdditionalOptimizationObjectiveConfig() {
-}
-
-func (*TablesModelMetadata_OptimizationObjectivePrecisionValue) isTablesModelMetadata_AdditionalOptimizationObjectiveConfig() {
-}
-
-func (m *TablesModelMetadata) GetAdditionalOptimizationObjectiveConfig() isTablesModelMetadata_AdditionalOptimizationObjectiveConfig {
-	if m != nil {
-		return m.AdditionalOptimizationObjectiveConfig
-	}
-	return nil
-}
-
-func (m *TablesModelMetadata) GetOptimizationObjectiveRecallValue() float32 {
-	if x, ok := m.GetAdditionalOptimizationObjectiveConfig().(*TablesModelMetadata_OptimizationObjectiveRecallValue); ok {
-		return x.OptimizationObjectiveRecallValue
-	}
-	return 0
-}
-
-func (m *TablesModelMetadata) GetOptimizationObjectivePrecisionValue() float32 {
-	if x, ok := m.GetAdditionalOptimizationObjectiveConfig().(*TablesModelMetadata_OptimizationObjectivePrecisionValue); ok {
-		return x.OptimizationObjectivePrecisionValue
-	}
-	return 0
-}
-
 func (m *TablesModelMetadata) GetTablesModelColumnInfo() []*TablesModelColumnInfo {
 	if m != nil {
 		return m.TablesModelColumnInfo
@@ -366,14 +323,6 @@
 	return false
 }
 
-// XXX_OneofWrappers is for the internal use of the proto package.
-func (*TablesModelMetadata) XXX_OneofWrappers() []interface{} {
-	return []interface{}{
-		(*TablesModelMetadata_OptimizationObjectiveRecallValue)(nil),
-		(*TablesModelMetadata_OptimizationObjectivePrecisionValue)(nil),
-	}
-}
-
 // Contains annotation details specific to Tables.
 type TablesAnnotation struct {
 	// Output only. A confidence estimate between 0.0 and 1.0, inclusive. A higher
@@ -393,9 +342,11 @@
 	//
 	// [target_column][google.cloud.automl.v1beta1.TablesModelMetadata.target_column_spec].
 	// The value depends on the column's DataType:
-	// CATEGORY - the predicted (with the above confidence `score`) CATEGORY
-	//            value.
-	// FLOAT64 - the predicted (with above `prediction_interval`) FLOAT64 value.
+	//
+	// * CATEGORY - the predicted (with the above confidence `score`) CATEGORY
+	//   value.
+	//
+	// * FLOAT64 - the predicted (with above `prediction_interval`) FLOAT64 value.
 	Value *_struct.Value `protobuf:"bytes,2,opt,name=value,proto3" json:"value,omitempty"`
 	// Output only. Auxiliary information for each of the model's
 	//
@@ -476,9 +427,7 @@
 	// Output only. The display name of the column (same as the display_name of
 	// its ColumnSpec).
 	ColumnDisplayName string `protobuf:"bytes,2,opt,name=column_display_name,json=columnDisplayName,proto3" json:"column_display_name,omitempty"`
-	// Output only.
-	//
-	// When given as part of a Model (always populated):
+	// Output only. When given as part of a Model (always populated):
 	// Measurement of how much model predictions correctness on the TEST data
 	// depend on values in this column. A value between 0 and 1, higher means
 	// higher influence. These values are normalized - for all input feature
@@ -559,64 +508,60 @@
 }
 
 var fileDescriptor_a4edb25480826735 = []byte{
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+	// 874 bytes of a gzipped FileDescriptorProto
+	0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0xac, 0x55, 0xd1, 0x6e, 0x1b, 0x45,
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+	0xfc, 0xeb, 0xfb, 0xca, 0x3d, 0xfe, 0xdd, 0xda, 0xfe, 0x16, 0x89, 0xe7, 0x63, 0x4b, 0x3a, 0x3f,
+	0xa8, 0x8c, 0x3c, 0xe6, 0xe7, 0x2f, 0x1d, 0xe9, 0x9f, 0xd6, 0xc7, 0x0e, 0x1d, 0x8d, 0x10, 0x1e,
+	0x8d, 0x10, 0xff, 0x7e, 0x34, 0xf2, 0x84, 0xc9, 0x1d, 0x3c, 0xec, 0xb3, 0x7f, 0x03, 0x00, 0x00,
+	0xff, 0xff, 0x5f, 0x1b, 0xca, 0x58, 0x94, 0x08, 0x00, 0x00,
 }
diff --git a/googleapis/cloud/automl/v1beta1/text.pb.go b/googleapis/cloud/automl/v1beta1/text.pb.go
index 6c9cfca..6ee86fd 100644
--- a/googleapis/cloud/automl/v1beta1/text.pb.go
+++ b/googleapis/cloud/automl/v1beta1/text.pb.go
@@ -24,8 +24,7 @@
 
 // Dataset metadata for classification.
 type TextClassificationDatasetMetadata struct {
-	// Required.
-	// Type of the classification problem.
+	// Required. Type of the classification problem.
 	ClassificationType   ClassificationType `protobuf:"varint,1,opt,name=classification_type,json=classificationType,proto3,enum=google.cloud.automl.v1beta1.ClassificationType" json:"classification_type,omitempty"`
 	XXX_NoUnkeyedLiteral struct{}           `json:"-"`
 	XXX_unrecognized     []byte             `json:"-"`
@@ -162,8 +161,7 @@
 
 // Dataset metadata for text sentiment.
 type TextSentimentDatasetMetadata struct {
-	// Required.
-	// A sentiment is expressed as an integer ordinal, where higher value
+	// Required. A sentiment is expressed as an integer ordinal, where higher value
 	// means a more positive sentiment. The range of sentiments that will be used
 	// is between 0 and sentiment_max (inclusive on both ends), and all the values
 	// in the range must be represented in the dataset before a model can be
diff --git a/googleapis/cloud/bigquery/v2/model.pb.go b/googleapis/cloud/bigquery/v2/model.pb.go
index 6e5cf15..7e93b26 100644
--- a/googleapis/cloud/bigquery/v2/model.pb.go
+++ b/googleapis/cloud/bigquery/v2/model.pb.go
@@ -36,7 +36,7 @@
 	Model_LINEAR_REGRESSION Model_ModelType = 1
 	// Logistic regression based classification model.
 	Model_LOGISTIC_REGRESSION Model_ModelType = 2
-	// [Beta] K-means clustering model.
+	// K-means clustering model.
 	Model_KMEANS Model_ModelType = 3
 	// [Beta] An imported TensorFlow model.
 	Model_TENSORFLOW Model_ModelType = 6
@@ -234,6 +234,39 @@
 	return fileDescriptor_0bf703c728e4b09a, []int{0, 5}
 }
 
+// Indicates the method used to initialize the centroids for KMeans
+// clustering algorithm.
+type Model_KmeansEnums_KmeansInitializationMethod int32
+
+const (
+	Model_KmeansEnums_KMEANS_INITIALIZATION_METHOD_UNSPECIFIED Model_KmeansEnums_KmeansInitializationMethod = 0
+	// Initializes the centroids randomly.
+	Model_KmeansEnums_RANDOM Model_KmeansEnums_KmeansInitializationMethod = 1
+	// Initializes the centroids using data specified in
+	// kmeans_initialization_column.
+	Model_KmeansEnums_CUSTOM Model_KmeansEnums_KmeansInitializationMethod = 2
+)
+
+var Model_KmeansEnums_KmeansInitializationMethod_name = map[int32]string{
+	0: "KMEANS_INITIALIZATION_METHOD_UNSPECIFIED",
+	1: "RANDOM",
+	2: "CUSTOM",
+}
+
+var Model_KmeansEnums_KmeansInitializationMethod_value = map[string]int32{
+	"KMEANS_INITIALIZATION_METHOD_UNSPECIFIED": 0,
+	"RANDOM": 1,
+	"CUSTOM": 2,
+}
+
+func (x Model_KmeansEnums_KmeansInitializationMethod) String() string {
+	return proto.EnumName(Model_KmeansEnums_KmeansInitializationMethod_name, int32(x))
+}
+
+func (Model_KmeansEnums_KmeansInitializationMethod) EnumDescriptor() ([]byte, []int) {
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 0, 0}
+}
+
 type Model struct {
 	// Output only. A hash of this resource.
 	Etag string `protobuf:"bytes,1,opt,name=etag,proto3" json:"etag,omitempty"`
@@ -396,7 +429,39 @@
 	return nil
 }
 
-// Evaluation metrics for regression models.
+type Model_KmeansEnums struct {
+	XXX_NoUnkeyedLiteral struct{} `json:"-"`
+	XXX_unrecognized     []byte   `json:"-"`
+	XXX_sizecache        int32    `json:"-"`
+}
+
+func (m *Model_KmeansEnums) Reset()         { *m = Model_KmeansEnums{} }
+func (m *Model_KmeansEnums) String() string { return proto.CompactTextString(m) }
+func (*Model_KmeansEnums) ProtoMessage()    {}
+func (*Model_KmeansEnums) Descriptor() ([]byte, []int) {
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 0}
+}
+
+func (m *Model_KmeansEnums) XXX_Unmarshal(b []byte) error {
+	return xxx_messageInfo_Model_KmeansEnums.Unmarshal(m, b)
+}
+func (m *Model_KmeansEnums) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
+	return xxx_messageInfo_Model_KmeansEnums.Marshal(b, m, deterministic)
+}
+func (m *Model_KmeansEnums) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_Model_KmeansEnums.Merge(m, src)
+}
+func (m *Model_KmeansEnums) XXX_Size() int {
+	return xxx_messageInfo_Model_KmeansEnums.Size(m)
+}
+func (m *Model_KmeansEnums) XXX_DiscardUnknown() {
+	xxx_messageInfo_Model_KmeansEnums.DiscardUnknown(m)
+}
+
+var xxx_messageInfo_Model_KmeansEnums proto.InternalMessageInfo
+
+// Evaluation metrics for regression and explicit feedback type matrix
+// factorization models.
 type Model_RegressionMetrics struct {
 	// Mean absolute error.
 	MeanAbsoluteError *wrappers.DoubleValue `protobuf:"bytes,1,opt,name=mean_absolute_error,json=meanAbsoluteError,proto3" json:"mean_absolute_error,omitempty"`
@@ -417,7 +482,7 @@
 func (m *Model_RegressionMetrics) String() string { return proto.CompactTextString(m) }
 func (*Model_RegressionMetrics) ProtoMessage()    {}
 func (*Model_RegressionMetrics) Descriptor() ([]byte, []int) {
-	return fileDescriptor_0bf703c728e4b09a, []int{0, 0}
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 1}
 }
 
 func (m *Model_RegressionMetrics) XXX_Unmarshal(b []byte) error {
@@ -512,7 +577,7 @@
 func (m *Model_AggregateClassificationMetrics) String() string { return proto.CompactTextString(m) }
 func (*Model_AggregateClassificationMetrics) ProtoMessage()    {}
 func (*Model_AggregateClassificationMetrics) Descriptor() ([]byte, []int) {
-	return fileDescriptor_0bf703c728e4b09a, []int{0, 1}
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 2}
 }
 
 func (m *Model_AggregateClassificationMetrics) XXX_Unmarshal(b []byte) error {
@@ -601,7 +666,7 @@
 func (m *Model_BinaryClassificationMetrics) String() string { return proto.CompactTextString(m) }
 func (*Model_BinaryClassificationMetrics) ProtoMessage()    {}
 func (*Model_BinaryClassificationMetrics) Descriptor() ([]byte, []int) {
-	return fileDescriptor_0bf703c728e4b09a, []int{0, 2}
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 3}
 }
 
 func (m *Model_BinaryClassificationMetrics) XXX_Unmarshal(b []byte) error {
@@ -685,7 +750,7 @@
 }
 func (*Model_BinaryClassificationMetrics_BinaryConfusionMatrix) ProtoMessage() {}
 func (*Model_BinaryClassificationMetrics_BinaryConfusionMatrix) Descriptor() ([]byte, []int) {
-	return fileDescriptor_0bf703c728e4b09a, []int{0, 2, 0}
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 3, 0}
 }
 
 func (m *Model_BinaryClassificationMetrics_BinaryConfusionMatrix) XXX_Unmarshal(b []byte) error {
@@ -784,7 +849,7 @@
 func (m *Model_MultiClassClassificationMetrics) String() string { return proto.CompactTextString(m) }
 func (*Model_MultiClassClassificationMetrics) ProtoMessage()    {}
 func (*Model_MultiClassClassificationMetrics) Descriptor() ([]byte, []int) {
-	return fileDescriptor_0bf703c728e4b09a, []int{0, 3}
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 4}
 }
 
 func (m *Model_MultiClassClassificationMetrics) XXX_Unmarshal(b []byte) error {
@@ -839,7 +904,7 @@
 }
 func (*Model_MultiClassClassificationMetrics_ConfusionMatrix) ProtoMessage() {}
 func (*Model_MultiClassClassificationMetrics_ConfusionMatrix) Descriptor() ([]byte, []int) {
-	return fileDescriptor_0bf703c728e4b09a, []int{0, 3, 0}
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 4, 0}
 }
 
 func (m *Model_MultiClassClassificationMetrics_ConfusionMatrix) XXX_Unmarshal(b []byte) error {
@@ -895,7 +960,7 @@
 }
 func (*Model_MultiClassClassificationMetrics_ConfusionMatrix_Entry) ProtoMessage() {}
 func (*Model_MultiClassClassificationMetrics_ConfusionMatrix_Entry) Descriptor() ([]byte, []int) {
-	return fileDescriptor_0bf703c728e4b09a, []int{0, 3, 0, 0}
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 4, 0, 0}
 }
 
 func (m *Model_MultiClassClassificationMetrics_ConfusionMatrix_Entry) XXX_Unmarshal(b []byte) error {
@@ -949,7 +1014,7 @@
 }
 func (*Model_MultiClassClassificationMetrics_ConfusionMatrix_Row) ProtoMessage() {}
 func (*Model_MultiClassClassificationMetrics_ConfusionMatrix_Row) Descriptor() ([]byte, []int) {
-	return fileDescriptor_0bf703c728e4b09a, []int{0, 3, 0, 1}
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 4, 0, 1}
 }
 
 func (m *Model_MultiClassClassificationMetrics_ConfusionMatrix_Row) XXX_Unmarshal(b []byte) error {
@@ -989,17 +1054,19 @@
 	// Davies-Bouldin index.
 	DaviesBouldinIndex *wrappers.DoubleValue `protobuf:"bytes,1,opt,name=davies_bouldin_index,json=daviesBouldinIndex,proto3" json:"davies_bouldin_index,omitempty"`
 	// Mean of squared distances between each sample to its cluster centroid.
-	MeanSquaredDistance  *wrappers.DoubleValue `protobuf:"bytes,2,opt,name=mean_squared_distance,json=meanSquaredDistance,proto3" json:"mean_squared_distance,omitempty"`
-	XXX_NoUnkeyedLiteral struct{}              `json:"-"`
-	XXX_unrecognized     []byte                `json:"-"`
-	XXX_sizecache        int32                 `json:"-"`
+	MeanSquaredDistance *wrappers.DoubleValue `protobuf:"bytes,2,opt,name=mean_squared_distance,json=meanSquaredDistance,proto3" json:"mean_squared_distance,omitempty"`
+	// [Beta] Information for all clusters.
+	Clusters             []*Model_ClusteringMetrics_Cluster `protobuf:"bytes,3,rep,name=clusters,proto3" json:"clusters,omitempty"`
+	XXX_NoUnkeyedLiteral struct{}                           `json:"-"`
+	XXX_unrecognized     []byte                             `json:"-"`
+	XXX_sizecache        int32                              `json:"-"`
 }
 
 func (m *Model_ClusteringMetrics) Reset()         { *m = Model_ClusteringMetrics{} }
 func (m *Model_ClusteringMetrics) String() string { return proto.CompactTextString(m) }
 func (*Model_ClusteringMetrics) ProtoMessage()    {}
 func (*Model_ClusteringMetrics) Descriptor() ([]byte, []int) {
-	return fileDescriptor_0bf703c728e4b09a, []int{0, 4}
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 5}
 }
 
 func (m *Model_ClusteringMetrics) XXX_Unmarshal(b []byte) error {
@@ -1034,6 +1101,271 @@
 	return nil
 }
 
