From a5c52958f455d074a8cc3913562eb1402f902263 Mon Sep 17 00:00:00 2001 From: yoshi-automation Date: Fri, 31 Jul 2020 06:13:54 -0700 Subject: [PATCH 1/5] changes without context autosynth cannot find the source of changes triggered by earlier changes in this repository, or by version upgrades to tools such as linters. --- docs/conf.py | 7 +------ .../cloud/bigquery_v2/proto/encryption_config_pb2.py | 2 +- google/cloud/bigquery_v2/proto/model_pb2.py | 2 +- .../cloud/bigquery_v2/proto/model_reference_pb2.py | 2 +- google/cloud/bigquery_v2/proto/standard_sql_pb2.py | 2 +- synth.metadata | 12 ++++++++++-- 6 files changed, 15 insertions(+), 12 deletions(-) diff --git a/docs/conf.py b/docs/conf.py index 251e1f4ca..332b81b10 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -90,12 +90,7 @@ # List of patterns, relative to source directory, that match files and # directories to ignore when looking for source files. -exclude_patterns = [ - "_build", - "samples/AUTHORING_GUIDE.md", - "samples/CONTRIBUTING.md", - "samples/snippets/README.rst", -] +exclude_patterns = ["_build"] # The reST default role (used for this markup: `text`) to use for all # documents. diff --git a/google/cloud/bigquery_v2/proto/encryption_config_pb2.py b/google/cloud/bigquery_v2/proto/encryption_config_pb2.py index 5ae21ea6f..5147743b6 100644 --- a/google/cloud/bigquery_v2/proto/encryption_config_pb2.py +++ b/google/cloud/bigquery_v2/proto/encryption_config_pb2.py @@ -1,7 +1,7 @@ # -*- coding: utf-8 -*- # Generated by the protocol buffer compiler. DO NOT EDIT! # source: google/cloud/bigquery_v2/proto/encryption_config.proto -"""Generated protocol buffer code.""" + from google.protobuf import descriptor as _descriptor from google.protobuf import message as _message from google.protobuf import reflection as _reflection diff --git a/google/cloud/bigquery_v2/proto/model_pb2.py b/google/cloud/bigquery_v2/proto/model_pb2.py index 7b66be8f7..f485c4568 100644 --- a/google/cloud/bigquery_v2/proto/model_pb2.py +++ b/google/cloud/bigquery_v2/proto/model_pb2.py @@ -1,7 +1,7 @@ # -*- coding: utf-8 -*- # Generated by the protocol buffer compiler. DO NOT EDIT! # source: google/cloud/bigquery_v2/proto/model.proto -"""Generated protocol buffer code.""" + from google.protobuf import descriptor as _descriptor from google.protobuf import message as _message from google.protobuf import reflection as _reflection diff --git a/google/cloud/bigquery_v2/proto/model_reference_pb2.py b/google/cloud/bigquery_v2/proto/model_reference_pb2.py index 2411c4863..07d7e4c4b 100644 --- a/google/cloud/bigquery_v2/proto/model_reference_pb2.py +++ b/google/cloud/bigquery_v2/proto/model_reference_pb2.py @@ -1,7 +1,7 @@ # -*- coding: utf-8 -*- # Generated by the protocol buffer compiler. DO NOT EDIT! # source: google/cloud/bigquery_v2/proto/model_reference.proto -"""Generated protocol buffer code.""" + from google.protobuf import descriptor as _descriptor from google.protobuf import message as _message from google.protobuf import reflection as _reflection diff --git a/google/cloud/bigquery_v2/proto/standard_sql_pb2.py b/google/cloud/bigquery_v2/proto/standard_sql_pb2.py index bfe77f934..15f6715a2 100644 --- a/google/cloud/bigquery_v2/proto/standard_sql_pb2.py +++ b/google/cloud/bigquery_v2/proto/standard_sql_pb2.py @@ -1,7 +1,7 @@ # -*- coding: utf-8 -*- # Generated by the protocol buffer compiler. DO NOT EDIT! # source: google/cloud/bigquery_v2/proto/standard_sql.proto -"""Generated protocol buffer code.""" + from google.protobuf import descriptor as _descriptor from google.protobuf import message as _message from google.protobuf import reflection as _reflection diff --git a/synth.metadata b/synth.metadata index b7e46157b..859d089b9 100644 --- a/synth.metadata +++ b/synth.metadata @@ -3,8 +3,16 @@ { "git": { "name": ".", - "remote": "git@github.com:googleapis/python-bigquery.git", - "sha": "416c0daf40e481c80fb5327b48baa915f0e7aa2f" + "remote": "https://github.com/googleapis/python-bigquery.git", + "sha": "8360487582f245d20893acbe8cbf92d0fc4cd9d9" + } + }, + { + "git": { + "name": "googleapis", + "remote": "https://github.com/googleapis/googleapis.git", + "sha": "4d52dfb72078000b13de923c1dadec19f3a64ad1", + "internalRef": "324098852" } }, { From 09bae54a26966753eba2abd1dbd0ea713bdc8063 Mon Sep 17 00:00:00 2001 From: yoshi-automation Date: Fri, 31 Jul 2020 06:14:26 -0700 Subject: [PATCH 2/5] feat(python-library): changes to docs job * feat(python-library): changes to docs job * migrate to Trampoline V2 * add docs-presubmit job * create docfx yaml files and upload them to another bucket * remove redundant envvars Source-Author: Takashi Matsuo Source-Date: Wed Jul 29 16:15:18 2020 -0700 Source-Repo: googleapis/synthtool Source-Sha: f07cb4446192952f19be3056957f56d180586055 Source-Link: https://github.com/googleapis/synthtool/commit/f07cb4446192952f19be3056957f56d180586055 --- docs/conf.py | 7 +- google/cloud/bigquery_v2/gapic/enums.py | 15 +- .../proto/encryption_config_pb2.py | 113 +- .../proto/encryption_config_pb2_grpc.py | 1 + google/cloud/bigquery_v2/proto/model_pb2.py | 5735 ++++++----------- .../cloud/bigquery_v2/proto/model_pb2_grpc.py | 229 +- .../bigquery_v2/proto/model_reference_pb2.py | 164 +- .../proto/model_reference_pb2_grpc.py | 1 + .../bigquery_v2/proto/standard_sql_pb2.py | 605 +- .../proto/standard_sql_pb2_grpc.py | 1 + google/cloud/bigquery_v2/types.py | 8 +- synth.metadata | 4 +- 12 files changed, 2490 insertions(+), 4393 deletions(-) diff --git a/docs/conf.py b/docs/conf.py index 332b81b10..251e1f4ca 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -90,7 +90,12 @@ # List of patterns, relative to source directory, that match files and # directories to ignore when looking for source files. -exclude_patterns = ["_build"] +exclude_patterns = [ + "_build", + "samples/AUTHORING_GUIDE.md", + "samples/CONTRIBUTING.md", + "samples/snippets/README.rst", +] # The reST default role (used for this markup: `text`) to use for all # documents. diff --git a/google/cloud/bigquery_v2/gapic/enums.py b/google/cloud/bigquery_v2/gapic/enums.py index 10d7c2517..13a1392aa 100644 --- a/google/cloud/bigquery_v2/gapic/enums.py +++ b/google/cloud/bigquery_v2/gapic/enums.py @@ -33,7 +33,6 @@ class DataSplitMethod(enum.IntEnum): AUTO_SPLIT (int): Splits data automatically: Uses NO_SPLIT if the data size is small. Otherwise uses RANDOM. """ - DATA_SPLIT_METHOD_UNSPECIFIED = 0 RANDOM = 1 CUSTOM = 2 @@ -41,6 +40,7 @@ class DataSplitMethod(enum.IntEnum): NO_SPLIT = 4 AUTO_SPLIT = 5 + class DistanceType(enum.IntEnum): """ Distance metric used to compute the distance between two points. @@ -50,11 +50,11 @@ class DistanceType(enum.IntEnum): EUCLIDEAN (int): Eculidean distance. COSINE (int): Cosine distance. """ - DISTANCE_TYPE_UNSPECIFIED = 0 EUCLIDEAN = 1 COSINE = 2 + class LearnRateStrategy(enum.IntEnum): """ Indicates the learning rate optimization strategy to use. @@ -64,11 +64,11 @@ class LearnRateStrategy(enum.IntEnum): LINE_SEARCH (int): Use line search to determine learning rate. CONSTANT (int): Use a constant learning rate. """ - LEARN_RATE_STRATEGY_UNSPECIFIED = 0 LINE_SEARCH = 1 CONSTANT = 2 + class LossType(enum.IntEnum): """ Loss metric to evaluate model training performance. @@ -78,11 +78,11 @@ class LossType(enum.IntEnum): MEAN_SQUARED_LOSS (int): Mean squared loss, used for linear regression. MEAN_LOG_LOSS (int): Mean log loss, used for logistic regression. """ - LOSS_TYPE_UNSPECIFIED = 0 MEAN_SQUARED_LOSS = 1 MEAN_LOG_LOSS = 2 + class ModelType(enum.IntEnum): """ Indicates the type of the Model. @@ -94,13 +94,13 @@ class ModelType(enum.IntEnum): KMEANS (int): K-means clustering model. TENSORFLOW (int): [Beta] An imported TensorFlow model. """ - MODEL_TYPE_UNSPECIFIED = 0 LINEAR_REGRESSION = 1 LOGISTIC_REGRESSION = 2 KMEANS = 3 TENSORFLOW = 6 + class OptimizationStrategy(enum.IntEnum): """ Indicates the optimization strategy used for training. @@ -110,11 +110,11 @@ class OptimizationStrategy(enum.IntEnum): BATCH_GRADIENT_DESCENT (int): Uses an iterative batch gradient descent algorithm. NORMAL_EQUATION (int): Uses a normal equation to solve linear regression problem. """ - OPTIMIZATION_STRATEGY_UNSPECIFIED = 0 BATCH_GRADIENT_DESCENT = 1 NORMAL_EQUATION = 2 + class KmeansEnums(object): class KmeansInitializationMethod(enum.IntEnum): """ @@ -127,7 +127,6 @@ class KmeansInitializationMethod(enum.IntEnum): CUSTOM (int): Initializes the centroids using data specified in kmeans_initialization_column. """ - KMEANS_INITIALIZATION_METHOD_UNSPECIFIED = 0 RANDOM = 1 CUSTOM = 2 @@ -154,7 +153,6 @@ class TypeKind(enum.IntEnum): STRUCT (int): Encoded as a list with fields of type Type.struct_type[i]. List is used because a JSON object cannot have duplicate field names. """ - TYPE_KIND_UNSPECIFIED = 0 INT64 = 2 BOOL = 5 @@ -169,3 +167,4 @@ class TypeKind(enum.IntEnum): NUMERIC = 23 ARRAY = 16 STRUCT = 17 + \ No newline at end of file diff --git a/google/cloud/bigquery_v2/proto/encryption_config_pb2.py b/google/cloud/bigquery_v2/proto/encryption_config_pb2.py index 5147743b6..4e5510d9b 100644 --- a/google/cloud/bigquery_v2/proto/encryption_config_pb2.py +++ b/google/cloud/bigquery_v2/proto/encryption_config_pb2.py @@ -6,7 +6,6 @@ from google.protobuf import message as _message from google.protobuf import reflection as _reflection from google.protobuf import symbol_database as _symbol_database - # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() @@ -18,73 +17,58 @@ DESCRIPTOR = _descriptor.FileDescriptor( - name="google/cloud/bigquery_v2/proto/encryption_config.proto", - package="google.cloud.bigquery.v2", - syntax="proto3", - serialized_options=b"\n\034com.google.cloud.bigquery.v2B\025EncryptionConfigProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery", - create_key=_descriptor._internal_create_key, - serialized_pb=b'\n6google/cloud/bigquery_v2/proto/encryption_config.proto\x12\x18google.cloud.bigquery.v2\x1a\x1fgoogle/api/field_behavior.proto\x1a\x1egoogle/protobuf/wrappers.proto\x1a\x1cgoogle/api/annotations.proto"R\n\x17\x45ncryptionConfiguration\x12\x37\n\x0ckms_key_name\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.StringValueB\x03\xe0\x41\x01\x42w\n\x1c\x63om.google.cloud.bigquery.v2B\x15\x45ncryptionConfigProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3', - dependencies=[ - google_dot_api_dot_field__behavior__pb2.DESCRIPTOR, - google_dot_protobuf_dot_wrappers__pb2.DESCRIPTOR, - google_dot_api_dot_annotations__pb2.DESCRIPTOR, - ], -) + name='google/cloud/bigquery_v2/proto/encryption_config.proto', + package='google.cloud.bigquery.v2', + syntax='proto3', + serialized_options=b'\n\034com.google.cloud.bigquery.v2B\025EncryptionConfigProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery', + create_key=_descriptor._internal_create_key, + serialized_pb=b'\n6google/cloud/bigquery_v2/proto/encryption_config.proto\x12\x18google.cloud.bigquery.v2\x1a\x1fgoogle/api/field_behavior.proto\x1a\x1egoogle/protobuf/wrappers.proto\x1a\x1cgoogle/api/annotations.proto\"R\n\x17\x45ncryptionConfiguration\x12\x37\n\x0ckms_key_name\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.StringValueB\x03\xe0\x41\x01\x42w\n\x1c\x63om.google.cloud.bigquery.v2B\x15\x45ncryptionConfigProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3' + , + dependencies=[google_dot_api_dot_field__behavior__pb2.DESCRIPTOR,google_dot_protobuf_dot_wrappers__pb2.DESCRIPTOR,google_dot_api_dot_annotations__pb2.DESCRIPTOR,]) + + _ENCRYPTIONCONFIGURATION = _descriptor.Descriptor( - name="EncryptionConfiguration", - full_name="google.cloud.bigquery.v2.EncryptionConfiguration", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="kms_key_name", - full_name="google.cloud.bigquery.v2.EncryptionConfiguration.kms_key_name", - index=0, - number=1, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\001", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=179, - serialized_end=261, + name='EncryptionConfiguration', + full_name='google.cloud.bigquery.v2.EncryptionConfiguration', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='kms_key_name', full_name='google.cloud.bigquery.v2.EncryptionConfiguration.kms_key_name', index=0, + number=1, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=179, + serialized_end=261, ) -_ENCRYPTIONCONFIGURATION.fields_by_name[ - "kms_key_name" -].message_type = google_dot_protobuf_dot_wrappers__pb2._STRINGVALUE -DESCRIPTOR.message_types_by_name["EncryptionConfiguration"] = _ENCRYPTIONCONFIGURATION +_ENCRYPTIONCONFIGURATION.fields_by_name['kms_key_name'].message_type = google_dot_protobuf_dot_wrappers__pb2._STRINGVALUE +DESCRIPTOR.message_types_by_name['EncryptionConfiguration'] = _ENCRYPTIONCONFIGURATION _sym_db.RegisterFileDescriptor(DESCRIPTOR) -EncryptionConfiguration = _reflection.GeneratedProtocolMessageType( - "EncryptionConfiguration", - (_message.Message,), - { - "DESCRIPTOR": _ENCRYPTIONCONFIGURATION, - "__module__": "google.cloud.bigquery_v2.proto.encryption_config_pb2", - "__doc__": """Encryption configuration. +EncryptionConfiguration = _reflection.GeneratedProtocolMessageType('EncryptionConfiguration', (_message.Message,), { + 'DESCRIPTOR' : _ENCRYPTIONCONFIGURATION, + '__module__' : 'google.cloud.bigquery_v2.proto.encryption_config_pb2' + , + '__doc__': """Encryption configuration. Attributes: kms_key_name: @@ -93,12 +77,11 @@ Service Account associated with your project requires access to this encryption key. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.EncryptionConfiguration) - }, -) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.EncryptionConfiguration) + }) _sym_db.RegisterMessage(EncryptionConfiguration) DESCRIPTOR._options = None -_ENCRYPTIONCONFIGURATION.fields_by_name["kms_key_name"]._options = None +_ENCRYPTIONCONFIGURATION.fields_by_name['kms_key_name']._options = None # @@protoc_insertion_point(module_scope) diff --git a/google/cloud/bigquery_v2/proto/encryption_config_pb2_grpc.py b/google/cloud/bigquery_v2/proto/encryption_config_pb2_grpc.py index 8a9393943..2daafffeb 100644 --- a/google/cloud/bigquery_v2/proto/encryption_config_pb2_grpc.py +++ b/google/cloud/bigquery_v2/proto/encryption_config_pb2_grpc.py @@ -1,3 +1,4 @@ # Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT! """Client and server classes corresponding to protobuf-defined services.""" import grpc + diff --git a/google/cloud/bigquery_v2/proto/model_pb2.py b/google/cloud/bigquery_v2/proto/model_pb2.py index f485c4568..7b772a1d6 100644 --- a/google/cloud/bigquery_v2/proto/model_pb2.py +++ b/google/cloud/bigquery_v2/proto/model_pb2.py @@ -6,7 +6,6 @@ from google.protobuf import message as _message from google.protobuf import reflection as _reflection from google.protobuf import symbol_database as _symbol_database - # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() @@ -14,15 +13,9 @@ from google.api import client_pb2 as google_dot_api_dot_client__pb2 from google.api import field_behavior_pb2 as google_dot_api_dot_field__behavior__pb2 -from google.cloud.bigquery_v2.proto import ( - encryption_config_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_encryption__config__pb2, -) -from google.cloud.bigquery_v2.proto import ( - model_reference_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__reference__pb2, -) -from google.cloud.bigquery_v2.proto import ( - standard_sql_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2, -) +from google.cloud.bigquery_v2.proto import encryption_config_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_encryption__config__pb2 +from google.cloud.bigquery_v2.proto import model_reference_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__reference__pb2 +from google.cloud.bigquery_v2.proto import standard_sql_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2 from google.protobuf import timestamp_pb2 as google_dot_protobuf_dot_timestamp__pb2 from google.protobuf import wrappers_pb2 as google_dot_protobuf_dot_wrappers__pb2 @@ -30,3516 +23,1885 @@ DESCRIPTOR = _descriptor.FileDescriptor( - name="google/cloud/bigquery_v2/proto/model.proto", - package="google.cloud.bigquery.v2", - syntax="proto3", - serialized_options=b"\n\034com.google.cloud.bigquery.v2B\nModelProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery", - create_key=_descriptor._internal_create_key, - serialized_pb=b'\n*google/cloud/bigquery_v2/proto/model.proto\x12\x18google.cloud.bigquery.v2\x1a\x17google/api/client.proto\x1a\x1fgoogle/api/field_behavior.proto\x1a\x36google/cloud/bigquery_v2/proto/encryption_config.proto\x1a\x34google/cloud/bigquery_v2/proto/model_reference.proto\x1a\x31google/cloud/bigquery_v2/proto/standard_sql.proto\x1a\x1bgoogle/protobuf/empty.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1egoogle/protobuf/wrappers.proto\x1a\x1cgoogle/api/annotations.proto"\x9b\x35\n\x05Model\x12\x11\n\x04\x65tag\x18\x01 \x01(\tB\x03\xe0\x41\x03\x12\x46\n\x0fmodel_reference\x18\x02 \x01(\x0b\x32(.google.cloud.bigquery.v2.ModelReferenceB\x03\xe0\x41\x02\x12\x1a\n\rcreation_time\x18\x05 \x01(\x03\x42\x03\xe0\x41\x03\x12\x1f\n\x12last_modified_time\x18\x06 \x01(\x03\x42\x03\xe0\x41\x03\x12\x18\n\x0b\x64\x65scription\x18\x0c \x01(\tB\x03\xe0\x41\x01\x12\x1a\n\rfriendly_name\x18\x0e \x01(\tB\x03\xe0\x41\x01\x12;\n\x06labels\x18\x0f \x03(\x0b\x32+.google.cloud.bigquery.v2.Model.LabelsEntry\x12\x1c\n\x0f\x65xpiration_time\x18\x10 \x01(\x03\x42\x03\xe0\x41\x01\x12\x15\n\x08location\x18\r \x01(\tB\x03\xe0\x41\x03\x12S\n\x18\x65ncryption_configuration\x18\x11 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.EncryptionConfiguration\x12\x42\n\nmodel_type\x18\x07 \x01(\x0e\x32).google.cloud.bigquery.v2.Model.ModelTypeB\x03\xe0\x41\x03\x12G\n\rtraining_runs\x18\t \x03(\x0b\x32+.google.cloud.bigquery.v2.Model.TrainingRunB\x03\xe0\x41\x03\x12H\n\x0f\x66\x65\x61ture_columns\x18\n \x03(\x0b\x32*.google.cloud.bigquery.v2.StandardSqlFieldB\x03\xe0\x41\x03\x12\x46\n\rlabel_columns\x18\x0b \x03(\x0b\x32*.google.cloud.bigquery.v2.StandardSqlFieldB\x03\xe0\x41\x03\x1aq\n\x0bKmeansEnums"b\n\x1aKmeansInitializationMethod\x12,\n(KMEANS_INITIALIZATION_METHOD_UNSPECIFIED\x10\x00\x12\n\n\x06RANDOM\x10\x01\x12\n\n\x06\x43USTOM\x10\x02\x1a\xb4\x02\n\x11RegressionMetrics\x12\x39\n\x13mean_absolute_error\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x38\n\x12mean_squared_error\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12<\n\x16mean_squared_log_error\x18\x03 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12;\n\x15median_absolute_error\x18\x04 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12/\n\tr_squared\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x1a\xef\x02\n\x1e\x41ggregateClassificationMetrics\x12/\n\tprecision\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12,\n\x06recall\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x61\x63\x63uracy\x18\x03 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12/\n\tthreshold\x18\x04 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x66\x31_score\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08log_loss\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12-\n\x07roc_auc\x18\x07 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x1a\x9f\x06\n\x1b\x42inaryClassificationMetrics\x12h\n aggregate_classification_metrics\x18\x01 \x01(\x0b\x32>.google.cloud.bigquery.v2.Model.AggregateClassificationMetrics\x12w\n\x1c\x62inary_confusion_matrix_list\x18\x02 \x03(\x0b\x32Q.google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix\x12\x16\n\x0epositive_label\x18\x03 \x01(\t\x12\x16\n\x0enegative_label\x18\x04 \x01(\t\x1a\xec\x03\n\x15\x42inaryConfusionMatrix\x12>\n\x18positive_class_threshold\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x33\n\x0etrue_positives\x18\x02 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x34\n\x0f\x66\x61lse_positives\x18\x03 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x33\n\x0etrue_negatives\x18\x04 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x34\n\x0f\x66\x61lse_negatives\x18\x05 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12/\n\tprecision\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12,\n\x06recall\x18\x07 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x66\x31_score\x18\x08 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x61\x63\x63uracy\x18\t \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x1a\x87\x05\n\x1fMultiClassClassificationMetrics\x12h\n aggregate_classification_metrics\x18\x01 \x01(\x0b\x32>.google.cloud.bigquery.v2.Model.AggregateClassificationMetrics\x12n\n\x15\x63onfusion_matrix_list\x18\x02 \x03(\x0b\x32O.google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix\x1a\x89\x03\n\x0f\x43onfusionMatrix\x12:\n\x14\x63onfidence_threshold\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x61\n\x04rows\x18\x02 \x03(\x0b\x32S.google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row\x1aQ\n\x05\x45ntry\x12\x17\n\x0fpredicted_label\x18\x01 \x01(\t\x12/\n\nitem_count\x18\x02 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x1a\x83\x01\n\x03Row\x12\x14\n\x0c\x61\x63tual_label\x18\x01 \x01(\t\x12\x66\n\x07\x65ntries\x18\x02 \x03(\x0b\x32U.google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry\x1a\xcb\x06\n\x11\x43lusteringMetrics\x12:\n\x14\x64\x61vies_bouldin_index\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12;\n\x15mean_squared_distance\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12K\n\x08\x63lusters\x18\x03 \x03(\x0b\x32\x39.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster\x1a\xef\x04\n\x07\x43luster\x12\x13\n\x0b\x63\x65ntroid_id\x18\x01 \x01(\x03\x12^\n\x0e\x66\x65\x61ture_values\x18\x02 \x03(\x0b\x32\x46.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue\x12*\n\x05\x63ount\x18\x03 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x1a\xc2\x03\n\x0c\x46\x65\x61tureValue\x12\x16\n\x0e\x66\x65\x61ture_column\x18\x01 \x01(\t\x12\x37\n\x0fnumerical_value\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValueH\x00\x12t\n\x11\x63\x61tegorical_value\x18\x03 \x01(\x0b\x32W.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValueH\x00\x1a\xe1\x01\n\x10\x43\x61tegoricalValue\x12~\n\x0f\x63\x61tegory_counts\x18\x01 \x03(\x0b\x32\x65.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount\x1aM\n\rCategoryCount\x12\x10\n\x08\x63\x61tegory\x18\x01 \x01(\t\x12*\n\x05\x63ount\x18\x02 \x01(\x0b\x32\x1b.google.protobuf.Int64ValueB\x07\n\x05value\x1a\x95\x03\n\x11\x45valuationMetrics\x12O\n\x12regression_metrics\x18\x01 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.Model.RegressionMetricsH\x00\x12\x64\n\x1d\x62inary_classification_metrics\x18\x02 \x01(\x0b\x32;.google.cloud.bigquery.v2.Model.BinaryClassificationMetricsH\x00\x12m\n"multi_class_classification_metrics\x18\x03 \x01(\x0b\x32?.google.cloud.bigquery.v2.Model.MultiClassClassificationMetricsH\x00\x12O\n\x12\x63lustering_metrics\x18\x04 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.Model.ClusteringMetricsH\x00\x42\t\n\x07metrics\x1a\xab\x0f\n\x0bTrainingRun\x12U\n\x10training_options\x18\x01 \x01(\x0b\x32;.google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions\x12.\n\nstart_time\x18\x08 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12L\n\x07results\x18\x06 \x03(\x0b\x32;.google.cloud.bigquery.v2.Model.TrainingRun.IterationResult\x12M\n\x12\x65valuation_metrics\x18\x07 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.Model.EvaluationMetrics\x1a\x9d\t\n\x0fTrainingOptions\x12\x16\n\x0emax_iterations\x18\x01 \x01(\x03\x12;\n\tloss_type\x18\x02 \x01(\x0e\x32(.google.cloud.bigquery.v2.Model.LossType\x12\x12\n\nlearn_rate\x18\x03 \x01(\x01\x12\x37\n\x11l1_regularization\x18\x04 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x37\n\x11l2_regularization\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12;\n\x15min_relative_progress\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\nwarm_start\x18\x07 \x01(\x0b\x32\x1a.google.protobuf.BoolValue\x12.\n\nearly_stop\x18\x08 \x01(\x0b\x32\x1a.google.protobuf.BoolValue\x12\x1b\n\x13input_label_columns\x18\t \x03(\t\x12J\n\x11\x64\x61ta_split_method\x18\n \x01(\x0e\x32/.google.cloud.bigquery.v2.Model.DataSplitMethod\x12 \n\x18\x64\x61ta_split_eval_fraction\x18\x0b \x01(\x01\x12\x19\n\x11\x64\x61ta_split_column\x18\x0c \x01(\t\x12N\n\x13learn_rate_strategy\x18\r \x01(\x0e\x32\x31.google.cloud.bigquery.v2.Model.LearnRateStrategy\x12\x1a\n\x12initial_learn_rate\x18\x10 \x01(\x01\x12o\n\x13label_class_weights\x18\x11 \x03(\x0b\x32R.google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry\x12\x43\n\rdistance_type\x18\x14 \x01(\x0e\x32,.google.cloud.bigquery.v2.Model.DistanceType\x12\x14\n\x0cnum_clusters\x18\x15 \x01(\x03\x12\x11\n\tmodel_uri\x18\x16 \x01(\t\x12S\n\x15optimization_strategy\x18\x17 \x01(\x0e\x32\x34.google.cloud.bigquery.v2.Model.OptimizationStrategy\x12l\n\x1ckmeans_initialization_method\x18! \x01(\x0e\x32\x46.google.cloud.bigquery.v2.Model.KmeansEnums.KmeansInitializationMethod\x12$\n\x1ckmeans_initialization_column\x18" \x01(\t\x1a\x38\n\x16LabelClassWeightsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\x01:\x02\x38\x01\x1a\xd7\x03\n\x0fIterationResult\x12*\n\x05index\x18\x01 \x01(\x0b\x32\x1b.google.protobuf.Int32Value\x12\x30\n\x0b\x64uration_ms\x18\x04 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x33\n\rtraining_loss\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12/\n\teval_loss\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x12\n\nlearn_rate\x18\x07 \x01(\x01\x12^\n\rcluster_infos\x18\x08 \x03(\x0b\x32G.google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo\x1a\x8b\x01\n\x0b\x43lusterInfo\x12\x13\n\x0b\x63\x65ntroid_id\x18\x01 \x01(\x03\x12\x34\n\x0e\x63luster_radius\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x31\n\x0c\x63luster_size\x18\x03 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x1a-\n\x0bLabelsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01"s\n\tModelType\x12\x1a\n\x16MODEL_TYPE_UNSPECIFIED\x10\x00\x12\x15\n\x11LINEAR_REGRESSION\x10\x01\x12\x17\n\x13LOGISTIC_REGRESSION\x10\x02\x12\n\n\x06KMEANS\x10\x03\x12\x0e\n\nTENSORFLOW\x10\x06"O\n\x08LossType\x12\x19\n\x15LOSS_TYPE_UNSPECIFIED\x10\x00\x12\x15\n\x11MEAN_SQUARED_LOSS\x10\x01\x12\x11\n\rMEAN_LOG_LOSS\x10\x02"H\n\x0c\x44istanceType\x12\x1d\n\x19\x44ISTANCE_TYPE_UNSPECIFIED\x10\x00\x12\r\n\tEUCLIDEAN\x10\x01\x12\n\n\x06\x43OSINE\x10\x02"z\n\x0f\x44\x61taSplitMethod\x12!\n\x1d\x44\x41TA_SPLIT_METHOD_UNSPECIFIED\x10\x00\x12\n\n\x06RANDOM\x10\x01\x12\n\n\x06\x43USTOM\x10\x02\x12\x0e\n\nSEQUENTIAL\x10\x03\x12\x0c\n\x08NO_SPLIT\x10\x04\x12\x0e\n\nAUTO_SPLIT\x10\x05"W\n\x11LearnRateStrategy\x12#\n\x1fLEARN_RATE_STRATEGY_UNSPECIFIED\x10\x00\x12\x0f\n\x0bLINE_SEARCH\x10\x01\x12\x0c\n\x08\x43ONSTANT\x10\x02"n\n\x14OptimizationStrategy\x12%\n!OPTIMIZATION_STRATEGY_UNSPECIFIED\x10\x00\x12\x1a\n\x16\x42\x41TCH_GRADIENT_DESCENT\x10\x01\x12\x13\n\x0fNORMAL_EQUATION\x10\x02"Z\n\x0fGetModelRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02"\x91\x01\n\x11PatchModelRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02\x12\x33\n\x05model\x18\x04 \x01(\x0b\x32\x1f.google.cloud.bigquery.v2.ModelB\x03\xe0\x41\x02"]\n\x12\x44\x65leteModelRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02"\x8c\x01\n\x11ListModelsRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x31\n\x0bmax_results\x18\x03 \x01(\x0b\x32\x1c.google.protobuf.UInt32Value\x12\x12\n\npage_token\x18\x04 \x01(\t"^\n\x12ListModelsResponse\x12/\n\x06models\x18\x01 \x03(\x0b\x32\x1f.google.cloud.bigquery.v2.Model\x12\x17\n\x0fnext_page_token\x18\x02 \x01(\t2\xfa\x05\n\x0cModelService\x12y\n\x08GetModel\x12).google.cloud.bigquery.v2.GetModelRequest\x1a\x1f.google.cloud.bigquery.v2.Model"!\xda\x41\x1eproject_id,dataset_id,model_id\x12\x8d\x01\n\nListModels\x12+.google.cloud.bigquery.v2.ListModelsRequest\x1a,.google.cloud.bigquery.v2.ListModelsResponse"$\xda\x41!project_id,dataset_id,max_results\x12\x83\x01\n\nPatchModel\x12+.google.cloud.bigquery.v2.PatchModelRequest\x1a\x1f.google.cloud.bigquery.v2.Model"\'\xda\x41$project_id,dataset_id,model_id,model\x12v\n\x0b\x44\x65leteModel\x12,.google.cloud.bigquery.v2.DeleteModelRequest\x1a\x16.google.protobuf.Empty"!\xda\x41\x1eproject_id,dataset_id,model_id\x1a\xe0\x01\xca\x41\x17\x62igquery.googleapis.com\xd2\x41\xc2\x01https://www.googleapis.com/auth/bigquery,https://www.googleapis.com/auth/bigquery.readonly,https://www.googleapis.com/auth/cloud-platform,https://www.googleapis.com/auth/cloud-platform.read-onlyBl\n\x1c\x63om.google.cloud.bigquery.v2B\nModelProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3', - dependencies=[ - google_dot_api_dot_client__pb2.DESCRIPTOR, - google_dot_api_dot_field__behavior__pb2.DESCRIPTOR, - google_dot_cloud_dot_bigquery__v2_dot_proto_dot_encryption__config__pb2.DESCRIPTOR, - google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__reference__pb2.DESCRIPTOR, - google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2.DESCRIPTOR, - google_dot_protobuf_dot_empty__pb2.DESCRIPTOR, - google_dot_protobuf_dot_timestamp__pb2.DESCRIPTOR, - google_dot_protobuf_dot_wrappers__pb2.DESCRIPTOR, - google_dot_api_dot_annotations__pb2.DESCRIPTOR, - ], -) + name='google/cloud/bigquery_v2/proto/model.proto', + package='google.cloud.bigquery.v2', + syntax='proto3', + serialized_options=b'\n\034com.google.cloud.bigquery.v2B\nModelProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery', + create_key=_descriptor._internal_create_key, + serialized_pb=b'\n*google/cloud/bigquery_v2/proto/model.proto\x12\x18google.cloud.bigquery.v2\x1a\x17google/api/client.proto\x1a\x1fgoogle/api/field_behavior.proto\x1a\x36google/cloud/bigquery_v2/proto/encryption_config.proto\x1a\x34google/cloud/bigquery_v2/proto/model_reference.proto\x1a\x31google/cloud/bigquery_v2/proto/standard_sql.proto\x1a\x1bgoogle/protobuf/empty.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1egoogle/protobuf/wrappers.proto\x1a\x1cgoogle/api/annotations.proto\"\x9b\x35\n\x05Model\x12\x11\n\x04\x65tag\x18\x01 \x01(\tB\x03\xe0\x41\x03\x12\x46\n\x0fmodel_reference\x18\x02 \x01(\x0b\x32(.google.cloud.bigquery.v2.ModelReferenceB\x03\xe0\x41\x02\x12\x1a\n\rcreation_time\x18\x05 \x01(\x03\x42\x03\xe0\x41\x03\x12\x1f\n\x12last_modified_time\x18\x06 \x01(\x03\x42\x03\xe0\x41\x03\x12\x18\n\x0b\x64\x65scription\x18\x0c \x01(\tB\x03\xe0\x41\x01\x12\x1a\n\rfriendly_name\x18\x0e \x01(\tB\x03\xe0\x41\x01\x12;\n\x06labels\x18\x0f \x03(\x0b\x32+.google.cloud.bigquery.v2.Model.LabelsEntry\x12\x1c\n\x0f\x65xpiration_time\x18\x10 \x01(\x03\x42\x03\xe0\x41\x01\x12\x15\n\x08location\x18\r \x01(\tB\x03\xe0\x41\x03\x12S\n\x18\x65ncryption_configuration\x18\x11 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.EncryptionConfiguration\x12\x42\n\nmodel_type\x18\x07 \x01(\x0e\x32).google.cloud.bigquery.v2.Model.ModelTypeB\x03\xe0\x41\x03\x12G\n\rtraining_runs\x18\t \x03(\x0b\x32+.google.cloud.bigquery.v2.Model.TrainingRunB\x03\xe0\x41\x03\x12H\n\x0f\x66\x65\x61ture_columns\x18\n \x03(\x0b\x32*.google.cloud.bigquery.v2.StandardSqlFieldB\x03\xe0\x41\x03\x12\x46\n\rlabel_columns\x18\x0b \x03(\x0b\x32*.google.cloud.bigquery.v2.StandardSqlFieldB\x03\xe0\x41\x03\x1aq\n\x0bKmeansEnums\"b\n\x1aKmeansInitializationMethod\x12,\n(KMEANS_INITIALIZATION_METHOD_UNSPECIFIED\x10\x00\x12\n\n\x06RANDOM\x10\x01\x12\n\n\x06\x43USTOM\x10\x02\x1a\xb4\x02\n\x11RegressionMetrics\x12\x39\n\x13mean_absolute_error\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x38\n\x12mean_squared_error\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12<\n\x16mean_squared_log_error\x18\x03 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12;\n\x15median_absolute_error\x18\x04 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12/\n\tr_squared\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x1a\xef\x02\n\x1e\x41ggregateClassificationMetrics\x12/\n\tprecision\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12,\n\x06recall\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x61\x63\x63uracy\x18\x03 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12/\n\tthreshold\x18\x04 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x66\x31_score\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08log_loss\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12-\n\x07roc_auc\x18\x07 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x1a\x9f\x06\n\x1b\x42inaryClassificationMetrics\x12h\n aggregate_classification_metrics\x18\x01 \x01(\x0b\x32>.google.cloud.bigquery.v2.Model.AggregateClassificationMetrics\x12w\n\x1c\x62inary_confusion_matrix_list\x18\x02 \x03(\x0b\x32Q.google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix\x12\x16\n\x0epositive_label\x18\x03 \x01(\t\x12\x16\n\x0enegative_label\x18\x04 \x01(\t\x1a\xec\x03\n\x15\x42inaryConfusionMatrix\x12>\n\x18positive_class_threshold\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x33\n\x0etrue_positives\x18\x02 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x34\n\x0f\x66\x61lse_positives\x18\x03 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x33\n\x0etrue_negatives\x18\x04 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x34\n\x0f\x66\x61lse_negatives\x18\x05 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12/\n\tprecision\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12,\n\x06recall\x18\x07 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x66\x31_score\x18\x08 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x61\x63\x63uracy\x18\t \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x1a\x87\x05\n\x1fMultiClassClassificationMetrics\x12h\n aggregate_classification_metrics\x18\x01 \x01(\x0b\x32>.google.cloud.bigquery.v2.Model.AggregateClassificationMetrics\x12n\n\x15\x63onfusion_matrix_list\x18\x02 \x03(\x0b\x32O.google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix\x1a\x89\x03\n\x0f\x43onfusionMatrix\x12:\n\x14\x63onfidence_threshold\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x61\n\x04rows\x18\x02 \x03(\x0b\x32S.google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row\x1aQ\n\x05\x45ntry\x12\x17\n\x0fpredicted_label\x18\x01 \x01(\t\x12/\n\nitem_count\x18\x02 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x1a\x83\x01\n\x03Row\x12\x14\n\x0c\x61\x63tual_label\x18\x01 \x01(\t\x12\x66\n\x07\x65ntries\x18\x02 \x03(\x0b\x32U.google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry\x1a\xcb\x06\n\x11\x43lusteringMetrics\x12:\n\x14\x64\x61vies_bouldin_index\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12;\n\x15mean_squared_distance\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12K\n\x08\x63lusters\x18\x03 \x03(\x0b\x32\x39.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster\x1a\xef\x04\n\x07\x43luster\x12\x13\n\x0b\x63\x65ntroid_id\x18\x01 \x01(\x03\x12^\n\x0e\x66\x65\x61ture_values\x18\x02 \x03(\x0b\x32\x46.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue\x12*\n\x05\x63ount\x18\x03 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x1a\xc2\x03\n\x0c\x46\x65\x61tureValue\x12\x16\n\x0e\x66\x65\x61ture_column\x18\x01 \x01(\t\x12\x37\n\x0fnumerical_value\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValueH\x00\x12t\n\x11\x63\x61tegorical_value\x18\x03 \x01(\x0b\x32W.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValueH\x00\x1a\xe1\x01\n\x10\x43\x61tegoricalValue\x12~\n\x0f\x63\x61tegory_counts\x18\x01 \x03(\x0b\x32\x65.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount\x1aM\n\rCategoryCount\x12\x10\n\x08\x63\x61tegory\x18\x01 \x01(\t\x12*\n\x05\x63ount\x18\x02 \x01(\x0b\x32\x1b.google.protobuf.Int64ValueB\x07\n\x05value\x1a\x95\x03\n\x11\x45valuationMetrics\x12O\n\x12regression_metrics\x18\x01 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.Model.RegressionMetricsH\x00\x12\x64\n\x1d\x62inary_classification_metrics\x18\x02 \x01(\x0b\x32;.google.cloud.bigquery.v2.Model.BinaryClassificationMetricsH\x00\x12m\n\"multi_class_classification_metrics\x18\x03 \x01(\x0b\x32?.google.cloud.bigquery.v2.Model.MultiClassClassificationMetricsH\x00\x12O\n\x12\x63lustering_metrics\x18\x04 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.Model.ClusteringMetricsH\x00\x42\t\n\x07metrics\x1a\xab\x0f\n\x0bTrainingRun\x12U\n\x10training_options\x18\x01 \x01(\x0b\x32;.google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions\x12.\n\nstart_time\x18\x08 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12L\n\x07results\x18\x06 \x03(\x0b\x32;.google.cloud.bigquery.v2.Model.TrainingRun.IterationResult\x12M\n\x12\x65valuation_metrics\x18\x07 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.Model.EvaluationMetrics\x1a\x9d\t\n\x0fTrainingOptions\x12\x16\n\x0emax_iterations\x18\x01 \x01(\x03\x12;\n\tloss_type\x18\x02 \x01(\x0e\x32(.google.cloud.bigquery.v2.Model.LossType\x12\x12\n\nlearn_rate\x18\x03 \x01(\x01\x12\x37\n\x11l1_regularization\x18\x04 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x37\n\x11l2_regularization\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12;\n\x15min_relative_progress\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\nwarm_start\x18\x07 \x01(\x0b\x32\x1a.google.protobuf.BoolValue\x12.