+func (m *Model_ClusteringMetrics) GetClusters() []*Model_ClusteringMetrics_Cluster {
+	if m != nil {
+		return m.Clusters
+	}
+	return nil
+}
+
+// Message containing the information about one cluster.
+type Model_ClusteringMetrics_Cluster struct {
+	// Centroid id.
+	CentroidId int64 `protobuf:"varint,1,opt,name=centroid_id,json=centroidId,proto3" json:"centroid_id,omitempty"`
+	// Values of highly variant features for this cluster.
+	FeatureValues []*Model_ClusteringMetrics_Cluster_FeatureValue `protobuf:"bytes,2,rep,name=feature_values,json=featureValues,proto3" json:"feature_values,omitempty"`
+	// Count of training data rows that were assigned to this cluster.
+	Count                *wrappers.Int64Value `protobuf:"bytes,3,opt,name=count,proto3" json:"count,omitempty"`
+	XXX_NoUnkeyedLiteral struct{}             `json:"-"`
+	XXX_unrecognized     []byte               `json:"-"`
+	XXX_sizecache        int32                `json:"-"`
+}
+
+func (m *Model_ClusteringMetrics_Cluster) Reset()         { *m = Model_ClusteringMetrics_Cluster{} }
+func (m *Model_ClusteringMetrics_Cluster) String() string { return proto.CompactTextString(m) }
+func (*Model_ClusteringMetrics_Cluster) ProtoMessage()    {}
+func (*Model_ClusteringMetrics_Cluster) Descriptor() ([]byte, []int) {
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 5, 0}
+}
+
+func (m *Model_ClusteringMetrics_Cluster) XXX_Unmarshal(b []byte) error {
+	return xxx_messageInfo_Model_ClusteringMetrics_Cluster.Unmarshal(m, b)
+}
+func (m *Model_ClusteringMetrics_Cluster) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
+	return xxx_messageInfo_Model_ClusteringMetrics_Cluster.Marshal(b, m, deterministic)
+}
+func (m *Model_ClusteringMetrics_Cluster) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_Model_ClusteringMetrics_Cluster.Merge(m, src)
+}
+func (m *Model_ClusteringMetrics_Cluster) XXX_Size() int {
+	return xxx_messageInfo_Model_ClusteringMetrics_Cluster.Size(m)
+}
+func (m *Model_ClusteringMetrics_Cluster) XXX_DiscardUnknown() {
+	xxx_messageInfo_Model_ClusteringMetrics_Cluster.DiscardUnknown(m)
+}
+
+var xxx_messageInfo_Model_ClusteringMetrics_Cluster proto.InternalMessageInfo
+
+func (m *Model_ClusteringMetrics_Cluster) GetCentroidId() int64 {
+	if m != nil {
+		return m.CentroidId
+	}
+	return 0
+}
+
+func (m *Model_ClusteringMetrics_Cluster) GetFeatureValues() []*Model_ClusteringMetrics_Cluster_FeatureValue {
+	if m != nil {
+		return m.FeatureValues
+	}
+	return nil
+}
+
+func (m *Model_ClusteringMetrics_Cluster) GetCount() *wrappers.Int64Value {
+	if m != nil {
+		return m.Count
+	}
+	return nil
+}
+
+// Representative value of a single feature within the cluster.
+type Model_ClusteringMetrics_Cluster_FeatureValue struct {
+	// The feature column name.
+	FeatureColumn string `protobuf:"bytes,1,opt,name=feature_column,json=featureColumn,proto3" json:"feature_column,omitempty"`
+	// Types that are valid to be assigned to Value:
+	//	*Model_ClusteringMetrics_Cluster_FeatureValue_NumericalValue
+	//	*Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_
+	Value                isModel_ClusteringMetrics_Cluster_FeatureValue_Value `protobuf_oneof:"value"`
+	XXX_NoUnkeyedLiteral struct{}                                             `json:"-"`
+	XXX_unrecognized     []byte                                               `json:"-"`
+	XXX_sizecache        int32                                                `json:"-"`
+}
+
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue) Reset() {
+	*m = Model_ClusteringMetrics_Cluster_FeatureValue{}
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue) String() string {
+	return proto.CompactTextString(m)
+}
+func (*Model_ClusteringMetrics_Cluster_FeatureValue) ProtoMessage() {}
+func (*Model_ClusteringMetrics_Cluster_FeatureValue) Descriptor() ([]byte, []int) {
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 5, 0, 0}
+}
+
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue) XXX_Unmarshal(b []byte) error {
+	return xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue.Unmarshal(m, b)
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
+	return xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue.Marshal(b, m, deterministic)
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue.Merge(m, src)
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue) XXX_Size() int {
+	return xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue.Size(m)
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue) XXX_DiscardUnknown() {
+	xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue.DiscardUnknown(m)
+}
+
+var xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue proto.InternalMessageInfo
+
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue) GetFeatureColumn() string {
+	if m != nil {
+		return m.FeatureColumn
+	}
+	return ""
+}
+
+type isModel_ClusteringMetrics_Cluster_FeatureValue_Value interface {
+	isModel_ClusteringMetrics_Cluster_FeatureValue_Value()
+}
+
+type Model_ClusteringMetrics_Cluster_FeatureValue_NumericalValue struct {
+	NumericalValue *wrappers.DoubleValue `protobuf:"bytes,2,opt,name=numerical_value,json=numericalValue,proto3,oneof"`
+}
+
+type Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_ struct {
+	CategoricalValue *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue `protobuf:"bytes,3,opt,name=categorical_value,json=categoricalValue,proto3,oneof"`
+}
+
+func (*Model_ClusteringMetrics_Cluster_FeatureValue_NumericalValue) isModel_ClusteringMetrics_Cluster_FeatureValue_Value() {
+}
+
+func (*Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_) isModel_ClusteringMetrics_Cluster_FeatureValue_Value() {
+}
+
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue) GetValue() isModel_ClusteringMetrics_Cluster_FeatureValue_Value {
+	if m != nil {
+		return m.Value
+	}
+	return nil
+}
+
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue) GetNumericalValue() *wrappers.DoubleValue {
+	if x, ok := m.GetValue().(*Model_ClusteringMetrics_Cluster_FeatureValue_NumericalValue); ok {
+		return x.NumericalValue
+	}
+	return nil
+}
+
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue) GetCategoricalValue() *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue {
+	if x, ok := m.GetValue().(*Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_); ok {
+		return x.CategoricalValue
+	}
+	return nil
+}
+
+// XXX_OneofWrappers is for the internal use of the proto package.
+func (*Model_ClusteringMetrics_Cluster_FeatureValue) XXX_OneofWrappers() []interface{} {
+	return []interface{}{
+		(*Model_ClusteringMetrics_Cluster_FeatureValue_NumericalValue)(nil),
+		(*Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_)(nil),
+	}
+}
+
+// Representative value of a categorical feature.
+type Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue struct {
+	// 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.
+	CategoryCounts       []*Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount `protobuf:"bytes,1,rep,name=category_counts,json=categoryCounts,proto3" json:"category_counts,omitempty"`
+	XXX_NoUnkeyedLiteral struct{}                                                                       `json:"-"`
+	XXX_unrecognized     []byte                                                                         `json:"-"`
+	XXX_sizecache        int32                                                                          `json:"-"`
+}
+
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue) Reset() {
+	*m = Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue{}
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue) String() string {
+	return proto.CompactTextString(m)
+}
+func (*Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue) ProtoMessage() {}
+func (*Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue) Descriptor() ([]byte, []int) {
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 5, 0, 0, 0}
+}
+
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue) XXX_Unmarshal(b []byte) error {
+	return xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue.Unmarshal(m, b)
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
+	return xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue.Marshal(b, m, deterministic)
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue.Merge(m, src)
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue) XXX_Size() int {
+	return xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue.Size(m)
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue) XXX_DiscardUnknown() {
+	xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue.DiscardUnknown(m)
+}
+
+var xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue proto.InternalMessageInfo
+
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue) GetCategoryCounts() []*Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount {
+	if m != nil {
+		return m.CategoryCounts
+	}
+	return nil
+}
+
+// Represents the count of a single category within the cluster.
+type Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount struct {
+	// The name of category.
+	Category string `protobuf:"bytes,1,opt,name=category,proto3" json:"category,omitempty"`
+	// The count of training samples matching the category within the
+	// cluster.
+	Count                *wrappers.Int64Value `protobuf:"bytes,2,opt,name=count,proto3" json:"count,omitempty"`
+	XXX_NoUnkeyedLiteral struct{}             `json:"-"`
+	XXX_unrecognized     []byte               `json:"-"`
+	XXX_sizecache        int32                `json:"-"`
+}
+
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount) Reset() {
+	*m = Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount{}
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount) String() string {
+	return proto.CompactTextString(m)
+}
+func (*Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount) ProtoMessage() {}
+func (*Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount) Descriptor() ([]byte, []int) {
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 5, 0, 0, 0, 0}
+}
+
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount) XXX_Unmarshal(b []byte) error {
+	return xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount.Unmarshal(m, b)
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
+	return xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount.Marshal(b, m, deterministic)
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount.Merge(m, src)
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount) XXX_Size() int {
+	return xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount.Size(m)
+}
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount) XXX_DiscardUnknown() {
+	xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount.DiscardUnknown(m)
+}
+
+var xxx_messageInfo_Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount proto.InternalMessageInfo
+
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount) GetCategory() string {
+	if m != nil {
+		return m.Category
+	}
+	return ""
+}
+
+func (m *Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount) GetCount() *wrappers.Int64Value {
+	if m != nil {
+		return m.Count
+	}
+	return nil
+}
+
 // 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.
@@ -1053,7 +1385,7 @@
 func (m *Model_EvaluationMetrics) String() string { return proto.CompactTextString(m) }
 func (*Model_EvaluationMetrics) ProtoMessage()    {}
 func (*Model_EvaluationMetrics) Descriptor() ([]byte, []int) {
-	return fileDescriptor_0bf703c728e4b09a, []int{0, 5}
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 6}
 }
 
 func (m *Model_EvaluationMetrics) XXX_Unmarshal(b []byte) error {
@@ -1168,7 +1500,7 @@
 func (m *Model_TrainingRun) String() string { return proto.CompactTextString(m) }
 func (*Model_TrainingRun) ProtoMessage()    {}
 func (*Model_TrainingRun) Descriptor() ([]byte, []int) {
-	return fileDescriptor_0bf703c728e4b09a, []int{0, 6}
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 7}
 }
 
 func (m *Model_TrainingRun) XXX_Unmarshal(b []byte) error {
@@ -1267,25 +1599,30 @@
 	// Weights associated with each label class, for rebalancing the
 	// training data. Only applicable for classification models.
 	LabelClassWeights map[string]float64 `protobuf:"bytes,17,rep,name=label_class_weights,json=labelClassWeights,proto3" json:"label_class_weights,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"fixed64,2,opt,name=value,proto3"`
-	// [Beta] Distance type for clustering models.
+	// Distance type for clustering models.
 	DistanceType Model_DistanceType `protobuf:"varint,20,opt,name=distance_type,json=distanceType,proto3,enum=google.cloud.bigquery.v2.Model_DistanceType" json:"distance_type,omitempty"`
-	// [Beta] Number of clusters for clustering models.
+	// Number of clusters for clustering models.
 	NumClusters int64 `protobuf:"varint,21,opt,name=num_clusters,json=numClusters,proto3" json:"num_clusters,omitempty"`
 	// [Beta] Google Cloud Storage URI from which the model was imported. Only
 	// applicable for imported models.
 	ModelUri string `protobuf:"bytes,22,opt,name=model_uri,json=modelUri,proto3" json:"model_uri,omitempty"`
 	// Optimization strategy for training linear regression models.
 	OptimizationStrategy Model_OptimizationStrategy `protobuf:"varint,23,opt,name=optimization_strategy,json=optimizationStrategy,proto3,enum=google.cloud.bigquery.v2.Model_OptimizationStrategy" json:"optimization_strategy,omitempty"`
-	XXX_NoUnkeyedLiteral struct{}                   `json:"-"`
-	XXX_unrecognized     []byte                     `json:"-"`
-	XXX_sizecache        int32                      `json:"-"`
+	// The method used to initialize the centroids for kmeans algorithm.
+	KmeansInitializationMethod Model_KmeansEnums_KmeansInitializationMethod `protobuf:"varint,33,opt,name=kmeans_initialization_method,json=kmeansInitializationMethod,proto3,enum=google.cloud.bigquery.v2.Model_KmeansEnums_KmeansInitializationMethod" json:"kmeans_initialization_method,omitempty"`
+	// The column used to provide the initial centroids for kmeans algorithm
+	// when kmeans_initialization_method is CUSTOM.
+	KmeansInitializationColumn string   `protobuf:"bytes,34,opt,name=kmeans_initialization_column,json=kmeansInitializationColumn,proto3" json:"kmeans_initialization_column,omitempty"`
+	XXX_NoUnkeyedLiteral       struct{} `json:"-"`
+	XXX_unrecognized           []byte   `json:"-"`
+	XXX_sizecache              int32    `json:"-"`
 }
 
 func (m *Model_TrainingRun_TrainingOptions) Reset()         { *m = Model_TrainingRun_TrainingOptions{} }
 func (m *Model_TrainingRun_TrainingOptions) String() string { return proto.CompactTextString(m) }
 func (*Model_TrainingRun_TrainingOptions) ProtoMessage()    {}
 func (*Model_TrainingRun_TrainingOptions) Descriptor() ([]byte, []int) {
-	return fileDescriptor_0bf703c728e4b09a, []int{0, 6, 0}
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 7, 0}
 }
 
 func (m *Model_TrainingRun_TrainingOptions) XXX_Unmarshal(b []byte) error {
@@ -1439,6 +1776,20 @@
 	return Model_OPTIMIZATION_STRATEGY_UNSPECIFIED
 }
 
+func (m *Model_TrainingRun_TrainingOptions) GetKmeansInitializationMethod() Model_KmeansEnums_KmeansInitializationMethod {
+	if m != nil {
+		return m.KmeansInitializationMethod
+	}
+	return Model_KmeansEnums_KMEANS_INITIALIZATION_METHOD_UNSPECIFIED
+}
+
+func (m *Model_TrainingRun_TrainingOptions) GetKmeansInitializationColumn() string {
+	if m != nil {
+		return m.KmeansInitializationColumn
+	}
+	return ""
+}
+
 // Information about a single iteration of the training run.
 type Model_TrainingRun_IterationResult struct {
 	// Index of the iteration, 0 based.
@@ -1451,7 +1802,7 @@
 	EvalLoss *wrappers.DoubleValue `protobuf:"bytes,6,opt,name=eval_loss,json=evalLoss,proto3" json:"eval_loss,omitempty"`
 	// Learn rate used for this iteration.
 	LearnRate float64 `protobuf:"fixed64,7,opt,name=learn_rate,json=learnRate,proto3" json:"learn_rate,omitempty"`
-	// [Beta] Information about top clusters for clustering models.
+	// Information about top clusters for clustering models.
 	ClusterInfos         []*Model_TrainingRun_IterationResult_ClusterInfo `protobuf:"bytes,8,rep,name=cluster_infos,json=clusterInfos,proto3" json:"cluster_infos,omitempty"`
 	XXX_NoUnkeyedLiteral struct{}                                         `json:"-"`
 	XXX_unrecognized     []byte                                           `json:"-"`
@@ -1462,7 +1813,7 @@
 func (m *Model_TrainingRun_IterationResult) String() string { return proto.CompactTextString(m) }
 func (*Model_TrainingRun_IterationResult) ProtoMessage()    {}
 func (*Model_TrainingRun_IterationResult) Descriptor() ([]byte, []int) {
-	return fileDescriptor_0bf703c728e4b09a, []int{0, 6, 1}
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 7, 1}
 }
 
 func (m *Model_TrainingRun_IterationResult) XXX_Unmarshal(b []byte) error {
@@ -1547,7 +1898,7 @@
 }
 func (*Model_TrainingRun_IterationResult_ClusterInfo) ProtoMessage() {}
 func (*Model_TrainingRun_IterationResult_ClusterInfo) Descriptor() ([]byte, []int) {
-	return fileDescriptor_0bf703c728e4b09a, []int{0, 6, 1, 0}
+	return fileDescriptor_0bf703c728e4b09a, []int{0, 7, 1, 0}
 }
 
 func (m *Model_TrainingRun_IterationResult_ClusterInfo) XXX_Unmarshal(b []byte) error {
@@ -1655,8 +2006,8 @@
 	// Model ID of the model to patch.
 	ModelId string `protobuf:"bytes,3,opt,name=model_id,json=modelId,proto3" json:"model_id,omitempty"`
 	// Patched model.
-	// Follows patch semantics. Missing fields are not updated. To clear a field,
-	// explicitly set to default value.
+	// Follows RFC5789 patch semantics. Missing fields are not updated.
+	// To clear a field, explicitly set to default value.
 	Model                *Model   `protobuf:"bytes,4,opt,name=model,proto3" json:"model,omitempty"`
 	XXX_NoUnkeyedLiteral struct{} `json:"-"`
 	XXX_unrecognized     []byte   `json:"-"`
@@ -1779,7 +2130,8 @@
 	ProjectId string `protobuf:"bytes,1,opt,name=project_id,json=projectId,proto3" json:"project_id,omitempty"`
 	// Dataset ID of the models to list.
 	DatasetId string `protobuf:"bytes,2,opt,name=dataset_id,json=datasetId,proto3" json:"dataset_id,omitempty"`
-	// The maximum number of results per page.
+	// The maximum number of results to return in a single response page.
+	// Leverage the page tokens to iterate through the entire collection.
 	MaxResults *wrappers.UInt32Value `protobuf:"bytes,3,opt,name=max_results,json=maxResults,proto3" json:"max_results,omitempty"`
 	// Page token, returned by a previous call to request the next page of
 	// results
@@ -1900,8 +2252,10 @@
 	proto.RegisterEnum("google.cloud.bigquery.v2.Model_DataSplitMethod", Model_DataSplitMethod_name, Model_DataSplitMethod_value)
 	proto.RegisterEnum("google.cloud.bigquery.v2.Model_LearnRateStrategy", Model_LearnRateStrategy_name, Model_LearnRateStrategy_value)
 	proto.RegisterEnum("google.cloud.bigquery.v2.Model_OptimizationStrategy", Model_OptimizationStrategy_name, Model_OptimizationStrategy_value)
+	proto.RegisterEnum("google.cloud.bigquery.v2.Model_KmeansEnums_KmeansInitializationMethod", Model_KmeansEnums_KmeansInitializationMethod_name, Model_KmeansEnums_KmeansInitializationMethod_value)
 	proto.RegisterType((*Model)(nil), "google.cloud.bigquery.v2.Model")
 	proto.RegisterMapType((map[string]string)(nil), "google.cloud.bigquery.v2.Model.LabelsEntry")
+	proto.RegisterType((*Model_KmeansEnums)(nil), "google.cloud.bigquery.v2.Model.KmeansEnums")
 	proto.RegisterType((*Model_RegressionMetrics)(nil), "google.cloud.bigquery.v2.Model.RegressionMetrics")
 	proto.RegisterType((*Model_AggregateClassificationMetrics)(nil), "google.cloud.bigquery.v2.Model.AggregateClassificationMetrics")
 	proto.RegisterType((*Model_BinaryClassificationMetrics)(nil), "google.cloud.bigquery.v2.Model.BinaryClassificationMetrics")
@@ -1911,6 +2265,10 @@
 	proto.RegisterType((*Model_MultiClassClassificationMetrics_ConfusionMatrix_Entry)(nil), "google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry")
 	proto.RegisterType((*Model_MultiClassClassificationMetrics_ConfusionMatrix_Row)(nil), "google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row")
 	proto.RegisterType((*Model_ClusteringMetrics)(nil), "google.cloud.bigquery.v2.Model.ClusteringMetrics")
+	proto.RegisterType((*Model_ClusteringMetrics_Cluster)(nil), "google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster")
+	proto.RegisterType((*Model_ClusteringMetrics_Cluster_FeatureValue)(nil), "google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue")
+	proto.RegisterType((*Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue)(nil), "google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue")
+	proto.RegisterType((*Model_ClusteringMetrics_Cluster_FeatureValue_CategoricalValue_CategoryCount)(nil), "google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount")
 	proto.RegisterType((*Model_EvaluationMetrics)(nil), "google.cloud.bigquery.v2.Model.EvaluationMetrics")
 	proto.RegisterType((*Model_TrainingRun)(nil), "google.cloud.bigquery.v2.Model.TrainingRun")
 	proto.RegisterType((*Model_TrainingRun_TrainingOptions)(nil), "google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions")
@@ -1929,181 +2287,199 @@
 }
 
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 }
 
 // Reference imports to suppress errors if they are not otherwise used.
diff --git a/googleapis/cloud/dialogflow/v2/session_entity_type.pb.go b/googleapis/cloud/dialogflow/v2/session_entity_type.pb.go
index 88a4a64..3281e6b 100644
--- a/googleapis/cloud/dialogflow/v2/session_entity_type.pb.go
+++ b/googleapis/cloud/dialogflow/v2/session_entity_type.pb.go
@@ -527,17 +527,37 @@
 // For semantics around ctx use and closing/ending streaming RPCs, please refer to https://godoc.org/google.golang.org/grpc#ClientConn.NewStream.
 type SessionEntityTypesClient interface {
 	// Returns the list of all session entity types in the specified session.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	ListSessionEntityTypes(ctx context.Context, in *ListSessionEntityTypesRequest, opts ...grpc.CallOption) (*ListSessionEntityTypesResponse, error)
 	// Retrieves the specified session entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	GetSessionEntityType(ctx context.Context, in *GetSessionEntityTypeRequest, opts ...grpc.CallOption) (*SessionEntityType, error)
 	// Creates a session entity type.
 	//
 	// If the specified session entity type already exists, overrides the session
 	// entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	CreateSessionEntityType(ctx context.Context, in *CreateSessionEntityTypeRequest, opts ...grpc.CallOption) (*SessionEntityType, error)
 	// Updates the specified session entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	UpdateSessionEntityType(ctx context.Context, in *UpdateSessionEntityTypeRequest, opts ...grpc.CallOption) (*SessionEntityType, error)
 	// Deletes the specified session entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	DeleteSessionEntityType(ctx context.Context, in *DeleteSessionEntityTypeRequest, opts ...grpc.CallOption) (*empty.Empty, error)
 }
 
@@ -597,17 +617,37 @@
 // SessionEntityTypesServer is the server API for SessionEntityTypes service.
 type SessionEntityTypesServer interface {
 	// Returns the list of all session entity types in the specified session.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	ListSessionEntityTypes(context.Context, *ListSessionEntityTypesRequest) (*ListSessionEntityTypesResponse, error)
 	// Retrieves the specified session entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	GetSessionEntityType(context.Context, *GetSessionEntityTypeRequest) (*SessionEntityType, error)
 	// Creates a session entity type.
 	//
 	// If the specified session entity type already exists, overrides the session
 	// entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	CreateSessionEntityType(context.Context, *CreateSessionEntityTypeRequest) (*SessionEntityType, error)
 	// Updates the specified session entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	UpdateSessionEntityType(context.Context, *UpdateSessionEntityTypeRequest) (*SessionEntityType, error)
 	// Deletes the specified session entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	DeleteSessionEntityType(context.Context, *DeleteSessionEntityTypeRequest) (*empty.Empty, error)
 }
 
diff --git a/googleapis/cloud/dialogflow/v2beta1/agent.pb.go b/googleapis/cloud/dialogflow/v2beta1/agent.pb.go
index 77ae0ea..78db0eb 100644
--- a/googleapis/cloud/dialogflow/v2beta1/agent.pb.go
+++ b/googleapis/cloud/dialogflow/v2beta1/agent.pb.go
@@ -10,7 +10,6 @@
 
 	proto "github.com/golang/protobuf/proto"
 	empty "github.com/golang/protobuf/ptypes/empty"
-	_ "github.com/golang/protobuf/ptypes/struct"
 	_ "google.golang.org/genproto/googleapis/api/annotations"
 	longrunning "google.golang.org/genproto/googleapis/longrunning"
 	field_mask "google.golang.org/genproto/protobuf/field_mask"
@@ -931,88 +930,91 @@
 }
 
 var fileDescriptor_be44838675479699 = []byte{
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 }
 
 // Reference imports to suppress errors if they are not otherwise used.
diff --git a/googleapis/cloud/dialogflow/v2beta1/context.pb.go b/googleapis/cloud/dialogflow/v2beta1/context.pb.go
index 05b8b81..f2fca88 100644
--- a/googleapis/cloud/dialogflow/v2beta1/context.pb.go
+++ b/googleapis/cloud/dialogflow/v2beta1/context.pb.go
@@ -476,61 +476,67 @@
 }
 
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 }
 
 // Reference imports to suppress errors if they are not otherwise used.
diff --git a/googleapis/cloud/dialogflow/v2beta1/entity_type.pb.go b/googleapis/cloud/dialogflow/v2beta1/entity_type.pb.go
index dc74ee8..a6fa6bc 100644
--- a/googleapis/cloud/dialogflow/v2beta1/entity_type.pb.go
+++ b/googleapis/cloud/dialogflow/v2beta1/entity_type.pb.go
@@ -1086,88 +1086,94 @@
 }
 
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 }
 
 // Reference imports to suppress errors if they are not otherwise used.
diff --git a/googleapis/cloud/dialogflow/v2beta1/intent.pb.go b/googleapis/cloud/dialogflow/v2beta1/intent.pb.go
index fc7fdcb..5b8310f 100644
--- a/googleapis/cloud/dialogflow/v2beta1/intent.pb.go
+++ b/googleapis/cloud/dialogflow/v2beta1/intent.pb.go
@@ -3884,233 +3884,237 @@
 }
 
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 }
 
 // Reference imports to suppress errors if they are not otherwise used.
diff --git a/googleapis/cloud/dialogflow/v2beta1/session.pb.go b/googleapis/cloud/dialogflow/v2beta1/session.pb.go
index 26a21b7..8353c5d 100644
--- a/googleapis/cloud/dialogflow/v2beta1/session.pb.go
+++ b/googleapis/cloud/dialogflow/v2beta1/session.pb.go
@@ -1552,133 +1552,135 @@
 }
 
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 }
 
 // Reference imports to suppress errors if they are not otherwise used.
diff --git a/googleapis/cloud/dialogflow/v2beta1/session_entity_type.pb.go b/googleapis/cloud/dialogflow/v2beta1/session_entity_type.pb.go
index ec660b1..5bcfbfe 100644
--- a/googleapis/cloud/dialogflow/v2beta1/session_entity_type.pb.go
+++ b/googleapis/cloud/dialogflow/v2beta1/session_entity_type.pb.go
@@ -478,66 +478,71 @@
 }
 
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 }
 
 // Reference imports to suppress errors if they are not otherwise used.
@@ -553,17 +558,37 @@
 // For semantics around ctx use and closing/ending streaming RPCs, please refer to https://godoc.org/google.golang.org/grpc#ClientConn.NewStream.
 type SessionEntityTypesClient interface {
 	// Returns the list of all session entity types in the specified session.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	ListSessionEntityTypes(ctx context.Context, in *ListSessionEntityTypesRequest, opts ...grpc.CallOption) (*ListSessionEntityTypesResponse, error)
 	// Retrieves the specified session entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	GetSessionEntityType(ctx context.Context, in *GetSessionEntityTypeRequest, opts ...grpc.CallOption) (*SessionEntityType, error)
 	// Creates a session entity type.
 	//
 	// If the specified session entity type already exists, overrides the
 	// session entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	CreateSessionEntityType(ctx context.Context, in *CreateSessionEntityTypeRequest, opts ...grpc.CallOption) (*SessionEntityType, error)
 	// Updates the specified session entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	UpdateSessionEntityType(ctx context.Context, in *UpdateSessionEntityTypeRequest, opts ...grpc.CallOption) (*SessionEntityType, error)
 	// Deletes the specified session entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	DeleteSessionEntityType(ctx context.Context, in *DeleteSessionEntityTypeRequest, opts ...grpc.CallOption) (*empty.Empty, error)
 }
 
@@ -623,17 +648,37 @@
 // SessionEntityTypesServer is the server API for SessionEntityTypes service.
 type SessionEntityTypesServer interface {
 	// Returns the list of all session entity types in the specified session.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	ListSessionEntityTypes(context.Context, *ListSessionEntityTypesRequest) (*ListSessionEntityTypesResponse, error)
 	// Retrieves the specified session entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	GetSessionEntityType(context.Context, *GetSessionEntityTypeRequest) (*SessionEntityType, error)
 	// Creates a session entity type.
 	//
 	// If the specified session entity type already exists, overrides the
 	// session entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	CreateSessionEntityType(context.Context, *CreateSessionEntityTypeRequest) (*SessionEntityType, error)
 	// Updates the specified session entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	UpdateSessionEntityType(context.Context, *UpdateSessionEntityTypeRequest) (*SessionEntityType, error)
 	// Deletes the specified session entity type.
+	//
+	// This method doesn't work with Google Assistant integration.
+	// Contact Dialogflow support if you need to use session entities
+	// with Google Assistant integration.
 	DeleteSessionEntityType(context.Context, *DeleteSessionEntityTypeRequest) (*empty.Empty, error)
 }
 