\n\nearly_stop\x18\x08 \x01(\x0b\x32\x1a.google.protobuf.BoolValue\x12\x1b\n\x13input_label_columns\x18\t \x03(\t\x12J\n\x11\x64\x61ta_split_method\x18\n \x01(\x0e\x32/.google.cloud.bigquery.v2.Model.DataSplitMethod\x12 \n\x18\x64\x61ta_split_eval_fraction\x18\x0b \x01(\x01\x12\x19\n\x11\x64\x61ta_split_column\x18\x0c \x01(\t\x12N\n\x13learn_rate_strategy\x18\r \x01(\x0e\x32\x31.google.cloud.bigquery.v2.Model.LearnRateStrategy\x12\x1a\n\x12initial_learn_rate\x18\x10 \x01(\x01\x12o\n\x13label_class_weights\x18\x11 \x03(\x0b\x32R.google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry\x12\x43\n\rdistance_type\x18\x14 \x01(\x0e\x32,.google.cloud.bigquery.v2.Model.DistanceType\x12\x14\n\x0cnum_clusters\x18\x15 \x01(\x03\x12\x11\n\tmodel_uri\x18\x16 \x01(\t\x12S\n\x15optimization_strategy\x18\x17 \x01(\x0e\x32\x34.google.cloud.bigquery.v2.Model.OptimizationStrategy\x12l\n\x1ckmeans_initialization_method\x18! \x01(\x0e\x32\x46.google.cloud.bigquery.v2.Model.KmeansEnums.KmeansInitializationMethod\x12$\n\x1ckmeans_initialization_column\x18\" \x01(\t\x1a\x38\n\x16LabelClassWeightsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\x01:\x02\x38\x01\x1a\xd7\x03\n\x0fIterationResult\x12*\n\x05index\x18\x01 \x01(\x0b\x32\x1b.google.protobuf.Int32Value\x12\x30\n\x0b\x64uration_ms\x18\x04 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x33\n\rtraining_loss\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12/\n\teval_loss\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x12\n\nlearn_rate\x18\x07 \x01(\x01\x12^\n\rcluster_infos\x18\x08 \x03(\x0b\x32G.google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo\x1a\x8b\x01\n\x0b\x43lusterInfo\x12\x13\n\x0b\x63\x65ntroid_id\x18\x01 \x01(\x03\x12\x34\n\x0e\x63luster_radius\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x31\n\x0c\x63luster_size\x18\x03 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x1a-\n\x0bLabelsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"s\n\tModelType\x12\x1a\n\x16MODEL_TYPE_UNSPECIFIED\x10\x00\x12\x15\n\x11LINEAR_REGRESSION\x10\x01\x12\x17\n\x13LOGISTIC_REGRESSION\x10\x02\x12\n\n\x06KMEANS\x10\x03\x12\x0e\n\nTENSORFLOW\x10\x06\"O\n\x08LossType\x12\x19\n\x15LOSS_TYPE_UNSPECIFIED\x10\x00\x12\x15\n\x11MEAN_SQUARED_LOSS\x10\x01\x12\x11\n\rMEAN_LOG_LOSS\x10\x02\"H\n\x0c\x44istanceType\x12\x1d\n\x19\x44ISTANCE_TYPE_UNSPECIFIED\x10\x00\x12\r\n\tEUCLIDEAN\x10\x01\x12\n\n\x06\x43OSINE\x10\x02\"z\n\x0f\x44\x61taSplitMethod\x12!\n\x1d\x44\x41TA_SPLIT_METHOD_UNSPECIFIED\x10\x00\x12\n\n\x06RANDOM\x10\x01\x12\n\n\x06\x43USTOM\x10\x02\x12\x0e\n\nSEQUENTIAL\x10\x03\x12\x0c\n\x08NO_SPLIT\x10\x04\x12\x0e\n\nAUTO_SPLIT\x10\x05\"W\n\x11LearnRateStrategy\x12#\n\x1fLEARN_RATE_STRATEGY_UNSPECIFIED\x10\x00\x12\x0f\n\x0bLINE_SEARCH\x10\x01\x12\x0c\n\x08\x43ONSTANT\x10\x02\"n\n\x14OptimizationStrategy\x12%\n!OPTIMIZATION_STRATEGY_UNSPECIFIED\x10\x00\x12\x1a\n\x16\x42\x41TCH_GRADIENT_DESCENT\x10\x01\x12\x13\n\x0fNORMAL_EQUATION\x10\x02\"Z\n\x0fGetModelRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02\"\x91\x01\n\x11PatchModelRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02\x12\x33\n\x05model\x18\x04 \x01(\x0b\x32\x1f.google.cloud.bigquery.v2.ModelB\x03\xe0\x41\x02\"]\n\x12\x44\x65leteModelRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02\"\x8c\x01\n\x11ListModelsRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x31\n\x0bmax_results\x18\x03 \x01(\x0b\x32\x1c.google.protobuf.UInt32Value\x12\x12\n\npage_token\x18\x04 \x01(\t\"^\n\x12ListModelsResponse\x12/\n\x06models\x18\x01 \x03(\x0b\x32\x1f.google.cloud.bigquery.v2.Model\x12\x17\n\x0fnext_page_token\x18\x02 \x01(\t2\xfa\x05\n\x0cModelService\x12y\n\x08GetModel\x12).google.cloud.bigquery.v2.GetModelRequest\x1a\x1f.google.cloud.bigquery.v2.Model\"!\xda\x41\x1eproject_id,dataset_id,model_id\x12\x8d\x01\n\nListModels\x12+.google.cloud.bigquery.v2.ListModelsRequest\x1a,.google.cloud.bigquery.v2.ListModelsResponse\"$\xda\x41!project_id,dataset_id,max_results\x12\x83\x01\n\nPatchModel\x12+.google.cloud.bigquery.v2.PatchModelRequest\x1a\x1f.google.cloud.bigquery.v2.Model\"\'\xda\x41$project_id,dataset_id,model_id,model\x12v\n\x0b\x44\x65leteModel\x12,.google.cloud.bigquery.v2.DeleteModelRequest\x1a\x16.google.protobuf.Empty\"!\xda\x41\x1eproject_id,dataset_id,model_id\x1a\xe0\x01\xca\x41\x17\x62igquery.googleapis.com\xd2\x41\xc2\x01https://www.googleapis.com/auth/bigquery,https://www.googleapis.com/auth/bigquery.readonly,https://www.googleapis.com/auth/cloud-platform,https://www.googleapis.com/auth/cloud-platform.read-onlyBl\n\x1c\x63om.google.cloud.bigquery.v2B\nModelProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3' + , + dependencies=[google_dot_api_dot_client__pb2.DESCRIPTOR,google_dot_api_dot_field__behavior__pb2.DESCRIPTOR,google_dot_cloud_dot_bigquery__v2_dot_proto_dot_encryption__config__pb2.DESCRIPTOR,google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__reference__pb2.DESCRIPTOR,google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2.DESCRIPTOR,google_dot_protobuf_dot_empty__pb2.DESCRIPTOR,google_dot_protobuf_dot_timestamp__pb2.DESCRIPTOR,google_dot_protobuf_dot_wrappers__pb2.DESCRIPTOR,google_dot_api_dot_annotations__pb2.DESCRIPTOR,]) + _MODEL_KMEANSENUMS_KMEANSINITIALIZATIONMETHOD = _descriptor.EnumDescriptor( - name="KmeansInitializationMethod", - full_name="google.cloud.bigquery.v2.Model.KmeansEnums.KmeansInitializationMethod", - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name="KMEANS_INITIALIZATION_METHOD_UNSPECIFIED", - index=0, - number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="RANDOM", - index=1, - number=1, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="CUSTOM", - index=2, - number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - ], - containing_type=None, - serialized_options=None, - serialized_start=1132, - serialized_end=1230, + name='KmeansInitializationMethod', + full_name='google.cloud.bigquery.v2.Model.KmeansEnums.KmeansInitializationMethod', + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name='KMEANS_INITIALIZATION_METHOD_UNSPECIFIED', index=0, number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='RANDOM', index=1, number=1, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='CUSTOM', index=2, number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + ], + containing_type=None, + serialized_options=None, + serialized_start=1132, + serialized_end=1230, ) _sym_db.RegisterEnumDescriptor(_MODEL_KMEANSENUMS_KMEANSINITIALIZATIONMETHOD) _MODEL_MODELTYPE = _descriptor.EnumDescriptor( - name="ModelType", - full_name="google.cloud.bigquery.v2.Model.ModelType", - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name="MODEL_TYPE_UNSPECIFIED", - index=0, - number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="LINEAR_REGRESSION", - index=1, - number=1, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="LOGISTIC_REGRESSION", - index=2, - number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="KMEANS", - index=3, - number=3, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="TENSORFLOW", - index=4, - number=6, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - ], - containing_type=None, - serialized_options=None, - serialized_start=6632, - serialized_end=6747, + name='ModelType', + full_name='google.cloud.bigquery.v2.Model.ModelType', + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name='MODEL_TYPE_UNSPECIFIED', index=0, number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='LINEAR_REGRESSION', index=1, number=1, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='LOGISTIC_REGRESSION', index=2, number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='KMEANS', index=3, number=3, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='TENSORFLOW', index=4, number=6, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + ], + containing_type=None, + serialized_options=None, + serialized_start=6632, + serialized_end=6747, ) _sym_db.RegisterEnumDescriptor(_MODEL_MODELTYPE) _MODEL_LOSSTYPE = _descriptor.EnumDescriptor( - name="LossType", - full_name="google.cloud.bigquery.v2.Model.LossType", - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name="LOSS_TYPE_UNSPECIFIED", - index=0, - number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="MEAN_SQUARED_LOSS", - index=1, - number=1, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="MEAN_LOG_LOSS", - index=2, - number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - ], - containing_type=None, - serialized_options=None, - serialized_start=6749, - serialized_end=6828, + name='LossType', + full_name='google.cloud.bigquery.v2.Model.LossType', + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name='LOSS_TYPE_UNSPECIFIED', index=0, number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='MEAN_SQUARED_LOSS', index=1, number=1, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='MEAN_LOG_LOSS', index=2, number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + ], + containing_type=None, + serialized_options=None, + serialized_start=6749, + serialized_end=6828, ) _sym_db.RegisterEnumDescriptor(_MODEL_LOSSTYPE) _MODEL_DISTANCETYPE = _descriptor.EnumDescriptor( - name="DistanceType", - full_name="google.cloud.bigquery.v2.Model.DistanceType", - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name="DISTANCE_TYPE_UNSPECIFIED", - index=0, - number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="EUCLIDEAN", - index=1, - number=1, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="COSINE", - index=2, - number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - ], - containing_type=None, - serialized_options=None, - serialized_start=6830, - serialized_end=6902, + name='DistanceType', + full_name='google.cloud.bigquery.v2.Model.DistanceType', + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name='DISTANCE_TYPE_UNSPECIFIED', index=0, number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='EUCLIDEAN', index=1, number=1, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='COSINE', index=2, number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + ], + containing_type=None, + serialized_options=None, + serialized_start=6830, + serialized_end=6902, ) _sym_db.RegisterEnumDescriptor(_MODEL_DISTANCETYPE) _MODEL_DATASPLITMETHOD = _descriptor.EnumDescriptor( - name="DataSplitMethod", - full_name="google.cloud.bigquery.v2.Model.DataSplitMethod", - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name="DATA_SPLIT_METHOD_UNSPECIFIED", - index=0, - number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="RANDOM", - index=1, - number=1, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="CUSTOM", - index=2, - number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="SEQUENTIAL", - index=3, - number=3, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="NO_SPLIT", - index=4, - number=4, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="AUTO_SPLIT", - index=5, - number=5, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - ], - containing_type=None, - serialized_options=None, - serialized_start=6904, - serialized_end=7026, + name='DataSplitMethod', + full_name='google.cloud.bigquery.v2.Model.DataSplitMethod', + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name='DATA_SPLIT_METHOD_UNSPECIFIED', index=0, number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='RANDOM', index=1, number=1, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='CUSTOM', index=2, number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='SEQUENTIAL', index=3, number=3, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='NO_SPLIT', index=4, number=4, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='AUTO_SPLIT', index=5, number=5, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + ], + containing_type=None, + serialized_options=None, + serialized_start=6904, + serialized_end=7026, ) _sym_db.RegisterEnumDescriptor(_MODEL_DATASPLITMETHOD) _MODEL_LEARNRATESTRATEGY = _descriptor.EnumDescriptor( - name="LearnRateStrategy", - full_name="google.cloud.bigquery.v2.Model.LearnRateStrategy", - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name="LEARN_RATE_STRATEGY_UNSPECIFIED", - index=0, - number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="LINE_SEARCH", - index=1, - number=1, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="CONSTANT", - index=2, - number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - ], - containing_type=None, - serialized_options=None, - serialized_start=7028, - serialized_end=7115, + name='LearnRateStrategy', + full_name='google.cloud.bigquery.v2.Model.LearnRateStrategy', + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name='LEARN_RATE_STRATEGY_UNSPECIFIED', index=0, number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='LINE_SEARCH', index=1, number=1, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='CONSTANT', index=2, number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + ], + containing_type=None, + serialized_options=None, + serialized_start=7028, + serialized_end=7115, ) _sym_db.RegisterEnumDescriptor(_MODEL_LEARNRATESTRATEGY) _MODEL_OPTIMIZATIONSTRATEGY = _descriptor.EnumDescriptor( - name="OptimizationStrategy", - full_name="google.cloud.bigquery.v2.Model.OptimizationStrategy", - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name="OPTIMIZATION_STRATEGY_UNSPECIFIED", - index=0, - number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="BATCH_GRADIENT_DESCENT", - index=1, - number=1, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="NORMAL_EQUATION", - index=2, - number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - ], - containing_type=None, - serialized_options=None, - serialized_start=7117, - serialized_end=7227, + name='OptimizationStrategy', + full_name='google.cloud.bigquery.v2.Model.OptimizationStrategy', + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name='OPTIMIZATION_STRATEGY_UNSPECIFIED', index=0, number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='BATCH_GRADIENT_DESCENT', index=1, number=1, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='NORMAL_EQUATION', index=2, number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + ], + containing_type=None, + serialized_options=None, + serialized_start=7117, + serialized_end=7227, ) _sym_db.RegisterEnumDescriptor(_MODEL_OPTIMIZATIONSTRATEGY) _MODEL_KMEANSENUMS = _descriptor.Descriptor( - name="KmeansEnums", - full_name="google.cloud.bigquery.v2.Model.KmeansEnums", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[], - extensions=[], - nested_types=[], - enum_types=[_MODEL_KMEANSENUMS_KMEANSINITIALIZATIONMETHOD,], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=1117, - serialized_end=1230, + name='KmeansEnums', + full_name='google.cloud.bigquery.v2.Model.KmeansEnums', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + _MODEL_KMEANSENUMS_KMEANSINITIALIZATIONMETHOD, + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=1117, + serialized_end=1230, ) _MODEL_REGRESSIONMETRICS = _descriptor.Descriptor( - name="RegressionMetrics", - full_name="google.cloud.bigquery.v2.Model.RegressionMetrics", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="mean_absolute_error", - full_name="google.cloud.bigquery.v2.Model.RegressionMetrics.mean_absolute_error", - index=0, - number=1, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="mean_squared_error", - full_name="google.cloud.bigquery.v2.Model.RegressionMetrics.mean_squared_error", - index=1, - number=2, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="mean_squared_log_error", - full_name="google.cloud.bigquery.v2.Model.RegressionMetrics.mean_squared_log_error", - index=2, - number=3, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="median_absolute_error", - full_name="google.cloud.bigquery.v2.Model.RegressionMetrics.median_absolute_error", - index=3, - number=4, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="r_squared", - full_name="google.cloud.bigquery.v2.Model.RegressionMetrics.r_squared", - index=4, - number=5, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=1233, - serialized_end=1541, + name='RegressionMetrics', + full_name='google.cloud.bigquery.v2.Model.RegressionMetrics', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='mean_absolute_error', full_name='google.cloud.bigquery.v2.Model.RegressionMetrics.mean_absolute_error', index=0, + number=1, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='mean_squared_error', full_name='google.cloud.bigquery.v2.Model.RegressionMetrics.mean_squared_error', index=1, + number=2, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='mean_squared_log_error', full_name='google.cloud.bigquery.v2.Model.RegressionMetrics.mean_squared_log_error', index=2, + number=3, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='median_absolute_error', full_name='google.cloud.bigquery.v2.Model.RegressionMetrics.median_absolute_error', index=3, + number=4, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='r_squared', full_name='google.cloud.bigquery.v2.Model.RegressionMetrics.r_squared', index=4, + number=5, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=1233, + serialized_end=1541, ) _MODEL_AGGREGATECLASSIFICATIONMETRICS = _descriptor.Descriptor( - name="AggregateClassificationMetrics", - full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="precision", - full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.precision", - index=0, - number=1, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="recall", - full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.recall", - index=1, - number=2, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="accuracy", - full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.accuracy", - index=2, - number=3, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="threshold", - full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.threshold", - index=3, - number=4, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="f1_score", - full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.f1_score", - index=4, - number=5, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="log_loss", - full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.log_loss", - index=5, - number=6, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="roc_auc", - full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.roc_auc", - index=6, - number=7, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=1544, - serialized_end=1911, + name='AggregateClassificationMetrics', + full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='precision', full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.precision', index=0, + number=1, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='recall', full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.recall', index=1, + number=2, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='accuracy', full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.accuracy', index=2, + number=3, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='threshold', full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.threshold', index=3, + number=4, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='f1_score', full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.f1_score', index=4, + number=5, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='log_loss', full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.log_loss', index=5, + number=6, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='roc_auc', full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.roc_auc', index=6, + number=7, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=1544, + serialized_end=1911, ) _MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX = _descriptor.Descriptor( - name="BinaryConfusionMatrix", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="positive_class_threshold", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.positive_class_threshold", - index=0, - number=1, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="true_positives", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.true_positives", - index=1, - number=2, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="false_positives", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.false_positives", - index=2, - number=3, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="true_negatives", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.true_negatives", - index=3, - number=4, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="false_negatives", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.false_negatives", - index=4, - number=5, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="precision", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.precision", - index=5, - number=6, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="recall", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.recall", - index=6, - number=7, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="f1_score", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.f1_score", - index=7, - number=8, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="accuracy", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.accuracy", - index=8, - number=9, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=2221, - serialized_end=2713, + name='BinaryConfusionMatrix', + full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='positive_class_threshold', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.positive_class_threshold', index=0, + number=1, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='true_positives', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.true_positives', index=1, + number=2, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='false_positives', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.false_positives', index=2, + number=3, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='true_negatives', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.true_negatives', index=3, + number=4, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='false_negatives', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.false_negatives', index=4, + number=5, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='precision', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.precision', index=5, + number=6, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='recall', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.recall', index=6, + number=7, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='f1_score', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.f1_score', index=7, + number=8, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='accuracy', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.accuracy', index=8, + number=9, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=2221, + serialized_end=2713, ) _MODEL_BINARYCLASSIFICATIONMETRICS = _descriptor.Descriptor( - name="BinaryClassificationMetrics", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="aggregate_classification_metrics", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.aggregate_classification_metrics", - index=0, - number=1, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="binary_confusion_matrix_list", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.binary_confusion_matrix_list", - index=1, - number=2, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="positive_label", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.positive_label", - index=2, - number=3, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="negative_label", - full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.negative_label", - index=3, - number=4, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX,], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=1914, - serialized_end=2713, + name='BinaryClassificationMetrics', + full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='aggregate_classification_metrics', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.aggregate_classification_metrics', index=0, + number=1, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='binary_confusion_matrix_list', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.binary_confusion_matrix_list', index=1, + number=2, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='positive_label', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.positive_label', index=2, + number=3, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='negative_label', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.negative_label', index=3, + number=4, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX, ], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=1914, + serialized_end=2713, ) _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY = _descriptor.Descriptor( - name="Entry", - full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="predicted_label", - full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry.predicted_label", - index=0, - number=1, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="item_count", - full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry.item_count", - index=1, - number=2, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=3148, - serialized_end=3229, + name='Entry', + full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='predicted_label', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry.predicted_label', index=0, + number=1, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='item_count', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry.item_count', index=1, + number=2, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=3148, + serialized_end=3229, ) _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW = _descriptor.Descriptor( - name="Row", - full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="actual_label", - full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row.actual_label", - index=0, - number=1, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="entries", - full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row.entries", - index=1, - number=2, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=3232, - serialized_end=3363, + name='Row', + full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='actual_label', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row.actual_label', index=0, + number=1, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='entries', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row.entries', index=1, + number=2, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=3232, + serialized_end=3363, ) _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX = _descriptor.Descriptor( - name="ConfusionMatrix", - full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="confidence_threshold", - full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.confidence_threshold", - index=0, - number=1, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="rows", - full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.rows", - index=1, - number=2, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[ - _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY, - _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW, - ], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=2970, - serialized_end=3363, + name='ConfusionMatrix', + full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='confidence_threshold', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.confidence_threshold', index=0, + number=1, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='rows', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.rows', index=1, + number=2, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY, _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW, ], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=2970, + serialized_end=3363, ) _MODEL_MULTICLASSCLASSIFICATIONMETRICS = _descriptor.Descriptor( - name="MultiClassClassificationMetrics", - full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="aggregate_classification_metrics", - full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.aggregate_classification_metrics", - index=0, - number=1, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="confusion_matrix_list", - full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.confusion_matrix_list", - index=1, - number=2, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX,], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=2716, - serialized_end=3363, + name='MultiClassClassificationMetrics', + full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='aggregate_classification_metrics', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.aggregate_classification_metrics', index=0, + number=1, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='confusion_matrix_list', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.confusion_matrix_list', index=1, + number=2, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX, ], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=2716, + serialized_end=3363, ) _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT = _descriptor.Descriptor( - name="CategoryCount", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="category", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount.category", - index=0, - number=1, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="count", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount.count", - index=1, - number=2, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=4123, - serialized_end=4200, + name='CategoryCount', + full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='category', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount.category', index=0, + number=1, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='count', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount.count', index=1, + number=2, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=4123, + serialized_end=4200, ) _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE = _descriptor.Descriptor( - name="CategoricalValue", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="category_counts", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.category_counts", - index=0, - number=1, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[ - _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT, - ], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=3975, - serialized_end=4200, + name='CategoricalValue', + full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='category_counts', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.category_counts', index=0, + number=1, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT, ], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=3975, + serialized_end=4200, ) _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE = _descriptor.Descriptor( - name="FeatureValue", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="feature_column", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.feature_column", - index=0, - number=1, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="numerical_value", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.numerical_value", - index=1, - number=2, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="categorical_value", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.categorical_value", - index=2, - number=3, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE,], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[ - _descriptor.OneofDescriptor( - name="value", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.value", - index=0, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[], - ), - ], - serialized_start=3759, - serialized_end=4209, + name='FeatureValue', + full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='feature_column', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.feature_column', index=0, + number=1, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='numerical_value', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.numerical_value', index=1, + number=2, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='categorical_value', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.categorical_value', index=2, + number=3, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE, ], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + _descriptor.OneofDescriptor( + name='value', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.value', + index=0, containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[]), + ], + serialized_start=3759, + serialized_end=4209, ) _MODEL_CLUSTERINGMETRICS_CLUSTER = _descriptor.Descriptor( - name="Cluster", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="centroid_id", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.centroid_id", - index=0, - number=1, - type=3, - cpp_type=2, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="feature_values", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.feature_values", - index=1, - number=2, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="count", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.count", - index=2, - number=3, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE,], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=3586, - serialized_end=4209, + name='Cluster', + full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='centroid_id', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.centroid_id', index=0, + number=1, type=3, cpp_type=2, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='feature_values', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.feature_values', index=1, + number=2, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='count', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.count', index=2, + number=3, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE, ], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=3586, + serialized_end=4209, ) _MODEL_CLUSTERINGMETRICS = _descriptor.Descriptor( - name="ClusteringMetrics", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="davies_bouldin_index", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.davies_bouldin_index", - index=0, - number=1, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="mean_squared_distance", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.mean_squared_distance", - index=1, - number=2, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="clusters", - full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.clusters", - index=2, - number=3, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[_MODEL_CLUSTERINGMETRICS_CLUSTER,], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=3366, - serialized_end=4209, + name='ClusteringMetrics', + full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='davies_bouldin_index', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.davies_bouldin_index', index=0, + number=1, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='mean_squared_distance', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.mean_squared_distance', index=1, + number=2, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='clusters', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.clusters', index=2, + number=3, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[_MODEL_CLUSTERINGMETRICS_CLUSTER, ], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=3366, + serialized_end=4209, ) _MODEL_EVALUATIONMETRICS = _descriptor.Descriptor( - name="EvaluationMetrics", - full_name="google.cloud.bigquery.v2.Model.EvaluationMetrics", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="regression_metrics", - full_name="google.cloud.bigquery.v2.Model.EvaluationMetrics.regression_metrics", - index=0, - number=1, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="binary_classification_metrics", - full_name="google.cloud.bigquery.v2.Model.EvaluationMetrics.binary_classification_metrics", - index=1, - number=2, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="multi_class_classification_metrics", - full_name="google.cloud.bigquery.v2.Model.EvaluationMetrics.multi_class_classification_metrics", - index=2, - number=3, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="clustering_metrics", - full_name="google.cloud.bigquery.v2.Model.EvaluationMetrics.clustering_metrics", - index=3, - number=4, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[ - _descriptor.OneofDescriptor( - name="metrics", - full_name="google.cloud.bigquery.v2.Model.EvaluationMetrics.metrics", - index=0, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[], - ), - ], - serialized_start=4212, - serialized_end=4617, + name='EvaluationMetrics', + full_name='google.cloud.bigquery.v2.Model.EvaluationMetrics', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='regression_metrics', full_name='google.cloud.bigquery.v2.Model.EvaluationMetrics.regression_metrics', index=0, + number=1, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='binary_classification_metrics', full_name='google.cloud.bigquery.v2.Model.EvaluationMetrics.binary_classification_metrics', index=1, + number=2, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='multi_class_classification_metrics', full_name='google.cloud.bigquery.v2.Model.EvaluationMetrics.multi_class_classification_metrics', index=2, + number=3, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='clustering_metrics', full_name='google.cloud.bigquery.v2.Model.EvaluationMetrics.clustering_metrics', index=3, + number=4, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + _descriptor.OneofDescriptor( + name='metrics', full_name='google.cloud.bigquery.v2.Model.EvaluationMetrics.metrics', + index=0, containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[]), + ], + serialized_start=4212, + serialized_end=4617, ) _MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY = _descriptor.Descriptor( - name="LabelClassWeightsEntry", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="key", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry.key", - index=0, - number=1, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="value", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry.value", - index=1, - number=2, - type=1, - cpp_type=5, - label=1, - has_default_value=False, - default_value=float(0), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=b"8\001", - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=6053, - serialized_end=6109, + name='LabelClassWeightsEntry', + full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='key', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry.key', index=0, + number=1, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='value', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry.value', index=1, + number=2, type=1, cpp_type=5, label=1, + has_default_value=False, default_value=float(0), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=b'8\001', + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=6053, + serialized_end=6109, ) _MODEL_TRAININGRUN_TRAININGOPTIONS = _descriptor.Descriptor( - name="TrainingOptions", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="max_iterations", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.max_iterations", - index=0, - number=1, - type=3, - cpp_type=2, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="loss_type", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.loss_type", - index=1, - number=2, - type=14, - cpp_type=8, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="learn_rate", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.learn_rate", - index=2, - number=3, - type=1, - cpp_type=5, - label=1, - has_default_value=False, - default_value=float(0), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="l1_regularization", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.l1_regularization", - index=3, - number=4, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="l2_regularization", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.l2_regularization", - index=4, - number=5, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="min_relative_progress", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.min_relative_progress", - index=5, - number=6, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="warm_start", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.warm_start", - index=6, - number=7, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="early_stop", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.early_stop", - index=7, - number=8, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="input_label_columns", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.input_label_columns", - index=8, - number=9, - type=9, - cpp_type=9, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="data_split_method", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_method", - index=9, - number=10, - type=14, - cpp_type=8, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="data_split_eval_fraction", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_eval_fraction", - index=10, - number=11, - type=1, - cpp_type=5, - label=1, - has_default_value=False, - default_value=float(0), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="data_split_column", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_column", - index=11, - number=12, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="learn_rate_strategy", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.learn_rate_strategy", - index=12, - number=13, - type=14, - cpp_type=8, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="initial_learn_rate", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.initial_learn_rate", - index=13, - number=16, - type=1, - cpp_type=5, - label=1, - has_default_value=False, - default_value=float(0), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="label_class_weights", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.label_class_weights", - index=14, - number=17, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="distance_type", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.distance_type", - index=15, - number=20, - type=14, - cpp_type=8, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="num_clusters", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.num_clusters", - index=16, - number=21, - type=3, - cpp_type=2, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="model_uri", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.model_uri", - index=17, - number=22, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="optimization_strategy", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.optimization_strategy", - index=18, - number=23, - type=14, - cpp_type=8, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="kmeans_initialization_method", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.kmeans_initialization_method", - index=19, - number=33, - type=14, - cpp_type=8, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="kmeans_initialization_column", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.kmeans_initialization_column", - index=20, - number=34, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[_MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY,], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=4928, - serialized_end=6109, + name='TrainingOptions', + full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='max_iterations', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.max_iterations', index=0, + number=1, type=3, cpp_type=2, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='loss_type', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.loss_type', index=1, + number=2, type=14, cpp_type=8, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='learn_rate', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.learn_rate', index=2, + number=3, type=1, cpp_type=5, label=1, + has_default_value=False, default_value=float(0), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='l1_regularization', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.l1_regularization', index=3, + number=4, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='l2_regularization', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.l2_regularization', index=4, + number=5, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='min_relative_progress', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.min_relative_progress', index=5, + number=6, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='warm_start', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.warm_start', index=6, + number=7, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='early_stop', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.early_stop', index=7, + number=8, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='input_label_columns', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.input_label_columns', index=8, + number=9, type=9, cpp_type=9, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='data_split_method', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_method', index=9, + number=10, type=14, cpp_type=8, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='data_split_eval_fraction', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_eval_fraction', index=10, + number=11, type=1, cpp_type=5, label=1, + has_default_value=False, default_value=float(0), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='data_split_column', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_column', index=11, + number=12, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='learn_rate_strategy', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.learn_rate_strategy', index=12, + number=13, type=14, cpp_type=8, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='initial_learn_rate', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.initial_learn_rate', index=13, + number=16, type=1, cpp_type=5, label=1, + has_default_value=False, default_value=float(0), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='label_class_weights', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.label_class_weights', index=14, + number=17, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='distance_type', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.distance_type', index=15, + number=20, type=14, cpp_type=8, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='num_clusters', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.num_clusters', index=16, + number=21, type=3, cpp_type=2, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='model_uri', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.model_uri', index=17, + number=22, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='optimization_strategy', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.optimization_strategy', index=18, + number=23, type=14, cpp_type=8, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='kmeans_initialization_method', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.kmeans_initialization_method', index=19, + number=33, type=14, cpp_type=8, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='kmeans_initialization_column', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.kmeans_initialization_column', index=20, + number=34, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[_MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY, ], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=4928, + serialized_end=6109, ) _MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO = _descriptor.Descriptor( - name="ClusterInfo", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="centroid_id", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.centroid_id", - index=0, - number=1, - type=3, - cpp_type=2, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="cluster_radius", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.cluster_radius", - index=1, - number=2, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="cluster_size", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.cluster_size", - index=2, - number=3, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=6444, - serialized_end=6583, + name='ClusterInfo', + full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='centroid_id', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.centroid_id', index=0, + number=1, type=3, cpp_type=2, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='cluster_radius', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.cluster_radius', index=1, + number=2, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='cluster_size', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.cluster_size', index=2, + number=3, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=6444, + serialized_end=6583, ) _MODEL_TRAININGRUN_ITERATIONRESULT = _descriptor.Descriptor( - name="IterationResult", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="index", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.index", - index=0, - number=1, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="duration_ms", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.duration_ms", - index=1, - number=4, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="training_loss", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.training_loss", - index=2, - number=5, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="eval_loss", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.eval_loss", - index=3, - number=6, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="learn_rate", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.learn_rate", - index=4, - number=7, - type=1, - cpp_type=5, - label=1, - has_default_value=False, - default_value=float(0), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="cluster_infos", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.cluster_infos", - index=5, - number=8, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO,], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=6112, - serialized_end=6583, + name='IterationResult', + full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='index', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.index', index=0, + number=1, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='duration_ms', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.duration_ms', index=1, + number=4, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='training_loss', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.training_loss', index=2, + number=5, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='eval_loss', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.eval_loss', index=3, + number=6, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='learn_rate', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.learn_rate', index=4, + number=7, type=1, cpp_type=5, label=1, + has_default_value=False, default_value=float(0), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='cluster_infos', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.cluster_infos', index=5, + number=8, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO, ], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=6112, + serialized_end=6583, ) _MODEL_TRAININGRUN = _descriptor.Descriptor( - name="TrainingRun", - full_name="google.cloud.bigquery.v2.Model.TrainingRun", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="training_options", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.training_options", - index=0, - number=1, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="start_time", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.start_time", - index=1, - number=8, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="results", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.results", - index=2, - number=6, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="evaluation_metrics", - full_name="google.cloud.bigquery.v2.Model.TrainingRun.evaluation_metrics", - index=3, - number=7, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[ - _MODEL_TRAININGRUN_TRAININGOPTIONS, - _MODEL_TRAININGRUN_ITERATIONRESULT, - ], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=4620, - serialized_end=6583, + name='TrainingRun', + full_name='google.cloud.bigquery.v2.Model.TrainingRun', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='training_options', full_name='google.cloud.bigquery.v2.Model.TrainingRun.training_options', index=0, + number=1, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='start_time', full_name='google.cloud.bigquery.v2.Model.TrainingRun.start_time', index=1, + number=8, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='results', full_name='google.cloud.bigquery.v2.Model.TrainingRun.results', index=2, + number=6, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='evaluation_metrics', full_name='google.cloud.bigquery.v2.Model.TrainingRun.evaluation_metrics', index=3, + number=7, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[_MODEL_TRAININGRUN_TRAININGOPTIONS, _MODEL_TRAININGRUN_ITERATIONRESULT, ], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=4620, + serialized_end=6583, ) _MODEL_LABELSENTRY = _descriptor.Descriptor( - name="LabelsEntry", - full_name="google.cloud.bigquery.v2.Model.LabelsEntry", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="key", - full_name="google.cloud.bigquery.v2.Model.LabelsEntry.key", - index=0, - number=1, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="value", - full_name="google.cloud.bigquery.v2.Model.LabelsEntry.value", - index=1, - number=2, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=b"8\001", - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=6585, - serialized_end=6630, + name='LabelsEntry', + full_name='google.cloud.bigquery.v2.Model.LabelsEntry', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='key', full_name='google.cloud.bigquery.v2.Model.LabelsEntry.key', index=0, + number=1, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='value', full_name='google.cloud.bigquery.v2.Model.LabelsEntry.value', index=1, + number=2, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=b'8\001', + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=6585, + serialized_end=6630, ) _MODEL = _descriptor.Descriptor( - name="Model", - full_name="google.cloud.bigquery.v2.Model", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="etag", - full_name="google.cloud.bigquery.v2.Model.etag", - index=0, - number=1, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\003", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="model_reference", - full_name="google.cloud.bigquery.v2.Model.model_reference", - index=1, - number=2, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="creation_time", - full_name="google.cloud.bigquery.v2.Model.creation_time", - index=2, - number=5, - type=3, - cpp_type=2, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\003", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="last_modified_time", - full_name="google.cloud.bigquery.v2.Model.last_modified_time", - index=3, - number=6, - type=3, - cpp_type=2, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\003", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="description", - full_name="google.cloud.bigquery.v2.Model.description", - index=4, - number=12, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\001", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="friendly_name", - full_name="google.cloud.bigquery.v2.Model.friendly_name", - index=5, - number=14, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\001", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="labels", - full_name="google.cloud.bigquery.v2.Model.labels", - index=6, - number=15, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="expiration_time", - full_name="google.cloud.bigquery.v2.Model.expiration_time", - index=7, - number=16, - type=3, - cpp_type=2, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\001", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="location", - full_name="google.cloud.bigquery.v2.Model.location", - index=8, - number=13, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\003", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="encryption_configuration", - full_name="google.cloud.bigquery.v2.Model.encryption_configuration", - index=9, - number=17, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="model_type", - full_name="google.cloud.bigquery.v2.Model.model_type", - index=10, - number=7, - type=14, - cpp_type=8, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\003", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="training_runs", - full_name="google.cloud.bigquery.v2.Model.training_runs", - index=11, - number=9, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\003", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="feature_columns", - full_name="google.cloud.bigquery.v2.Model.feature_columns", - index=12, - number=10, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\003", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="label_columns", - full_name="google.cloud.bigquery.v2.Model.label_columns", - index=13, - number=11, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\003", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[ - _MODEL_KMEANSENUMS, - _MODEL_REGRESSIONMETRICS, - _MODEL_AGGREGATECLASSIFICATIONMETRICS, - _MODEL_BINARYCLASSIFICATIONMETRICS, - _MODEL_MULTICLASSCLASSIFICATIONMETRICS, - _MODEL_CLUSTERINGMETRICS, - _MODEL_EVALUATIONMETRICS, - _MODEL_TRAININGRUN, - _MODEL_LABELSENTRY, - ], - enum_types=[ - _MODEL_MODELTYPE, - _MODEL_LOSSTYPE, - _MODEL_DISTANCETYPE, - _MODEL_DATASPLITMETHOD, - _MODEL_LEARNRATESTRATEGY, - _MODEL_OPTIMIZATIONSTRATEGY, - ], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=416, - serialized_end=7227, + name='Model', + full_name='google.cloud.bigquery.v2.Model', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='etag', full_name='google.cloud.bigquery.v2.Model.etag', index=0, + number=1, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='model_reference', full_name='google.cloud.bigquery.v2.Model.model_reference', index=1, + number=2, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='creation_time', full_name='google.cloud.bigquery.v2.Model.creation_time', index=2, + number=5, type=3, cpp_type=2, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='last_modified_time', full_name='google.cloud.bigquery.v2.Model.last_modified_time', index=3, + number=6, type=3, cpp_type=2, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='description', full_name='google.cloud.bigquery.v2.Model.description', index=4, + number=12, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='friendly_name', full_name='google.cloud.bigquery.v2.Model.friendly_name', index=5, + number=14, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='labels', full_name='google.cloud.bigquery.v2.Model.labels', index=6, + number=15, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='expiration_time', full_name='google.cloud.bigquery.v2.Model.expiration_time', index=7, + number=16, type=3, cpp_type=2, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='location', full_name='google.cloud.bigquery.v2.Model.location', index=8, + number=13, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='encryption_configuration', full_name='google.cloud.bigquery.v2.Model.encryption_configuration', index=9, + number=17, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='model_type', full_name='google.cloud.bigquery.v2.Model.model_type', index=10, + number=7, type=14, cpp_type=8, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='training_runs', full_name='google.cloud.bigquery.v2.Model.training_runs', index=11, + number=9, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='feature_columns', full_name='google.cloud.bigquery.v2.Model.feature_columns', index=12, + number=10, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='label_columns', full_name='google.cloud.bigquery.v2.Model.label_columns', index=13, + number=11, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[_MODEL_KMEANSENUMS, _MODEL_REGRESSIONMETRICS, _MODEL_AGGREGATECLASSIFICATIONMETRICS, _MODEL_BINARYCLASSIFICATIONMETRICS, _MODEL_MULTICLASSCLASSIFICATIONMETRICS, _MODEL_CLUSTERINGMETRICS, _MODEL_EVALUATIONMETRICS, _MODEL_TRAININGRUN, _MODEL_LABELSENTRY, ], + enum_types=[ + _MODEL_MODELTYPE, + _MODEL_LOSSTYPE, + _MODEL_DISTANCETYPE, + _MODEL_DATASPLITMETHOD, + _MODEL_LEARNRATESTRATEGY, + _MODEL_OPTIMIZATIONSTRATEGY, + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=416, + serialized_end=7227, ) _GETMODELREQUEST = _descriptor.Descriptor( - name="GetModelRequest", - full_name="google.cloud.bigquery.v2.GetModelRequest", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="project_id", - full_name="google.cloud.bigquery.v2.GetModelRequest.project_id", - index=0, - number=1, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="dataset_id", - full_name="google.cloud.bigquery.v2.GetModelRequest.dataset_id", - index=1, - number=2, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="model_id", - full_name="google.cloud.bigquery.v2.GetModelRequest.model_id", - index=2, - number=3, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=7229, - serialized_end=7319, + name='GetModelRequest', + full_name='google.cloud.bigquery.v2.GetModelRequest', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='project_id', full_name='google.cloud.bigquery.v2.GetModelRequest.project_id', index=0, + number=1, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='dataset_id', full_name='google.cloud.bigquery.v2.GetModelRequest.dataset_id', index=1, + number=2, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='model_id', full_name='google.cloud.bigquery.v2.GetModelRequest.model_id', index=2, + number=3, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=7229, + serialized_end=7319, ) _PATCHMODELREQUEST = _descriptor.Descriptor( - name="PatchModelRequest", - full_name="google.cloud.bigquery.v2.PatchModelRequest", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="project_id", - full_name="google.cloud.bigquery.v2.PatchModelRequest.project_id", - index=0, - number=1, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="dataset_id", - full_name="google.cloud.bigquery.v2.PatchModelRequest.dataset_id", - index=1, - number=2, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="model_id", - full_name="google.cloud.bigquery.v2.PatchModelRequest.model_id", - index=2, - number=3, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="model", - full_name="google.cloud.bigquery.v2.PatchModelRequest.model", - index=3, - number=4, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=7322, - serialized_end=7467, + name='PatchModelRequest', + full_name='google.cloud.bigquery.v2.PatchModelRequest', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='project_id', full_name='google.cloud.bigquery.v2.PatchModelRequest.project_id', index=0, + number=1, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='dataset_id', full_name='google.cloud.bigquery.v2.PatchModelRequest.dataset_id', index=1, + number=2, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='model_id', full_name='google.cloud.bigquery.v2.PatchModelRequest.model_id', index=2, + number=3, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='model', full_name='google.cloud.bigquery.v2.PatchModelRequest.model', index=3, + number=4, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=7322, + serialized_end=7467, ) _DELETEMODELREQUEST = _descriptor.Descriptor( - name="DeleteModelRequest", - full_name="google.cloud.bigquery.v2.DeleteModelRequest", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="project_id", - full_name="google.cloud.bigquery.v2.DeleteModelRequest.project_id", - index=0, - number=1, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="dataset_id", - full_name="google.cloud.bigquery.v2.DeleteModelRequest.dataset_id", - index=1, - number=2, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="model_id", - full_name="google.cloud.bigquery.v2.DeleteModelRequest.model_id", - index=2, - number=3, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=7469, - serialized_end=7562, + name='DeleteModelRequest', + full_name='google.cloud.bigquery.v2.DeleteModelRequest', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='project_id', full_name='google.cloud.bigquery.v2.DeleteModelRequest.project_id', index=0, + number=1, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='dataset_id', full_name='google.cloud.bigquery.v2.DeleteModelRequest.dataset_id', index=1, + number=2, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='model_id', full_name='google.cloud.bigquery.v2.DeleteModelRequest.model_id', index=2, + number=3, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=7469, + serialized_end=7562, ) _LISTMODELSREQUEST = _descriptor.Descriptor( - name="ListModelsRequest", - full_name="google.cloud.bigquery.v2.ListModelsRequest", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="project_id", - full_name="google.cloud.bigquery.v2.ListModelsRequest.project_id", - index=0, - number=1, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="dataset_id", - full_name="google.cloud.bigquery.v2.ListModelsRequest.dataset_id", - index=1, - number=2, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="max_results", - full_name="google.cloud.bigquery.v2.ListModelsRequest.max_results", - index=2, - number=3, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="page_token", - full_name="google.cloud.bigquery.v2.ListModelsRequest.page_token", - index=3, - number=4, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=7565, - serialized_end=7705, + name='ListModelsRequest', + full_name='google.cloud.bigquery.v2.ListModelsRequest', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='project_id', full_name='google.cloud.bigquery.v2.ListModelsRequest.project_id', index=0, + number=1, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='dataset_id', full_name='google.cloud.bigquery.v2.ListModelsRequest.dataset_id', index=1, + number=2, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='max_results', full_name='google.cloud.bigquery.v2.ListModelsRequest.max_results', index=2, + number=3, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='page_token', full_name='google.cloud.bigquery.v2.ListModelsRequest.page_token', index=3, + number=4, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=7565, + serialized_end=7705, ) _LISTMODELSRESPONSE = _descriptor.Descriptor( - name="ListModelsResponse", - full_name="google.cloud.bigquery.v2.ListModelsResponse", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="models", - full_name="google.cloud.bigquery.v2.ListModelsResponse.models", - index=0, - number=1, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="next_page_token", - full_name="google.cloud.bigquery.v2.ListModelsResponse.next_page_token", - index=1, - number=2, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=7707, - serialized_end=7801, + name='ListModelsResponse', + full_name='google.cloud.bigquery.v2.ListModelsResponse', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='models', full_name='google.cloud.bigquery.v2.ListModelsResponse.models', index=0, + number=1, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='next_page_token', full_name='google.cloud.bigquery.v2.ListModelsResponse.next_page_token', index=1, + number=2, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=7707, + serialized_end=7801, ) _MODEL_KMEANSENUMS.containing_type = _MODEL _MODEL_KMEANSENUMS_KMEANSINITIALIZATIONMETHOD.containing_type = _MODEL_KMEANSENUMS -_MODEL_REGRESSIONMETRICS.fields_by_name[ - "mean_absolute_error" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_REGRESSIONMETRICS.fields_by_name[ - "mean_squared_error" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_REGRESSIONMETRICS.fields_by_name[ - "mean_squared_log_error" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_REGRESSIONMETRICS.fields_by_name[ - "median_absolute_error" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_REGRESSIONMETRICS.fields_by_name[ - "r_squared" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_REGRESSIONMETRICS.fields_by_name['mean_absolute_error'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_REGRESSIONMETRICS.fields_by_name['mean_squared_error'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_REGRESSIONMETRICS.fields_by_name['mean_squared_log_error'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_REGRESSIONMETRICS.fields_by_name['median_absolute_error'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_REGRESSIONMETRICS.fields_by_name['r_squared'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE _MODEL_REGRESSIONMETRICS.containing_type = _MODEL -_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name[ - "precision" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name[ - "recall" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name[ - "accuracy" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name[ - "threshold" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name[ - "f1_score" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name[ - "log_loss" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name[ - "roc_auc" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name['precision'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name['recall'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name['accuracy'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name['threshold'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name['f1_score'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name['log_loss'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name['roc_auc'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE _MODEL_AGGREGATECLASSIFICATIONMETRICS.containing_type = _MODEL -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ - "positive_class_threshold" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ - "true_positives" -].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ - "false_positives" -].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ - "true_negatives" -].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ - "false_negatives" -].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ - "precision" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ - "recall" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ - "f1_score" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ - "accuracy" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.containing_type = ( - _MODEL_BINARYCLASSIFICATIONMETRICS -) -_MODEL_BINARYCLASSIFICATIONMETRICS.fields_by_name[ - "aggregate_classification_metrics" -].message_type = _MODEL_AGGREGATECLASSIFICATIONMETRICS -_MODEL_BINARYCLASSIFICATIONMETRICS.fields_by_name[ - "binary_confusion_matrix_list" -].message_type = _MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['positive_class_threshold'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['true_positives'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['false_positives'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['true_negatives'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['false_negatives'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['precision'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['recall'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['f1_score'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['accuracy'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.containing_type = _MODEL_BINARYCLASSIFICATIONMETRICS +_MODEL_BINARYCLASSIFICATIONMETRICS.fields_by_name['aggregate_classification_metrics'].message_type = _MODEL_AGGREGATECLASSIFICATIONMETRICS +_MODEL_BINARYCLASSIFICATIONMETRICS.fields_by_name['binary_confusion_matrix_list'].message_type = _MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX _MODEL_BINARYCLASSIFICATIONMETRICS.containing_type = _MODEL -_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY.fields_by_name[ - "item_count" -].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY.containing_type = ( - _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX -) -_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW.fields_by_name[ - "entries" -].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY -_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW.containing_type = ( - _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX -) -_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX.fields_by_name[ - "confidence_threshold" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX.fields_by_name[ - "rows" -].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW -_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX.containing_type = ( - _MODEL_MULTICLASSCLASSIFICATIONMETRICS -) -_MODEL_MULTICLASSCLASSIFICATIONMETRICS.fields_by_name[ - "aggregate_classification_metrics" -].message_type = _MODEL_AGGREGATECLASSIFICATIONMETRICS -_MODEL_MULTICLASSCLASSIFICATIONMETRICS.fields_by_name[ - "confusion_matrix_list" -].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX +_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY.fields_by_name['item_count'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY.containing_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX +_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW.fields_by_name['entries'].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY +_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW.containing_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX +_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX.fields_by_name['confidence_threshold'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX.fields_by_name['rows'].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW +_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX.containing_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS +_MODEL_MULTICLASSCLASSIFICATIONMETRICS.fields_by_name['aggregate_classification_metrics'].message_type = _MODEL_AGGREGATECLASSIFICATIONMETRICS +_MODEL_MULTICLASSCLASSIFICATIONMETRICS.fields_by_name['confusion_matrix_list'].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX _MODEL_MULTICLASSCLASSIFICATIONMETRICS.containing_type = _MODEL -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT.fields_by_name[ - "count" -].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT.containing_type = ( - _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE -) -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE.fields_by_name[ - "category_counts" -].message_type = ( - _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT -) -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE.containing_type = ( - _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE -) -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name[ - "numerical_value" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name[ - "categorical_value" -].message_type = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.containing_type = ( - _MODEL_CLUSTERINGMETRICS_CLUSTER -) -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name["value"].fields.append( - _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name["numerical_value"] -) -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name[ - "numerical_value" -].containing_oneof = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name[ - "value" -] -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name["value"].fields.append( - _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name["categorical_value"] -) -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name[ - "categorical_value" -].containing_oneof = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name[ - "value" -] -_MODEL_CLUSTERINGMETRICS_CLUSTER.fields_by_name[ - "feature_values" -].message_type = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE -_MODEL_CLUSTERINGMETRICS_CLUSTER.fields_by_name[ - "count" -].