diff --git a/googleapis/cloud/talent/v4beta1/common.pb.go b/googleapis/cloud/talent/v4beta1/common.pb.go
index ab2ea72..72f5382 100644
--- a/googleapis/cloud/talent/v4beta1/common.pb.go
+++ b/googleapis/cloud/talent/v4beta1/common.pb.go
@@ -1438,7 +1438,7 @@
 	// `CASE_INSENSITIVE_MATCH`) search.
 	// For filterable `string_value`s, a maximum total number of 200 values
 	// is allowed, with each `string_value` has a byte size of no more than
-	// 255B. For unfilterable `string_values`, the maximum total byte size of
+	// 500B. For unfilterable `string_values`, the maximum total byte size of
 	// unfilterable `string_values` is 50KB.
 	//
 	// Empty string isn't allowed.
diff --git a/googleapis/cloud/talent/v4beta1/event.pb.go b/googleapis/cloud/talent/v4beta1/event.pb.go
index 16de450..b2a9f36 100644
--- a/googleapis/cloud/talent/v4beta1/event.pb.go
+++ b/googleapis/cloud/talent/v4beta1/event.pb.go
@@ -164,80 +164,25 @@
 	ProfileEvent_PROFILE_EVENT_TYPE_UNSPECIFIED ProfileEvent_ProfileEventType = 0
 	// Send this event when a
 	// [ProfileEvent.profiles][google.cloud.talent.v4beta1.ProfileEvent.profiles]
-	// meets all of the following criteria:
-	// * Was sent as a part of a result set for a CTS API call.
-	// * Was rendered in the end user's UI (that is, the
+	// was sent as a part of a result set for a CTS API call and was rendered in
+	// the end user's UI (that is, the
 	// [ProfileEvent.recruiter][google.cloud.talent.v4beta1.ProfileEvent.recruiter]).
-	// * That UI rendering was displayed in the end user's viewport for >=3
-	// seconds.
-	//
-	// In other words, send this event when the end user of the CTS service
-	// actually saw a resulting profile in their viewport.
-	//
-	// To understand how to use this event, consider an example:
-	//
-	// * The customer's UI for interacting with CTS
-	// result sets is accessed by the end user through a web browser.
-	// * The UI calls for a page size of 15 candidates (that is, 15 candidates
-	// are rendered on each page of results).
-	// * However, the UI design calls for only 5 candidates to be shown at any
-	// given time in the viewport (that is, the end user can only see 5 results
-	// at any given time and needs to scroll up or down to view all 15 results).
-	//
-	// To render each page of results, the customer will send a
-	// request to CTS with a page size = 15.
-	//
-	// * User loads page #1 of results.
-	// * User scrolls down to expose results #1 - #5 and dwells on this view for
-	// 30 seconds.
-	// * Send an IMPRESSION event for result 1, 2, 3, 4, 5.
-	// * User scrolls down a bit, exposing results #2 - #6 in the viewport and
-	// dwells on this view for 5 minutes.
-	// * Send an IMPRESSION event for result 6.
-	// * User scrolls to the bottom of the page, with results #7 - #15 shown in
-	// the viewport for ~5 seconds each.
-	// * Specifically, NO IMPRESSION events are sent for result 7, 8, 9, 10, 11,
-	// 12, 13, 14, 15.
-	// * User clicks to the next page and loads page #2 of results.
-	// * Within 2 seconds, user scrolls to expose results #20 - #24 in the
-	// viewport and dwells on this view for 20 mins.
-	// * Send an IMPRESSION event for result 20, 21, 22, 23, 24
-	// * User closes their browser window.
 	ProfileEvent_IMPRESSION ProfileEvent_ProfileEventType = 1
-	// The VIEW event allows CTS to understand if a candidate's profile was
-	// viewed by an end user (that is, recruiter) of the system for >=3 seconds.
-	// This is critical to tracking product metrics and should be sent for every
-	// profile VIEW that happens in the customer's system.
+	// The VIEW event records the action of a candidate's profile being
+	// viewed by an end user. This is critical to tracking product metrics and
+	// should be sent for every profile VIEW that happens in your system,
+	// whether the event is associated with an API call (for example, a
+	// recruiter making a request for a result set and clicking on a profile)
+	// or not (a recruiter using the system to view profile details without
+	// making a request).
 	//
-	// VIEW events should be sent whether an end user views a candidate's
-	// profile as a result of seeing that profile in the result set of a
-	// CTS API request or whether the end user
-	// views the profile for some other reason (that is, clicks to the
-	// candidate's profile in the ATS, and so on).
-	//
-	// For a VIEW that happens as a result of seeing the profile in
-	// a CTS API request's result set, the
+	// For a VIEW events associated with API calls, the
 	// [ClientEvent.request_id][google.cloud.talent.v4beta1.ClientEvent.request_id]
-	// should be populated.  If the VIEW happens for some other reason, the
+	// should be populated.  If the VIEW is not associated with an API call,
 	// [request_id][google.cloud.talent.v4beta1.ClientEvent.request_id] should
 	// not be populated.
 	//
 	// This event requires a valid recruiter and one valid ID in profiles.
-	//
-	// To understand how to use this event, consider 2 examples in which a VIEW
-	// event should be sent:
-	// * End user makes a request to the CTS API for a result set.
-	// * Results for the request are shown to the end user.
-	// * End user clicks on one of the candidates that are shown as part of the
-	// results.
-	// * A VIEW event with the
-	// [ClientEvent.request_id][google.cloud.talent.v4beta1.ClientEvent.request_id]
-	// of the API call in the first step of this example is sent.
-	//
-	// * End user browses to a candidate's profile in the ATS.
-	// * A VIEW event without a
-	// [ClientEvent.request_id][google.cloud.talent.v4beta1.ClientEvent.request_id]
-	// is sent.
 	ProfileEvent_VIEW ProfileEvent_ProfileEventType = 2
 	// The profile is bookmarked.
 	ProfileEvent_BOOKMARK ProfileEvent_ProfileEventType = 3
diff --git a/googleapis/cloud/talent/v4beta1/filters.pb.go b/googleapis/cloud/talent/v4beta1/filters.pb.go
index 1bc58af..168d180 100644
--- a/googleapis/cloud/talent/v4beta1/filters.pb.go
+++ b/googleapis/cloud/talent/v4beta1/filters.pb.go
@@ -501,7 +501,26 @@
 	// For example, "software engineer in Palo Alto".
 	Query string `protobuf:"bytes,1,opt,name=query,proto3" json:"query,omitempty"`
 	// Optional. The location filter specifies geo-regions containing the profiles
-	// to search against.
+	// to search against. It filters against all of a profile's
+	// [Profile.addresses][google.cloud.talent.v4beta1.Profile.addresses] where
+	// [Address.usage][google.cloud.talent.v4beta1.Address.usage] is PERSONAL and
+	// [Address.current][google.cloud.talent.v4beta1.Address.current] is true. If
+	// no such address exists, a fallback logic is applied in an attempt to
+	// determine the profile's primary address.
+	//
+	// The fallback logic selects an address from a profile's
+	// [Profile.addresses][google.cloud.talent.v4beta1.Profile.addresses] in the
+	// following order of priority:
+	// 1. [Address.usage][google.cloud.talent.v4beta1.Address.usage] is PERSONAL
+	// and [Address.current][google.cloud.talent.v4beta1.Address.current] is false
+	// or not set.
+	// 2. [Address.usage][google.cloud.talent.v4beta1.Address.usage] is
+	// CONTACT_INFO_USAGE_UNSPECIFIED and
+	// [Address.current][google.cloud.talent.v4beta1.Address.current] is true.
+	// 3. [Address.usage][google.cloud.talent.v4beta1.Address.usage] is
+	// CONTACT_INFO_USAGE_UNSPECIFIED and
+	// [Address.current][google.cloud.talent.v4beta1.Address.current] is false or
+	// not set.
 	//
 	// If a location filter isn't specified, profiles fitting the other search
 	// criteria are retrieved regardless of where they're located.
@@ -790,8 +809,9 @@
 	// used to address ambiguity of the user-input location, for example,
 	// "Liverpool" against "Liverpool, NY, US" or "Liverpool, UK".
 	//
-	// Set this field if all the jobs to search against are from a same region,
-	// or jobs are world-wide, but the job seeker is from a specific region.
+	// Set this field to bias location resolution toward a specific country
+	// or territory. If this field is not set, application behavior is biased
+	// toward the United States by default.
 	//
 	// See http://cldr.unicode.org/ and
 	// http://www.unicode.org/cldr/charts/30/supplemental/territory_information.html
@@ -1788,136 +1808,135 @@
 }
 
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 }
diff --git a/googleapis/cloud/talent/v4beta1/histogram.pb.go b/googleapis/cloud/talent/v4beta1/histogram.pb.go
index 52a7317..1535b67 100644
--- a/googleapis/cloud/talent/v4beta1/histogram.pb.go
+++ b/googleapis/cloud/talent/v4beta1/histogram.pb.go
@@ -8,7 +8,6 @@
 	math "math"
 
 	proto "github.com/golang/protobuf/proto"
-	_ "github.com/golang/protobuf/ptypes/wrappers"
 	_ "google.golang.org/genproto/googleapis/api/annotations"
 )
 
@@ -147,24 +146,23 @@
 }
 
 var fileDescriptor_faf41faeec04126e = []byte{
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 }
diff --git a/googleapis/cloud/talent/v4beta1/job.pb.go b/googleapis/cloud/talent/v4beta1/job.pb.go
index 95b4039..3dc5183 100644
--- a/googleapis/cloud/talent/v4beta1/job.pb.go
+++ b/googleapis/cloud/talent/v4beta1/job.pb.go
@@ -9,7 +9,6 @@
 
 	proto "github.com/golang/protobuf/proto"
 	timestamp "github.com/golang/protobuf/ptypes/timestamp"
-	_ "github.com/golang/protobuf/ptypes/wrappers"
 	_ "google.golang.org/genproto/googleapis/api/annotations"
 	_ "google.golang.org/genproto/googleapis/type/postaladdress"
 )
@@ -722,74 +721,74 @@
 }
 
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 }
diff --git a/googleapis/cloud/talent/v4beta1/job_service.pb.go b/googleapis/cloud/talent/v4beta1/job_service.pb.go
index e6d7db8..759b6ed 100644
--- a/googleapis/cloud/talent/v4beta1/job_service.pb.go
+++ b/googleapis/cloud/talent/v4beta1/job_service.pb.go
@@ -9,6 +9,7 @@
 	math "math"
 
 	proto "github.com/golang/protobuf/proto"
+	_ "github.com/golang/protobuf/ptypes/any"
 	duration "github.com/golang/protobuf/ptypes/duration"
 	empty "github.com/golang/protobuf/ptypes/empty"
 	_ "google.golang.org/genproto/googleapis/api/annotations"
@@ -1618,133 +1619,134 @@
 }
 
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+	0xfe, 0x36, 0x00, 0x00, 0xff, 0xff, 0x0b, 0x62, 0x20, 0x57, 0x83, 0x19, 0x00, 0x00,
 }
 
 // Reference imports to suppress errors if they are not otherwise used.
diff --git a/googleapis/cloud/talent/v4beta1/profile.pb.go b/googleapis/cloud/talent/v4beta1/profile.pb.go
index 69d08d4..70e3119 100644
--- a/googleapis/cloud/talent/v4beta1/profile.pb.go
+++ b/googleapis/cloud/talent/v4beta1/profile.pb.go
@@ -14,7 +14,6 @@
 	_ "google.golang.org/genproto/googleapis/api/annotations"
 	date "google.golang.org/genproto/googleapis/type/date"
 	postaladdress "google.golang.org/genproto/googleapis/type/postaladdress"
-	_ "google.golang.org/genproto/protobuf/field_mask"
 )
 
 // Reference imports to suppress errors if they are not otherwise used.
@@ -140,7 +139,9 @@
 	// "projects/{project_id}/tenants/{tenant_id}/profiles/{profile_id}",
 	// for example, "projects/api-test-project/tenants/foo/profiles/bar".
 	Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"`
-	// Optional. Profile's id in client system if available.
+	// Optional. Profile's id in client system if available. This value is not
+	// required to be unique to each profile. However, providing unique values
+	// makes it easier to specify individual profiles when filing support tickets.
 	//
 	// The maximum number of bytes allowed is 100.
 	ExternalId string `protobuf:"bytes,2,opt,name=external_id,json=externalId,proto3" json:"external_id,omitempty"`
@@ -182,7 +183,34 @@
 	//
 	// Currently only one person name is supported.
 	PersonNames []*PersonName `protobuf:"bytes,11,rep,name=person_names,json=personNames,proto3" json:"person_names,omitempty"`
-	// Optional. The candidate's postal addresses.
+	// Optional. The candidate's postal addresses. It's highly recommended to
+	// input this information as accurately as possible to help improve search
+	// quality. Here are some recommendations:
+	//
+	// * Provide [Address.usage][google.cloud.talent.v4beta1.Address.usage] if
+	// possible, especially if the address is PERSONAL. During a search only
+	// personal addresses are considered. If there is no such address, all
+	// addresses with unspecified usage are assumed to be personal.
+	// * Provide [Address.current][google.cloud.talent.v4beta1.Address.current]
+	// for the current address if possible. During a search, only current
+	// addresses are considered. If there is no such address, all addresses are
+	// assumed to be current.
+	//
+	// When displaying a candidate's addresses, it is sometimes desirable to limit
+	// the number of addresses shown. In these cases we recommend that you display
+	// the addresses in the following order of priority:
+	// 1. [Address.usage][google.cloud.talent.v4beta1.Address.usage] is PERSONAL
+	// and [Address.current][google.cloud.talent.v4beta1.Address.current] is true.
+	// 2. [Address.usage][google.cloud.talent.v4beta1.Address.usage] is PERSONAL
+	// and [Address.current][google.cloud.talent.v4beta1.Address.current] is false
+	// or not set.
+	// 3. [Address.usage][google.cloud.talent.v4beta1.Address.usage] is
+	// CONTACT_INFO_USAGE_UNSPECIFIED and
+	// [Address.current][google.cloud.talent.v4beta1.Address.current] is true.
+	// 4. [Address.usage][google.cloud.talent.v4beta1.Address.usage] is
+	// CONTACT_INFO_USAGE_UNSPECIFIED and
+	// [Address.current][google.cloud.talent.v4beta1.Address.current] is false or
+	// not set.
 	Addresses []*Address `protobuf:"bytes,12,rep,name=addresses,proto3" json:"addresses,omitempty"`
 	// Optional. The candidate's email addresses.
 	EmailAddresses []*Email `protobuf:"bytes,13,rep,name=email_addresses,json=emailAddresses,proto3" json:"email_addresses,omitempty"`
@@ -211,7 +239,7 @@
 	// for the current employment if possible. If not, it's inferred from user
 	// inputs.
 	//
-	// The limitation for max number of employment records is 50.
+	// The limitation for max number of employment records is 100.
 	EmploymentRecords []*EmploymentRecord `protobuf:"bytes,17,rep,name=employment_records,json=employmentRecords,proto3" json:"employment_records,omitempty"`
 	// Optional. The education history record of the candidate. It's highly
 	// recommended to input this information as accurately as possible to help
@@ -226,12 +254,12 @@
 	// for the current education if possible. If not, it's inferred from user
 	// inputs.
 	//
-	// The limitation for max number of education records is 10.
+	// The limitation for max number of education records is 100.
 	EducationRecords []*EducationRecord `protobuf:"bytes,18,rep,name=education_records,json=educationRecords,proto3" json:"education_records,omitempty"`
 	// Optional. The skill set of the candidate. It's highly recommended to
 	// provide as much information as possible to help improve the search quality.
 	//
-	// The limitation for max number of skills is 100.
+	// The limitation for max number of skills is 500.
 	Skills []*Skill `protobuf:"bytes,19,rep,name=skills,proto3" json:"skills,omitempty"`
 	// Optional. The individual or collaborative activities which the candidate
 	// has participated in, for example, open-source projects, class assignments
@@ -279,10 +307,18 @@
 	// Output only. Keyword snippet shows how the search result is related to a
 	// search query.  This is only returned in
 	// [SearchProfilesResponse][google.cloud.talent.v4beta1.SearchProfilesResponse].
-	KeywordSnippet       string   `protobuf:"bytes,28,opt,name=keyword_snippet,json=keywordSnippet,proto3" json:"keyword_snippet,omitempty"`
-	XXX_NoUnkeyedLiteral struct{} `json:"-"`
-	XXX_unrecognized     []byte   `json:"-"`
-	XXX_sizecache        int32    `json:"-"`
+	KeywordSnippet string `protobuf:"bytes,28,opt,name=keyword_snippet,json=keywordSnippet,proto3" json:"keyword_snippet,omitempty"`
+	// Output only. Derived locations of the profile, resolved from
+	// [Profile.addresses][google.cloud.talent.v4beta1.Profile.addresses].
+	//
+	// [derived_addresses][google.cloud.talent.v4beta1.Profile.derived_addresses]
+	// are exactly matched to
+	// [Profile.addresses][google.cloud.talent.v4beta1.Profile.addresses] in the
+	// same order.
+	DerivedAddresses     []*Location `protobuf:"bytes,64,rep,name=derived_addresses,json=derivedAddresses,proto3" json:"derived_addresses,omitempty"`
+	XXX_NoUnkeyedLiteral struct{}    `json:"-"`
+	XXX_unrecognized     []byte      `json:"-"`
+	XXX_sizecache        int32       `json:"-"`
 }
 
 func (m *Profile) Reset()         { *m = Profile{} }
@@ -499,22 +535,27 @@
 	return ""
 }
 
+func (m *Profile) GetDerivedAddresses() []*Location {
+	if m != nil {
+		return m.DerivedAddresses
+	}
+	return nil
+}
+
 // Resource that represents a resume.
 type Resume struct {
 	// Optional. Users can create a profile with only this field field, if
 	// [resume_type][google.cloud.talent.v4beta1.Resume.resume_type] is
 	// [HRXML][google.cloud.talent.v4beta1.Resume.ResumeType.HRXML]. For example,
 	// the API parses this field and creates a profile with all structured fields
-	// populated, for example.
+	// populated.
 	// [EmploymentRecord][google.cloud.talent.v4beta1.EmploymentRecord],
 	// [EducationRecord][google.cloud.talent.v4beta1.EducationRecord], and so on.
 	// An error is thrown if this field cannot be parsed.
 	//
-	// If this field is provided during profile creation or update,
-	// any other structured data provided in the profile is ignored. The
-	// API populates these fields by parsing this field. Note that the use of the
-	// functionality offered by this field to extract data from resumes is an
-	// Alpha feature and as such is not covered by any SLA.
+	// Note that the use of the functionality offered by this field to extract
+	// data from resumes is an Alpha feature and as such is not covered by any
+	// SLA.
 	StructuredResume string `protobuf:"bytes,1,opt,name=structured_resume,json=structuredResume,proto3" json:"structured_resume,omitempty"`
 	// Optional. The format of
 	// [structured_resume][google.cloud.talent.v4beta1.Resume.structured_resume].
@@ -1126,7 +1167,7 @@
 	//
 	// For example, "Google", "Alphabet", and so on.
 	//
-	// Number of characters allowed is 100.
+	// Number of characters allowed is 250.
 	EmployerName string `protobuf:"bytes,3,opt,name=employer_name,json=employerName,proto3" json:"employer_name,omitempty"`
 	// Optional. The division name of the employment.
 	//
@@ -1140,7 +1181,7 @@
 	//
 	// For example, "Software Engineer", "Data Scientist", and so on.
 	//
-	// Number of characters allowed is 100.
+	// Number of characters allowed is 250.
 	JobTitle string `protobuf:"bytes,6,opt,name=job_title,json=jobTitle,proto3" json:"job_title,omitempty"`
 	// Optional. The description of job content.
 	//
@@ -1303,7 +1344,7 @@
 	//
 	// For example, "Stanford University", "UC Berkeley", and so on.
 	//
-	// Number of characters allowed is 100.
+	// Number of characters allowed is 250.
 	SchoolName string `protobuf:"bytes,4,opt,name=school_name,json=schoolName,proto3" json:"school_name,omitempty"`
 	// Optional. The physical address of the education institution.
 	Address *Address `protobuf:"bytes,5,opt,name=address,proto3" json:"address,omitempty"`
@@ -1967,148 +2008,150 @@
 }
 
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 }
diff --git a/googleapis/cloud/talent/v4beta1/profile_service.pb.go b/googleapis/cloud/talent/v4beta1/profile_service.pb.go
index 3acb460..149173d 100644
--- a/googleapis/cloud/talent/v4beta1/profile_service.pb.go
+++ b/googleapis/cloud/talent/v4beta1/profile_service.pb.go
@@ -268,7 +268,6 @@
 	// A full update is performed if it is unset.
 	//
 	// Valid values are:
-	//
 	// * external_id
 	// * source
 	// * uri
@@ -285,13 +284,33 @@
 	// * employment_records
 	// * education_records
 	// * skills
-	// * projects
+	// * activities
 	// * publications
 	// * patents
 	// * certifications
 	// * recruiting_notes
 	// * custom_attributes
 	// * group_id
+	// * external_system
+	// * source_note
+	// * primary_responsibilities
+	// * citizenships
+	// * work_authorizations
+	// * employee_types
+	// * language_code
+	// * qualification_summary
+	// * allowed_contact_types
+	// * preferred_contact_types
+	// * contact_availability
+	// * language_fluencies
+	// * work_preference
+	// * industry_experiences
+	// * work_environment_experiences
+	// * work_availability
+	// * security_clearances
+	// * references
+	// * assessments
+	// * interviews
 	UpdateMask           *field_mask.FieldMask `protobuf:"bytes,2,opt,name=update_mask,json=updateMask,proto3" json:"update_mask,omitempty"`
 	XXX_NoUnkeyedLiteral struct{}              `json:"-"`
 	XXX_unrecognized     []byte                `json:"-"`
diff --git a/googleapis/cloud/talent/v4beta1/tenant.pb.go b/googleapis/cloud/talent/v4beta1/tenant.pb.go
index bd937ac..885d936 100644
--- a/googleapis/cloud/talent/v4beta1/tenant.pb.go
+++ b/googleapis/cloud/talent/v4beta1/tenant.pb.go
@@ -8,6 +8,7 @@
 	math "math"
 
 	proto "github.com/golang/protobuf/proto"
+	_ "github.com/golang/protobuf/ptypes/timestamp"
 	_ "google.golang.org/genproto/googleapis/api/annotations"
 )
 
@@ -157,30 +158,30 @@
 }
 
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 }
diff --git a/googleapis/cloud/videointelligence/v1/video_intelligence.pb.go b/googleapis/cloud/videointelligence/v1/video_intelligence.pb.go
index aa09115..f4732d9 100644
--- a/googleapis/cloud/videointelligence/v1/video_intelligence.pb.go
+++ b/googleapis/cloud/videointelligence/v1/video_intelligence.pb.go
@@ -1312,9 +1312,17 @@
 	// Topical label annotations on video level or user specified segment level.
 	// There is exactly one element for each unique label.
 	SegmentLabelAnnotations []*LabelAnnotation `protobuf:"bytes,2,rep,name=segment_label_annotations,json=segmentLabelAnnotations,proto3" json:"segment_label_annotations,omitempty"`
+	// Presence label annotations on video level or user specified segment level.
+	// There is exactly one element for each unique label. This will eventually
+	// get publicly exposed and the restriction will be removed.
+	SegmentPresenceLabelAnnotations []*LabelAnnotation `protobuf:"bytes,23,rep,name=segment_presence_label_annotations,json=segmentPresenceLabelAnnotations,proto3" json:"segment_presence_label_annotations,omitempty"`
 	// Topical label annotations on shot level.
 	// There is exactly one element for each unique label.
 	ShotLabelAnnotations []*LabelAnnotation `protobuf:"bytes,3,rep,name=shot_label_annotations,json=shotLabelAnnotations,proto3" json:"shot_label_annotations,omitempty"`
+	// Presence label annotations on shot level. There is exactly one element for
+	// each unique label. This will eventually get publicly exposed and the
+	// restriction will be removed.
+	ShotPresenceLabelAnnotations []*LabelAnnotation `protobuf:"bytes,24,rep,name=shot_presence_label_annotations,json=shotPresenceLabelAnnotations,proto3" json:"shot_presence_label_annotations,omitempty"`
 	// Label annotations on frame level.
 	// There is exactly one element for each unique label.
 	FrameLabelAnnotations []*LabelAnnotation `protobuf:"bytes,4,rep,name=frame_label_annotations,json=frameLabelAnnotations,proto3" json:"frame_label_annotations,omitempty"`
@@ -1386,6 +1394,13 @@
 	return nil
 }
 
+func (m *VideoAnnotationResults) GetSegmentPresenceLabelAnnotations() []*LabelAnnotation {
+	if m != nil {
+		return m.SegmentPresenceLabelAnnotations
+	}
+	return nil
+}
+
 func (m *VideoAnnotationResults) GetShotLabelAnnotations() []*LabelAnnotation {
 	if m != nil {
 		return m.ShotLabelAnnotations
@@ -1393,6 +1408,13 @@
 	return nil
 }
 
+func (m *VideoAnnotationResults) GetShotPresenceLabelAnnotations() []*LabelAnnotation {
+	if m != nil {
+		return m.ShotPresenceLabelAnnotations
+	}
+	return nil
+}
+
 func (m *VideoAnnotationResults) GetFrameLabelAnnotations() []*LabelAnnotation {
 	if m != nil {
 		return m.FrameLabelAnnotations
@@ -2512,172 +2534,174 @@
 }
 
 var fileDescriptor_7638dbca9a7e63fa = []byte{
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 }
 
 // Reference imports to suppress errors if they are not otherwise used.
diff --git a/googleapis/cloud/vision/v1/image_annotator.pb.go b/googleapis/cloud/vision/v1/image_annotator.pb.go
index 59c597b..dbddaae 100644
--- a/googleapis/cloud/vision/v1/image_annotator.pb.go
+++ b/googleapis/cloud/vision/v1/image_annotator.pb.go
@@ -37,15 +37,15 @@
 const (
 	// Unknown likelihood.
 	Likelihood_UNKNOWN Likelihood = 0
-	// It is very unlikely that the image belongs to the specified vertical.
+	// It is very unlikely.
 	Likelihood_VERY_UNLIKELY Likelihood = 1
-	// It is unlikely that the image belongs to the specified vertical.
+	// It is unlikely.
 	Likelihood_UNLIKELY Likelihood = 2
-	// It is possible that the image belongs to the specified vertical.
+	// It is possible.
 	Likelihood_POSSIBLE Likelihood = 3
-	// It is likely that the image belongs to the specified vertical.
+	// It is likely.
 	Likelihood_LIKELY Likelihood = 4
-	// It is very likely that the image belongs to the specified vertical.
+	// It is very likely.
 	Likelihood_VERY_LIKELY Likelihood = 5
 )
 
@@ -1921,13 +1921,17 @@
 type AnnotateFileResponse struct {
 	// Information about the file for which this response is generated.
 	InputConfig *InputConfig `protobuf:"bytes,1,opt,name=input_config,json=inputConfig,proto3" json:"input_config,omitempty"`
-	// Individual responses to images found within the file.
+	// Individual responses to images found within the file. This field will be
+	// empty if the `error` field is set.
 	Responses []*AnnotateImageResponse `protobuf:"bytes,2,rep,name=responses,proto3" json:"responses,omitempty"`
 	// This field gives the total number of pages in the file.
-	TotalPages           int32    `protobuf:"varint,3,opt,name=total_pages,json=totalPages,proto3" json:"total_pages,omitempty"`
-	XXX_NoUnkeyedLiteral struct{} `json:"-"`
-	XXX_unrecognized     []byte   `json:"-"`
-	XXX_sizecache        int32    `json:"-"`
+	TotalPages int32 `protobuf:"varint,3,opt,name=total_pages,json=totalPages,proto3" json:"total_pages,omitempty"`
+	// If set, represents the error message for the failed request. The
+	// `responses` field will not be set in this case.
+	Error                *status.Status `protobuf:"bytes,4,opt,name=error,proto3" json:"error,omitempty"`
+	XXX_NoUnkeyedLiteral struct{}       `json:"-"`
+	XXX_unrecognized     []byte         `json:"-"`
+	XXX_sizecache        int32          `json:"-"`
 }
 
 func (m *AnnotateFileResponse) Reset()         { *m = AnnotateFileResponse{} }
@@ -1976,13 +1980,33 @@
 	return 0
 }
 
+func (m *AnnotateFileResponse) GetError() *status.Status {
+	if m != nil {
+		return m.Error
+	}
+	return nil
+}
+
 // Multiple image annotation requests are batched into a single service call.
 type BatchAnnotateImagesRequest struct {
 	// Individual image annotation requests for this batch.
-	Requests             []*AnnotateImageRequest `protobuf:"bytes,1,rep,name=requests,proto3" json:"requests,omitempty"`
-	XXX_NoUnkeyedLiteral struct{}                `json:"-"`
-	XXX_unrecognized     []byte                  `json:"-"`
-	XXX_sizecache        int32                   `json:"-"`
+	Requests []*AnnotateImageRequest `protobuf:"bytes,1,rep,name=requests,proto3" json:"requests,omitempty"`
+	// Optional. Target project and location to make a call.
+	//
+	// Format: `projects/{project-id}/locations/{location-id}`.
+	//
+	// If no parent is specified, a region will be chosen automatically.
+	//
+	// Supported location-ids:
+	//     `us`: USA country only,
+	//     `asia`: East asia areas, like Japan, Taiwan,
+	//     `eu`: The European Union.
+	//
+	// Example: `projects/project-A/locations/eu`.
+	Parent               string   `protobuf:"bytes,4,opt,name=parent,proto3" json:"parent,omitempty"`
+	XXX_NoUnkeyedLiteral struct{} `json:"-"`
+	XXX_unrecognized     []byte   `json:"-"`
+	XXX_sizecache        int32    `json:"-"`
 }
 
 func (m *BatchAnnotateImagesRequest) Reset()         { *m = BatchAnnotateImagesRequest{} }
@@ -2017,6 +2041,13 @@
 	return nil
 }
 
+func (m *BatchAnnotateImagesRequest) GetParent() string {
+	if m != nil {
+		return m.Parent
+	}
+	return ""
+}
+
 // Response to a batch image annotation request.
 type BatchAnnotateImagesResponse struct {
 	// Individual responses to image annotation requests within the batch.
@@ -2143,10 +2174,23 @@
 type BatchAnnotateFilesRequest struct {
 	// The list of file annotation requests. Right now we support only one
 	// AnnotateFileRequest in BatchAnnotateFilesRequest.
-	Requests             []*AnnotateFileRequest `protobuf:"bytes,1,rep,name=requests,proto3" json:"requests,omitempty"`
-	XXX_NoUnkeyedLiteral struct{}               `json:"-"`
-	XXX_unrecognized     []byte                 `json:"-"`
-	XXX_sizecache        int32                  `json:"-"`
+	Requests []*AnnotateFileRequest `protobuf:"bytes,1,rep,name=requests,proto3" json:"requests,omitempty"`
+	// Optional. Target project and location to make a call.
+	//
+	// Format: `projects/{project-id}/locations/{location-id}`.
+	//
+	// If no parent is specified, a region will be chosen automatically.
+	//
+	// Supported location-ids:
+	//     `us`: USA country only,
+	//     `asia`: East asia areas, like Japan, Taiwan,
+	//     `eu`: The European Union.
+	//
+	// Example: `projects/project-A/locations/eu`.
+	Parent               string   `protobuf:"bytes,3,opt,name=parent,proto3" json:"parent,omitempty"`
+	XXX_NoUnkeyedLiteral struct{} `json:"-"`
+	XXX_unrecognized     []byte   `json:"-"`
+	XXX_sizecache        int32    `json:"-"`
 }
 
 func (m *BatchAnnotateFilesRequest) Reset()         { *m = BatchAnnotateFilesRequest{} }
@@ -2181,6 +2225,13 @@
 	return nil
 }
 
+func (m *BatchAnnotateFilesRequest) GetParent() string {
+	if m != nil {
+		return m.Parent
+	}
+	return ""
+}
+
 // A list of file annotation responses.
 type BatchAnnotateFilesResponse struct {
 	// The list of file annotation responses, each response corresponding to each
@@ -2337,10 +2388,23 @@
 	// Individual image annotation requests for this batch.
 	Requests []*AnnotateImageRequest `protobuf:"bytes,1,rep,name=requests,proto3" json:"requests,omitempty"`
 	// Required. The desired output location and metadata (e.g. format).
-	OutputConfig         *OutputConfig `protobuf:"bytes,2,opt,name=output_config,json=outputConfig,proto3" json:"output_config,omitempty"`
-	XXX_NoUnkeyedLiteral struct{}      `json:"-"`
-	XXX_unrecognized     []byte        `json:"-"`
-	XXX_sizecache        int32         `json:"-"`
+	OutputConfig *OutputConfig `protobuf:"bytes,2,opt,name=output_config,json=outputConfig,proto3" json:"output_config,omitempty"`
+	// Optional. Target project and location to make a call.
+	//
+	// Format: `projects/{project-id}/locations/{location-id}`.
+	//
+	// If no parent is specified, a region will be chosen automatically.
+	//
+	// Supported location-ids:
+	//     `us`: USA country only,
+	//     `asia`: East asia areas, like Japan, Taiwan,
+	//     `eu`: The European Union.
+	//
+	// Example: `projects/project-A/locations/eu`.
+	Parent               string   `protobuf:"bytes,4,opt,name=parent,proto3" json:"parent,omitempty"`
+	XXX_NoUnkeyedLiteral struct{} `json:"-"`
+	XXX_unrecognized     []byte   `json:"-"`
+	XXX_sizecache        int32    `json:"-"`
 }
 
 func (m *AsyncBatchAnnotateImagesRequest) Reset()         { *m = AsyncBatchAnnotateImagesRequest{} }
@@ -2382,6 +2446,13 @@
 	return nil
 }
 