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT.fields_by_name['count'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT.containing_type = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE.fields_by_name['category_counts'].message_type = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE.containing_type = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name['numerical_value'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name['categorical_value'].message_type = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.containing_type = _MODEL_CLUSTERINGMETRICS_CLUSTER +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name['value'].fields.append( + _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name['numerical_value']) +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name['numerical_value'].containing_oneof = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name['value'] +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name['value'].fields.append( + _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name['categorical_value']) +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name['categorical_value'].containing_oneof = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name['value'] +_MODEL_CLUSTERINGMETRICS_CLUSTER.fields_by_name['feature_values'].message_type = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE +_MODEL_CLUSTERINGMETRICS_CLUSTER.fields_by_name['count'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE _MODEL_CLUSTERINGMETRICS_CLUSTER.containing_type = _MODEL_CLUSTERINGMETRICS -_MODEL_CLUSTERINGMETRICS.fields_by_name[ - "davies_bouldin_index" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_CLUSTERINGMETRICS.fields_by_name[ - "mean_squared_distance" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_CLUSTERINGMETRICS.fields_by_name[ - "clusters" -].message_type = _MODEL_CLUSTERINGMETRICS_CLUSTER +_MODEL_CLUSTERINGMETRICS.fields_by_name['davies_bouldin_index'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_CLUSTERINGMETRICS.fields_by_name['mean_squared_distance'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_CLUSTERINGMETRICS.fields_by_name['clusters'].message_type = _MODEL_CLUSTERINGMETRICS_CLUSTER _MODEL_CLUSTERINGMETRICS.containing_type = _MODEL -_MODEL_EVALUATIONMETRICS.fields_by_name[ - "regression_metrics" -].message_type = _MODEL_REGRESSIONMETRICS -_MODEL_EVALUATIONMETRICS.fields_by_name[ - "binary_classification_metrics" -].message_type = _MODEL_BINARYCLASSIFICATIONMETRICS -_MODEL_EVALUATIONMETRICS.fields_by_name[ - "multi_class_classification_metrics" -].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS -_MODEL_EVALUATIONMETRICS.fields_by_name[ - "clustering_metrics" -].message_type = _MODEL_CLUSTERINGMETRICS +_MODEL_EVALUATIONMETRICS.fields_by_name['regression_metrics'].message_type = _MODEL_REGRESSIONMETRICS +_MODEL_EVALUATIONMETRICS.fields_by_name['binary_classification_metrics'].message_type = _MODEL_BINARYCLASSIFICATIONMETRICS +_MODEL_EVALUATIONMETRICS.fields_by_name['multi_class_classification_metrics'].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS +_MODEL_EVALUATIONMETRICS.fields_by_name['clustering_metrics'].message_type = _MODEL_CLUSTERINGMETRICS _MODEL_EVALUATIONMETRICS.containing_type = _MODEL -_MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"].fields.append( - _MODEL_EVALUATIONMETRICS.fields_by_name["regression_metrics"] -) -_MODEL_EVALUATIONMETRICS.fields_by_name[ - "regression_metrics" -].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"] -_MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"].fields.append( - _MODEL_EVALUATIONMETRICS.fields_by_name["binary_classification_metrics"] -) -_MODEL_EVALUATIONMETRICS.fields_by_name[ - "binary_classification_metrics" -].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"] -_MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"].fields.append( - _MODEL_EVALUATIONMETRICS.fields_by_name["multi_class_classification_metrics"] -) -_MODEL_EVALUATIONMETRICS.fields_by_name[ - "multi_class_classification_metrics" -].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"] -_MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"].fields.append( - _MODEL_EVALUATIONMETRICS.fields_by_name["clustering_metrics"] -) -_MODEL_EVALUATIONMETRICS.fields_by_name[ - "clustering_metrics" -].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"] -_MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY.containing_type = ( - _MODEL_TRAININGRUN_TRAININGOPTIONS -) -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ - "loss_type" -].enum_type = _MODEL_LOSSTYPE -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ - "l1_regularization" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ - "l2_regularization" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ - "min_relative_progress" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ - "warm_start" -].message_type = google_dot_protobuf_dot_wrappers__pb2._BOOLVALUE -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ - "early_stop" -].message_type = google_dot_protobuf_dot_wrappers__pb2._BOOLVALUE -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ - "data_split_method" -].enum_type = _MODEL_DATASPLITMETHOD -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ - "learn_rate_strategy" -].enum_type = _MODEL_LEARNRATESTRATEGY -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ - "label_class_weights" -].message_type = _MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ - "distance_type" -].enum_type = _MODEL_DISTANCETYPE -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ - "optimization_strategy" -].enum_type = _MODEL_OPTIMIZATIONSTRATEGY -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ - "kmeans_initialization_method" -].enum_type = _MODEL_KMEANSENUMS_KMEANSINITIALIZATIONMETHOD +_MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'].fields.append( + _MODEL_EVALUATIONMETRICS.fields_by_name['regression_metrics']) +_MODEL_EVALUATIONMETRICS.fields_by_name['regression_metrics'].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'] +_MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'].fields.append( + _MODEL_EVALUATIONMETRICS.fields_by_name['binary_classification_metrics']) +_MODEL_EVALUATIONMETRICS.fields_by_name['binary_classification_metrics'].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'] +_MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'].fields.append( + _MODEL_EVALUATIONMETRICS.fields_by_name['multi_class_classification_metrics']) +_MODEL_EVALUATIONMETRICS.fields_by_name['multi_class_classification_metrics'].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'] +_MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'].fields.append( + _MODEL_EVALUATIONMETRICS.fields_by_name['clustering_metrics']) +_MODEL_EVALUATIONMETRICS.fields_by_name['clustering_metrics'].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'] +_MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY.containing_type = _MODEL_TRAININGRUN_TRAININGOPTIONS +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['loss_type'].enum_type = _MODEL_LOSSTYPE +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['l1_regularization'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['l2_regularization'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['min_relative_progress'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['warm_start'].message_type = google_dot_protobuf_dot_wrappers__pb2._BOOLVALUE +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['early_stop'].message_type = google_dot_protobuf_dot_wrappers__pb2._BOOLVALUE +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['data_split_method'].enum_type = _MODEL_DATASPLITMETHOD +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['learn_rate_strategy'].enum_type = _MODEL_LEARNRATESTRATEGY +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['label_class_weights'].message_type = _MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['distance_type'].enum_type = _MODEL_DISTANCETYPE +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['optimization_strategy'].enum_type = _MODEL_OPTIMIZATIONSTRATEGY +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['kmeans_initialization_method'].enum_type = _MODEL_KMEANSENUMS_KMEANSINITIALIZATIONMETHOD _MODEL_TRAININGRUN_TRAININGOPTIONS.containing_type = _MODEL_TRAININGRUN -_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO.fields_by_name[ - "cluster_radius" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO.fields_by_name[ - "cluster_size" -].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO.containing_type = ( - _MODEL_TRAININGRUN_ITERATIONRESULT -) -_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name[ - "index" -].message_type = google_dot_protobuf_dot_wrappers__pb2._INT32VALUE -_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name[ - "duration_ms" -].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name[ - "training_loss" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name[ - "eval_loss" -].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name[ - "cluster_infos" -].message_type = _MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO +_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO.fields_by_name['cluster_radius'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO.fields_by_name['cluster_size'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO.containing_type = _MODEL_TRAININGRUN_ITERATIONRESULT +_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name['index'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT32VALUE +_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name['duration_ms'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name['training_loss'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name['eval_loss'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name['cluster_infos'].message_type = _MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO _MODEL_TRAININGRUN_ITERATIONRESULT.containing_type = _MODEL_TRAININGRUN -_MODEL_TRAININGRUN.fields_by_name[ - "training_options" -].message_type = _MODEL_TRAININGRUN_TRAININGOPTIONS -_MODEL_TRAININGRUN.fields_by_name[ - "start_time" -].message_type = google_dot_protobuf_dot_timestamp__pb2._TIMESTAMP -_MODEL_TRAININGRUN.fields_by_name[ - "results" -].message_type = _MODEL_TRAININGRUN_ITERATIONRESULT -_MODEL_TRAININGRUN.fields_by_name[ - "evaluation_metrics" -].message_type = _MODEL_EVALUATIONMETRICS +_MODEL_TRAININGRUN.fields_by_name['training_options'].message_type = _MODEL_TRAININGRUN_TRAININGOPTIONS +_MODEL_TRAININGRUN.fields_by_name['start_time'].message_type = google_dot_protobuf_dot_timestamp__pb2._TIMESTAMP +_MODEL_TRAININGRUN.fields_by_name['results'].message_type = _MODEL_TRAININGRUN_ITERATIONRESULT +_MODEL_TRAININGRUN.fields_by_name['evaluation_metrics'].message_type = _MODEL_EVALUATIONMETRICS _MODEL_TRAININGRUN.containing_type = _MODEL _MODEL_LABELSENTRY.containing_type = _MODEL -_MODEL.fields_by_name[ - "model_reference" -].message_type = ( - google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__reference__pb2._MODELREFERENCE -) -_MODEL.fields_by_name["labels"].message_type = _MODEL_LABELSENTRY -_MODEL.fields_by_name[ - "encryption_configuration" -].message_type = ( - google_dot_cloud_dot_bigquery__v2_dot_proto_dot_encryption__config__pb2._ENCRYPTIONCONFIGURATION -) -_MODEL.fields_by_name["model_type"].enum_type = _MODEL_MODELTYPE -_MODEL.fields_by_name["training_runs"].message_type = _MODEL_TRAININGRUN -_MODEL.fields_by_name[ - "feature_columns" -].message_type = ( - google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2._STANDARDSQLFIELD -) -_MODEL.fields_by_name[ - "label_columns" -].message_type = ( - google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2._STANDARDSQLFIELD -) +_MODEL.fields_by_name['model_reference'].message_type = google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__reference__pb2._MODELREFERENCE +_MODEL.fields_by_name['labels'].message_type = _MODEL_LABELSENTRY +_MODEL.fields_by_name['encryption_configuration'].message_type = google_dot_cloud_dot_bigquery__v2_dot_proto_dot_encryption__config__pb2._ENCRYPTIONCONFIGURATION +_MODEL.fields_by_name['model_type'].enum_type = _MODEL_MODELTYPE +_MODEL.fields_by_name['training_runs'].message_type = _MODEL_TRAININGRUN +_MODEL.fields_by_name['feature_columns'].message_type = google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2._STANDARDSQLFIELD +_MODEL.fields_by_name['label_columns'].message_type = google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2._STANDARDSQLFIELD _MODEL_MODELTYPE.containing_type = _MODEL _MODEL_LOSSTYPE.containing_type = _MODEL _MODEL_DISTANCETYPE.containing_type = _MODEL _MODEL_DATASPLITMETHOD.containing_type = _MODEL _MODEL_LEARNRATESTRATEGY.containing_type = _MODEL _MODEL_OPTIMIZATIONSTRATEGY.containing_type = _MODEL -_PATCHMODELREQUEST.fields_by_name["model"].message_type = _MODEL -_LISTMODELSREQUEST.fields_by_name[ - "max_results" -].message_type = google_dot_protobuf_dot_wrappers__pb2._UINT32VALUE -_LISTMODELSRESPONSE.fields_by_name["models"].message_type = _MODEL -DESCRIPTOR.message_types_by_name["Model"] = _MODEL -DESCRIPTOR.message_types_by_name["GetModelRequest"] = _GETMODELREQUEST -DESCRIPTOR.message_types_by_name["PatchModelRequest"] = _PATCHMODELREQUEST -DESCRIPTOR.message_types_by_name["DeleteModelRequest"] = _DELETEMODELREQUEST -DESCRIPTOR.message_types_by_name["ListModelsRequest"] = _LISTMODELSREQUEST -DESCRIPTOR.message_types_by_name["ListModelsResponse"] = _LISTMODELSRESPONSE +_PATCHMODELREQUEST.fields_by_name['model'].message_type = _MODEL +_LISTMODELSREQUEST.fields_by_name['max_results'].message_type = google_dot_protobuf_dot_wrappers__pb2._UINT32VALUE +_LISTMODELSRESPONSE.fields_by_name['models'].message_type = _MODEL +DESCRIPTOR.message_types_by_name['Model'] = _MODEL +DESCRIPTOR.message_types_by_name['GetModelRequest'] = _GETMODELREQUEST +DESCRIPTOR.message_types_by_name['PatchModelRequest'] = _PATCHMODELREQUEST +DESCRIPTOR.message_types_by_name['DeleteModelRequest'] = _DELETEMODELREQUEST +DESCRIPTOR.message_types_by_name['ListModelsRequest'] = _LISTMODELSREQUEST +DESCRIPTOR.message_types_by_name['ListModelsResponse'] = _LISTMODELSRESPONSE _sym_db.RegisterFileDescriptor(DESCRIPTOR) -Model = _reflection.GeneratedProtocolMessageType( - "Model", - (_message.Message,), - { - "KmeansEnums": _reflection.GeneratedProtocolMessageType( - "KmeansEnums", - (_message.Message,), - { - "DESCRIPTOR": _MODEL_KMEANSENUMS, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2" - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.KmeansEnums) - }, - ), - "RegressionMetrics": _reflection.GeneratedProtocolMessageType( - "RegressionMetrics", - (_message.Message,), - { - "DESCRIPTOR": _MODEL_REGRESSIONMETRICS, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Evaluation metrics for regression and explicit feedback type matrix +Model = _reflection.GeneratedProtocolMessageType('Model', (_message.Message,), { + + 'KmeansEnums' : _reflection.GeneratedProtocolMessageType('KmeansEnums', (_message.Message,), { + 'DESCRIPTOR' : _MODEL_KMEANSENUMS, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.KmeansEnums) + }) + , + + 'RegressionMetrics' : _reflection.GeneratedProtocolMessageType('RegressionMetrics', (_message.Message,), { + 'DESCRIPTOR' : _MODEL_REGRESSIONMETRICS, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Evaluation metrics for regression and explicit feedback type matrix factorization models. Attributes: @@ -3554,16 +1916,15 @@ r_squared: R^2 score. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.RegressionMetrics) - }, - ), - "AggregateClassificationMetrics": _reflection.GeneratedProtocolMessageType( - "AggregateClassificationMetrics", - (_message.Message,), - { - "DESCRIPTOR": _MODEL_AGGREGATECLASSIFICATIONMETRICS, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Aggregate metrics for classification/classifier models. For multi- + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.RegressionMetrics) + }) + , + + 'AggregateClassificationMetrics' : _reflection.GeneratedProtocolMessageType('AggregateClassificationMetrics', (_message.Message,), { + 'DESCRIPTOR' : _MODEL_AGGREGATECLASSIFICATIONMETRICS, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Aggregate metrics for classification/classifier models. For multi- class models, the metrics are either macro-averaged or micro-averaged. When macro-averaged, the metrics are calculated for each label and then an unweighted average is taken of those values. When micro- @@ -3597,20 +1958,17 @@ class models, the metrics are either macro-averaged or micro-averaged. Area Under a ROC Curve. For multiclass this is a macro- averaged metric. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.AggregateClassificationMetrics) - }, - ), - "BinaryClassificationMetrics": _reflection.GeneratedProtocolMessageType( - "BinaryClassificationMetrics", - (_message.Message,), - { - "BinaryConfusionMatrix": _reflection.GeneratedProtocolMessageType( - "BinaryConfusionMatrix", - (_message.Message,), - { - "DESCRIPTOR": _MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Confusion matrix for binary classification models. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.AggregateClassificationMetrics) + }) + , + + 'BinaryClassificationMetrics' : _reflection.GeneratedProtocolMessageType('BinaryClassificationMetrics', (_message.Message,), { + + 'BinaryConfusionMatrix' : _reflection.GeneratedProtocolMessageType('BinaryConfusionMatrix', (_message.Message,), { + 'DESCRIPTOR' : _MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Confusion matrix for binary classification models. Attributes: positive_class_threshold: @@ -3635,12 +1993,13 @@ class models, the metrics are either macro-averaged or micro-averaged. accuracy: The fraction of predictions given the correct label. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix) - }, - ), - "DESCRIPTOR": _MODEL_BINARYCLASSIFICATIONMETRICS, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Evaluation metrics for binary classification/classifier models. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix) + }) + , + 'DESCRIPTOR' : _MODEL_BINARYCLASSIFICATIONMETRICS, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Evaluation metrics for binary classification/classifier models. Attributes: aggregate_classification_metrics: @@ -3652,24 +2011,19 @@ class models, the metrics are either macro-averaged or micro-averaged. negative_label: Label representing the negative class. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.BinaryClassificationMetrics) - }, - ), - "MultiClassClassificationMetrics": _reflection.GeneratedProtocolMessageType( - "MultiClassClassificationMetrics", - (_message.Message,), - { - "ConfusionMatrix": _reflection.GeneratedProtocolMessageType( - "ConfusionMatrix", - (_message.Message,), - { - "Entry": _reflection.GeneratedProtocolMessageType( - "Entry", - (_message.Message,), - { - "DESCRIPTOR": _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """A single entry in the confusion matrix. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.BinaryClassificationMetrics) + }) + , + + 'MultiClassClassificationMetrics' : _reflection.GeneratedProtocolMessageType('MultiClassClassificationMetrics', (_message.Message,), { + + 'ConfusionMatrix' : _reflection.GeneratedProtocolMessageType('ConfusionMatrix', (_message.Message,), { + + 'Entry' : _reflection.GeneratedProtocolMessageType('Entry', (_message.Message,), { + 'DESCRIPTOR' : _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """A single entry in the confusion matrix. Attributes: predicted_label: @@ -3679,16 +2033,15 @@ class models, the metrics are either macro-averaged or micro-averaged. item_count: Number of items being predicted as this label. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry) - }, - ), - "Row": _reflection.GeneratedProtocolMessageType( - "Row", - (_message.Message,), - { - "DESCRIPTOR": _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """A single row in the confusion matrix. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry) + }) + , + + 'Row' : _reflection.GeneratedProtocolMessageType('Row', (_message.Message,), { + 'DESCRIPTOR' : _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """A single row in the confusion matrix. Attributes: actual_label: @@ -3696,12 +2049,13 @@ class models, the metrics are either macro-averaged or micro-averaged. entries: Info describing predicted label distribution. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row) - }, - ), - "DESCRIPTOR": _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Confusion matrix for multi-class classification models. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row) + }) + , + 'DESCRIPTOR' : _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Confusion matrix for multi-class classification models. Attributes: confidence_threshold: @@ -3710,12 +2064,13 @@ class models, the metrics are either macro-averaged or micro-averaged. rows: One row per actual label. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix) - }, - ), - "DESCRIPTOR": _MODEL_MULTICLASSCLASSIFICATIONMETRICS, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Evaluation metrics for multi-class classification/classifier models. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix) + }) + , + 'DESCRIPTOR' : _MODEL_MULTICLASSCLASSIFICATIONMETRICS, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Evaluation metrics for multi-class classification/classifier models. Attributes: aggregate_classification_metrics: @@ -3723,32 +2078,23 @@ class models, the metrics are either macro-averaged or micro-averaged. confusion_matrix_list: Confusion matrix at different thresholds. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics) - }, - ), - "ClusteringMetrics": _reflection.GeneratedProtocolMessageType( - "ClusteringMetrics", - (_message.Message,), - { - "Cluster": _reflection.GeneratedProtocolMessageType( - "Cluster", - (_message.Message,), - { - "FeatureValue": _reflection.GeneratedProtocolMessageType( - "FeatureValue", - (_message.Message,), - { - "CategoricalValue": _reflection.GeneratedProtocolMessageType( - "CategoricalValue", - (_message.Message,), - { - "CategoryCount": _reflection.GeneratedProtocolMessageType( - "CategoryCount", - (_message.Message,), - { - "DESCRIPTOR": _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Represents the count of a single category within the cluster. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics) + }) + , + + 'ClusteringMetrics' : _reflection.GeneratedProtocolMessageType('ClusteringMetrics', (_message.Message,), { + + 'Cluster' : _reflection.GeneratedProtocolMessageType('Cluster', (_message.Message,), { + + 'FeatureValue' : _reflection.GeneratedProtocolMessageType('FeatureValue', (_message.Message,), { + + 'CategoricalValue' : _reflection.GeneratedProtocolMessageType('CategoricalValue', (_message.Message,), { + + 'CategoryCount' : _reflection.GeneratedProtocolMessageType('CategoryCount', (_message.Message,), { + 'DESCRIPTOR' : _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Represents the count of a single category within the cluster. Attributes: category: @@ -3757,12 +2103,13 @@ class models, the metrics are either macro-averaged or micro-averaged. The count of training samples matching the category within the cluster. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount) - }, - ), - "DESCRIPTOR": _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Representative value of a categorical feature. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount) + }) + , + 'DESCRIPTOR' : _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Representative value of a categorical feature. Attributes: category_counts: @@ -3771,12 +2118,13 @@ class models, the metrics are either macro-averaged or micro-averaged. return one more CategoryCount with category ``*OTHER*`` and count as aggregate counts of remaining categories. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue) - }, - ), - "DESCRIPTOR": _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Representative value of a single feature within the cluster. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue) + }) + , + 'DESCRIPTOR' : _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Representative value of a single feature within the cluster. Attributes: feature_column: @@ -3787,12 +2135,13 @@ class models, the metrics are either macro-averaged or micro-averaged. categorical_value: The categorical feature value. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue) - }, - ), - "DESCRIPTOR": _MODEL_CLUSTERINGMETRICS_CLUSTER, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Message containing the information about one cluster. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue) + }) + , + 'DESCRIPTOR' : _MODEL_CLUSTERINGMETRICS_CLUSTER, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Message containing the information about one cluster. Attributes: centroid_id: @@ -3803,12 +2152,13 @@ class models, the metrics are either macro-averaged or micro-averaged. Count of training data rows that were assigned to this cluster. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster) - }, - ), - "DESCRIPTOR": _MODEL_CLUSTERINGMETRICS, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Evaluation metrics for clustering models. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster) + }) + , + 'DESCRIPTOR' : _MODEL_CLUSTERINGMETRICS, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Evaluation metrics for clustering models. Attributes: davies_bouldin_index: @@ -3819,16 +2169,15 @@ class models, the metrics are either macro-averaged or micro-averaged. clusters: [Beta] Information for all clusters. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics) - }, - ), - "EvaluationMetrics": _reflection.GeneratedProtocolMessageType( - "EvaluationMetrics", - (_message.Message,), - { - "DESCRIPTOR": _MODEL_EVALUATIONMETRICS, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Evaluation metrics of a model. These are either computed on all + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics) + }) + , + + 'EvaluationMetrics' : _reflection.GeneratedProtocolMessageType('EvaluationMetrics', (_message.Message,), { + 'DESCRIPTOR' : _MODEL_EVALUATIONMETRICS, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """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. @@ -3843,29 +2192,24 @@ class models, the metrics are either macro-averaged or micro-averaged. clustering_metrics: Populated for clustering models. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.EvaluationMetrics) - }, - ), - "TrainingRun": _reflection.GeneratedProtocolMessageType( - "TrainingRun", - (_message.Message,), - { - "TrainingOptions": _reflection.GeneratedProtocolMessageType( - "TrainingOptions", - (_message.Message,), - { - "LabelClassWeightsEntry": _reflection.GeneratedProtocolMessageType( - "LabelClassWeightsEntry", - (_message.Message,), - { - "DESCRIPTOR": _MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2" - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry) - }, - ), - "DESCRIPTOR": _MODEL_TRAININGRUN_TRAININGOPTIONS, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Protocol buffer. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.EvaluationMetrics) + }) + , + + 'TrainingRun' : _reflection.GeneratedProtocolMessageType('TrainingRun', (_message.Message,), { + + 'TrainingOptions' : _reflection.GeneratedProtocolMessageType('TrainingOptions', (_message.Message,), { + + 'LabelClassWeightsEntry' : _reflection.GeneratedProtocolMessageType('LabelClassWeightsEntry', (_message.Message,), { + 'DESCRIPTOR' : _MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry) + }) + , + 'DESCRIPTOR' : _MODEL_TRAININGRUN_TRAININGOPTIONS, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Protocol buffer. Attributes: max_iterations: @@ -3936,20 +2280,17 @@ class models, the metrics are either macro-averaged or micro-averaged. The column used to provide the initial centroids for kmeans algorithm when kmeans_initialization_method is CUSTOM. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions) - }, - ), - "IterationResult": _reflection.GeneratedProtocolMessageType( - "IterationResult", - (_message.Message,), - { - "ClusterInfo": _reflection.GeneratedProtocolMessageType( - "ClusterInfo", - (_message.Message,), - { - "DESCRIPTOR": _MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Information about a single cluster for clustering model. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions) + }) + , + + 'IterationResult' : _reflection.GeneratedProtocolMessageType('IterationResult', (_message.Message,), { + + 'ClusterInfo' : _reflection.GeneratedProtocolMessageType('ClusterInfo', (_message.Message,), { + 'DESCRIPTOR' : _MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Information about a single cluster for clustering model. Attributes: centroid_id: @@ -3961,12 +2302,13 @@ class models, the metrics are either macro-averaged or micro-averaged. Cluster size, the total number of points assigned to the cluster. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo) - }, - ), - "DESCRIPTOR": _MODEL_TRAININGRUN_ITERATIONRESULT, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Information about a single iteration of the training run. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo) + }) + , + 'DESCRIPTOR' : _MODEL_TRAININGRUN_ITERATIONRESULT, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Information about a single iteration of the training run. Attributes: index: @@ -3982,12 +2324,13 @@ class models, the metrics are either macro-averaged or micro-averaged. cluster_infos: Information about top clusters for clustering models. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.IterationResult) - }, - ), - "DESCRIPTOR": _MODEL_TRAININGRUN, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Information about a single training query run for the model. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.IterationResult) + }) + , + 'DESCRIPTOR' : _MODEL_TRAININGRUN, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Information about a single training query run for the model. Attributes: training_options: @@ -4002,21 +2345,20 @@ class models, the metrics are either macro-averaged or micro-averaged. The evaluation metrics over training/eval data that were computed at the end of training. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun) - }, - ), - "LabelsEntry": _reflection.GeneratedProtocolMessageType( - "LabelsEntry", - (_message.Message,), - { - "DESCRIPTOR": _MODEL_LABELSENTRY, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2" - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.LabelsEntry) - }, - ), - "DESCRIPTOR": _MODEL, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Protocol buffer. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun) + }) + , + + 'LabelsEntry' : _reflection.GeneratedProtocolMessageType('LabelsEntry', (_message.Message,), { + 'DESCRIPTOR' : _MODEL_LABELSENTRY, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.LabelsEntry) + }) + , + 'DESCRIPTOR' : _MODEL, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Protocol buffer. Attributes: etag: @@ -4068,9 +2410,8 @@ class models, the metrics are either macro-averaged or micro-averaged. The output of the model will have a ``predicted\_`` prefix to these columns. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model) - }, -) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model) + }) _sym_db.RegisterMessage(Model) _sym_db.RegisterMessage(Model.KmeansEnums) _sym_db.RegisterMessage(Model.RegressionMetrics) @@ -4085,9 +2426,7 @@ class models, the metrics are either macro-averaged or micro-averaged. _sym_db.RegisterMessage(Model.ClusteringMetrics.Cluster) _sym_db.RegisterMessage(Model.ClusteringMetrics.Cluster.FeatureValue) _sym_db.RegisterMessage(Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue) -_sym_db.RegisterMessage( - Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount -) +_sym_db.RegisterMessage(Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount) _sym_db.RegisterMessage(Model.EvaluationMetrics) _sym_db.RegisterMessage(Model.TrainingRun) _sym_db.RegisterMessage(Model.TrainingRun.TrainingOptions) @@ -4096,13 +2435,11 @@ class models, the metrics are either macro-averaged or micro-averaged. _sym_db.RegisterMessage(Model.TrainingRun.IterationResult.ClusterInfo) _sym_db.RegisterMessage(Model.LabelsEntry) -GetModelRequest = _reflection.GeneratedProtocolMessageType( - "GetModelRequest", - (_message.Message,), - { - "DESCRIPTOR": _GETMODELREQUEST, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Protocol buffer. +GetModelRequest = _reflection.GeneratedProtocolMessageType('GetModelRequest', (_message.Message,), { + 'DESCRIPTOR' : _GETMODELREQUEST, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Protocol buffer. Attributes: project_id: @@ -4112,18 +2449,15 @@ class models, the metrics are either macro-averaged or micro-averaged. model_id: Required. Model ID of the requested model. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.GetModelRequest) - }, -) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.GetModelRequest) + }) _sym_db.RegisterMessage(GetModelRequest) -PatchModelRequest = _reflection.GeneratedProtocolMessageType( - "PatchModelRequest", - (_message.Message,), - { - "DESCRIPTOR": _PATCHMODELREQUEST, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Protocol buffer. +PatchModelRequest = _reflection.GeneratedProtocolMessageType('PatchModelRequest', (_message.Message,), { + 'DESCRIPTOR' : _PATCHMODELREQUEST, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Protocol buffer. Attributes: project_id: @@ -4137,18 +2471,15 @@ class models, the metrics are either macro-averaged or micro-averaged. Missing fields are not updated. To clear a field, explicitly set to default value. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.PatchModelRequest) - }, -) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.PatchModelRequest) + }) _sym_db.RegisterMessage(PatchModelRequest) -DeleteModelRequest = _reflection.GeneratedProtocolMessageType( - "DeleteModelRequest", - (_message.Message,), - { - "DESCRIPTOR": _DELETEMODELREQUEST, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Protocol buffer. +DeleteModelRequest = _reflection.GeneratedProtocolMessageType('DeleteModelRequest', (_message.Message,), { + 'DESCRIPTOR' : _DELETEMODELREQUEST, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Protocol buffer. Attributes: project_id: @@ -4158,18 +2489,15 @@ class models, the metrics are either macro-averaged or micro-averaged. model_id: Required. Model ID of the model to delete. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.DeleteModelRequest) - }, -) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.DeleteModelRequest) + }) _sym_db.RegisterMessage(DeleteModelRequest) -ListModelsRequest = _reflection.GeneratedProtocolMessageType( - "ListModelsRequest", - (_message.Message,), - { - "DESCRIPTOR": _LISTMODELSREQUEST, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Protocol buffer. +ListModelsRequest = _reflection.GeneratedProtocolMessageType('ListModelsRequest', (_message.Message,), { + 'DESCRIPTOR' : _LISTMODELSREQUEST, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Protocol buffer. Attributes: project_id: @@ -4184,18 +2512,15 @@ class models, the metrics are either macro-averaged or micro-averaged. Page token, returned by a previous call to request the next page of results """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.ListModelsRequest) - }, -) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.ListModelsRequest) + }) _sym_db.RegisterMessage(ListModelsRequest) -ListModelsResponse = _reflection.GeneratedProtocolMessageType( - "ListModelsResponse", - (_message.Message,), - { - "DESCRIPTOR": _LISTMODELSRESPONSE, - "__module__": "google.cloud.bigquery_v2.proto.model_pb2", - "__doc__": """Protocol buffer. +ListModelsResponse = _reflection.GeneratedProtocolMessageType('ListModelsResponse', (_message.Message,), { + 'DESCRIPTOR' : _LISTMODELSRESPONSE, + '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' + , + '__doc__': """Protocol buffer. Attributes: models: @@ -4205,94 +2530,92 @@ class models, the metrics are either macro-averaged or micro-averaged. next_page_token: A token to request the next page of results. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.ListModelsResponse) - }, -) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.ListModelsResponse) + }) _sym_db.RegisterMessage(ListModelsResponse) DESCRIPTOR._options = None _MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY._options = None _MODEL_LABELSENTRY._options = None -_MODEL.fields_by_name["etag"]._options = None -_MODEL.fields_by_name["model_reference"]._options = None -_MODEL.fields_by_name["creation_time"]._options = None -_MODEL.fields_by_name["last_modified_time"]._options = None -_MODEL.fields_by_name["description"]._options = None -_MODEL.fields_by_name["friendly_name"]._options = None -_MODEL.fields_by_name["expiration_time"]._options = None -_MODEL.fields_by_name["location"]._options = None -_MODEL.fields_by_name["model_type"]._options = None -_MODEL.fields_by_name["training_runs"]._options = None -_MODEL.fields_by_name["feature_columns"]._options = None -_MODEL.fields_by_name["label_columns"]._options = None -_GETMODELREQUEST.fields_by_name["project_id"]._options = None -_GETMODELREQUEST.fields_by_name["dataset_id"]._options = None -_GETMODELREQUEST.fields_by_name["model_id"]._options = None -_PATCHMODELREQUEST.fields_by_name["project_id"]._options = None -_PATCHMODELREQUEST.fields_by_name["dataset_id"]._options = None -_PATCHMODELREQUEST.fields_by_name["model_id"]._options = None -_PATCHMODELREQUEST.fields_by_name["model"]._options = None -_DELETEMODELREQUEST.fields_by_name["project_id"]._options = None -_DELETEMODELREQUEST.fields_by_name["dataset_id"]._options = None -_DELETEMODELREQUEST.fields_by_name["model_id"]._options = None -_LISTMODELSREQUEST.fields_by_name["project_id"]._options = None -_LISTMODELSREQUEST.fields_by_name["dataset_id"]._options = None +_MODEL.fields_by_name['etag']._options = None +_MODEL.fields_by_name['model_reference']._options = None +_MODEL.fields_by_name['creation_time']._options = None +_MODEL.fields_by_name['last_modified_time']._options = None +_MODEL.fields_by_name['description']._options = None +_MODEL.fields_by_name['friendly_name']._options = None +_MODEL.fields_by_name['expiration_time']._options = None +_MODEL.fields_by_name['location']._options = None +_MODEL.fields_by_name['model_type']._options = None +_MODEL.fields_by_name['training_runs']._options = None +_MODEL.fields_by_name['feature_columns']._options = None +_MODEL.fields_by_name['label_columns']._options = None +_GETMODELREQUEST.fields_by_name['project_id']._options = None +_GETMODELREQUEST.fields_by_name['dataset_id']._options = None +_GETMODELREQUEST.fields_by_name['model_id']._options = None +_PATCHMODELREQUEST.fields_by_name['project_id']._options = None +_PATCHMODELREQUEST.fields_by_name['dataset_id']._options = None +_PATCHMODELREQUEST.fields_by_name['model_id']._options = None +_PATCHMODELREQUEST.fields_by_name['model']._options = None +_DELETEMODELREQUEST.fields_by_name['project_id']._options = None +_DELETEMODELREQUEST.fields_by_name['dataset_id']._options = None +_DELETEMODELREQUEST.fields_by_name['model_id']._options = None +_LISTMODELSREQUEST.fields_by_name['project_id']._options = None +_LISTMODELSREQUEST.fields_by_name['dataset_id']._options = None _MODELSERVICE = _descriptor.ServiceDescriptor( - name="ModelService", - full_name="google.cloud.bigquery.v2.ModelService", - file=DESCRIPTOR, + name='ModelService', + full_name='google.cloud.bigquery.v2.ModelService', + file=DESCRIPTOR, + index=0, + serialized_options=b'\312A\027bigquery.googleapis.com\322A\302\001https://www.googleapis.com/auth/bigquery,https://www.googleapis.com/auth/bigquery.readonly,https://www.googleapis.com/auth/cloud-platform,https://www.googleapis.com/auth/cloud-platform.read-only', + create_key=_descriptor._internal_create_key, + serialized_start=7804, + serialized_end=8566, + methods=[ + _descriptor.MethodDescriptor( + name='GetModel', + full_name='google.cloud.bigquery.v2.ModelService.GetModel', index=0, - serialized_options=b"\312A\027bigquery.googleapis.com\322A\302\001https://www.googleapis.com/auth/bigquery,https://www.googleapis.com/auth/bigquery.readonly,https://www.googleapis.com/auth/cloud-platform,https://www.googleapis.com/auth/cloud-platform.read-only", + containing_service=None, + input_type=_GETMODELREQUEST, + output_type=_MODEL, + serialized_options=b'\332A\036project_id,dataset_id,model_id', create_key=_descriptor._internal_create_key, - serialized_start=7804, - serialized_end=8566, - methods=[ - _descriptor.MethodDescriptor( - name="GetModel", - full_name="google.cloud.bigquery.v2.ModelService.GetModel", - index=0, - containing_service=None, - input_type=_GETMODELREQUEST, - output_type=_MODEL, - serialized_options=b"\332A\036project_id,dataset_id,model_id", - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name="ListModels", - full_name="google.cloud.bigquery.v2.ModelService.ListModels", - index=1, - containing_service=None, - input_type=_LISTMODELSREQUEST, - output_type=_LISTMODELSRESPONSE, - serialized_options=b"\332A!project_id,dataset_id,max_results", - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name="PatchModel", - full_name="google.cloud.bigquery.v2.ModelService.PatchModel", - index=2, - containing_service=None, - input_type=_PATCHMODELREQUEST, - output_type=_MODEL, - serialized_options=b"\332A$project_id,dataset_id,model_id,model", - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name="DeleteModel", - full_name="google.cloud.bigquery.v2.ModelService.DeleteModel", - index=3, - containing_service=None, - input_type=_DELETEMODELREQUEST, - output_type=google_dot_protobuf_dot_empty__pb2._EMPTY, - serialized_options=b"\332A\036project_id,dataset_id,model_id", - create_key=_descriptor._internal_create_key, - ), - ], -) + ), + _descriptor.MethodDescriptor( + name='ListModels', + full_name='google.cloud.bigquery.v2.ModelService.ListModels', + index=1, + containing_service=None, + input_type=_LISTMODELSREQUEST, + output_type=_LISTMODELSRESPONSE, + serialized_options=b'\332A!project_id,dataset_id,max_results', + create_key=_descriptor._internal_create_key, + ), + _descriptor.MethodDescriptor( + name='PatchModel', + full_name='google.cloud.bigquery.v2.ModelService.PatchModel', + index=2, + containing_service=None, + input_type=_PATCHMODELREQUEST, + output_type=_MODEL, + serialized_options=b'\332A$project_id,dataset_id,model_id,model', + create_key=_descriptor._internal_create_key, + ), + _descriptor.MethodDescriptor( + name='DeleteModel', + full_name='google.cloud.bigquery.v2.ModelService.DeleteModel', + index=3, + containing_service=None, + input_type=_DELETEMODELREQUEST, + output_type=google_dot_protobuf_dot_empty__pb2._EMPTY, + serialized_options=b'\332A\036project_id,dataset_id,model_id', + create_key=_descriptor._internal_create_key, + ), +]) _sym_db.RegisterServiceDescriptor(_MODELSERVICE) -DESCRIPTOR.services_by_name["ModelService"] = _MODELSERVICE +DESCRIPTOR.services_by_name['ModelService'] = _MODELSERVICE # @@protoc_insertion_point(module_scope) diff --git a/google/cloud/bigquery_v2/proto/model_pb2_grpc.py b/google/cloud/bigquery_v2/proto/model_pb2_grpc.py index 13db95717..27690fe62 100644 --- a/google/cloud/bigquery_v2/proto/model_pb2_grpc.py +++ b/google/cloud/bigquery_v2/proto/model_pb2_grpc.py @@ -2,9 +2,7 @@ """Client and server classes corresponding to protobuf-defined services.""" import grpc -from google.cloud.bigquery_v2.proto import ( - model_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2, -) +from google.cloud.bigquery_v2.proto import model_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2 @@ -18,25 +16,25 @@ def __init__(self, channel): channel: A grpc.Channel. """ self.GetModel = channel.unary_unary( - "/google.cloud.bigquery.v2.ModelService/GetModel", - request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.GetModelRequest.SerializeToString, - response_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.FromString, - ) + '/google.cloud.bigquery.v2.ModelService/GetModel', + request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.GetModelRequest.SerializeToString, + response_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.FromString, + ) self.ListModels = channel.unary_unary( - "/google.cloud.bigquery.v2.ModelService/ListModels", - request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsRequest.SerializeToString, - response_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsResponse.FromString, - ) + '/google.cloud.bigquery.v2.ModelService/ListModels', + request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsRequest.SerializeToString, + response_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsResponse.FromString, + ) self.PatchModel = channel.unary_unary( - "/google.cloud.bigquery.v2.ModelService/PatchModel", - request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.PatchModelRequest.SerializeToString, - response_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.FromString, - ) + '/google.cloud.bigquery.v2.ModelService/PatchModel', + request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.PatchModelRequest.SerializeToString, + response_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.FromString, + ) self.DeleteModel = channel.unary_unary( - "/google.cloud.bigquery.v2.ModelService/DeleteModel", - request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.DeleteModelRequest.SerializeToString, - response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString, - ) + '/google.cloud.bigquery.v2.ModelService/DeleteModel', + request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.DeleteModelRequest.SerializeToString, + response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString, + ) class ModelServiceServicer(object): @@ -46,169 +44,124 @@ def GetModel(self, request, context): """Gets the specified model resource by model ID. """ context.set_code(grpc.StatusCode.UNIMPLEMENTED) - context.set_details("Method not implemented!") - raise NotImplementedError("Method not implemented!") + context.set_details('Method not implemented!') + raise NotImplementedError('Method not implemented!') def ListModels(self, request, context): """Lists all models in the specified dataset. Requires the READER dataset role. """ context.set_code(grpc.StatusCode.UNIMPLEMENTED) - context.set_details("Method not implemented!") - raise NotImplementedError("Method not implemented!") + context.set_details('Method not implemented!') + raise NotImplementedError('Method not implemented!') def PatchModel(self, request, context): """Patch specific fields in the specified model. """ context.set_code(grpc.StatusCode.UNIMPLEMENTED) - context.set_details("Method not implemented!") - raise NotImplementedError("Method not implemented!") + context.set_details('Method not implemented!') + raise NotImplementedError('Method not implemented!') def DeleteModel(self, request, context): """Deletes the model specified by modelId from the dataset. """ context.set_code(grpc.StatusCode.UNIMPLEMENTED) - context.set_details("Method not implemented!") - raise NotImplementedError("Method not implemented!") + context.set_details('Method not implemented!') + raise NotImplementedError('Method not implemented!') def add_ModelServiceServicer_to_server(servicer, server): rpc_method_handlers = { - "GetModel": grpc.unary_unary_rpc_method_handler( - servicer.GetModel, - request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.GetModelRequest.FromString, - response_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.SerializeToString, - ), - "ListModels": grpc.unary_unary_rpc_method_handler( - servicer.ListModels, - request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsRequest.FromString, - response_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsResponse.SerializeToString, - ), - "PatchModel": grpc.unary_unary_rpc_method_handler( - servicer.PatchModel, - request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.PatchModelRequest.FromString, - response_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.SerializeToString, - ), - "DeleteModel": grpc.unary_unary_rpc_method_handler( - servicer.DeleteModel, - request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.DeleteModelRequest.FromString, - response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString, - ), + 'GetModel': grpc.unary_unary_rpc_method_handler( + servicer.GetModel, + request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.GetModelRequest.FromString, + response_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.SerializeToString, + ), + 'ListModels': grpc.unary_unary_rpc_method_handler( + servicer.ListModels, + request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsRequest.FromString, + response_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsResponse.SerializeToString, + ), + 'PatchModel': grpc.unary_unary_rpc_method_handler( + servicer.PatchModel, + request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.PatchModelRequest.FromString, + response_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.SerializeToString, + ), + 'DeleteModel': grpc.unary_unary_rpc_method_handler( + servicer.DeleteModel, + request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.DeleteModelRequest.FromString, + response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString, + ), } generic_handler = grpc.method_handlers_generic_handler( - "google.cloud.bigquery.v2.ModelService", rpc_method_handlers - ) + 'google.cloud.bigquery.v2.ModelService', rpc_method_handlers) server.add_generic_rpc_handlers((generic_handler,)) -# This class is part of an EXPERIMENTAL API. + # This class is part of an EXPERIMENTAL API. class ModelService(object): """Missing associated documentation comment in .proto file.""" @staticmethod - def GetModel( - request, - target, - options=(), - channel_credentials=None, - call_credentials=None, - compression=None, - wait_for_ready=None, - timeout=None, - metadata=None, - ): - return grpc.experimental.unary_unary( - request, + def GetModel(request, target, - "/google.cloud.bigquery.v2.ModelService/GetModel", + options=(), + channel_credentials=None, + call_credentials=None, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None): + return grpc.experimental.unary_unary(request, target, '/google.cloud.bigquery.v2.ModelService/GetModel', google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.GetModelRequest.SerializeToString, google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.FromString, - options, - channel_credentials, - call_credentials, - compression, - wait_for_ready, - timeout, - metadata, - ) + options, channel_credentials, + call_credentials, compression, wait_for_ready, timeout, metadata) @staticmethod - def ListModels( - request, - target, - options=(), - channel_credentials=None, - call_credentials=None, - compression=None, - wait_for_ready=None, - timeout=None, - metadata=None, - ): - return grpc.experimental.unary_unary( - request, + def ListModels(request, target, - "/google.cloud.bigquery.v2.ModelService/ListModels", + options=(), + channel_credentials=None, + call_credentials=None, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None): + return grpc.experimental.unary_unary(request, target, '/google.cloud.bigquery.v2.ModelService/ListModels', google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsRequest.SerializeToString, google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsResponse.FromString, - options, - channel_credentials, - call_credentials, - compression, - wait_for_ready, - timeout, - metadata, - ) + options, channel_credentials, + call_credentials, compression, wait_for_ready, timeout, metadata) @staticmethod - def PatchModel( - request, - target, - options=(), - channel_credentials=None, - call_credentials=None, - compression=None, - wait_for_ready=None, - timeout=None, - metadata=None, - ): - return grpc.experimental.unary_unary( - request, + def PatchModel(request, target, - "/google.cloud.bigquery.v2.ModelService/PatchModel", + options=(), + channel_credentials=None, + call_credentials=None, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None): + return grpc.experimental.unary_unary(request, target, '/google.cloud.bigquery.v2.ModelService/PatchModel', google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.PatchModelRequest.SerializeToString, google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.FromString, - options, - channel_credentials, - call_credentials, - compression, - wait_for_ready, - timeout, - metadata, - ) + options, channel_credentials, + call_credentials, compression, wait_for_ready, timeout, metadata) @staticmethod - def DeleteModel( - request, - target, - options=(), - channel_credentials=None, - call_credentials=None, - compression=None, - wait_for_ready=None, - timeout=None, - metadata=None, - ): - return grpc.experimental.unary_unary( - request, + def DeleteModel(request, target, - "/google.cloud.bigquery.v2.ModelService/DeleteModel", + options=(), + channel_credentials=None, + call_credentials=None, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None): + return grpc.experimental.unary_unary(request, target, '/google.cloud.bigquery.v2.ModelService/DeleteModel', google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.DeleteModelRequest.SerializeToString, google_dot_protobuf_dot_empty__pb2.Empty.FromString, - options, - channel_credentials, - call_credentials, - compression, - wait_for_ready, - timeout, - metadata, - ) + options, channel_credentials, + call_credentials, compression, wait_for_ready, timeout, metadata) diff --git a/google/cloud/bigquery_v2/proto/model_reference_pb2.py b/google/cloud/bigquery_v2/proto/model_reference_pb2.py index 07d7e4c4b..8b998acb6 100644 --- a/google/cloud/bigquery_v2/proto/model_reference_pb2.py +++ b/google/cloud/bigquery_v2/proto/model_reference_pb2.py @@ -6,7 +6,6 @@ from google.protobuf import message as _message from google.protobuf import reflection as _reflection from google.protobuf import symbol_database as _symbol_database - # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() @@ -17,107 +16,71 @@ DESCRIPTOR = _descriptor.FileDescriptor( - name="google/cloud/bigquery_v2/proto/model_reference.proto", - package="google.cloud.bigquery.v2", - syntax="proto3", - serialized_options=b"\n\034com.google.cloud.bigquery.v2B\023ModelReferenceProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery", - create_key=_descriptor._internal_create_key, - serialized_pb=b'\n4google/cloud/bigquery_v2/proto/model_reference.proto\x12\x18google.cloud.bigquery.v2\x1a\x1fgoogle/api/field_behavior.proto\x1a\x1cgoogle/api/annotations.proto"Y\n\x0eModelReference\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02\x42u\n\x1c\x63om.google.cloud.bigquery.v2B\x13ModelReferenceProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3', - dependencies=[ - google_dot_api_dot_field__behavior__pb2.DESCRIPTOR, - google_dot_api_dot_annotations__pb2.DESCRIPTOR, - ], -) + name='google/cloud/bigquery_v2/proto/model_reference.proto', + package='google.cloud.bigquery.v2', + syntax='proto3', + serialized_options=b'\n\034com.google.cloud.bigquery.v2B\023ModelReferenceProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery', + create_key=_descriptor._internal_create_key, + serialized_pb=b'\n4google/cloud/bigquery_v2/proto/model_reference.proto\x12\x18google.cloud.bigquery.v2\x1a\x1fgoogle/api/field_behavior.proto\x1a\x1cgoogle/api/annotations.proto\"Y\n\x0eModelReference\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02\x42u\n\x1c\x63om.google.cloud.bigquery.v2B\x13ModelReferenceProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3' + , + dependencies=[google_dot_api_dot_field__behavior__pb2.DESCRIPTOR,google_dot_api_dot_annotations__pb2.DESCRIPTOR,]) + + _MODELREFERENCE = _descriptor.Descriptor( - name="ModelReference", - full_name="google.cloud.bigquery.v2.ModelReference", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="project_id", - full_name="google.cloud.bigquery.v2.ModelReference.project_id", - index=0, - number=1, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="dataset_id", - full_name="google.cloud.bigquery.v2.ModelReference.dataset_id", - index=1, - number=2, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="model_id", - full_name="google.cloud.bigquery.v2.ModelReference.model_id", - index=2, - number=3, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=145, - serialized_end=234, + name='ModelReference', + full_name='google.cloud.bigquery.v2.ModelReference', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='project_id', full_name='google.cloud.bigquery.v2.ModelReference.project_id', index=0, + number=1, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='dataset_id', full_name='google.cloud.bigquery.v2.ModelReference.dataset_id', index=1, + number=2, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='model_id', full_name='google.cloud.bigquery.v2.ModelReference.model_id', index=2, + number=3, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=145, + serialized_end=234, ) -DESCRIPTOR.message_types_by_name["ModelReference"] = _MODELREFERENCE +DESCRIPTOR.message_types_by_name['ModelReference'] = _MODELREFERENCE _sym_db.RegisterFileDescriptor(DESCRIPTOR) -ModelReference = _reflection.GeneratedProtocolMessageType( - "ModelReference", - (_message.Message,), - { - "DESCRIPTOR": _MODELREFERENCE, - "__module__": "google.cloud.bigquery_v2.proto.model_reference_pb2", - "__doc__": """Id path of a model. +ModelReference = _reflection.GeneratedProtocolMessageType('ModelReference', (_message.Message,), { + 'DESCRIPTOR' : _MODELREFERENCE, + '__module__' : 'google.cloud.bigquery_v2.proto.model_reference_pb2' + , + '__doc__': """Id path of a model. Attributes: project_id: @@ -129,14 +92,13 @@ letters (a-z, A-Z), numbers (0-9), or underscores (_). The maximum length is 1,024 characters. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.ModelReference) - }, -) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.ModelReference) + }) _sym_db.RegisterMessage(ModelReference) DESCRIPTOR._options = None -_MODELREFERENCE.fields_by_name["project_id"]._options = None -_MODELREFERENCE.fields_by_name["dataset_id"]._options = None -_MODELREFERENCE.fields_by_name["model_id"]._options = None +_MODELREFERENCE.fields_by_name['project_id']._options = None +_MODELREFERENCE.fields_by_name['dataset_id']._options = None +_MODELREFERENCE.fields_by_name['model_id']._options = None # @@protoc_insertion_point(module_scope) diff --git a/google/cloud/bigquery_v2/proto/model_reference_pb2_grpc.py b/google/cloud/bigquery_v2/proto/model_reference_pb2_grpc.py index 8a9393943..2daafffeb 100644 --- a/google/cloud/bigquery_v2/proto/model_reference_pb2_grpc.py +++ b/google/cloud/bigquery_v2/proto/model_reference_pb2_grpc.py @@ -1,3 +1,4 @@ # Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT! """Client and server classes corresponding to protobuf-defined services.""" import grpc + diff --git a/google/cloud/bigquery_v2/proto/standard_sql_pb2.py b/google/cloud/bigquery_v2/proto/standard_sql_pb2.py index 15f6715a2..2f14d48ca 100644 --- a/google/cloud/bigquery_v2/proto/standard_sql_pb2.py +++ b/google/cloud/bigquery_v2/proto/standard_sql_pb2.py @@ -6,7 +6,6 @@ from google.protobuf import message as _message from google.protobuf import reflection as _reflection from google.protobuf import symbol_database as _symbol_database - # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() @@ -17,369 +16,247 @@ DESCRIPTOR = _descriptor.FileDescriptor( - name="google/cloud/bigquery_v2/proto/standard_sql.proto", - package="google.cloud.bigquery.v2", - syntax="proto3", - serialized_options=b"\n\034com.google.cloud.bigquery.v2B\020StandardSqlProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery", - create_key=_descriptor._internal_create_key, - serialized_pb=b'\n1google/cloud/bigquery_v2/proto/standard_sql.proto\x12\x18google.cloud.bigquery.v2\x1a\x1fgoogle/api/field_behavior.proto\x1a\x1cgoogle/api/annotations.proto"\xcb\x03\n\x13StandardSqlDataType\x12N\n\ttype_kind\x18\x01 \x01(\x0e\x32\x36.google.cloud.bigquery.v2.StandardSqlDataType.TypeKindB\x03\xe0\x41\x02\x12K\n\x12\x61rray_element_type\x18\x02 \x01(\x0b\x32-.google.cloud.bigquery.v2.StandardSqlDataTypeH\x00\x12\x46\n\x0bstruct_type\x18\x03 \x01(\x0b\x32/.google.cloud.bigquery.v2.StandardSqlStructTypeH\x00"\xc2\x01\n\x08TypeKind\x12\x19\n\x15TYPE_KIND_UNSPECIFIED\x10\x00\x12\t\n\x05INT64\x10\x02\x12\x08\n\x04\x42OOL\x10\x05\x12\x0b\n\x07\x46LOAT64\x10\x07\x12\n\n\x06STRING\x10\x08\x12\t\n\x05\x42YTES\x10\t\x12\r\n\tTIMESTAMP\x10\x13\x12\x08\n\x04\x44\x41TE\x10\n\x12\x08\n\x04TIME\x10\x14\x12\x0c\n\x08\x44\x41TETIME\x10\x15\x12\r\n\tGEOGRAPHY\x10\x16\x12\x0b\n\x07NUMERIC\x10\x17\x12\t\n\x05\x41RRAY\x10\x10\x12\n\n\x06STRUCT\x10\x11\x42\n\n\x08sub_type"g\n\x10StandardSqlField\x12\x11\n\x04name\x18\x01 \x01(\tB\x03\xe0\x41\x01\x12@\n\x04type\x18\x02 \x01(\x0b\x32-.google.cloud.bigquery.v2.StandardSqlDataTypeB\x03\xe0\x41\x01"S\n\x15StandardSqlStructType\x12:\n\x06\x66ields\x18\x01 \x03(\x0b\x32*.google.cloud.bigquery.v2.StandardSqlFieldBr\n\x1c\x63om.google.cloud.bigquery.v2B\x10StandardSqlProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3', - dependencies=[ - google_dot_api_dot_field__behavior__pb2.DESCRIPTOR, - google_dot_api_dot_annotations__pb2.DESCRIPTOR, - ], -) + name='google/cloud/bigquery_v2/proto/standard_sql.proto', + package='google.cloud.bigquery.v2', + syntax='proto3', + serialized_options=b'\n\034com.google.cloud.bigquery.v2B\020StandardSqlProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery', + create_key=_descriptor._internal_create_key, + serialized_pb=b'\n1google/cloud/bigquery_v2/proto/standard_sql.proto\x12\x18google.cloud.bigquery.v2\x1a\x1fgoogle/api/field_behavior.proto\x1a\x1cgoogle/api/annotations.proto\"\xcb\x03\n\x13StandardSqlDataType\x12N\n\ttype_kind\x18\x01 \x01(\x0e\x32\x36.google.cloud.bigquery.v2.StandardSqlDataType.TypeKindB\x03\xe0\x41\x02\x12K\n\x12\x61rray_element_type\x18\x02 \x01(\x0b\x32-.google.cloud.bigquery.v2.StandardSqlDataTypeH\x00\x12\x46\n\x0bstruct_type\x18\x03 \x01(\x0b\x32/.google.cloud.bigquery.v2.StandardSqlStructTypeH\x00\"\xc2\x01\n\x08TypeKind\x12\x19\n\x15TYPE_KIND_UNSPECIFIED\x10\x00\x12\t\n\x05INT64\x10\x02\x12\x08\n\x04\x42OOL\x10\x05\x12\x0b\n\x07\x46LOAT64\x10\x07\x12\n\n\x06STRING\x10\x08\x12\t\n\x05\x42YTES\x10\t\x12\r\n\tTIMESTAMP\x10\x13\x12\x08\n\x04\x44\x41TE\x10\n\x12\x08\n\x04TIME\x10\x14\x12\x0c\n\x08\x44\x41TETIME\x10\x15\x12\r\n\tGEOGRAPHY\x10\x16\x12\x0b\n\x07NUMERIC\x10\x17\x12\t\n\x05\x41RRAY\x10\x10\x12\n\n\x06STRUCT\x10\x11\x42\n\n\x08sub_type\"g\n\x10StandardSqlField\x12\x11\n\x04name\x18\x01 \x01(\tB\x03\xe0\x41\x01\x12@\n\x04type\x18\x02 \x01(\x0b\x32-.google.cloud.bigquery.v2.StandardSqlDataTypeB\x03\xe0\x41\x01\"S\n\x15StandardSqlStructType\x12:\n\x06\x66ields\x18\x01 \x03(\x0b\x32*.google.cloud.bigquery.v2.StandardSqlFieldBr\n\x1c\x63om.google.cloud.bigquery.v2B\x10StandardSqlProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3' + , + dependencies=[google_dot_api_dot_field__behavior__pb2.DESCRIPTOR,google_dot_api_dot_annotations__pb2.DESCRIPTOR,]) + _STANDARDSQLDATATYPE_TYPEKIND = _descriptor.EnumDescriptor( - name="TypeKind", - full_name="google.cloud.bigquery.v2.StandardSqlDataType.TypeKind", - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name="TYPE_KIND_UNSPECIFIED", - index=0, - number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="INT64", - index=1, - number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="BOOL", - index=2, - number=5, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="FLOAT64", - index=3, - number=7, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="STRING", - index=4, - number=8, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="BYTES", - index=5, - number=9, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="TIMESTAMP", - index=6, - number=19, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="DATE", - index=7, - number=10, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="TIME", - index=8, - number=20, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="DATETIME", - index=9, - number=21, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="GEOGRAPHY", - index=10, - number=22, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="NUMERIC", - index=11, - number=23, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="ARRAY", - index=12, - number=16, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.EnumValueDescriptor( - name="STRUCT", - index=13, - number=17, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key, - ), - ], - containing_type=None, - serialized_options=None, - serialized_start=396, - serialized_end=590, + name='TypeKind', + full_name='google.cloud.bigquery.v2.StandardSqlDataType.TypeKind', + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name='TYPE_KIND_UNSPECIFIED', index=0, number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='INT64', index=1, number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='BOOL', index=2, number=5, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='FLOAT64', index=3, number=7, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='STRING', index=4, number=8, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='BYTES', index=5, number=9, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='TIMESTAMP', index=6, number=19, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='DATE', index=7, number=10, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='TIME', index=8, number=20, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='DATETIME', index=9, number=21, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='GEOGRAPHY', index=10, number=22, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='NUMERIC', index=11, number=23, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='ARRAY', index=12, number=16, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + _descriptor.EnumValueDescriptor( + name='STRUCT', index=13, number=17, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key), + ], + containing_type=None, + serialized_options=None, + serialized_start=396, + serialized_end=590, ) _sym_db.RegisterEnumDescriptor(_STANDARDSQLDATATYPE_TYPEKIND) _STANDARDSQLDATATYPE = _descriptor.Descriptor( - name="StandardSqlDataType", - full_name="google.cloud.bigquery.v2.StandardSqlDataType", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="type_kind", - full_name="google.cloud.bigquery.v2.StandardSqlDataType.type_kind", - index=0, - number=1, - type=14, - cpp_type=8, - label=1, - has_default_value=False, - default_value=0, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\002", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="array_element_type", - full_name="google.cloud.bigquery.v2.StandardSqlDataType.array_element_type", - index=1, - number=2, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="struct_type", - full_name="google.cloud.bigquery.v2.StandardSqlDataType.struct_type", - index=2, - number=3, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[_STANDARDSQLDATATYPE_TYPEKIND,], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[ - _descriptor.OneofDescriptor( - name="sub_type", - full_name="google.cloud.bigquery.v2.StandardSqlDataType.sub_type", - index=0, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[], - ), - ], - serialized_start=143, - serialized_end=602, + name='StandardSqlDataType', + full_name='google.cloud.bigquery.v2.StandardSqlDataType', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='type_kind', full_name='google.cloud.bigquery.v2.StandardSqlDataType.type_kind', index=0, + number=1, type=14, cpp_type=8, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='array_element_type', full_name='google.cloud.bigquery.v2.StandardSqlDataType.array_element_type', index=1, + number=2, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='struct_type', full_name='google.cloud.bigquery.v2.StandardSqlDataType.struct_type', index=2, + number=3, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + _STANDARDSQLDATATYPE_TYPEKIND, + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + _descriptor.OneofDescriptor( + name='sub_type', full_name='google.cloud.bigquery.v2.StandardSqlDataType.sub_type', + index=0, containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[]), + ], + serialized_start=143, + serialized_end=602, ) _STANDARDSQLFIELD = _descriptor.Descriptor( - name="StandardSqlField", - full_name="google.cloud.bigquery.v2.StandardSqlField", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="name", - full_name="google.cloud.bigquery.v2.StandardSqlField.name", - index=0, - number=1, - type=9, - cpp_type=9, - label=1, - has_default_value=False, - default_value=b"".decode("utf-8"), - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\001", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - _descriptor.FieldDescriptor( - name="type", - full_name="google.cloud.bigquery.v2.StandardSqlField.type", - index=1, - number=2, - type=11, - cpp_type=10, - label=1, - has_default_value=False, - default_value=None, - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=b"\340A\001", - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=604, - serialized_end=707, + name='StandardSqlField', + full_name='google.cloud.bigquery.v2.StandardSqlField', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='name', full_name='google.cloud.bigquery.v2.StandardSqlField.name', index=0, + number=1, type=9, cpp_type=9, label=1, + has_default_value=False, default_value=b"".decode('utf-8'), + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='type', full_name='google.cloud.bigquery.v2.StandardSqlField.type', index=1, + number=2, type=11, cpp_type=10, label=1, + has_default_value=False, default_value=None, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=b'\340A\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=604, + serialized_end=707, ) _STANDARDSQLSTRUCTTYPE = _descriptor.Descriptor( - name="StandardSqlStructType", - full_name="google.cloud.bigquery.v2.StandardSqlStructType", - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name="fields", - full_name="google.cloud.bigquery.v2.StandardSqlStructType.fields", - index=0, - number=1, - type=11, - cpp_type=10, - label=3, - has_default_value=False, - default_value=[], - message_type=None, - enum_type=None, - containing_type=None, - is_extension=False, - extension_scope=None, - serialized_options=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - ), - ], - extensions=[], - nested_types=[], - enum_types=[], - serialized_options=None, - is_extendable=False, - syntax="proto3", - extension_ranges=[], - oneofs=[], - serialized_start=709, - serialized_end=792, + name='StandardSqlStructType', + full_name='google.cloud.bigquery.v2.StandardSqlStructType', + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name='fields', full_name='google.cloud.bigquery.v2.StandardSqlStructType.fields', index=0, + number=1, type=11, cpp_type=10, label=3, + has_default_value=False, default_value=[], + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + ], + extensions=[ + ], + nested_types=[], + enum_types=[ + ], + serialized_options=None, + is_extendable=False, + syntax='proto3', + extension_ranges=[], + oneofs=[ + ], + serialized_start=709, + serialized_end=792, ) -_STANDARDSQLDATATYPE.fields_by_name[ - "type_kind" -].enum_type = _STANDARDSQLDATATYPE_TYPEKIND -_STANDARDSQLDATATYPE.fields_by_name[ - "array_element_type" -].message_type = _STANDARDSQLDATATYPE -_STANDARDSQLDATATYPE.fields_by_name["struct_type"].message_type = _STANDARDSQLSTRUCTTYPE +_STANDARDSQLDATATYPE.fields_by_name['type_kind'].enum_type = _STANDARDSQLDATATYPE_TYPEKIND +_STANDARDSQLDATATYPE.fields_by_name['array_element_type'].message_type = _STANDARDSQLDATATYPE +_STANDARDSQLDATATYPE.fields_by_name['struct_type'].message_type = _STANDARDSQLSTRUCTTYPE _STANDARDSQLDATATYPE_TYPEKIND.containing_type = _STANDARDSQLDATATYPE -_STANDARDSQLDATATYPE.oneofs_by_name["sub_type"].fields.append( - _STANDARDSQLDATATYPE.fields_by_name["array_element_type"] -) -_STANDARDSQLDATATYPE.fields_by_name[ - "array_element_type" -].containing_oneof = _STANDARDSQLDATATYPE.oneofs_by_name["sub_type"] -_STANDARDSQLDATATYPE.oneofs_by_name["sub_type"].fields.append( - _STANDARDSQLDATATYPE.fields_by_name["struct_type"] -) -_STANDARDSQLDATATYPE.fields_by_name[ - "struct_type" -].containing_oneof = _STANDARDSQLDATATYPE.oneofs_by_name["sub_type"] -_STANDARDSQLFIELD.fields_by_name["type"].message_type = _STANDARDSQLDATATYPE -_STANDARDSQLSTRUCTTYPE.fields_by_name["fields"].message_type = _STANDARDSQLFIELD -DESCRIPTOR.message_types_by_name["StandardSqlDataType"] = _STANDARDSQLDATATYPE -DESCRIPTOR.message_types_by_name["StandardSqlField"] = _STANDARDSQLFIELD -DESCRIPTOR.message_types_by_name["StandardSqlStructType"] = _STANDARDSQLSTRUCTTYPE +_STANDARDSQLDATATYPE.oneofs_by_name['sub_type'].fields.append( + _STANDARDSQLDATATYPE.fields_by_name['array_element_type']) +_STANDARDSQLDATATYPE.fields_by_name['array_element_type'].containing_oneof = _STANDARDSQLDATATYPE.oneofs_by_name['sub_type'] +_STANDARDSQLDATATYPE.oneofs_by_name['sub_type'].fields.append( + _STANDARDSQLDATATYPE.fields_by_name['struct_type']) +_STANDARDSQLDATATYPE.fields_by_name['struct_type'].containing_oneof = _STANDARDSQLDATATYPE.oneofs_by_name['sub_type'] +_STANDARDSQLFIELD.fields_by_name['type'].message_type = _STANDARDSQLDATATYPE +_STANDARDSQLSTRUCTTYPE.fields_by_name['fields'].message_type = _STANDARDSQLFIELD +DESCRIPTOR.message_types_by_name['StandardSqlDataType'] = _STANDARDSQLDATATYPE +DESCRIPTOR.message_types_by_name['StandardSqlField'] = _STANDARDSQLFIELD +DESCRIPTOR.message_types_by_name['StandardSqlStructType'] = _STANDARDSQLSTRUCTTYPE _sym_db.RegisterFileDescriptor(DESCRIPTOR) -StandardSqlDataType = _reflection.GeneratedProtocolMessageType( - "StandardSqlDataType", - (_message.Message,), - { - "DESCRIPTOR": _STANDARDSQLDATATYPE, - "__module__": "google.cloud.bigquery_v2.proto.standard_sql_pb2", - "__doc__": """The type of a variable, e.g., a function argument. Examples: INT64: +StandardSqlDataType = _reflection.GeneratedProtocolMessageType('StandardSqlDataType', (_message.Message,), { + 'DESCRIPTOR' : _STANDARDSQLDATATYPE, + '__module__' : 'google.cloud.bigquery_v2.proto.standard_sql_pb2' + , + '__doc__': """The type of a variable, e.g., a function argument. Examples: INT64: {type_kind=``INT64``} ARRAY: {type_kind=``ARRAY``, array_element_type=``STRING``} STRUCT: {type_kind=``STRUCT``, struct_type={fields=[ {name=``x``, @@ -395,18 +272,15 @@ struct_type: The fields of this struct, in order, if type_kind = ``STRUCT``. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.StandardSqlDataType) - }, -) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.StandardSqlDataType) + }) _sym_db.RegisterMessage(StandardSqlDataType) -StandardSqlField = _reflection.GeneratedProtocolMessageType( - "StandardSqlField", - (_message.Message,), - { - "DESCRIPTOR": _STANDARDSQLFIELD, - "__module__": "google.cloud.bigquery_v2.proto.standard_sql_pb2", - "__doc__": """A field or a column. +StandardSqlField = _reflection.GeneratedProtocolMessageType('StandardSqlField', (_message.Message,), { + 'DESCRIPTOR' : _STANDARDSQLFIELD, + '__module__' : 'google.cloud.bigquery_v2.proto.standard_sql_pb2' + , + '__doc__': """A field or a column. Attributes: name: @@ -418,25 +292,20 @@ type; in this case the output parameter does not have this ``type`` field). """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.StandardSqlField) - }, -) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.StandardSqlField) + }) _sym_db.RegisterMessage(StandardSqlField) -StandardSqlStructType = _reflection.GeneratedProtocolMessageType( - "StandardSqlStructType", - (_message.Message,), - { - "DESCRIPTOR": _STANDARDSQLSTRUCTTYPE, - "__module__": "google.cloud.bigquery_v2.proto.standard_sql_pb2" - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.StandardSqlStructType) - }, -) +StandardSqlStructType = _reflection.GeneratedProtocolMessageType('StandardSqlStructType', (_message.Message,), { + 'DESCRIPTOR' : _STANDARDSQLSTRUCTTYPE, + '__module__' : 'google.cloud.bigquery_v2.proto.standard_sql_pb2' + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.StandardSqlStructType) + }) _sym_db.RegisterMessage(StandardSqlStructType) DESCRIPTOR._options = None -_STANDARDSQLDATATYPE.fields_by_name["type_kind"]._options = None -_STANDARDSQLFIELD.fields_by_name["name"]._options = None -_STANDARDSQLFIELD.fields_by_name["type"]._options = None +_STANDARDSQLDATATYPE.fields_by_name['type_kind']._options = None +_STANDARDSQLFIELD.fields_by_name['name']._options = None +_STANDARDSQLFIELD.fields_by_name['type']._options = None # @@protoc_insertion_point(module_scope) diff --git a/google/cloud/bigquery_v2/proto/standard_sql_pb2_grpc.py b/google/cloud/bigquery_v2/proto/standard_sql_pb2_grpc.py index 8a9393943..2daafffeb 100644 --- a/google/cloud/bigquery_v2/proto/standard_sql_pb2_grpc.py +++ b/google/cloud/bigquery_v2/proto/standard_sql_pb2_grpc.py @@ -1,3 +1,4 @@ # Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT! """Client and server classes corresponding to protobuf-defined services.""" import grpc + diff --git a/google/cloud/bigquery_v2/types.py b/google/cloud/bigquery_v2/types.py index 7d4f9b732..eb720327e 100644 --- a/google/cloud/bigquery_v2/types.py +++ b/google/cloud/bigquery_v2/types.py @@ -49,10 +49,10 @@ setattr(sys.modules[__name__], name, message) names.append(name) for module in _local_modules: - for name, message in get_messages(module).items(): - message.__module__ = "google.cloud.bigquery_v2.types" - setattr(sys.modules[__name__], name, message) - names.append(name) + for name, message in get_messages(module).items(): + message.__module__ = 'google.cloud.bigquery_v2.types' + setattr(sys.modules[__name__], name, message) + names.append(name) __all__ = tuple(sorted(names)) diff --git a/synth.metadata b/synth.metadata index 859d089b9..f55b9c550 100644 --- a/synth.metadata +++ b/synth.metadata @@ -19,14 +19,14 @@ "git": { "name": "synthtool", "remote": "https://github.com/googleapis/synthtool.git", - "sha": "b8ff6a41e195cda91bbfb20d9f11d5e58b7cc218" + "sha": "f07cb4446192952f19be3056957f56d180586055" } }, { "git": { "name": "synthtool", "remote": "https://github.com/googleapis/synthtool.git", - "sha": "b8ff6a41e195cda91bbfb20d9f11d5e58b7cc218" + "sha": "f07cb4446192952f19be3056957f56d180586055" } } ], From 27be9dc26a711f53e4793b74900ab9c85f3f454c Mon Sep 17 00:00:00 2001 From: yoshi-automation Date: Fri, 31 Jul 2020 06:14:36 -0700 Subject: [PATCH 3/5] Revert "feat(python-library): changes to docs job (#700)" This reverts commit f07cb4446192952f19be3056957f56d180586055. Source-Author: Bu Sun Kim <8822365+busunkim96@users.noreply.github.com> Source-Date: Wed Jul 29 17:33:57 2020 -0700 Source-Repo: googleapis/synthtool Source-Sha: ee7506d15daa3873accfff9430eff7e3953f0248 Source-Link: https://github.com/googleapis/synthtool/commit/ee7506d15daa3873accfff9430eff7e3953f0248 --- docs/conf.py | 7 +- google/cloud/bigquery_v2/gapic/enums.py | 15 +- .../proto/encryption_config_pb2.py | 113 +- .../proto/encryption_config_pb2_grpc.py | 1 - google/cloud/bigquery_v2/proto/model_pb2.py | 5735 +++++++++++------ .../cloud/bigquery_v2/proto/model_pb2_grpc.py | 229 +- .../bigquery_v2/proto/model_reference_pb2.py | 164 +- .../proto/model_reference_pb2_grpc.py | 1 - .../bigquery_v2/proto/standard_sql_pb2.py | 605 +- .../proto/standard_sql_pb2_grpc.py | 1 - google/cloud/bigquery_v2/types.py | 8 +- synth.metadata | 4 +- 12 files changed, 4393 insertions(+), 2490 deletions(-) diff --git a/docs/conf.py b/docs/conf.py index 251e1f4ca..332b81b10 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -90,12 +90,7 @@ # List of patterns, relative to source directory, that match files and # directories to ignore when looking for source files. -exclude_patterns = [ - "_build", - "samples/AUTHORING_GUIDE.md", - "samples/CONTRIBUTING.md", - "samples/snippets/README.rst", -] +exclude_patterns = ["_build"] # The reST default role (used for this markup: `text`) to use for all # documents. diff --git a/google/cloud/bigquery_v2/gapic/enums.py b/google/cloud/bigquery_v2/gapic/enums.py index 13a1392aa..10d7c2517 100644 --- a/google/cloud/bigquery_v2/gapic/enums.py +++ b/google/cloud/bigquery_v2/gapic/enums.py @@ -33,6 +33,7 @@ class DataSplitMethod(enum.IntEnum): AUTO_SPLIT (int): Splits data automatically: Uses NO_SPLIT if the data size is small. Otherwise uses RANDOM. """ + DATA_SPLIT_METHOD_UNSPECIFIED = 0 RANDOM = 1 CUSTOM = 2 @@ -40,7 +41,6 @@ class DataSplitMethod(enum.IntEnum): NO_SPLIT = 4 AUTO_SPLIT = 5 - class DistanceType(enum.IntEnum): """ Distance metric used to compute the distance between two points. @@ -50,11 +50,11 @@ class DistanceType(enum.IntEnum): EUCLIDEAN (int): Eculidean distance. COSINE (int): Cosine distance. """ + DISTANCE_TYPE_UNSPECIFIED = 0 EUCLIDEAN = 1 COSINE = 2 - class LearnRateStrategy(enum.IntEnum): """ Indicates the learning rate optimization strategy to use. @@ -64,11 +64,11 @@ class LearnRateStrategy(enum.IntEnum): LINE_SEARCH (int): Use line search to determine learning rate. CONSTANT (int): Use a constant learning rate. """ + LEARN_RATE_STRATEGY_UNSPECIFIED = 0 LINE_SEARCH = 1 CONSTANT = 2 - class LossType(enum.IntEnum): """ Loss metric to evaluate model training performance. @@ -78,11 +78,11 @@ class LossType(enum.IntEnum): MEAN_SQUARED_LOSS (int): Mean squared loss, used for linear regression. MEAN_LOG_LOSS (int): Mean log loss, used for logistic regression. """ + LOSS_TYPE_UNSPECIFIED = 0 MEAN_SQUARED_LOSS = 1 MEAN_LOG_LOSS = 2 - class ModelType(enum.IntEnum): """ Indicates the type of the Model. @@ -94,13 +94,13 @@ class ModelType(enum.IntEnum): KMEANS (int): K-means clustering model. TENSORFLOW (int): [Beta] An imported TensorFlow model. """ + MODEL_TYPE_UNSPECIFIED = 0 LINEAR_REGRESSION = 1 LOGISTIC_REGRESSION = 2 KMEANS = 3 TENSORFLOW = 6 - class OptimizationStrategy(enum.IntEnum): """ Indicates the optimization strategy used for training. @@ -110,11 +110,11 @@ class OptimizationStrategy(enum.IntEnum): BATCH_GRADIENT_DESCENT (int): Uses an iterative batch gradient descent algorithm. NORMAL_EQUATION (int): Uses a normal equation to solve linear regression problem. """ + OPTIMIZATION_STRATEGY_UNSPECIFIED = 0 BATCH_GRADIENT_DESCENT = 1 NORMAL_EQUATION = 2 - class KmeansEnums(object): class KmeansInitializationMethod(enum.IntEnum): """ @@ -127,6 +127,7 @@ class KmeansInitializationMethod(enum.IntEnum): CUSTOM (int): Initializes the centroids using data specified in kmeans_initialization_column. """ + KMEANS_INITIALIZATION_METHOD_UNSPECIFIED = 0 RANDOM = 1 CUSTOM = 2 @@ -153,6 +154,7 @@ class TypeKind(enum.IntEnum): STRUCT (int): Encoded as a list with fields of type Type.struct_type[i]. List is used because a JSON object cannot have duplicate field names. """ + TYPE_KIND_UNSPECIFIED = 0 INT64 = 2 BOOL = 5 @@ -167,4 +169,3 @@ class TypeKind(enum.IntEnum): NUMERIC = 23 ARRAY = 16 STRUCT = 17 - \ No newline at end of file diff --git a/google/cloud/bigquery_v2/proto/encryption_config_pb2.py b/google/cloud/bigquery_v2/proto/encryption_config_pb2.py index 4e5510d9b..5147743b6 100644 --- a/google/cloud/bigquery_v2/proto/encryption_config_pb2.py +++ b/google/cloud/bigquery_v2/proto/encryption_config_pb2.py @@ -6,6 +6,7 @@ from google.protobuf import message as _message from google.protobuf import reflection as _reflection from google.protobuf import symbol_database as _symbol_database + # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() @@ -17,58 +18,73 @@ DESCRIPTOR = _descriptor.FileDescriptor( - name='google/cloud/bigquery_v2/proto/encryption_config.proto', - package='google.cloud.bigquery.v2', - syntax='proto3', - serialized_options=b'\n\034com.google.cloud.bigquery.v2B\025EncryptionConfigProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery', - create_key=_descriptor._internal_create_key, - serialized_pb=b'\n6google/cloud/bigquery_v2/proto/encryption_config.proto\x12\x18google.cloud.bigquery.v2\x1a\x1fgoogle/api/field_behavior.proto\x1a\x1egoogle/protobuf/wrappers.proto\x1a\x1cgoogle/api/annotations.proto\"R\n\x17\x45ncryptionConfiguration\x12\x37\n\x0ckms_key_name\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.StringValueB\x03\xe0\x41\x01\x42w\n\x1c\x63om.google.cloud.bigquery.v2B\x15\x45ncryptionConfigProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3' - , - dependencies=[google_dot_api_dot_field__behavior__pb2.DESCRIPTOR,google_dot_protobuf_dot_wrappers__pb2.DESCRIPTOR,google_dot_api_dot_annotations__pb2.DESCRIPTOR,]) - - + name="google/cloud/bigquery_v2/proto/encryption_config.proto", + package="google.cloud.bigquery.v2", + syntax="proto3", + serialized_options=b"\n\034com.google.cloud.bigquery.v2B\025EncryptionConfigProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery", + create_key=_descriptor._internal_create_key, + serialized_pb=b'\n6google/cloud/bigquery_v2/proto/encryption_config.proto\x12\x18google.cloud.bigquery.v2\x1a\x1fgoogle/api/field_behavior.proto\x1a\x1egoogle/protobuf/wrappers.proto\x1a\x1cgoogle/api/annotations.proto"R\n\x17\x45ncryptionConfiguration\x12\x37\n\x0ckms_key_name\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.StringValueB\x03\xe0\x41\x01\x42w\n\x1c\x63om.google.cloud.bigquery.v2B\x15\x45ncryptionConfigProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3', + dependencies=[ + google_dot_api_dot_field__behavior__pb2.DESCRIPTOR, + google_dot_protobuf_dot_wrappers__pb2.DESCRIPTOR, + google_dot_api_dot_annotations__pb2.DESCRIPTOR, + ], +) _ENCRYPTIONCONFIGURATION = _descriptor.Descriptor( - name='EncryptionConfiguration', - full_name='google.cloud.bigquery.v2.EncryptionConfiguration', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='kms_key_name', full_name='google.cloud.bigquery.v2.EncryptionConfiguration.kms_key_name', index=0, - number=1, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=179, - serialized_end=261, + name="EncryptionConfiguration", + full_name="google.cloud.bigquery.v2.EncryptionConfiguration", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="kms_key_name", + full_name="google.cloud.bigquery.v2.EncryptionConfiguration.kms_key_name", + index=0, + number=1, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\001", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=179, + serialized_end=261, ) -_ENCRYPTIONCONFIGURATION.fields_by_name['kms_key_name'].message_type = google_dot_protobuf_dot_wrappers__pb2._STRINGVALUE -DESCRIPTOR.message_types_by_name['EncryptionConfiguration'] = _ENCRYPTIONCONFIGURATION +_ENCRYPTIONCONFIGURATION.fields_by_name[ + "kms_key_name" +].message_type = google_dot_protobuf_dot_wrappers__pb2._STRINGVALUE +DESCRIPTOR.message_types_by_name["EncryptionConfiguration"] = _ENCRYPTIONCONFIGURATION _sym_db.RegisterFileDescriptor(DESCRIPTOR) -EncryptionConfiguration = _reflection.GeneratedProtocolMessageType('EncryptionConfiguration', (_message.Message,), { - 'DESCRIPTOR' : _ENCRYPTIONCONFIGURATION, - '__module__' : 'google.cloud.bigquery_v2.proto.encryption_config_pb2' - , - '__doc__': """Encryption configuration. +EncryptionConfiguration = _reflection.GeneratedProtocolMessageType( + "EncryptionConfiguration", + (_message.Message,), + { + "DESCRIPTOR": _ENCRYPTIONCONFIGURATION, + "__module__": "google.cloud.bigquery_v2.proto.encryption_config_pb2", + "__doc__": """Encryption configuration. Attributes: kms_key_name: @@ -77,11 +93,12 @@ Service Account associated with your project requires access to this encryption key. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.EncryptionConfiguration) - }) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.EncryptionConfiguration) + }, +) _sym_db.RegisterMessage(EncryptionConfiguration) DESCRIPTOR._options = None -_ENCRYPTIONCONFIGURATION.fields_by_name['kms_key_name']._options = None +_ENCRYPTIONCONFIGURATION.fields_by_name["kms_key_name"]._options = None # @@protoc_insertion_point(module_scope) diff --git a/google/cloud/bigquery_v2/proto/encryption_config_pb2_grpc.py b/google/cloud/bigquery_v2/proto/encryption_config_pb2_grpc.py index 2daafffeb..8a9393943 100644 --- a/google/cloud/bigquery_v2/proto/encryption_config_pb2_grpc.py +++ b/google/cloud/bigquery_v2/proto/encryption_config_pb2_grpc.py @@ -1,4 +1,3 @@ # Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT! """Client and server classes corresponding to protobuf-defined services.""" import grpc - diff --git a/google/cloud/bigquery_v2/proto/model_pb2.py b/google/cloud/bigquery_v2/proto/model_pb2.py index 7b772a1d6..f485c4568 100644 --- a/google/cloud/bigquery_v2/proto/model_pb2.py +++ b/google/cloud/bigquery_v2/proto/model_pb2.py @@ -6,6 +6,7 @@ from google.protobuf import message as _message from google.protobuf import reflection as _reflection from google.protobuf import symbol_database as _symbol_database + # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() @@ -13,9 +14,15 @@ from google.api import client_pb2 as google_dot_api_dot_client__pb2 from google.api import field_behavior_pb2 as google_dot_api_dot_field__behavior__pb2 -from google.cloud.bigquery_v2.proto import encryption_config_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_encryption__config__pb2 -from google.cloud.bigquery_v2.proto import model_reference_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__reference__pb2 -from google.cloud.bigquery_v2.proto import standard_sql_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2 +from google.cloud.bigquery_v2.proto import ( + encryption_config_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_encryption__config__pb2, +) +from google.cloud.bigquery_v2.proto import ( + model_reference_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__reference__pb2, +) +from google.cloud.bigquery_v2.proto import ( + standard_sql_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2, +) from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2 from google.protobuf import timestamp_pb2 as google_dot_protobuf_dot_timestamp__pb2 from google.protobuf import wrappers_pb2 as google_dot_protobuf_dot_wrappers__pb2 @@ -23,1885 +30,3516 @@ DESCRIPTOR = _descriptor.FileDescriptor( - name='google/cloud/bigquery_v2/proto/model.proto', - package='google.cloud.bigquery.v2', - syntax='proto3', - serialized_options=b'\n\034com.google.cloud.bigquery.v2B\nModelProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery', - create_key=_descriptor._internal_create_key, - serialized_pb=b'\n*google/cloud/bigquery_v2/proto/model.proto\x12\x18google.cloud.bigquery.v2\x1a\x17google/api/client.proto\x1a\x1fgoogle/api/field_behavior.proto\x1a\x36google/cloud/bigquery_v2/proto/encryption_config.proto\x1a\x34google/cloud/bigquery_v2/proto/model_reference.proto\x1a\x31google/cloud/bigquery_v2/proto/standard_sql.proto\x1a\x1bgoogle/protobuf/empty.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1egoogle/protobuf/wrappers.proto\x1a\x1cgoogle/api/annotations.proto\"\x9b\x35\n\x05Model\x12\x11\n\x04\x65tag\x18\x01 \x01(\tB\x03\xe0\x41\x03\x12\x46\n\x0fmodel_reference\x18\x02 \x01(\x0b\x32(.google.cloud.bigquery.v2.ModelReferenceB\x03\xe0\x41\x02\x12\x1a\n\rcreation_time\x18\x05 \x01(\x03\x42\x03\xe0\x41\x03\x12\x1f\n\x12last_modified_time\x18\x06 \x01(\x03\x42\x03\xe0\x41\x03\x12\x18\n\x0b\x64\x65scription\x18\x0c \x01(\tB\x03\xe0\x41\x01\x12\x1a\n\rfriendly_name\x18\x0e \x01(\tB\x03\xe0\x41\x01\x12;\n\x06labels\x18\x0f \x03(\x0b\x32+.google.cloud.bigquery.v2.Model.LabelsEntry\x12\x1c\n\x0f\x65xpiration_time\x18\x10 \x01(\x03\x42\x03\xe0\x41\x01\x12\x15\n\x08location\x18\r \x01(\tB\x03\xe0\x41\x03\x12S\n\x18\x65ncryption_configuration\x18\x11 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.EncryptionConfiguration\x12\x42\n\nmodel_type\x18\x07 \x01(\x0e\x32).google.cloud.bigquery.v2.Model.ModelTypeB\x03\xe0\x41\x03\x12G\n\rtraining_runs\x18\t \x03(\x0b\x32+.google.cloud.bigquery.v2.Model.TrainingRunB\x03\xe0\x41\x03\x12H\n\x0f\x66\x65\x61ture_columns\x18\n \x03(\x0b\x32*.google.cloud.bigquery.v2.StandardSqlFieldB\x03\xe0\x41\x03\x12\x46\n\rlabel_columns\x18\x0b \x03(\x0b\x32*.google.cloud.bigquery.v2.StandardSqlFieldB\x03\xe0\x41\x03\x1aq\n\x0bKmeansEnums\"b\n\x1aKmeansInitializationMethod\x12,\n(KMEANS_INITIALIZATION_METHOD_UNSPECIFIED\x10\x00\x12\n\n\x06RANDOM\x10\x01\x12\n\n\x06\x43USTOM\x10\x02\x1a\xb4\x02\n\x11RegressionMetrics\x12\x39\n\x13mean_absolute_error\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x38\n\x12mean_squared_error\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12<\n\x16mean_squared_log_error\x18\x03 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12;\n\x15median_absolute_error\x18\x04 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12/\n\tr_squared\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x1a\xef\x02\n\x1e\x41ggregateClassificationMetrics\x12/\n\tprecision\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12,\n\x06recall\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x61\x63\x63uracy\x18\x03 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12/\n\tthreshold\x18\x04 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x66\x31_score\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08log_loss\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12-\n\x07roc_auc\x18\x07 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x1a\x9f\x06\n\x1b\x42inaryClassificationMetrics\x12h\n aggregate_classification_metrics\x18\x01 \x01(\x0b\x32>.google.cloud.bigquery.v2.Model.AggregateClassificationMetrics\x12w\n\x1c\x62inary_confusion_matrix_list\x18\x02 \x03(\x0b\x32Q.google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix\x12\x16\n\x0epositive_label\x18\x03 \x01(\t\x12\x16\n\x0enegative_label\x18\x04 \x01(\t\x1a\xec\x03\n\x15\x42inaryConfusionMatrix\x12>\n\x18positive_class_threshold\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x33\n\x0etrue_positives\x18\x02 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x34\n\x0f\x66\x61lse_positives\x18\x03 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x33\n\x0etrue_negatives\x18\x04 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x34\n\x0f\x66\x61lse_negatives\x18\x05 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12/\n\tprecision\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12,\n\x06recall\x18\x07 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x66\x31_score\x18\x08 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x61\x63\x63uracy\x18\t \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x1a\x87\x05\n\x1fMultiClassClassificationMetrics\x12h\n aggregate_classification_metrics\x18\x01 \x01(\x0b\x32>.google.cloud.bigquery.v2.Model.AggregateClassificationMetrics\x12n\n\x15\x63onfusion_matrix_list\x18\x02 \x03(\x0b\x32O.google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix\x1a\x89\x03\n\x0f\x43onfusionMatrix\x12:\n\x14\x63onfidence_threshold\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x61\n\x04rows\x18\x02 \x03(\x0b\x32S.google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row\x1aQ\n\x05\x45ntry\x12\x17\n\x0fpredicted_label\x18\x01 \x01(\t\x12/\n\nitem_count\x18\x02 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x1a\x83\x01\n\x03Row\x12\x14\n\x0c\x61\x63tual_label\x18\x01 \x01(\t\x12\x66\n\x07\x65ntries\x18\x02 \x03(\x0b\x32U.google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry\x1a\xcb\x06\n\x11\x43lusteringMetrics\x12:\n\x14\x64\x61vies_bouldin_index\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12;\n\x15mean_squared_distance\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12K\n\x08\x63lusters\x18\x03 \x03(\x0b\x32\x39.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster\x1a\xef\x04\n\x07\x43luster\x12\x13\n\x0b\x63\x65ntroid_id\x18\x01 \x01(\x03\x12^\n\x0e\x66\x65\x61ture_values\x18\x02 \x03(\x0b\x32\x46.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue\x12*\n\x05\x63ount\x18\x03 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x1a\xc2\x03\n\x0c\x46\x65\x61tureValue\x12\x16\n\x0e\x66\x65\x61ture_column\x18\x01 \x01(\t\x12\x37\n\x0fnumerical_value\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValueH\x00\x12t\n\x11\x63\x61tegorical_value\x18\x03 \x01(\x0b\x32W.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValueH\x00\x1a\xe1\x01\n\x10\x43\x61tegoricalValue\x12~\n\x0f\x63\x61tegory_counts\x18\x01 \x03(\x0b\x32\x65.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount\x1aM\n\rCategoryCount\x12\x10\n\x08\x63\x61tegory\x18\x01 \x01(\t\x12*\n\x05\x63ount\x18\x02 \x01(\x0b\x32\x1b.google.protobuf.Int64ValueB\x07\n\x05value\x1a\x95\x03\n\x11\x45valuationMetrics\x12O\n\x12regression_metrics\x18\x01 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.Model.RegressionMetricsH\x00\x12\x64\n\x1d\x62inary_classification_metrics\x18\x02 \x01(\x0b\x32;.google.cloud.bigquery.v2.Model.BinaryClassificationMetricsH\x00\x12m\n\"multi_class_classification_metrics\x18\x03 \x01(\x0b\x32?.google.cloud.bigquery.v2.Model.MultiClassClassificationMetricsH\x00\x12O\n\x12\x63lustering_metrics\x18\x04 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.Model.ClusteringMetricsH\x00\x42\t\n\x07metrics\x1a\xab\x0f\n\x0bTrainingRun\x12U\n\x10training_options\x18\x01 \x01(\x0b\x32;.google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions\x12.\n\nstart_time\x18\x08 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12L\n\x07results\x18\x06 \x03(\x0b\x32;.google.cloud.bigquery.v2.Model.TrainingRun.IterationResult\x12M\n\x12\x65valuation_metrics\x18\x07 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.Model.EvaluationMetrics\x1a\x9d\t\n\x0fTrainingOptions\x12\x16\n\x0emax_iterations\x18\x01 \x01(\x03\x12;\n\tloss_type\x18\x02 \x01(\x0e\x32(.google.cloud.bigquery.v2.Model.LossType\x12\x12\n\nlearn_rate\x18\x03 \x01(\x01\x12\x37\n\x11l1_regularization\x18\x04 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x37\n\x11l2_regularization\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12;\n\x15min_relative_progress\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\nwarm_start\x18\x07 \x01(\x0b\x32\x1a.google.protobuf.BoolValue\x12.\n\nearly_stop\x18\x08 \x01(\x0b\x32\x1a.google.protobuf.BoolValue\x12\x1b\n\x13input_label_columns\x18\t \x03(\t\x12J\n\x11\x64\x61ta_split_method\x18\n \x01(\x0e\x32/.google.cloud.bigquery.v2.Model.DataSplitMethod\x12 \n\x18\x64\x61ta_split_eval_fraction\x18\x0b \x01(\x01\x12\x19\n\x11\x64\x61ta_split_column\x18\x0c \x01(\t\x12N\n\x13learn_rate_strategy\x18\r \x01(\x0e\x32\x31.google.cloud.bigquery.v2.Model.LearnRateStrategy\x12\x1a\n\x12initial_learn_rate\x18\x10 \x01(\x01\x12o\n\x13label_class_weights\x18\x11 \x03(\x0b\x32R.google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry\x12\x43\n\rdistance_type\x18\x14 \x01(\x0e\x32,.google.cloud.bigquery.v2.Model.DistanceType\x12\x14\n\x0cnum_clusters\x18\x15 \x01(\x03\x12\x11\n\tmodel_uri\x18\x16 \x01(\t\x12S\n\x15optimization_strategy\x18\x17 \x01(\x0e\x32\x34.google.cloud.bigquery.v2.Model.OptimizationStrategy\x12l\n\x1ckmeans_initialization_method\x18! \x01(\x0e\x32\x46.google.cloud.bigquery.v2.Model.KmeansEnums.KmeansInitializationMethod\x12$\n\x1ckmeans_initialization_column\x18\" \x01(\t\x1a\x38\n\x16LabelClassWeightsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\x01:\x02\x38\x01\x1a\xd7\x03\n\x0fIterationResult\x12*\n\x05index\x18\x01 \x01(\x0b\x32\x1b.google.protobuf.Int32Value\x12\x30\n\x0b\x64uration_ms\x18\x04 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x33\n\rtraining_loss\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12/\n\teval_loss\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x12\n\nlearn_rate\x18\x07 \x01(\x01\x12^\n\rcluster_infos\x18\x08 \x03(\x0b\x32G.google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo\x1a\x8b\x01\n\x0b\x43lusterInfo\x12\x13\n\x0b\x63\x65ntroid_id\x18\x01 \x01(\x03\x12\x34\n\x0e\x63luster_radius\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x31\n\x0c\x63luster_size\x18\x03 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x1a-\n\x0bLabelsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"s\n\tModelType\x12\x1a\n\x16MODEL_TYPE_UNSPECIFIED\x10\x00\x12\x15\n\x11LINEAR_REGRESSION\x10\x01\x12\x17\n\x13LOGISTIC_REGRESSION\x10\x02\x12\n\n\x06KMEANS\x10\x03\x12\x0e\n\nTENSORFLOW\x10\x06\"O\n\x08LossType\x12\x19\n\x15LOSS_TYPE_UNSPECIFIED\x10\x00\x12\x15\n\x11MEAN_SQUARED_LOSS\x10\x01\x12\x11\n\rMEAN_LOG_LOSS\x10\x02\"H\n\x0c\x44istanceType\x12\x1d\n\x19\x44ISTANCE_TYPE_UNSPECIFIED\x10\x00\x12\r\n\tEUCLIDEAN\x10\x01\x12\n\n\x06\x43OSINE\x10\x02\"z\n\x0f\x44\x61taSplitMethod\x12!\n\x1d\x44\x41TA_SPLIT_METHOD_UNSPECIFIED\x10\x00\x12\n\n\x06RANDOM\x10\x01\x12\n\n\x06\x43USTOM\x10\x02\x12\x0e\n\nSEQUENTIAL\x10\x03\x12\x0c\n\x08NO_SPLIT\x10\x04\x12\x0e\n\nAUTO_SPLIT\x10\x05\"W\n\x11LearnRateStrategy\x12#\n\x1fLEARN_RATE_STRATEGY_UNSPECIFIED\x10\x00\x12\x0f\n\x0bLINE_SEARCH\x10\x01\x12\x0c\n\x08\x43ONSTANT\x10\x02\"n\n\x14OptimizationStrategy\x12%\n!OPTIMIZATION_STRATEGY_UNSPECIFIED\x10\x00\x12\x1a\n\x16\x42\x41TCH_GRADIENT_DESCENT\x10\x01\x12\x13\n\x0fNORMAL_EQUATION\x10\x02\"Z\n\x0fGetModelRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02\"\x91\x01\n\x11PatchModelRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02\x12\x33\n\x05model\x18\x04 \x01(\x0b\x32\x1f.google.cloud.bigquery.v2.ModelB\x03\xe0\x41\x02\"]\n\x12\x44\x65leteModelRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02\"\x8c\x01\n\x11ListModelsRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x31\n\x0bmax_results\x18\x03 \x01(\x0b\x32\x1c.google.protobuf.UInt32Value\x12\x12\n\npage_token\x18\x04 \x01(\t\"^\n\x12ListModelsResponse\x12/\n\x06models\x18\x01 \x03(\x0b\x32\x1f.google.cloud.bigquery.v2.Model\x12\x17\n\x0fnext_page_token\x18\x02 \x01(\t2\xfa\x05\n\x0cModelService\x12y\n\x08GetModel\x12).google.cloud.bigquery.v2.GetModelRequest\x1a\x1f.google.cloud.bigquery.v2.Model\"!\xda\x41\x1eproject_id,dataset_id,model_id\x12\x8d\x01\n\nListModels\x12+.google.cloud.bigquery.v2.ListModelsRequest\x1a,.google.cloud.bigquery.v2.ListModelsResponse\"$\xda\x41!project_id,dataset_id,max_results\x12\x83\x01\n\nPatchModel\x12+.google.cloud.bigquery.v2.PatchModelRequest\x1a\x1f.google.cloud.bigquery.v2.Model\"\'\xda\x41$project_id,dataset_id,model_id,model\x12v\n\x0b\x44\x65leteModel\x12,.google.cloud.bigquery.v2.DeleteModelRequest\x1a\x16.google.protobuf.Empty\"!\xda\x41\x1eproject_id,dataset_id,model_id\x1a\xe0\x01\xca\x41\x17\x62igquery.googleapis.com\xd2\x41\xc2\x01https://www.googleapis.com/auth/bigquery,https://www.googleapis.com/auth/bigquery.readonly,https://www.googleapis.com/auth/cloud-platform,https://www.googleapis.com/auth/cloud-platform.read-onlyBl\n\x1c\x63om.google.cloud.bigquery.v2B\nModelProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3' - , - dependencies=[google_dot_api_dot_client__pb2.DESCRIPTOR,google_dot_api_dot_field__behavior__pb2.DESCRIPTOR,google_dot_cloud_dot_bigquery__v2_dot_proto_dot_encryption__config__pb2.DESCRIPTOR,google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__reference__pb2.DESCRIPTOR,google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2.DESCRIPTOR,google_dot_protobuf_dot_empty__pb2.DESCRIPTOR,google_dot_protobuf_dot_timestamp__pb2.DESCRIPTOR,google_dot_protobuf_dot_wrappers__pb2.DESCRIPTOR,google_dot_api_dot_annotations__pb2.DESCRIPTOR,]) - + name="google/cloud/bigquery_v2/proto/model.proto", + package="google.cloud.bigquery.v2", + syntax="proto3", + serialized_options=b"\n\034com.google.cloud.bigquery.v2B\nModelProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery", + create_key=_descriptor._internal_create_key, + serialized_pb=b'\n*google/cloud/bigquery_v2/proto/model.proto\x12\x18google.cloud.bigquery.v2\x1a\x17google/api/client.proto\x1a\x1fgoogle/api/field_behavior.proto\x1a\x36google/cloud/bigquery_v2/proto/encryption_config.proto\x1a\x34google/cloud/bigquery_v2/proto/model_reference.proto\x1a\x31google/cloud/bigquery_v2/proto/standard_sql.proto\x1a\x1bgoogle/protobuf/empty.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1egoogle/protobuf/wrappers.proto\x1a\x1cgoogle/api/annotations.proto"\x9b\x35\n\x05Model\x12\x11\n\x04\x65tag\x18\x01 \x01(\tB\x03\xe0\x41\x03\x12\x46\n\x0fmodel_reference\x18\x02 \x01(\x0b\x32(.google.cloud.bigquery.v2.ModelReferenceB\x03\xe0\x41\x02\x12\x1a\n\rcreation_time\x18\x05 \x01(\x03\x42\x03\xe0\x41\x03\x12\x1f\n\x12last_modified_time\x18\x06 \x01(\x03\x42\x03\xe0\x41\x03\x12\x18\n\x0b\x64\x65scription\x18\x0c \x01(\tB\x03\xe0\x41\x01\x12\x1a\n\rfriendly_name\x18\x0e \x01(\tB\x03\xe0\x41\x01\x12;\n\x06labels\x18\x0f \x03(\x0b\x32+.google.cloud.bigquery.v2.Model.LabelsEntry\x12\x1c\n\x0f\x65xpiration_time\x18\x10 \x01(\x03\x42\x03\xe0\x41\x01\x12\x15\n\x08location\x18\r \x01(\tB\x03\xe0\x41\x03\x12S\n\x18\x65ncryption_configuration\x18\x11 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.EncryptionConfiguration\x12\x42\n\nmodel_type\x18\x07 \x01(\x0e\x32).google.cloud.bigquery.v2.Model.ModelTypeB\x03\xe0\x41\x03\x12G\n\rtraining_runs\x18\t \x03(\x0b\x32+.google.cloud.bigquery.v2.Model.TrainingRunB\x03\xe0\x41\x03\x12H\n\x0f\x66\x65\x61ture_columns\x18\n \x03(\x0b\x32*.google.cloud.bigquery.v2.StandardSqlFieldB\x03\xe0\x41\x03\x12\x46\n\rlabel_columns\x18\x0b \x03(\x0b\x32*.google.cloud.bigquery.v2.StandardSqlFieldB\x03\xe0\x41\x03\x1aq\n\x0bKmeansEnums"b\n\x1aKmeansInitializationMethod\x12,\n(KMEANS_INITIALIZATION_METHOD_UNSPECIFIED\x10\x00\x12\n\n\x06RANDOM\x10\x01\x12\n\n\x06\x43USTOM\x10\x02\x1a\xb4\x02\n\x11RegressionMetrics\x12\x39\n\x13mean_absolute_error\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x38\n\x12mean_squared_error\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12<\n\x16mean_squared_log_error\x18\x03 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12;\n\x15median_absolute_error\x18\x04 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12/\n\tr_squared\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x1a\xef\x02\n\x1e\x41ggregateClassificationMetrics\x12/\n\tprecision\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12,\n\x06recall\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x61\x63\x63uracy\x18\x03 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12/\n\tthreshold\x18\x04 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x66\x31_score\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08log_loss\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12-\n\x07roc_auc\x18\x07 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x1a\x9f\x06\n\x1b\x42inaryClassificationMetrics\x12h\n aggregate_classification_metrics\x18\x01 \x01(\x0b\x32>.google.cloud.bigquery.v2.Model.AggregateClassificationMetrics\x12w\n\x1c\x62inary_confusion_matrix_list\x18\x02 \x03(\x0b\x32Q.google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix\x12\x16\n\x0epositive_label\x18\x03 \x01(\t\x12\x16\n\x0enegative_label\x18\x04 \x01(\t\x1a\xec\x03\n\x15\x42inaryConfusionMatrix\x12>\n\x18positive_class_threshold\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x33\n\x0etrue_positives\x18\x02 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x34\n\x0f\x66\x61lse_positives\x18\x03 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x33\n\x0etrue_negatives\x18\x04 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x34\n\x0f\x66\x61lse_negatives\x18\x05 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12/\n\tprecision\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12,\n\x06recall\x18\x07 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x66\x31_score\x18\x08 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\x08\x61\x63\x63uracy\x18\t \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x1a\x87\x05\n\x1fMultiClassClassificationMetrics\x12h\n aggregate_classification_metrics\x18\x01 \x01(\x0b\x32>.google.cloud.bigquery.v2.Model.AggregateClassificationMetrics\x12n\n\x15\x63onfusion_matrix_list\x18\x02 \x03(\x0b\x32O.google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix\x1a\x89\x03\n\x0f\x43onfusionMatrix\x12:\n\x14\x63onfidence_threshold\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x61\n\x04rows\x18\x02 \x03(\x0b\x32S.google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row\x1aQ\n\x05\x45ntry\x12\x17\n\x0fpredicted_label\x18\x01 \x01(\t\x12/\n\nitem_count\x18\x02 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x1a\x83\x01\n\x03Row\x12\x14\n\x0c\x61\x63tual_label\x18\x01 \x01(\t\x12\x66\n\x07\x65ntries\x18\x02 \x03(\x0b\x32U.google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry\x1a\xcb\x06\n\x11\x43lusteringMetrics\x12:\n\x14\x64\x61vies_bouldin_index\x18\x01 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12;\n\x15mean_squared_distance\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12K\n\x08\x63lusters\x18\x03 \x03(\x0b\x32\x39.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster\x1a\xef\x04\n\x07\x43luster\x12\x13\n\x0b\x63\x65ntroid_id\x18\x01 \x01(\x03\x12^\n\x0e\x66\x65\x61ture_values\x18\x02 \x03(\x0b\x32\x46.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue\x12*\n\x05\x63ount\x18\x03 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x1a\xc2\x03\n\x0c\x46\x65\x61tureValue\x12\x16\n\x0e\x66\x65\x61ture_column\x18\x01 \x01(\t\x12\x37\n\x0fnumerical_value\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValueH\x00\x12t\n\x11\x63\x61tegorical_value\x18\x03 \x01(\x0b\x32W.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValueH\x00\x1a\xe1\x01\n\x10\x43\x61tegoricalValue\x12~\n\x0f\x63\x61tegory_counts\x18\x01 \x03(\x0b\x32\x65.google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount\x1aM\n\rCategoryCount\x12\x10\n\x08\x63\x61tegory\x18\x01 \x01(\t\x12*\n\x05\x63ount\x18\x02 \x01(\x0b\x32\x1b.google.protobuf.Int64ValueB\x07\n\x05value\x1a\x95\x03\n\x11\x45valuationMetrics\x12O\n\x12regression_metrics\x18\x01 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.Model.RegressionMetricsH\x00\x12\x64\n\x1d\x62inary_classification_metrics\x18\x02 \x01(\x0b\x32;.google.cloud.bigquery.v2.Model.BinaryClassificationMetricsH\x00\x12m\n"multi_class_classification_metrics\x18\x03 \x01(\x0b\x32?.google.cloud.bigquery.v2.Model.MultiClassClassificationMetricsH\x00\x12O\n\x12\x63lustering_metrics\x18\x04 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.Model.ClusteringMetricsH\x00\x42\t\n\x07metrics\x1a\xab\x0f\n\x0bTrainingRun\x12U\n\x10training_options\x18\x01 \x01(\x0b\x32;.google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions\x12.\n\nstart_time\x18\x08 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12L\n\x07results\x18\x06 \x03(\x0b\x32;.google.cloud.bigquery.v2.Model.TrainingRun.IterationResult\x12M\n\x12\x65valuation_metrics\x18\x07 \x01(\x0b\x32\x31.google.cloud.bigquery.v2.Model.EvaluationMetrics\x1a\x9d\t\n\x0fTrainingOptions\x12\x16\n\x0emax_iterations\x18\x01 \x01(\x03\x12;\n\tloss_type\x18\x02 \x01(\x0e\x32(.google.cloud.bigquery.v2.Model.LossType\x12\x12\n\nlearn_rate\x18\x03 \x01(\x01\x12\x37\n\x11l1_regularization\x18\x04 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x37\n\x11l2_regularization\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12;\n\x15min_relative_progress\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12.\n\nwarm_start\x18\x07 \x01(\x0b\x32\x1a.google.protobuf.BoolValue\x12.