+func (m *AsyncBatchAnnotateImagesRequest) GetParent() string {
+	if m != nil {
+		return m.Parent
+	}
+	return ""
+}
+
 // Response to an async batch image annotation request.
 type AsyncBatchAnnotateImagesResponse struct {
 	// The output location and metadata from AsyncBatchAnnotateImagesRequest.
@@ -2427,10 +2498,23 @@
 // call.
 type AsyncBatchAnnotateFilesRequest struct {
 	// Individual async file annotation requests for this batch.
-	Requests             []*AsyncAnnotateFileRequest `protobuf:"bytes,1,rep,name=requests,proto3" json:"requests,omitempty"`
-	XXX_NoUnkeyedLiteral struct{}                    `json:"-"`
-	XXX_unrecognized     []byte                      `json:"-"`
-	XXX_sizecache        int32                       `json:"-"`
+	Requests []*AsyncAnnotateFileRequest `protobuf:"bytes,1,rep,name=requests,proto3" json:"requests,omitempty"`
+	// Optional. Target project and location to make a call.
+	//
+	// Format: `projects/{project-id}/locations/{location-id}`.
+	//
+	// If no parent is specified, a region will be chosen automatically.
+	//
+	// Supported location-ids:
+	//     `us`: USA country only,
+	//     `asia`: East asia areas, like Japan, Taiwan,
+	//     `eu`: The European Union.
+	//
+	// Example: `projects/project-A/locations/eu`.
+	Parent               string   `protobuf:"bytes,4,opt,name=parent,proto3" json:"parent,omitempty"`
+	XXX_NoUnkeyedLiteral struct{} `json:"-"`
+	XXX_unrecognized     []byte   `json:"-"`
+	XXX_sizecache        int32    `json:"-"`
 }
 
 func (m *AsyncBatchAnnotateFilesRequest) Reset()         { *m = AsyncBatchAnnotateFilesRequest{} }
@@ -2465,6 +2549,13 @@
 	return nil
 }
 
+func (m *AsyncBatchAnnotateFilesRequest) GetParent() string {
+	if m != nil {
+		return m.Parent
+	}
+	return ""
+}
+
 // Response to an async batch file annotation request.
 type AsyncBatchAnnotateFilesResponse struct {
 	// The list of file annotation responses, one for each request in
@@ -2846,210 +2937,222 @@
 }
 
 var fileDescriptor_49e74116a4d6fd69 = []byte{
-	// 3240 bytes of a gzipped FileDescriptorProto
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+	0x00, 0x00,
 }
 
 // Reference imports to suppress errors if they are not otherwise used.
diff --git a/googleapis/cloud/vision/v1/product_search.pb.go b/googleapis/cloud/vision/v1/product_search.pb.go
index e088946..52bd496 100644
--- a/googleapis/cloud/vision/v1/product_search.pb.go
+++ b/googleapis/cloud/vision/v1/product_search.pb.go
@@ -234,23 +234,95 @@
 	return ""
 }
 
+// Prediction for what the object in the bounding box is.
+type ProductSearchResults_ObjectAnnotation struct {
+	// Object ID that should align with EntityAnnotation mid.
+	Mid string `protobuf:"bytes,1,opt,name=mid,proto3" json:"mid,omitempty"`
+	// The BCP-47 language code, such as "en-US" or "sr-Latn". For more
+	// information, see
+	// http://www.unicode.org/reports/tr35/#Unicode_locale_identifier.
+	LanguageCode string `protobuf:"bytes,2,opt,name=language_code,json=languageCode,proto3" json:"language_code,omitempty"`
+	// Object name, expressed in its `language_code` language.
+	Name string `protobuf:"bytes,3,opt,name=name,proto3" json:"name,omitempty"`
+	// Score of the result. Range [0, 1].
+	Score                float32  `protobuf:"fixed32,4,opt,name=score,proto3" json:"score,omitempty"`
+	XXX_NoUnkeyedLiteral struct{} `json:"-"`
+	XXX_unrecognized     []byte   `json:"-"`
+	XXX_sizecache        int32    `json:"-"`
+}
+
+func (m *ProductSearchResults_ObjectAnnotation) Reset()         { *m = ProductSearchResults_ObjectAnnotation{} }
+func (m *ProductSearchResults_ObjectAnnotation) String() string { return proto.CompactTextString(m) }
+func (*ProductSearchResults_ObjectAnnotation) ProtoMessage()    {}
+func (*ProductSearchResults_ObjectAnnotation) Descriptor() ([]byte, []int) {
+	return fileDescriptor_4fdf2c80d2106c63, []int{1, 1}
+}
+
+func (m *ProductSearchResults_ObjectAnnotation) XXX_Unmarshal(b []byte) error {
+	return xxx_messageInfo_ProductSearchResults_ObjectAnnotation.Unmarshal(m, b)
+}
+func (m *ProductSearchResults_ObjectAnnotation) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
+	return xxx_messageInfo_ProductSearchResults_ObjectAnnotation.Marshal(b, m, deterministic)
+}
+func (m *ProductSearchResults_ObjectAnnotation) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_ProductSearchResults_ObjectAnnotation.Merge(m, src)
+}
+func (m *ProductSearchResults_ObjectAnnotation) XXX_Size() int {
+	return xxx_messageInfo_ProductSearchResults_ObjectAnnotation.Size(m)
+}
+func (m *ProductSearchResults_ObjectAnnotation) XXX_DiscardUnknown() {
+	xxx_messageInfo_ProductSearchResults_ObjectAnnotation.DiscardUnknown(m)
+}
+
+var xxx_messageInfo_ProductSearchResults_ObjectAnnotation proto.InternalMessageInfo
+
+func (m *ProductSearchResults_ObjectAnnotation) GetMid() string {
+	if m != nil {
+		return m.Mid
+	}
+	return ""
+}
+
+func (m *ProductSearchResults_ObjectAnnotation) GetLanguageCode() string {
+	if m != nil {
+		return m.LanguageCode
+	}
+	return ""
+}
+
+func (m *ProductSearchResults_ObjectAnnotation) GetName() string {
+	if m != nil {
+		return m.Name
+	}
+	return ""
+}
+
+func (m *ProductSearchResults_ObjectAnnotation) GetScore() float32 {
+	if m != nil {
+		return m.Score
+	}
+	return 0
+}
+
 // Information about the products similar to a single product in a query
 // image.
 type ProductSearchResults_GroupedResult struct {
 	// The bounding polygon around the product detected in the query image.
 	BoundingPoly *BoundingPoly `protobuf:"bytes,1,opt,name=bounding_poly,json=boundingPoly,proto3" json:"bounding_poly,omitempty"`
 	// List of results, one for each product match.
-	Results              []*ProductSearchResults_Result `protobuf:"bytes,2,rep,name=results,proto3" json:"results,omitempty"`
-	XXX_NoUnkeyedLiteral struct{}                       `json:"-"`
-	XXX_unrecognized     []byte                         `json:"-"`
-	XXX_sizecache        int32                          `json:"-"`
+	Results []*ProductSearchResults_Result `protobuf:"bytes,2,rep,name=results,proto3" json:"results,omitempty"`
+	// List of generic predictions for the object in the bounding box.
+	ObjectAnnotations    []*ProductSearchResults_ObjectAnnotation `protobuf:"bytes,3,rep,name=object_annotations,json=objectAnnotations,proto3" json:"object_annotations,omitempty"`
+	XXX_NoUnkeyedLiteral struct{}                                 `json:"-"`
+	XXX_unrecognized     []byte                                   `json:"-"`
+	XXX_sizecache        int32                                    `json:"-"`
 }
 
 func (m *ProductSearchResults_GroupedResult) Reset()         { *m = ProductSearchResults_GroupedResult{} }
 func (m *ProductSearchResults_GroupedResult) String() string { return proto.CompactTextString(m) }
 func (*ProductSearchResults_GroupedResult) ProtoMessage()    {}
 func (*ProductSearchResults_GroupedResult) Descriptor() ([]byte, []int) {
-	return fileDescriptor_4fdf2c80d2106c63, []int{1, 1}
+	return fileDescriptor_4fdf2c80d2106c63, []int{1, 2}
 }
 
 func (m *ProductSearchResults_GroupedResult) XXX_Unmarshal(b []byte) error {
@@ -285,10 +357,18 @@
 	return nil
 }
 
+func (m *ProductSearchResults_GroupedResult) GetObjectAnnotations() []*ProductSearchResults_ObjectAnnotation {
+	if m != nil {
+		return m.ObjectAnnotations
+	}
+	return nil
+}
+
 func init() {
 	proto.RegisterType((*ProductSearchParams)(nil), "google.cloud.vision.v1.ProductSearchParams")
 	proto.RegisterType((*ProductSearchResults)(nil), "google.cloud.vision.v1.ProductSearchResults")
 	proto.RegisterType((*ProductSearchResults_Result)(nil), "google.cloud.vision.v1.ProductSearchResults.Result")
+	proto.RegisterType((*ProductSearchResults_ObjectAnnotation)(nil), "google.cloud.vision.v1.ProductSearchResults.ObjectAnnotation")
 	proto.RegisterType((*ProductSearchResults_GroupedResult)(nil), "google.cloud.vision.v1.ProductSearchResults.GroupedResult")
 }
 
@@ -297,36 +377,41 @@
 }
 
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+	// 565 bytes of a gzipped FileDescriptorProto
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+	0x0b, 0x46, 0x05, 0x00, 0x00,
 }
diff --git a/googleapis/cloud/vision/v1/product_search_service.pb.go b/googleapis/cloud/vision/v1/product_search_service.pb.go
index 7179e2a..17d64ad 100644
--- a/googleapis/cloud/vision/v1/product_search_service.pb.go
+++ b/googleapis/cloud/vision/v1/product_search_service.pb.go
@@ -89,10 +89,8 @@
 	Description string `protobuf:"bytes,3,opt,name=description,proto3" json:"description,omitempty"`
 	// The category for the product identified by the reference image. This should
 	// be either "homegoods-v2", "apparel-v2", or "toys-v2". The legacy categories
-	// "homegoods", "apparel", and "toys" are still supported but will be
-	// deprecated. For new products, please use "homegoods-v2", "apparel-v2", or
-	// "toys-v2" for better product search accuracy. It is recommended to migrate
-	// existing products to these categories as well.
+	// "homegoods", "apparel", and "toys" are still supported, but these should
+	// not be used for new products.
 	//
 	// This field is immutable.
 	ProductCategory string `protobuf:"bytes,4,opt,name=product_category,json=productCategory,proto3" json:"product_category,omitempty"`
@@ -104,7 +102,11 @@
 	// to be supported soon.
 	//
 	// Multiple values can be assigned to the same key. One product may have up to
-	// 100 product_labels.
+	// 500 product_labels.
+	//
+	// Notice that the total number of distinct product_labels over all products
+	// in one ProductSet cannot exceed 1M, otherwise the product search pipeline
+	// will refuse to work for that ProductSet.
 	ProductLabels        []*Product_KeyValue `protobuf:"bytes,5,rep,name=product_labels,json=productLabels,proto3" json:"product_labels,omitempty"`
 	XXX_NoUnkeyedLiteral struct{}            `json:"-"`
 	XXX_unrecognized     []byte              `json:"-"`
@@ -1876,6 +1878,153 @@
 	return nil
 }
 
+// Config to control which ProductSet contains the Products to be deleted.
+type ProductSetPurgeConfig struct {
+	// The ProductSet that contains the Products to delete. If a Product is a
+	// member of product_set_id in addition to other ProductSets, the Product will
+	// still be deleted.
+	ProductSetId         string   `protobuf:"bytes,1,opt,name=product_set_id,json=productSetId,proto3" json:"product_set_id,omitempty"`
+	XXX_NoUnkeyedLiteral struct{} `json:"-"`
+	XXX_unrecognized     []byte   `json:"-"`
+	XXX_sizecache        int32    `json:"-"`
+}
+
+func (m *ProductSetPurgeConfig) Reset()         { *m = ProductSetPurgeConfig{} }
+func (m *ProductSetPurgeConfig) String() string { return proto.CompactTextString(m) }
+func (*ProductSetPurgeConfig) ProtoMessage()    {}
+func (*ProductSetPurgeConfig) Descriptor() ([]byte, []int) {
+	return fileDescriptor_7cf22baa8e45dc96, []int{29}
+}
+
+func (m *ProductSetPurgeConfig) XXX_Unmarshal(b []byte) error {
+	return xxx_messageInfo_ProductSetPurgeConfig.Unmarshal(m, b)
+}
+func (m *ProductSetPurgeConfig) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
+	return xxx_messageInfo_ProductSetPurgeConfig.Marshal(b, m, deterministic)
+}
+func (m *ProductSetPurgeConfig) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_ProductSetPurgeConfig.Merge(m, src)
+}
+func (m *ProductSetPurgeConfig) XXX_Size() int {
+	return xxx_messageInfo_ProductSetPurgeConfig.Size(m)
+}
+func (m *ProductSetPurgeConfig) XXX_DiscardUnknown() {
+	xxx_messageInfo_ProductSetPurgeConfig.DiscardUnknown(m)
+}
+
+var xxx_messageInfo_ProductSetPurgeConfig proto.InternalMessageInfo
+
+func (m *ProductSetPurgeConfig) GetProductSetId() string {
+	if m != nil {
+		return m.ProductSetId
+	}
+	return ""
+}
+
+// Request message for the `PurgeProducts` method.
+type PurgeProductsRequest struct {
+	// The Products to delete.
+	//
+	// Types that are valid to be assigned to Target:
+	//	*PurgeProductsRequest_ProductSetPurgeConfig
+	//	*PurgeProductsRequest_DeleteOrphanProducts
+	Target isPurgeProductsRequest_Target `protobuf_oneof:"target"`
+	// The project and location in which the Products should be deleted.
+	//
+	// Format is `projects/PROJECT_ID/locations/LOC_ID`.
+	Parent string `protobuf:"bytes,1,opt,name=parent,proto3" json:"parent,omitempty"`
+	// The default value is false. Override this value to true to actually perform
+	// the purge.
+	Force                bool     `protobuf:"varint,4,opt,name=force,proto3" json:"force,omitempty"`
+	XXX_NoUnkeyedLiteral struct{} `json:"-"`
+	XXX_unrecognized     []byte   `json:"-"`
+	XXX_sizecache        int32    `json:"-"`
+}
+
+func (m *PurgeProductsRequest) Reset()         { *m = PurgeProductsRequest{} }
+func (m *PurgeProductsRequest) String() string { return proto.CompactTextString(m) }
+func (*PurgeProductsRequest) ProtoMessage()    {}
+func (*PurgeProductsRequest) Descriptor() ([]byte, []int) {
+	return fileDescriptor_7cf22baa8e45dc96, []int{30}
+}
+
+func (m *PurgeProductsRequest) XXX_Unmarshal(b []byte) error {
+	return xxx_messageInfo_PurgeProductsRequest.Unmarshal(m, b)
+}
+func (m *PurgeProductsRequest) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
+	return xxx_messageInfo_PurgeProductsRequest.Marshal(b, m, deterministic)
+}
+func (m *PurgeProductsRequest) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_PurgeProductsRequest.Merge(m, src)
+}
+func (m *PurgeProductsRequest) XXX_Size() int {
+	return xxx_messageInfo_PurgeProductsRequest.Size(m)
+}
+func (m *PurgeProductsRequest) XXX_DiscardUnknown() {
+	xxx_messageInfo_PurgeProductsRequest.DiscardUnknown(m)
+}
+
+var xxx_messageInfo_PurgeProductsRequest proto.InternalMessageInfo
+
+type isPurgeProductsRequest_Target interface {
+	isPurgeProductsRequest_Target()
+}
+
+type PurgeProductsRequest_ProductSetPurgeConfig struct {
+	ProductSetPurgeConfig *ProductSetPurgeConfig `protobuf:"bytes,2,opt,name=product_set_purge_config,json=productSetPurgeConfig,proto3,oneof"`
+}
+
+type PurgeProductsRequest_DeleteOrphanProducts struct {
+	DeleteOrphanProducts bool `protobuf:"varint,3,opt,name=delete_orphan_products,json=deleteOrphanProducts,proto3,oneof"`
+}
+
+func (*PurgeProductsRequest_ProductSetPurgeConfig) isPurgeProductsRequest_Target() {}
+
+func (*PurgeProductsRequest_DeleteOrphanProducts) isPurgeProductsRequest_Target() {}
+
+func (m *PurgeProductsRequest) GetTarget() isPurgeProductsRequest_Target {
+	if m != nil {
+		return m.Target
+	}
+	return nil
+}
+
+func (m *PurgeProductsRequest) GetProductSetPurgeConfig() *ProductSetPurgeConfig {
+	if x, ok := m.GetTarget().(*PurgeProductsRequest_ProductSetPurgeConfig); ok {
+		return x.ProductSetPurgeConfig
+	}
+	return nil
+}
+
+func (m *PurgeProductsRequest) GetDeleteOrphanProducts() bool {
+	if x, ok := m.GetTarget().(*PurgeProductsRequest_DeleteOrphanProducts); ok {
+		return x.DeleteOrphanProducts
+	}
+	return false
+}
+
+func (m *PurgeProductsRequest) GetParent() string {
+	if m != nil {
+		return m.Parent
+	}
+	return ""
+}
+
+func (m *PurgeProductsRequest) GetForce() bool {
+	if m != nil {
+		return m.Force
+	}
+	return false
+}
+
+// XXX_OneofWrappers is for the internal use of the proto package.
+func (*PurgeProductsRequest) XXX_OneofWrappers() []interface{} {
+	return []interface{}{
+		(*PurgeProductsRequest_ProductSetPurgeConfig)(nil),
+		(*PurgeProductsRequest_DeleteOrphanProducts)(nil),
+	}
+}
+
 func init() {
 	proto.RegisterEnum("google.cloud.vision.v1.BatchOperationMetadata_State", BatchOperationMetadata_State_name, BatchOperationMetadata_State_value)
 	proto.RegisterType((*Product)(nil), "google.cloud.vision.v1.Product")
@@ -1908,6 +2057,8 @@
 	proto.RegisterType((*ImportProductSetsRequest)(nil), "google.cloud.vision.v1.ImportProductSetsRequest")
 	proto.RegisterType((*ImportProductSetsResponse)(nil), "google.cloud.vision.v1.ImportProductSetsResponse")
 	proto.RegisterType((*BatchOperationMetadata)(nil), "google.cloud.vision.v1.BatchOperationMetadata")
+	proto.RegisterType((*ProductSetPurgeConfig)(nil), "google.cloud.vision.v1.ProductSetPurgeConfig")
+	proto.RegisterType((*PurgeProductsRequest)(nil), "google.cloud.vision.v1.PurgeProductsRequest")
 }
 
 func init() {
@@ -1915,123 +2066,135 @@
 }
 
 var fileDescriptor_7cf22baa8e45dc96 = []byte{
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+	0x9f, 0x52, 0x3d, 0x67, 0x82, 0xb8, 0xcf, 0x20, 0xbe, 0x55, 0x5b, 0xf7, 0xe3, 0x37, 0x4c, 0x67,
+	0x35, 0x3b, 0xdc, 0x28, 0x0d, 0x7e, 0x8a, 0xa0, 0x10, 0x2f, 0x99, 0xd3, 0xb1, 0xa7, 0x14, 0xd7,
+	0xe5, 0x85, 0x33, 0x07, 0x58, 0xb3, 0x6b, 0x7b, 0xa7, 0x41, 0x48, 0x2b, 0x63, 0x87, 0xf4, 0x17,
+	0x08, 0xf2, 0x91, 0x3d, 0x92, 0x9e, 0xef, 0xa4, 0xa7, 0x8a, 0xf2, 0xa8, 0x42, 0x42, 0xb8, 0xc7,
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+	0xb5, 0x8a, 0xc7, 0x82, 0x8a, 0x3f, 0x45, 0x00, 0xc3, 0xad, 0x80, 0x5f, 0x19, 0xbd, 0x5d, 0x32,
+	0xc7, 0x2e, 0x0a, 0x28, 0x43, 0x56, 0x59, 0x4a, 0x7f, 0x83, 0x20, 0x1f, 0xe1, 0x7e, 0x7a, 0x4a,
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+	0x13, 0xf0, 0x07, 0x04, 0x0b, 0xc9, 0xdd, 0x35, 0x7e, 0x35, 0x0d, 0xca, 0xb9, 0xdd, 0x78, 0x2a,
+	0x65, 0xf8, 0xe1, 0x21, 0xd4, 0xc7, 0xbc, 0xa9, 0xea, 0xf2, 0xc0, 0x5c, 0x1d, 0x55, 0xf0, 0x9f,
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+	0xe8, 0x9b, 0xc2, 0xbd, 0x71, 0xa1, 0x3b, 0x61, 0x9b, 0x14, 0xfd, 0xdf, 0x11, 0x94, 0xd2, 0xba,
+	0x76, 0x7c, 0x37, 0xcb, 0xa5, 0x95, 0xf0, 0xb6, 0x50, 0x7e, 0x7d, 0x7c, 0x45, 0x4e, 0xff, 0x37,
+	0x99, 0x67, 0x75, 0xfc, 0xfa, 0x98, 0x9e, 0x0d, 0x6f, 0xc1, 0xdf, 0x22, 0xb8, 0x76, 0xa6, 0x61,
+	0x4d, 0x27, 0x7e, 0x5a, 0xa7, 0x5d, 0xbe, 0x11, 0x68, 0x84, 0xfe, 0x03, 0xac, 0x0e, 0x9a, 0x44,
+	0x61, 0x83, 0x01, 0x5d, 0x17, 0x5e, 0x1b, 0xb7, 0x24, 0xd7, 0x99, 0x41, 0x1a, 0xfb, 0xcf, 0x10,
+	0xe4, 0x23, 0x4d, 0x54, 0xfa, 0xb5, 0x93, 0xd4, 0x6b, 0x8d, 0x42, 0x18, 0xd4, 0x3b, 0xb5, 0xb1,
+	0xea, 0x1d, 0xd6, 0xb1, 0xd5, 0x51, 0xa5, 0xdc, 0xff, 0xeb, 0xc6, 0x75, 0x0e, 0xc0, 0x37, 0x23,
+	0xdb, 0xba, 0x5b, 0x55, 0xac, 0xee, 0x3f, 0x36, 0xbe, 0x7b, 0xe2, 0x79, 0xb6, 0x5b, 0x17, 0xc5,
+	0x27, 0x4f, 0x9e, 0xc4, 0x26, 0x45, 0xb9, 0xe7, 0x9d, 0xf8, 0xff, 0xae, 0xde, 0xb6, 0x0d, 0xd9,
+	0x3b, 0xb6, 0x9c, 0xee, 0x4a, 0x36, 0x71, 0xdf, 0xd8, 0xe6, 0xf7, 0x11, 0x94, 0x15, 0xab, 0x9b,
+	0x12, 0x89, 0xcd, 0x17, 0x22, 0x3d, 0x58, 0xdb, 0xff, 0xaf, 0x78, 0x9f, 0x6e, 0x8f, 0x7d, 0xf4,
+	0x9d, 0x6f, 0x72, 0x25, 0xcd, 0x32, 0x64, 0x53, 0xab, 0x5a, 0x8e, 0x26, 0x6a, 0xc4, 0x64, 0x9b,
+	0x47, 0x1c, 0x1a, 0x8e, 0xff, 0xf9, 0xbb, 0xee, 0xff, 0xfa, 0x2f, 0x42, 0xbf, 0x9e, 0xb8, 0xbc,
+	0xdd, 0x78, 0x77, 0xf7, 0xe8, 0x0a, 0x53, 0x59, 0xfb, 0x5f, 0x00, 0x00, 0x00, 0xff, 0xff, 0x68,
+	0x6c, 0x7d, 0xfc, 0xb2, 0x1e, 0x00, 0x00,
 }
 
 // Reference imports to suppress errors if they are not otherwise used.
@@ -2196,6 +2359,31 @@
 	// For the format of the csv file please see
 	// [ImportProductSetsGcsSource.csv_file_uri][google.cloud.vision.v1.ImportProductSetsGcsSource.csv_file_uri].
 	ImportProductSets(ctx context.Context, in *ImportProductSetsRequest, opts ...grpc.CallOption) (*longrunning.Operation, error)
+	// Asynchronous API to delete all Products in a ProductSet or all Products
+	// that are in no ProductSet.
+	//
+	// If a Product is a member of the specified ProductSet in addition to other
+	// ProductSets, the Product will still be deleted.
+	//
+	// It is recommended to not delete the specified ProductSet until after this
+	// operation has completed. It is also recommended to not add any of the
+	// Products involved in the batch delete to a new ProductSet while this
+	// operation is running because those Products may still end up deleted.
+	//
+	// It's not possible to undo the PurgeProducts operation. Therefore, it is
+	// recommended to keep the csv files used in ImportProductSets (if that was
+	// how you originally built the Product Set) before starting PurgeProducts, in
+	// case you need to re-import the data after deletion.
+	//
+	// If the plan is to purge all of the Products from a ProductSet and then
+	// re-use the empty ProductSet to re-import new Products into the empty
+	// ProductSet, you must wait until the PurgeProducts operation has finished
+	// for that ProductSet.
+	//
+	// The [google.longrunning.Operation][google.longrunning.Operation] API can be
+	// used to keep track of the progress and results of the request.
+	// `Operation.metadata` contains `BatchOperationMetadata`. (progress)
+	PurgeProducts(ctx context.Context, in *PurgeProductsRequest, opts ...grpc.CallOption) (*longrunning.Operation, error)
 }
 
 type productSearchClient struct {
@@ -2368,6 +2556,15 @@
 	return out, nil
 }
 
+func (c *productSearchClient) PurgeProducts(ctx context.Context, in *PurgeProductsRequest, opts ...grpc.CallOption) (*longrunning.Operation, error) {
+	out := new(longrunning.Operation)
+	err := c.cc.Invoke(ctx, "/google.cloud.vision.v1.ProductSearch/PurgeProducts", in, out, opts...)
+	if err != nil {
+		return nil, err
+	}
+	return out, nil
+}
+
 // ProductSearchServer is the server API for ProductSearch service.
 type ProductSearchServer interface {
 	// Creates and returns a new ProductSet resource.
@@ -2520,6 +2717,31 @@
 	// For the format of the csv file please see
 	// [ImportProductSetsGcsSource.csv_file_uri][google.cloud.vision.v1.ImportProductSetsGcsSource.csv_file_uri].
 	ImportProductSets(context.Context, *ImportProductSetsRequest) (*longrunning.Operation, error)
+	// Asynchronous API to delete all Products in a ProductSet or all Products
+	// that are in no ProductSet.
+	//
+	// If a Product is a member of the specified ProductSet in addition to other
+	// ProductSets, the Product will still be deleted.
+	//
+	// It is recommended to not delete the specified ProductSet until after this
+	// operation has completed. It is also recommended to not add any of the
+	// Products involved in the batch delete to a new ProductSet while this
+	// operation is running because those Products may still end up deleted.
+	//
+	// It's not possible to undo the PurgeProducts operation. Therefore, it is
+	// recommended to keep the csv files used in ImportProductSets (if that was
+	// how you originally built the Product Set) before starting PurgeProducts, in
+	// case you need to re-import the data after deletion.
+	//
+	// If the plan is to purge all of the Products from a ProductSet and then
+	// re-use the empty ProductSet to re-import new Products into the empty
+	// ProductSet, you must wait until the PurgeProducts operation has finished
+	// for that ProductSet.
+	//
+	// The [google.longrunning.Operation][google.longrunning.Operation] API can be
+	// used to keep track of the progress and results of the request.
+	// `Operation.metadata` contains `BatchOperationMetadata`. (progress)
+	PurgeProducts(context.Context, *PurgeProductsRequest) (*longrunning.Operation, error)
 }
 
 func RegisterProductSearchServer(s *grpc.Server, srv ProductSearchServer) {
@@ -2850,6 +3072,24 @@
 	return interceptor(ctx, in, info, handler)
 }
 
+func _ProductSearch_PurgeProducts_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
+	in := new(PurgeProductsRequest)
+	if err := dec(in); err != nil {
+		return nil, err
+	}
+	if interceptor == nil {
+		return srv.(ProductSearchServer).PurgeProducts(ctx, in)
+	}
+	info := &grpc.UnaryServerInfo{
+		Server:     srv,
+		FullMethod: "/google.cloud.vision.v1.ProductSearch/PurgeProducts",
+	}
+	handler := func(ctx context.Context, req interface{}) (interface{}, error) {
+		return srv.(ProductSearchServer).PurgeProducts(ctx, req.(*PurgeProductsRequest))
+	}
+	return interceptor(ctx, in, info, handler)
+}
+
 var _ProductSearch_serviceDesc = grpc.ServiceDesc{
 	ServiceName: "google.cloud.vision.v1.ProductSearch",
 	HandlerType: (*ProductSearchServer)(nil),
@@ -2926,6 +3166,10 @@
 			MethodName: "ImportProductSets",
 			Handler:    _ProductSearch_ImportProductSets_Handler,
 		},
+		{
+			MethodName: "PurgeProducts",
+			Handler:    _ProductSearch_PurgeProducts_Handler,
+		},
 	},
 	Streams:  []grpc.StreamDesc{},
 	Metadata: "google/cloud/vision/v1/product_search_service.proto",
diff --git a/googleapis/cloud/vision/v1/text_annotation.pb.go b/googleapis/cloud/vision/v1/text_annotation.pb.go
index 7565a59..6e60e55 100644
--- a/googleapis/cloud/vision/v1/text_annotation.pb.go
+++ b/googleapis/cloud/vision/v1/text_annotation.pb.go
@@ -515,7 +515,7 @@
 	//      1----0
 	//   and the vertex order will still be (0, 1, 2, 3).
 	BoundingBox *BoundingPoly `protobuf:"bytes,2,opt,name=bounding_box,json=boundingBox,proto3" json:"bounding_box,omitempty"`
-	// List of words in this paragraph.
+	// List of all words in this paragraph.
 	Words []*Word `protobuf:"bytes,3,rep,name=words,proto3" json:"words,omitempty"`
 	// Confidence of the OCR results for the paragraph. Range [0, 1].
 	Confidence           float32  `protobuf:"fixed32,4,opt,name=confidence,proto3" json:"confidence,omitempty"`
@@ -678,7 +678,7 @@
 	//      2----3
 	//      |    |
 	//      1----0
-	//   and the vertice order will still be (0, 1, 2, 3).
+	//   and the vertex order will still be (0, 1, 2, 3).
 	BoundingBox *BoundingPoly `protobuf:"bytes,2,opt,name=bounding_box,json=boundingBox,proto3" json:"bounding_box,omitempty"`
 	// The actual UTF-8 representation of the symbol.
 	Text string `protobuf:"bytes,3,opt,name=text,proto3" json:"text,omitempty"`
diff --git a/googleapis/cloud/vision/v1/web_detection.pb.go b/googleapis/cloud/vision/v1/web_detection.pb.go
index b4d80d4..f726f6e 100644
--- a/googleapis/cloud/vision/v1/web_detection.pb.go
+++ b/googleapis/cloud/vision/v1/web_detection.pb.go
@@ -222,58 +222,6 @@
 	return 0
 }
 
-// Label to provide extra metadata for the web detection.
-type WebDetection_WebLabel struct {
-	// Label for extra metadata.
-	Label string `protobuf:"bytes,1,opt,name=label,proto3" json:"label,omitempty"`
-	// The BCP-47 language code for `label`, such as "en-US" or "sr-Latn".
-	// For more information, see
-	// http://www.unicode.org/reports/tr35/#Unicode_locale_identifier.
-	LanguageCode         string   `protobuf:"bytes,2,opt,name=language_code,json=languageCode,proto3" json:"language_code,omitempty"`
-	XXX_NoUnkeyedLiteral struct{} `json:"-"`
-	XXX_unrecognized     []byte   `json:"-"`
-	XXX_sizecache        int32    `json:"-"`
-}
-
-func (m *WebDetection_WebLabel) Reset()         { *m = WebDetection_WebLabel{} }
-func (m *WebDetection_WebLabel) String() string { return proto.CompactTextString(m) }
-func (*WebDetection_WebLabel) ProtoMessage()    {}
-func (*WebDetection_WebLabel) Descriptor() ([]byte, []int) {
-	return fileDescriptor_894df371610d13f4, []int{0, 2}
-}
-
-func (m *WebDetection_WebLabel) XXX_Unmarshal(b []byte) error {
-	return xxx_messageInfo_WebDetection_WebLabel.Unmarshal(m, b)
-}
-func (m *WebDetection_WebLabel) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
-	return xxx_messageInfo_WebDetection_WebLabel.Marshal(b, m, deterministic)
-}
-func (m *WebDetection_WebLabel) XXX_Merge(src proto.Message) {
-	xxx_messageInfo_WebDetection_WebLabel.Merge(m, src)
-}
-func (m *WebDetection_WebLabel) XXX_Size() int {
-	return xxx_messageInfo_WebDetection_WebLabel.Size(m)
-}
-func (m *WebDetection_WebLabel) XXX_DiscardUnknown() {
-	xxx_messageInfo_WebDetection_WebLabel.DiscardUnknown(m)
-}
-
-var xxx_messageInfo_WebDetection_WebLabel proto.InternalMessageInfo
-
-func (m *WebDetection_WebLabel) GetLabel() string {
-	if m != nil {
-		return m.Label
-	}
-	return ""
-}
-
-func (m *WebDetection_WebLabel) GetLanguageCode() string {
-	if m != nil {
-		return m.LanguageCode
-	}
-	return ""
-}
-
 // Metadata for web pages.
 type WebDetection_WebPage struct {
 	// The result web page URL.
@@ -299,7 +247,7 @@
 func (m *WebDetection_WebPage) String() string { return proto.CompactTextString(m) }
 func (*WebDetection_WebPage) ProtoMessage()    {}
 func (*WebDetection_WebPage) Descriptor() ([]byte, []int) {
-	return fileDescriptor_894df371610d13f4, []int{0, 3}
+	return fileDescriptor_894df371610d13f4, []int{0, 2}
 }
 
 func (m *WebDetection_WebPage) XXX_Unmarshal(b []byte) error {
@@ -355,12 +303,64 @@
 	return nil
 }
 
+// Label to provide extra metadata for the web detection.
+type WebDetection_WebLabel struct {
+	// Label for extra metadata.
+	Label string `protobuf:"bytes,1,opt,name=label,proto3" json:"label,omitempty"`
+	// The BCP-47 language code for `label`, such as "en-US" or "sr-Latn".
+	// For more information, see
+	// http://www.unicode.org/reports/tr35/#Unicode_locale_identifier.
+	LanguageCode         string   `protobuf:"bytes,2,opt,name=language_code,json=languageCode,proto3" json:"language_code,omitempty"`
+	XXX_NoUnkeyedLiteral struct{} `json:"-"`
+	XXX_unrecognized     []byte   `json:"-"`
+	XXX_sizecache        int32    `json:"-"`
+}
+
+func (m *WebDetection_WebLabel) Reset()         { *m = WebDetection_WebLabel{} }
+func (m *WebDetection_WebLabel) String() string { return proto.CompactTextString(m) }
+func (*WebDetection_WebLabel) ProtoMessage()    {}
+func (*WebDetection_WebLabel) Descriptor() ([]byte, []int) {
+	return fileDescriptor_894df371610d13f4, []int{0, 3}
+}
+
+func (m *WebDetection_WebLabel) XXX_Unmarshal(b []byte) error {
+	return xxx_messageInfo_WebDetection_WebLabel.Unmarshal(m, b)
+}
+func (m *WebDetection_WebLabel) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
+	return xxx_messageInfo_WebDetection_WebLabel.Marshal(b, m, deterministic)
+}
+func (m *WebDetection_WebLabel) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_WebDetection_WebLabel.Merge(m, src)
+}
+func (m *WebDetection_WebLabel) XXX_Size() int {
+	return xxx_messageInfo_WebDetection_WebLabel.Size(m)
+}
+func (m *WebDetection_WebLabel) XXX_DiscardUnknown() {
+	xxx_messageInfo_WebDetection_WebLabel.DiscardUnknown(m)
+}
+
+var xxx_messageInfo_WebDetection_WebLabel proto.InternalMessageInfo
+
+func (m *WebDetection_WebLabel) GetLabel() string {
+	if m != nil {
+		return m.Label
+	}
+	return ""
+}
+
+func (m *WebDetection_WebLabel) GetLanguageCode() string {
+	if m != nil {
+		return m.LanguageCode
+	}
+	return ""
+}
+
 func init() {
 	proto.RegisterType((*WebDetection)(nil), "google.cloud.vision.v1.WebDetection")
 	proto.RegisterType((*WebDetection_WebEntity)(nil), "google.cloud.vision.v1.WebDetection.WebEntity")
 	proto.RegisterType((*WebDetection_WebImage)(nil), "google.cloud.vision.v1.WebDetection.WebImage")
-	proto.RegisterType((*WebDetection_WebLabel)(nil), "google.cloud.vision.v1.WebDetection.WebLabel")
 	proto.RegisterType((*WebDetection_WebPage)(nil), "google.cloud.vision.v1.WebDetection.WebPage")
+	proto.RegisterType((*WebDetection_WebLabel)(nil), "google.cloud.vision.v1.WebDetection.WebLabel")
 }
 
 func init() {
@@ -368,37 +368,37 @@
 }
 
 var fileDescriptor_894df371610d13f4 = []byte{
-	// 511 bytes of a gzipped FileDescriptorProto
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-	0xe2, 0x77, 0x00, 0x00, 0x00, 0xff, 0xff, 0x38, 0x42, 0x3a, 0x04, 0x36, 0x05, 0x00, 0x00,
+	// 512 bytes of a gzipped FileDescriptorProto
+	0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0xbc, 0x94, 0x51, 0x6f, 0xd3, 0x30,
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 }
diff --git a/googleapis/cloud/vision/v1p4beta1/image_annotator.pb.go b/googleapis/cloud/vision/v1p4beta1/image_annotator.pb.go
index 1e48657..c6aa09a 100644
--- a/googleapis/cloud/vision/v1p4beta1/image_annotator.pb.go
+++ b/googleapis/cloud/vision/v1p4beta1/image_annotator.pb.go
@@ -3063,9 +3063,10 @@
 	// Service that performs image detection and annotation for a batch of files.
 	// Now only "application/pdf", "image/tiff" and "image/gif" are supported.
 	//
-	// This service will extract at most the first 10 frames (gif) or pages
-	// (pdf or tiff) from each file provided and perform detection and annotation
-	// for each image extracted.
+	// This service will extract at most 5 (customers can specify which 5 in
+	// AnnotateFileRequest.pages) frames (gif) or pages (pdf or tiff) from each
+	// file provided and perform detection and annotation for each image
+	// extracted.
 	BatchAnnotateFiles(ctx context.Context, in *BatchAnnotateFilesRequest, opts ...grpc.CallOption) (*BatchAnnotateFilesResponse, error)
 	// Run asynchronous image detection and annotation for a list of images.
 	//
@@ -3137,9 +3138,10 @@
 	// Service that performs image detection and annotation for a batch of files.
 	// Now only "application/pdf", "image/tiff" and "image/gif" are supported.
 	//
-	// This service will extract at most the first 10 frames (gif) or pages
-	// (pdf or tiff) from each file provided and perform detection and annotation
-	// for each image extracted.
+	// This service will extract at most 5 (customers can specify which 5 in
+	// AnnotateFileRequest.pages) frames (gif) or pages (pdf or tiff) from each
+	// file provided and perform detection and annotation for each image
+	// extracted.
 	BatchAnnotateFiles(context.Context, *BatchAnnotateFilesRequest) (*BatchAnnotateFilesResponse, error)
 	// Run asynchronous image detection and annotation for a list of images.
 	//
diff --git a/googleapis/iam/v1/policy.pb.go b/googleapis/iam/v1/policy.pb.go
index 1630167..275cfce 100644
--- a/googleapis/iam/v1/policy.pb.go
+++ b/googleapis/iam/v1/policy.pb.go
@@ -147,7 +147,7 @@
 	// ensure that their change will be applied to the same version of the policy.
 	//
 	// If no `etag` is provided in the call to `setIamPolicy`, then the existing
-	// policy is overwritten blindly.
+	// policy is overwritten.
 	Etag                 []byte   `protobuf:"bytes,3,opt,name=etag,proto3" json:"etag,omitempty"`
 	XXX_NoUnkeyedLiteral struct{} `json:"-"`
 	XXX_unrecognized     []byte   `json:"-"`
@@ -215,7 +215,7 @@
 	//    who is authenticated with a Google account or a service account.
 	//
 	// * `user:{emailid}`: An email address that represents a specific Google
-	//    account. For example, `alice@gmail.com` .
+	//    account. For example, `alice@example.com` .
 	//
 	//
 	// * `serviceAccount:{emailid}`: An email address that represents a service
@@ -350,8 +350,8 @@
 	// Follows the same format of Binding.members.
 	// Required
 	Member string `protobuf:"bytes,3,opt,name=member,proto3" json:"member,omitempty"`
-	// Unimplemented. The condition that is associated with this binding.
-	// This field is logged only for Cloud Audit Logging.
+	// The condition that is associated with this binding. This field is logged
+	// only for Cloud Audit Logging.
 	Condition            *expr.Expr `protobuf:"bytes,4,opt,name=condition,proto3" json:"condition,omitempty"`
 	XXX_NoUnkeyedLiteral struct{}   `json:"-"`
 	XXX_unrecognized     []byte     `json:"-"`
diff --git a/googleapis/pubsub/v1/pubsub.pb.go b/googleapis/pubsub/v1/pubsub.pb.go
index 4327f86..b6915b4 100644
--- a/googleapis/pubsub/v1/pubsub.pb.go
+++ b/googleapis/pubsub/v1/pubsub.pb.go
@@ -29,12 +29,11 @@
 const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package
 
 type MessageStoragePolicy struct {
-	// The list of GCP region IDs where messages that are published to the topic
+	// A list of IDs of GCP regions where messages that are published to the topic
 	// may be persisted in storage. Messages published by publishers running in
 	// non-allowed GCP regions (or running outside of GCP altogether) will be
-	// routed for storage in one of the allowed regions. An empty list indicates a
-	// misconfiguration at the project or organization level, which will result in
-	// all Publish operations failing.
+	// routed for storage in one of the allowed regions. An empty list means that
+	// no regions are allowed, and is not a valid configuration.
 	AllowedPersistenceRegions []string `protobuf:"bytes,1,rep,name=allowed_persistence_regions,json=allowedPersistenceRegions,proto3" json:"allowed_persistence_regions,omitempty"`
 	XXX_NoUnkeyedLiteral      struct{} `json:"-"`
 	XXX_unrecognized          []byte   `json:"-"`
@@ -85,20 +84,14 @@
 	// See <a href="https://cloud.google.com/pubsub/docs/labels"> Creating and
 	// managing labels</a>.
 	Labels map[string]string `protobuf:"bytes,2,rep,name=labels,proto3" json:"labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
-	// Policy constraining how messages published to the topic may be stored. It
-	// is determined when the topic is created based on the policy configured at
-	// the project level. It must not be set by the caller in the request to
-	// CreateTopic or to UpdateTopic. This field will be populated in the
-	// responses for GetTopic, CreateTopic, and UpdateTopic: if not present in the
-	// response, then no constraints are in effect.
+	// Policy constraining the set of Google Cloud Platform regions where messages
+	// published to the topic may be stored. If not present, then no constraints
+	// are in effect.
 	MessageStoragePolicy *MessageStoragePolicy `protobuf:"bytes,3,opt,name=message_storage_policy,json=messageStoragePolicy,proto3" json:"message_storage_policy,omitempty"`
 	// The resource name of the Cloud KMS CryptoKey to be used to protect access
 	// to messages published on this topic.
 	//
 	// The expected format is `projects/*/locations/*/keyRings/*/cryptoKeys/*`.
-	// <b>EXPERIMENTAL:</b> This feature is part of a closed alpha release. This
-	// API might be changed in backward-incompatible ways and is not recommended
-	// for production use. It is not subject to any SLA or deprecation policy.
 	KmsKeyName           string   `protobuf:"bytes,5,opt,name=kms_key_name,json=kmsKeyName,proto3" json:"kms_key_name,omitempty"`
 	XXX_NoUnkeyedLiteral struct{} `json:"-"`
 	XXX_unrecognized     []byte   `json:"-"`
@@ -1044,27 +1037,27 @@
 	// A URL locating the endpoint to which messages should be pushed.
 	// For example, a Webhook endpoint might use "https://example.com/push".
 	PushEndpoint string `protobuf:"bytes,1,opt,name=push_endpoint,json=pushEndpoint,proto3" json:"push_endpoint,omitempty"`
-	// Endpoint configuration attributes.
+	// Endpoint configuration attributes that can be used to control different
+	// aspects of the message delivery.
 	//
-	// Every endpoint has a set of API supported attributes that can be used to
-	// control different aspects of the message delivery.
-	//
-	// The currently supported attribute is `x-goog-version`, which you can
+	// The only currently supported attribute is `x-goog-version`, which you can
 	// use to change the format of the pushed message. This attribute
 	// indicates the version of the data expected by the endpoint. This
 	// controls the shape of the pushed message (i.e., its fields and metadata).
-	// The endpoint version is based on the version of the Pub/Sub API.
 	//
 	// If not present during the `CreateSubscription` call, it will default to
-	// the version of the API used to make such call. If not present during a
+	// the version of the Pub/Sub API used to make such call. If not present in a
 	// `ModifyPushConfig` call, its value will not be changed. `GetSubscription`
 	// calls will always return a valid version, even if the subscription was
 	// created without this attribute.
 	//
-	// The possible values for this attribute are:
+	// The only supported values for the `x-goog-version` attribute are:
 	//
 	// * `v1beta1`: uses the push format defined in the v1beta1 Pub/Sub API.
 	// * `v1` or `v1beta2`: uses the push format defined in the v1 Pub/Sub API.
+	//
+	// For example:
+	// <pre><code>attributes { "x-goog-version": "v1" } </code></pre>
 	Attributes map[string]string `protobuf:"bytes,2,rep,name=attributes,proto3" json:"attributes,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
 	// An authentication method used by push endpoints to verify the source of
 	// push requests. This can be used with push endpoints that are private by
@@ -2517,159 +2510,162 @@
 func init() { proto.RegisterFile("google/pubsub/v1/pubsub.proto", fileDescriptor_f602d910f9a348fe) }
 
 var fileDescriptor_f602d910f9a348fe = []byte{
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 }
 
 // Reference imports to suppress errors if they are not otherwise used.