\n\nearly_stop\x18\x08 \x01(\x0b\x32\x1a.google.protobuf.BoolValue\x12\x1b\n\x13input_label_columns\x18\t \x03(\t\x12J\n\x11\x64\x61ta_split_method\x18\n \x01(\x0e\x32/.google.cloud.bigquery.v2.Model.DataSplitMethod\x12 \n\x18\x64\x61ta_split_eval_fraction\x18\x0b \x01(\x01\x12\x19\n\x11\x64\x61ta_split_column\x18\x0c \x01(\t\x12N\n\x13learn_rate_strategy\x18\r \x01(\x0e\x32\x31.google.cloud.bigquery.v2.Model.LearnRateStrategy\x12\x1a\n\x12initial_learn_rate\x18\x10 \x01(\x01\x12o\n\x13label_class_weights\x18\x11 \x03(\x0b\x32R.google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry\x12\x43\n\rdistance_type\x18\x14 \x01(\x0e\x32,.google.cloud.bigquery.v2.Model.DistanceType\x12\x14\n\x0cnum_clusters\x18\x15 \x01(\x03\x12\x11\n\tmodel_uri\x18\x16 \x01(\t\x12S\n\x15optimization_strategy\x18\x17 \x01(\x0e\x32\x34.google.cloud.bigquery.v2.Model.OptimizationStrategy\x12l\n\x1ckmeans_initialization_method\x18! \x01(\x0e\x32\x46.google.cloud.bigquery.v2.Model.KmeansEnums.KmeansInitializationMethod\x12$\n\x1ckmeans_initialization_column\x18" \x01(\t\x1a\x38\n\x16LabelClassWeightsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\x01:\x02\x38\x01\x1a\xd7\x03\n\x0fIterationResult\x12*\n\x05index\x18\x01 \x01(\x0b\x32\x1b.google.protobuf.Int32Value\x12\x30\n\x0b\x64uration_ms\x18\x04 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x12\x33\n\rtraining_loss\x18\x05 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12/\n\teval_loss\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x12\n\nlearn_rate\x18\x07 \x01(\x01\x12^\n\rcluster_infos\x18\x08 \x03(\x0b\x32G.google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo\x1a\x8b\x01\n\x0b\x43lusterInfo\x12\x13\n\x0b\x63\x65ntroid_id\x18\x01 \x01(\x03\x12\x34\n\x0e\x63luster_radius\x18\x02 \x01(\x0b\x32\x1c.google.protobuf.DoubleValue\x12\x31\n\x0c\x63luster_size\x18\x03 \x01(\x0b\x32\x1b.google.protobuf.Int64Value\x1a-\n\x0bLabelsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01"s\n\tModelType\x12\x1a\n\x16MODEL_TYPE_UNSPECIFIED\x10\x00\x12\x15\n\x11LINEAR_REGRESSION\x10\x01\x12\x17\n\x13LOGISTIC_REGRESSION\x10\x02\x12\n\n\x06KMEANS\x10\x03\x12\x0e\n\nTENSORFLOW\x10\x06"O\n\x08LossType\x12\x19\n\x15LOSS_TYPE_UNSPECIFIED\x10\x00\x12\x15\n\x11MEAN_SQUARED_LOSS\x10\x01\x12\x11\n\rMEAN_LOG_LOSS\x10\x02"H\n\x0c\x44istanceType\x12\x1d\n\x19\x44ISTANCE_TYPE_UNSPECIFIED\x10\x00\x12\r\n\tEUCLIDEAN\x10\x01\x12\n\n\x06\x43OSINE\x10\x02"z\n\x0f\x44\x61taSplitMethod\x12!\n\x1d\x44\x41TA_SPLIT_METHOD_UNSPECIFIED\x10\x00\x12\n\n\x06RANDOM\x10\x01\x12\n\n\x06\x43USTOM\x10\x02\x12\x0e\n\nSEQUENTIAL\x10\x03\x12\x0c\n\x08NO_SPLIT\x10\x04\x12\x0e\n\nAUTO_SPLIT\x10\x05"W\n\x11LearnRateStrategy\x12#\n\x1fLEARN_RATE_STRATEGY_UNSPECIFIED\x10\x00\x12\x0f\n\x0bLINE_SEARCH\x10\x01\x12\x0c\n\x08\x43ONSTANT\x10\x02"n\n\x14OptimizationStrategy\x12%\n!OPTIMIZATION_STRATEGY_UNSPECIFIED\x10\x00\x12\x1a\n\x16\x42\x41TCH_GRADIENT_DESCENT\x10\x01\x12\x13\n\x0fNORMAL_EQUATION\x10\x02"Z\n\x0fGetModelRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02"\x91\x01\n\x11PatchModelRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02\x12\x33\n\x05model\x18\x04 \x01(\x0b\x32\x1f.google.cloud.bigquery.v2.ModelB\x03\xe0\x41\x02"]\n\x12\x44\x65leteModelRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02"\x8c\x01\n\x11ListModelsRequest\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x31\n\x0bmax_results\x18\x03 \x01(\x0b\x32\x1c.google.protobuf.UInt32Value\x12\x12\n\npage_token\x18\x04 \x01(\t"^\n\x12ListModelsResponse\x12/\n\x06models\x18\x01 \x03(\x0b\x32\x1f.google.cloud.bigquery.v2.Model\x12\x17\n\x0fnext_page_token\x18\x02 \x01(\t2\xfa\x05\n\x0cModelService\x12y\n\x08GetModel\x12).google.cloud.bigquery.v2.GetModelRequest\x1a\x1f.google.cloud.bigquery.v2.Model"!\xda\x41\x1eproject_id,dataset_id,model_id\x12\x8d\x01\n\nListModels\x12+.google.cloud.bigquery.v2.ListModelsRequest\x1a,.google.cloud.bigquery.v2.ListModelsResponse"$\xda\x41!project_id,dataset_id,max_results\x12\x83\x01\n\nPatchModel\x12+.google.cloud.bigquery.v2.PatchModelRequest\x1a\x1f.google.cloud.bigquery.v2.Model"\'\xda\x41$project_id,dataset_id,model_id,model\x12v\n\x0b\x44\x65leteModel\x12,.google.cloud.bigquery.v2.DeleteModelRequest\x1a\x16.google.protobuf.Empty"!\xda\x41\x1eproject_id,dataset_id,model_id\x1a\xe0\x01\xca\x41\x17\x62igquery.googleapis.com\xd2\x41\xc2\x01https://www.googleapis.com/auth/bigquery,https://www.googleapis.com/auth/bigquery.readonly,https://www.googleapis.com/auth/cloud-platform,https://www.googleapis.com/auth/cloud-platform.read-onlyBl\n\x1c\x63om.google.cloud.bigquery.v2B\nModelProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3', + dependencies=[ + google_dot_api_dot_client__pb2.DESCRIPTOR, + google_dot_api_dot_field__behavior__pb2.DESCRIPTOR, + google_dot_cloud_dot_bigquery__v2_dot_proto_dot_encryption__config__pb2.DESCRIPTOR, + google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__reference__pb2.DESCRIPTOR, + google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2.DESCRIPTOR, + google_dot_protobuf_dot_empty__pb2.DESCRIPTOR, + google_dot_protobuf_dot_timestamp__pb2.DESCRIPTOR, + google_dot_protobuf_dot_wrappers__pb2.DESCRIPTOR, + google_dot_api_dot_annotations__pb2.DESCRIPTOR, + ], +) _MODEL_KMEANSENUMS_KMEANSINITIALIZATIONMETHOD = _descriptor.EnumDescriptor( - name='KmeansInitializationMethod', - full_name='google.cloud.bigquery.v2.Model.KmeansEnums.KmeansInitializationMethod', - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name='KMEANS_INITIALIZATION_METHOD_UNSPECIFIED', index=0, number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='RANDOM', index=1, number=1, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='CUSTOM', index=2, number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - ], - containing_type=None, - serialized_options=None, - serialized_start=1132, - serialized_end=1230, + name="KmeansInitializationMethod", + full_name="google.cloud.bigquery.v2.Model.KmeansEnums.KmeansInitializationMethod", + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name="KMEANS_INITIALIZATION_METHOD_UNSPECIFIED", + index=0, + number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="RANDOM", + index=1, + number=1, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="CUSTOM", + index=2, + number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + ], + containing_type=None, + serialized_options=None, + serialized_start=1132, + serialized_end=1230, ) _sym_db.RegisterEnumDescriptor(_MODEL_KMEANSENUMS_KMEANSINITIALIZATIONMETHOD) _MODEL_MODELTYPE = _descriptor.EnumDescriptor( - name='ModelType', - full_name='google.cloud.bigquery.v2.Model.ModelType', - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name='MODEL_TYPE_UNSPECIFIED', index=0, number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='LINEAR_REGRESSION', index=1, number=1, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='LOGISTIC_REGRESSION', index=2, number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='KMEANS', index=3, number=3, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='TENSORFLOW', index=4, number=6, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - ], - containing_type=None, - serialized_options=None, - serialized_start=6632, - serialized_end=6747, + name="ModelType", + full_name="google.cloud.bigquery.v2.Model.ModelType", + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name="MODEL_TYPE_UNSPECIFIED", + index=0, + number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="LINEAR_REGRESSION", + index=1, + number=1, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="LOGISTIC_REGRESSION", + index=2, + number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="KMEANS", + index=3, + number=3, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="TENSORFLOW", + index=4, + number=6, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + ], + containing_type=None, + serialized_options=None, + serialized_start=6632, + serialized_end=6747, ) _sym_db.RegisterEnumDescriptor(_MODEL_MODELTYPE) _MODEL_LOSSTYPE = _descriptor.EnumDescriptor( - name='LossType', - full_name='google.cloud.bigquery.v2.Model.LossType', - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name='LOSS_TYPE_UNSPECIFIED', index=0, number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='MEAN_SQUARED_LOSS', index=1, number=1, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='MEAN_LOG_LOSS', index=2, number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - ], - containing_type=None, - serialized_options=None, - serialized_start=6749, - serialized_end=6828, + name="LossType", + full_name="google.cloud.bigquery.v2.Model.LossType", + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name="LOSS_TYPE_UNSPECIFIED", + index=0, + number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="MEAN_SQUARED_LOSS", + index=1, + number=1, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="MEAN_LOG_LOSS", + index=2, + number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + ], + containing_type=None, + serialized_options=None, + serialized_start=6749, + serialized_end=6828, ) _sym_db.RegisterEnumDescriptor(_MODEL_LOSSTYPE) _MODEL_DISTANCETYPE = _descriptor.EnumDescriptor( - name='DistanceType', - full_name='google.cloud.bigquery.v2.Model.DistanceType', - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name='DISTANCE_TYPE_UNSPECIFIED', index=0, number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='EUCLIDEAN', index=1, number=1, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='COSINE', index=2, number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - ], - containing_type=None, - serialized_options=None, - serialized_start=6830, - serialized_end=6902, + name="DistanceType", + full_name="google.cloud.bigquery.v2.Model.DistanceType", + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name="DISTANCE_TYPE_UNSPECIFIED", + index=0, + number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="EUCLIDEAN", + index=1, + number=1, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="COSINE", + index=2, + number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + ], + containing_type=None, + serialized_options=None, + serialized_start=6830, + serialized_end=6902, ) _sym_db.RegisterEnumDescriptor(_MODEL_DISTANCETYPE) _MODEL_DATASPLITMETHOD = _descriptor.EnumDescriptor( - name='DataSplitMethod', - full_name='google.cloud.bigquery.v2.Model.DataSplitMethod', - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name='DATA_SPLIT_METHOD_UNSPECIFIED', index=0, number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='RANDOM', index=1, number=1, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='CUSTOM', index=2, number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='SEQUENTIAL', index=3, number=3, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='NO_SPLIT', index=4, number=4, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='AUTO_SPLIT', index=5, number=5, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - ], - containing_type=None, - serialized_options=None, - serialized_start=6904, - serialized_end=7026, + name="DataSplitMethod", + full_name="google.cloud.bigquery.v2.Model.DataSplitMethod", + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name="DATA_SPLIT_METHOD_UNSPECIFIED", + index=0, + number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="RANDOM", + index=1, + number=1, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="CUSTOM", + index=2, + number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="SEQUENTIAL", + index=3, + number=3, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="NO_SPLIT", + index=4, + number=4, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="AUTO_SPLIT", + index=5, + number=5, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + ], + containing_type=None, + serialized_options=None, + serialized_start=6904, + serialized_end=7026, ) _sym_db.RegisterEnumDescriptor(_MODEL_DATASPLITMETHOD) _MODEL_LEARNRATESTRATEGY = _descriptor.EnumDescriptor( - name='LearnRateStrategy', - full_name='google.cloud.bigquery.v2.Model.LearnRateStrategy', - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name='LEARN_RATE_STRATEGY_UNSPECIFIED', index=0, number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='LINE_SEARCH', index=1, number=1, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='CONSTANT', index=2, number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - ], - containing_type=None, - serialized_options=None, - serialized_start=7028, - serialized_end=7115, + name="LearnRateStrategy", + full_name="google.cloud.bigquery.v2.Model.LearnRateStrategy", + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name="LEARN_RATE_STRATEGY_UNSPECIFIED", + index=0, + number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="LINE_SEARCH", + index=1, + number=1, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="CONSTANT", + index=2, + number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + ], + containing_type=None, + serialized_options=None, + serialized_start=7028, + serialized_end=7115, ) _sym_db.RegisterEnumDescriptor(_MODEL_LEARNRATESTRATEGY) _MODEL_OPTIMIZATIONSTRATEGY = _descriptor.EnumDescriptor( - name='OptimizationStrategy', - full_name='google.cloud.bigquery.v2.Model.OptimizationStrategy', - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name='OPTIMIZATION_STRATEGY_UNSPECIFIED', index=0, number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='BATCH_GRADIENT_DESCENT', index=1, number=1, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='NORMAL_EQUATION', index=2, number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - ], - containing_type=None, - serialized_options=None, - serialized_start=7117, - serialized_end=7227, + name="OptimizationStrategy", + full_name="google.cloud.bigquery.v2.Model.OptimizationStrategy", + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name="OPTIMIZATION_STRATEGY_UNSPECIFIED", + index=0, + number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="BATCH_GRADIENT_DESCENT", + index=1, + number=1, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="NORMAL_EQUATION", + index=2, + number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + ], + containing_type=None, + serialized_options=None, + serialized_start=7117, + serialized_end=7227, ) _sym_db.RegisterEnumDescriptor(_MODEL_OPTIMIZATIONSTRATEGY) _MODEL_KMEANSENUMS = _descriptor.Descriptor( - name='KmeansEnums', - full_name='google.cloud.bigquery.v2.Model.KmeansEnums', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - _MODEL_KMEANSENUMS_KMEANSINITIALIZATIONMETHOD, - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=1117, - serialized_end=1230, + name="KmeansEnums", + full_name="google.cloud.bigquery.v2.Model.KmeansEnums", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[], + extensions=[], + nested_types=[], + enum_types=[_MODEL_KMEANSENUMS_KMEANSINITIALIZATIONMETHOD,], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=1117, + serialized_end=1230, ) _MODEL_REGRESSIONMETRICS = _descriptor.Descriptor( - name='RegressionMetrics', - full_name='google.cloud.bigquery.v2.Model.RegressionMetrics', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='mean_absolute_error', full_name='google.cloud.bigquery.v2.Model.RegressionMetrics.mean_absolute_error', index=0, - number=1, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='mean_squared_error', full_name='google.cloud.bigquery.v2.Model.RegressionMetrics.mean_squared_error', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='mean_squared_log_error', full_name='google.cloud.bigquery.v2.Model.RegressionMetrics.mean_squared_log_error', index=2, - number=3, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='median_absolute_error', full_name='google.cloud.bigquery.v2.Model.RegressionMetrics.median_absolute_error', index=3, - number=4, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='r_squared', full_name='google.cloud.bigquery.v2.Model.RegressionMetrics.r_squared', index=4, - number=5, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=1233, - serialized_end=1541, + name="RegressionMetrics", + full_name="google.cloud.bigquery.v2.Model.RegressionMetrics", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="mean_absolute_error", + full_name="google.cloud.bigquery.v2.Model.RegressionMetrics.mean_absolute_error", + index=0, + number=1, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="mean_squared_error", + full_name="google.cloud.bigquery.v2.Model.RegressionMetrics.mean_squared_error", + index=1, + number=2, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="mean_squared_log_error", + full_name="google.cloud.bigquery.v2.Model.RegressionMetrics.mean_squared_log_error", + index=2, + number=3, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="median_absolute_error", + full_name="google.cloud.bigquery.v2.Model.RegressionMetrics.median_absolute_error", + index=3, + number=4, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="r_squared", + full_name="google.cloud.bigquery.v2.Model.RegressionMetrics.r_squared", + index=4, + number=5, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=1233, + serialized_end=1541, ) _MODEL_AGGREGATECLASSIFICATIONMETRICS = _descriptor.Descriptor( - name='AggregateClassificationMetrics', - full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='precision', full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.precision', index=0, - number=1, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='recall', full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.recall', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='accuracy', full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.accuracy', index=2, - number=3, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='threshold', full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.threshold', index=3, - number=4, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='f1_score', full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.f1_score', index=4, - number=5, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='log_loss', full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.log_loss', index=5, - number=6, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='roc_auc', full_name='google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.roc_auc', index=6, - number=7, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=1544, - serialized_end=1911, + name="AggregateClassificationMetrics", + full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="precision", + full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.precision", + index=0, + number=1, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="recall", + full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.recall", + index=1, + number=2, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="accuracy", + full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.accuracy", + index=2, + number=3, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="threshold", + full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.threshold", + index=3, + number=4, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="f1_score", + full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.f1_score", + index=4, + number=5, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="log_loss", + full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.log_loss", + index=5, + number=6, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="roc_auc", + full_name="google.cloud.bigquery.v2.Model.AggregateClassificationMetrics.roc_auc", + index=6, + number=7, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=1544, + serialized_end=1911, ) _MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX = _descriptor.Descriptor( - name='BinaryConfusionMatrix', - full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='positive_class_threshold', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.positive_class_threshold', index=0, - number=1, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='true_positives', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.true_positives', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='false_positives', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.false_positives', index=2, - number=3, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='true_negatives', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.true_negatives', index=3, - number=4, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='false_negatives', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.false_negatives', index=4, - number=5, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='precision', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.precision', index=5, - number=6, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='recall', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.recall', index=6, - number=7, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='f1_score', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.f1_score', index=7, - number=8, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='accuracy', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.accuracy', index=8, - number=9, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=2221, - serialized_end=2713, + name="BinaryConfusionMatrix", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="positive_class_threshold", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.positive_class_threshold", + index=0, + number=1, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="true_positives", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.true_positives", + index=1, + number=2, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="false_positives", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.false_positives", + index=2, + number=3, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="true_negatives", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.true_negatives", + index=3, + number=4, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="false_negatives", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.false_negatives", + index=4, + number=5, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="precision", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.precision", + index=5, + number=6, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="recall", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.recall", + index=6, + number=7, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="f1_score", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.f1_score", + index=7, + number=8, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="accuracy", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix.accuracy", + index=8, + number=9, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=2221, + serialized_end=2713, ) _MODEL_BINARYCLASSIFICATIONMETRICS = _descriptor.Descriptor( - name='BinaryClassificationMetrics', - full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='aggregate_classification_metrics', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.aggregate_classification_metrics', index=0, - number=1, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='binary_confusion_matrix_list', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.binary_confusion_matrix_list', index=1, - number=2, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='positive_label', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.positive_label', index=2, - number=3, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='negative_label', full_name='google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.negative_label', index=3, - number=4, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=1914, - serialized_end=2713, + name="BinaryClassificationMetrics", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="aggregate_classification_metrics", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.aggregate_classification_metrics", + index=0, + number=1, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="binary_confusion_matrix_list", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.binary_confusion_matrix_list", + index=1, + number=2, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="positive_label", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.positive_label", + index=2, + number=3, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="negative_label", + full_name="google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.negative_label", + index=3, + number=4, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX,], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=1914, + serialized_end=2713, ) _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY = _descriptor.Descriptor( - name='Entry', - full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='predicted_label', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry.predicted_label', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='item_count', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry.item_count', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=3148, - serialized_end=3229, + name="Entry", + full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="predicted_label", + full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry.predicted_label", + index=0, + number=1, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="item_count", + full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry.item_count", + index=1, + number=2, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=3148, + serialized_end=3229, ) _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW = _descriptor.Descriptor( - name='Row', - full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='actual_label', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row.actual_label', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='entries', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row.entries', index=1, - number=2, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=3232, - serialized_end=3363, + name="Row", + full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="actual_label", + full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row.actual_label", + index=0, + number=1, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="entries", + full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row.entries", + index=1, + number=2, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=3232, + serialized_end=3363, ) _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX = _descriptor.Descriptor( - name='ConfusionMatrix', - full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='confidence_threshold', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.confidence_threshold', index=0, - number=1, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='rows', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.rows', index=1, - number=2, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY, _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=2970, - serialized_end=3363, + name="ConfusionMatrix", + full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="confidence_threshold", + full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.confidence_threshold", + index=0, + number=1, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="rows", + full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.rows", + index=1, + number=2, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[ + _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY, + _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW, + ], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=2970, + serialized_end=3363, ) _MODEL_MULTICLASSCLASSIFICATIONMETRICS = _descriptor.Descriptor( - name='MultiClassClassificationMetrics', - full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='aggregate_classification_metrics', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.aggregate_classification_metrics', index=0, - number=1, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='confusion_matrix_list', full_name='google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.confusion_matrix_list', index=1, - number=2, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=2716, - serialized_end=3363, + name="MultiClassClassificationMetrics", + full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="aggregate_classification_metrics", + full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.aggregate_classification_metrics", + index=0, + number=1, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="confusion_matrix_list", + full_name="google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.confusion_matrix_list", + index=1, + number=2, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX,], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=2716, + serialized_end=3363, ) _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT = _descriptor.Descriptor( - name='CategoryCount', - full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='category', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount.category', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='count', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount.count', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=4123, - serialized_end=4200, + name="CategoryCount", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="category", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount.category", + index=0, + number=1, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="count", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount.count", + index=1, + number=2, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=4123, + serialized_end=4200, ) _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE = _descriptor.Descriptor( - name='CategoricalValue', - full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='category_counts', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.category_counts', index=0, - number=1, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=3975, - serialized_end=4200, + name="CategoricalValue", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="category_counts", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.category_counts", + index=0, + number=1, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[ + _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT, + ], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=3975, + serialized_end=4200, ) _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE = _descriptor.Descriptor( - name='FeatureValue', - full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='feature_column', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.feature_column', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='numerical_value', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.numerical_value', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='categorical_value', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.categorical_value', index=2, - number=3, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - _descriptor.OneofDescriptor( - name='value', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.value', - index=0, containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[]), - ], - serialized_start=3759, - serialized_end=4209, + name="FeatureValue", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="feature_column", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.feature_column", + index=0, + number=1, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="numerical_value", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.numerical_value", + index=1, + number=2, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="categorical_value", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.categorical_value", + index=2, + number=3, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE,], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[ + _descriptor.OneofDescriptor( + name="value", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.value", + index=0, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[], + ), + ], + serialized_start=3759, + serialized_end=4209, ) _MODEL_CLUSTERINGMETRICS_CLUSTER = _descriptor.Descriptor( - name='Cluster', - full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='centroid_id', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.centroid_id', index=0, - number=1, type=3, cpp_type=2, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='feature_values', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.feature_values', index=1, - number=2, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='count', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.count', index=2, - number=3, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=3586, - serialized_end=4209, + name="Cluster", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="centroid_id", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.centroid_id", + index=0, + number=1, + type=3, + cpp_type=2, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="feature_values", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.feature_values", + index=1, + number=2, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="count", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.count", + index=2, + number=3, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE,], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=3586, + serialized_end=4209, ) _MODEL_CLUSTERINGMETRICS = _descriptor.Descriptor( - name='ClusteringMetrics', - full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='davies_bouldin_index', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.davies_bouldin_index', index=0, - number=1, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='mean_squared_distance', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.mean_squared_distance', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='clusters', full_name='google.cloud.bigquery.v2.Model.ClusteringMetrics.clusters', index=2, - number=3, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_MODEL_CLUSTERINGMETRICS_CLUSTER, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=3366, - serialized_end=4209, + name="ClusteringMetrics", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="davies_bouldin_index", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.davies_bouldin_index", + index=0, + number=1, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="mean_squared_distance", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.mean_squared_distance", + index=1, + number=2, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="clusters", + full_name="google.cloud.bigquery.v2.Model.ClusteringMetrics.clusters", + index=2, + number=3, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[_MODEL_CLUSTERINGMETRICS_CLUSTER,], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=3366, + serialized_end=4209, ) _MODEL_EVALUATIONMETRICS = _descriptor.Descriptor( - name='EvaluationMetrics', - full_name='google.cloud.bigquery.v2.Model.EvaluationMetrics', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='regression_metrics', full_name='google.cloud.bigquery.v2.Model.EvaluationMetrics.regression_metrics', index=0, - number=1, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='binary_classification_metrics', full_name='google.cloud.bigquery.v2.Model.EvaluationMetrics.binary_classification_metrics', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='multi_class_classification_metrics', full_name='google.cloud.bigquery.v2.Model.EvaluationMetrics.multi_class_classification_metrics', index=2, - number=3, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='clustering_metrics', full_name='google.cloud.bigquery.v2.Model.EvaluationMetrics.clustering_metrics', index=3, - number=4, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - _descriptor.OneofDescriptor( - name='metrics', full_name='google.cloud.bigquery.v2.Model.EvaluationMetrics.metrics', - index=0, containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[]), - ], - serialized_start=4212, - serialized_end=4617, + name="EvaluationMetrics", + full_name="google.cloud.bigquery.v2.Model.EvaluationMetrics", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="regression_metrics", + full_name="google.cloud.bigquery.v2.Model.EvaluationMetrics.regression_metrics", + index=0, + number=1, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="binary_classification_metrics", + full_name="google.cloud.bigquery.v2.Model.EvaluationMetrics.binary_classification_metrics", + index=1, + number=2, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="multi_class_classification_metrics", + full_name="google.cloud.bigquery.v2.Model.EvaluationMetrics.multi_class_classification_metrics", + index=2, + number=3, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="clustering_metrics", + full_name="google.cloud.bigquery.v2.Model.EvaluationMetrics.clustering_metrics", + index=3, + number=4, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[ + _descriptor.OneofDescriptor( + name="metrics", + full_name="google.cloud.bigquery.v2.Model.EvaluationMetrics.metrics", + index=0, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[], + ), + ], + serialized_start=4212, + serialized_end=4617, ) _MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY = _descriptor.Descriptor( - name='LabelClassWeightsEntry', - full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='key', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry.key', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='value', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry.value', index=1, - number=2, type=1, cpp_type=5, label=1, - has_default_value=False, default_value=float(0), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=b'8\001', - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=6053, - serialized_end=6109, + name="LabelClassWeightsEntry", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="key", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry.key", + index=0, + number=1, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="value", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry.value", + index=1, + number=2, + type=1, + cpp_type=5, + label=1, + has_default_value=False, + default_value=float(0), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=b"8\001", + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=6053, + serialized_end=6109, ) _MODEL_TRAININGRUN_TRAININGOPTIONS = _descriptor.Descriptor( - name='TrainingOptions', - full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='max_iterations', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.max_iterations', index=0, - number=1, type=3, cpp_type=2, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='loss_type', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.loss_type', index=1, - number=2, type=14, cpp_type=8, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='learn_rate', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.learn_rate', index=2, - number=3, type=1, cpp_type=5, label=1, - has_default_value=False, default_value=float(0), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='l1_regularization', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.l1_regularization', index=3, - number=4, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='l2_regularization', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.l2_regularization', index=4, - number=5, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='min_relative_progress', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.min_relative_progress', index=5, - number=6, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='warm_start', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.warm_start', index=6, - number=7, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='early_stop', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.early_stop', index=7, - number=8, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='input_label_columns', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.input_label_columns', index=8, - number=9, type=9, cpp_type=9, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='data_split_method', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_method', index=9, - number=10, type=14, cpp_type=8, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='data_split_eval_fraction', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_eval_fraction', index=10, - number=11, type=1, cpp_type=5, label=1, - has_default_value=False, default_value=float(0), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='data_split_column', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_column', index=11, - number=12, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='learn_rate_strategy', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.learn_rate_strategy', index=12, - number=13, type=14, cpp_type=8, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='initial_learn_rate', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.initial_learn_rate', index=13, - number=16, type=1, cpp_type=5, label=1, - has_default_value=False, default_value=float(0), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='label_class_weights', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.label_class_weights', index=14, - number=17, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='distance_type', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.distance_type', index=15, - number=20, type=14, cpp_type=8, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='num_clusters', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.num_clusters', index=16, - number=21, type=3, cpp_type=2, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='model_uri', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.model_uri', index=17, - number=22, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='optimization_strategy', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.optimization_strategy', index=18, - number=23, type=14, cpp_type=8, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='kmeans_initialization_method', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.kmeans_initialization_method', index=19, - number=33, type=14, cpp_type=8, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='kmeans_initialization_column', full_name='google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.kmeans_initialization_column', index=20, - number=34, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=4928, - serialized_end=6109, + name="TrainingOptions", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="max_iterations", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.max_iterations", + index=0, + number=1, + type=3, + cpp_type=2, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="loss_type", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.loss_type", + index=1, + number=2, + type=14, + cpp_type=8, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="learn_rate", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.learn_rate", + index=2, + number=3, + type=1, + cpp_type=5, + label=1, + has_default_value=False, + default_value=float(0), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="l1_regularization", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.l1_regularization", + index=3, + number=4, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="l2_regularization", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.l2_regularization", + index=4, + number=5, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="min_relative_progress", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.min_relative_progress", + index=5, + number=6, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="warm_start", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.warm_start", + index=6, + number=7, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="early_stop", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.early_stop", + index=7, + number=8, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="input_label_columns", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.input_label_columns", + index=8, + number=9, + type=9, + cpp_type=9, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="data_split_method", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_method", + index=9, + number=10, + type=14, + cpp_type=8, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="data_split_eval_fraction", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_eval_fraction", + index=10, + number=11, + type=1, + cpp_type=5, + label=1, + has_default_value=False, + default_value=float(0), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="data_split_column", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.data_split_column", + index=11, + number=12, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="learn_rate_strategy", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.learn_rate_strategy", + index=12, + number=13, + type=14, + cpp_type=8, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="initial_learn_rate", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.initial_learn_rate", + index=13, + number=16, + type=1, + cpp_type=5, + label=1, + has_default_value=False, + default_value=float(0), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="label_class_weights", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.label_class_weights", + index=14, + number=17, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="distance_type", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.distance_type", + index=15, + number=20, + type=14, + cpp_type=8, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="num_clusters", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.num_clusters", + index=16, + number=21, + type=3, + cpp_type=2, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="model_uri", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.model_uri", + index=17, + number=22, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="optimization_strategy", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.optimization_strategy", + index=18, + number=23, + type=14, + cpp_type=8, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="kmeans_initialization_method", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.kmeans_initialization_method", + index=19, + number=33, + type=14, + cpp_type=8, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="kmeans_initialization_column", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.kmeans_initialization_column", + index=20, + number=34, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[_MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY,], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=4928, + serialized_end=6109, ) _MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO = _descriptor.Descriptor( - name='ClusterInfo', - full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='centroid_id', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.centroid_id', index=0, - number=1, type=3, cpp_type=2, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='cluster_radius', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.cluster_radius', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='cluster_size', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.cluster_size', index=2, - number=3, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=6444, - serialized_end=6583, + name="ClusterInfo", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="centroid_id", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.centroid_id", + index=0, + number=1, + type=3, + cpp_type=2, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="cluster_radius", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.cluster_radius", + index=1, + number=2, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="cluster_size", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo.cluster_size", + index=2, + number=3, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=6444, + serialized_end=6583, ) _MODEL_TRAININGRUN_ITERATIONRESULT = _descriptor.Descriptor( - name='IterationResult', - full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='index', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.index', index=0, - number=1, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='duration_ms', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.duration_ms', index=1, - number=4, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='training_loss', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.training_loss', index=2, - number=5, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='eval_loss', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.eval_loss', index=3, - number=6, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='learn_rate', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.learn_rate', index=4, - number=7, type=1, cpp_type=5, label=1, - has_default_value=False, default_value=float(0), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='cluster_infos', full_name='google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.cluster_infos', index=5, - number=8, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=6112, - serialized_end=6583, + name="IterationResult", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="index", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.index", + index=0, + number=1, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="duration_ms", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.duration_ms", + index=1, + number=4, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="training_loss", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.training_loss", + index=2, + number=5, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="eval_loss", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.eval_loss", + index=3, + number=6, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="learn_rate", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.learn_rate", + index=4, + number=7, + type=1, + cpp_type=5, + label=1, + has_default_value=False, + default_value=float(0), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="cluster_infos", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.cluster_infos", + index=5, + number=8, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO,], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=6112, + serialized_end=6583, ) _MODEL_TRAININGRUN = _descriptor.Descriptor( - name='TrainingRun', - full_name='google.cloud.bigquery.v2.Model.TrainingRun', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='training_options', full_name='google.cloud.bigquery.v2.Model.TrainingRun.training_options', index=0, - number=1, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='start_time', full_name='google.cloud.bigquery.v2.Model.TrainingRun.start_time', index=1, - number=8, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='results', full_name='google.cloud.bigquery.v2.Model.TrainingRun.results', index=2, - number=6, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='evaluation_metrics', full_name='google.cloud.bigquery.v2.Model.TrainingRun.evaluation_metrics', index=3, - number=7, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_MODEL_TRAININGRUN_TRAININGOPTIONS, _MODEL_TRAININGRUN_ITERATIONRESULT, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=4620, - serialized_end=6583, + name="TrainingRun", + full_name="google.cloud.bigquery.v2.Model.TrainingRun", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="training_options", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.training_options", + index=0, + number=1, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="start_time", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.start_time", + index=1, + number=8, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="results", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.results", + index=2, + number=6, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="evaluation_metrics", + full_name="google.cloud.bigquery.v2.Model.TrainingRun.evaluation_metrics", + index=3, + number=7, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[ + _MODEL_TRAININGRUN_TRAININGOPTIONS, + _MODEL_TRAININGRUN_ITERATIONRESULT, + ], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=4620, + serialized_end=6583, ) _MODEL_LABELSENTRY = _descriptor.Descriptor( - name='LabelsEntry', - full_name='google.cloud.bigquery.v2.Model.LabelsEntry', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='key', full_name='google.cloud.bigquery.v2.Model.LabelsEntry.key', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='value', full_name='google.cloud.bigquery.v2.Model.LabelsEntry.value', index=1, - number=2, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=b'8\001', - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=6585, - serialized_end=6630, + name="LabelsEntry", + full_name="google.cloud.bigquery.v2.Model.LabelsEntry", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="key", + full_name="google.cloud.bigquery.v2.Model.LabelsEntry.key", + index=0, + number=1, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="value", + full_name="google.cloud.bigquery.v2.Model.LabelsEntry.value", + index=1, + number=2, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=b"8\001", + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=6585, + serialized_end=6630, ) _MODEL = _descriptor.Descriptor( - name='Model', - full_name='google.cloud.bigquery.v2.Model', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='etag', full_name='google.cloud.bigquery.v2.Model.etag', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='model_reference', full_name='google.cloud.bigquery.v2.Model.model_reference', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='creation_time', full_name='google.cloud.bigquery.v2.Model.creation_time', index=2, - number=5, type=3, cpp_type=2, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='last_modified_time', full_name='google.cloud.bigquery.v2.Model.last_modified_time', index=3, - number=6, type=3, cpp_type=2, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='description', full_name='google.cloud.bigquery.v2.Model.description', index=4, - number=12, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='friendly_name', full_name='google.cloud.bigquery.v2.Model.friendly_name', index=5, - number=14, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='labels', full_name='google.cloud.bigquery.v2.Model.labels', index=6, - number=15, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='expiration_time', full_name='google.cloud.bigquery.v2.Model.expiration_time', index=7, - number=16, type=3, cpp_type=2, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='location', full_name='google.cloud.bigquery.v2.Model.location', index=8, - number=13, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='encryption_configuration', full_name='google.cloud.bigquery.v2.Model.encryption_configuration', index=9, - number=17, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='model_type', full_name='google.cloud.bigquery.v2.Model.model_type', index=10, - number=7, type=14, cpp_type=8, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='training_runs', full_name='google.cloud.bigquery.v2.Model.training_runs', index=11, - number=9, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='feature_columns', full_name='google.cloud.bigquery.v2.Model.feature_columns', index=12, - number=10, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='label_columns', full_name='google.cloud.bigquery.v2.Model.label_columns', index=13, - number=11, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\003', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_MODEL_KMEANSENUMS, _MODEL_REGRESSIONMETRICS, _MODEL_AGGREGATECLASSIFICATIONMETRICS, _MODEL_BINARYCLASSIFICATIONMETRICS, _MODEL_MULTICLASSCLASSIFICATIONMETRICS, _MODEL_CLUSTERINGMETRICS, _MODEL_EVALUATIONMETRICS, _MODEL_TRAININGRUN, _MODEL_LABELSENTRY, ], - enum_types=[ - _MODEL_MODELTYPE, - _MODEL_LOSSTYPE, - _MODEL_DISTANCETYPE, - _MODEL_DATASPLITMETHOD, - _MODEL_LEARNRATESTRATEGY, - _MODEL_OPTIMIZATIONSTRATEGY, - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=416, - serialized_end=7227, + name="Model", + full_name="google.cloud.bigquery.v2.Model", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="etag", + full_name="google.cloud.bigquery.v2.Model.etag", + index=0, + number=1, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\003", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="model_reference", + full_name="google.cloud.bigquery.v2.Model.model_reference", + index=1, + number=2, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="creation_time", + full_name="google.cloud.bigquery.v2.Model.creation_time", + index=2, + number=5, + type=3, + cpp_type=2, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\003", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="last_modified_time", + full_name="google.cloud.bigquery.v2.Model.last_modified_time", + index=3, + number=6, + type=3, + cpp_type=2, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\003", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="description", + full_name="google.cloud.bigquery.v2.Model.description", + index=4, + number=12, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\001", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="friendly_name", + full_name="google.cloud.bigquery.v2.Model.friendly_name", + index=5, + number=14, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\001", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="labels", + full_name="google.cloud.bigquery.v2.Model.labels", + index=6, + number=15, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="expiration_time", + full_name="google.cloud.bigquery.v2.Model.expiration_time", + index=7, + number=16, + type=3, + cpp_type=2, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\001", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="location", + full_name="google.cloud.bigquery.v2.Model.location", + index=8, + number=13, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\003", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="encryption_configuration", + full_name="google.cloud.bigquery.v2.Model.encryption_configuration", + index=9, + number=17, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="model_type", + full_name="google.cloud.bigquery.v2.Model.model_type", + index=10, + number=7, + type=14, + cpp_type=8, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\003", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="training_runs", + full_name="google.cloud.bigquery.v2.Model.training_runs", + index=11, + number=9, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\003", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="feature_columns", + full_name="google.cloud.bigquery.v2.Model.feature_columns", + index=12, + number=10, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\003", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="label_columns", + full_name="google.cloud.bigquery.v2.Model.label_columns", + index=13, + number=11, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\003", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[ + _MODEL_KMEANSENUMS, + _MODEL_REGRESSIONMETRICS, + _MODEL_AGGREGATECLASSIFICATIONMETRICS, + _MODEL_BINARYCLASSIFICATIONMETRICS, + _MODEL_MULTICLASSCLASSIFICATIONMETRICS, + _MODEL_CLUSTERINGMETRICS, + _MODEL_EVALUATIONMETRICS, + _MODEL_TRAININGRUN, + _MODEL_LABELSENTRY, + ], + enum_types=[ + _MODEL_MODELTYPE, + _MODEL_LOSSTYPE, + _MODEL_DISTANCETYPE, + _MODEL_DATASPLITMETHOD, + _MODEL_LEARNRATESTRATEGY, + _MODEL_OPTIMIZATIONSTRATEGY, + ], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=416, + serialized_end=7227, ) _GETMODELREQUEST = _descriptor.Descriptor( - name='GetModelRequest', - full_name='google.cloud.bigquery.v2.GetModelRequest', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='project_id', full_name='google.cloud.bigquery.v2.GetModelRequest.project_id', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='dataset_id', full_name='google.cloud.bigquery.v2.GetModelRequest.dataset_id', index=1, - number=2, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='model_id', full_name='google.cloud.bigquery.v2.GetModelRequest.model_id', index=2, - number=3, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=7229, - serialized_end=7319, + name="GetModelRequest", + full_name="google.cloud.bigquery.v2.GetModelRequest", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="project_id", + full_name="google.cloud.bigquery.v2.GetModelRequest.project_id", + index=0, + number=1, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="dataset_id", + full_name="google.cloud.bigquery.v2.GetModelRequest.dataset_id", + index=1, + number=2, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="model_id", + full_name="google.cloud.bigquery.v2.GetModelRequest.model_id", + index=2, + number=3, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=7229, + serialized_end=7319, ) _PATCHMODELREQUEST = _descriptor.Descriptor( - name='PatchModelRequest', - full_name='google.cloud.bigquery.v2.PatchModelRequest', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='project_id', full_name='google.cloud.bigquery.v2.PatchModelRequest.project_id', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='dataset_id', full_name='google.cloud.bigquery.v2.PatchModelRequest.dataset_id', index=1, - number=2, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='model_id', full_name='google.cloud.bigquery.v2.PatchModelRequest.model_id', index=2, - number=3, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='model', full_name='google.cloud.bigquery.v2.PatchModelRequest.model', index=3, - number=4, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=7322, - serialized_end=7467, + name="PatchModelRequest", + full_name="google.cloud.bigquery.v2.PatchModelRequest", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="project_id", + full_name="google.cloud.bigquery.v2.PatchModelRequest.project_id", + index=0, + number=1, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="dataset_id", + full_name="google.cloud.bigquery.v2.PatchModelRequest.dataset_id", + index=1, + number=2, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="model_id", + full_name="google.cloud.bigquery.v2.PatchModelRequest.model_id", + index=2, + number=3, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="model", + full_name="google.cloud.bigquery.v2.PatchModelRequest.model", + index=3, + number=4, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=7322, + serialized_end=7467, ) _DELETEMODELREQUEST = _descriptor.Descriptor( - name='DeleteModelRequest', - full_name='google.cloud.bigquery.v2.DeleteModelRequest', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='project_id', full_name='google.cloud.bigquery.v2.DeleteModelRequest.project_id', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='dataset_id', full_name='google.cloud.bigquery.v2.DeleteModelRequest.dataset_id', index=1, - number=2, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='model_id', full_name='google.cloud.bigquery.v2.DeleteModelRequest.model_id', index=2, - number=3, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=7469, - serialized_end=7562, + name="DeleteModelRequest", + full_name="google.cloud.bigquery.v2.DeleteModelRequest", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="project_id", + full_name="google.cloud.bigquery.v2.DeleteModelRequest.project_id", + index=0, + number=1, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="dataset_id", + full_name="google.cloud.bigquery.v2.DeleteModelRequest.dataset_id", + index=1, + number=2, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="model_id", + full_name="google.cloud.bigquery.v2.DeleteModelRequest.model_id", + index=2, + number=3, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=7469, + serialized_end=7562, ) _LISTMODELSREQUEST = _descriptor.Descriptor( - name='ListModelsRequest', - full_name='google.cloud.bigquery.v2.ListModelsRequest', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='project_id', full_name='google.cloud.bigquery.v2.ListModelsRequest.project_id', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='dataset_id', full_name='google.cloud.bigquery.v2.ListModelsRequest.dataset_id', index=1, - number=2, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='max_results', full_name='google.cloud.bigquery.v2.ListModelsRequest.max_results', index=2, - number=3, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='page_token', full_name='google.cloud.bigquery.v2.ListModelsRequest.page_token', index=3, - number=4, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=7565, - serialized_end=7705, + name="ListModelsRequest", + full_name="google.cloud.bigquery.v2.ListModelsRequest", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="project_id", + full_name="google.cloud.bigquery.v2.ListModelsRequest.project_id", + index=0, + number=1, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="dataset_id", + full_name="google.cloud.bigquery.v2.ListModelsRequest.dataset_id", + index=1, + number=2, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="max_results", + full_name="google.cloud.bigquery.v2.ListModelsRequest.max_results", + index=2, + number=3, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="page_token", + full_name="google.cloud.bigquery.v2.ListModelsRequest.page_token", + index=3, + number=4, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=7565, + serialized_end=7705, ) _LISTMODELSRESPONSE = _descriptor.Descriptor( - name='ListModelsResponse', - full_name='google.cloud.bigquery.v2.ListModelsResponse', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='models', full_name='google.cloud.bigquery.v2.ListModelsResponse.models', index=0, - number=1, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='next_page_token', full_name='google.cloud.bigquery.v2.ListModelsResponse.next_page_token', index=1, - number=2, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=7707, - serialized_end=7801, + name="ListModelsResponse", + full_name="google.cloud.bigquery.v2.ListModelsResponse", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="models", + full_name="google.cloud.bigquery.v2.ListModelsResponse.models", + index=0, + number=1, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="next_page_token", + full_name="google.cloud.bigquery.v2.ListModelsResponse.next_page_token", + index=1, + number=2, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=7707, + serialized_end=7801, ) _MODEL_KMEANSENUMS.containing_type = _MODEL _MODEL_KMEANSENUMS_KMEANSINITIALIZATIONMETHOD.containing_type = _MODEL_KMEANSENUMS -_MODEL_REGRESSIONMETRICS.fields_by_name['mean_absolute_error'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_REGRESSIONMETRICS.fields_by_name['mean_squared_error'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_REGRESSIONMETRICS.fields_by_name['mean_squared_log_error'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_REGRESSIONMETRICS.fields_by_name['median_absolute_error'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_REGRESSIONMETRICS.fields_by_name['r_squared'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_REGRESSIONMETRICS.fields_by_name[ + "mean_absolute_error" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_REGRESSIONMETRICS.fields_by_name[ + "mean_squared_error" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_REGRESSIONMETRICS.fields_by_name[ + "mean_squared_log_error" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_REGRESSIONMETRICS.fields_by_name[ + "median_absolute_error" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_REGRESSIONMETRICS.fields_by_name[ + "r_squared" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE _MODEL_REGRESSIONMETRICS.containing_type = _MODEL -_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name['precision'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name['recall'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name['accuracy'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name['threshold'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name['f1_score'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name['log_loss'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name['roc_auc'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name[ + "precision" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name[ + "recall" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name[ + "accuracy" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name[ + "threshold" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name[ + "f1_score" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name[ + "log_loss" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_AGGREGATECLASSIFICATIONMETRICS.fields_by_name[ + "roc_auc" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE _MODEL_AGGREGATECLASSIFICATIONMETRICS.containing_type = _MODEL -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['positive_class_threshold'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['true_positives'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['false_positives'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['true_negatives'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['false_negatives'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['precision'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['recall'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['f1_score'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name['accuracy'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.containing_type = _MODEL_BINARYCLASSIFICATIONMETRICS -_MODEL_BINARYCLASSIFICATIONMETRICS.fields_by_name['aggregate_classification_metrics'].message_type = _MODEL_AGGREGATECLASSIFICATIONMETRICS -_MODEL_BINARYCLASSIFICATIONMETRICS.fields_by_name['binary_confusion_matrix_list'].message_type = _MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ + "positive_class_threshold" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ + "true_positives" +].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ + "false_positives" +].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ + "true_negatives" +].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ + "false_negatives" +].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ + "precision" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ + "recall" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ + "f1_score" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.fields_by_name[ + "accuracy" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX.containing_type = ( + _MODEL_BINARYCLASSIFICATIONMETRICS +) +_MODEL_BINARYCLASSIFICATIONMETRICS.fields_by_name[ + "aggregate_classification_metrics" +].message_type = _MODEL_AGGREGATECLASSIFICATIONMETRICS +_MODEL_BINARYCLASSIFICATIONMETRICS.fields_by_name[ + "binary_confusion_matrix_list" +].message_type = _MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX _MODEL_BINARYCLASSIFICATIONMETRICS.containing_type = _MODEL -_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY.fields_by_name['item_count'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY.containing_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX -_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW.fields_by_name['entries'].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY -_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW.containing_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX -_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX.fields_by_name['confidence_threshold'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX.fields_by_name['rows'].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW -_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX.containing_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS -_MODEL_MULTICLASSCLASSIFICATIONMETRICS.fields_by_name['aggregate_classification_metrics'].message_type = _MODEL_AGGREGATECLASSIFICATIONMETRICS -_MODEL_MULTICLASSCLASSIFICATIONMETRICS.fields_by_name['confusion_matrix_list'].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX +_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY.fields_by_name[ + "item_count" +].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY.containing_type = ( + _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX +) +_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW.fields_by_name[ + "entries" +].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY +_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW.containing_type = ( + _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX +) +_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX.fields_by_name[ + "confidence_threshold" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX.fields_by_name[ + "rows" +].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW +_MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX.containing_type = ( + _MODEL_MULTICLASSCLASSIFICATIONMETRICS +) +_MODEL_MULTICLASSCLASSIFICATIONMETRICS.fields_by_name[ + "aggregate_classification_metrics" +].message_type = _MODEL_AGGREGATECLASSIFICATIONMETRICS +_MODEL_MULTICLASSCLASSIFICATIONMETRICS.fields_by_name[ + "confusion_matrix_list" +].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX _MODEL_MULTICLASSCLASSIFICATIONMETRICS.containing_type = _MODEL -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT.fields_by_name['count'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT.containing_type = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE.fields_by_name['category_counts'].message_type = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE.containing_type = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name['numerical_value'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name['categorical_value'].message_type = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.containing_type = _MODEL_CLUSTERINGMETRICS_CLUSTER -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name['value'].fields.append( - _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name['numerical_value']) -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name['numerical_value'].containing_oneof = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name['value'] -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name['value'].fields.append( - _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name['categorical_value']) -_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name['categorical_value'].containing_oneof = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name['value'] -_MODEL_CLUSTERINGMETRICS_CLUSTER.fields_by_name['feature_values'].message_type = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE -_MODEL_CLUSTERINGMETRICS_CLUSTER.fields_by_name['count'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT.fields_by_name[ + "count" +].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT.containing_type = ( + _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE +) +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE.fields_by_name[ + "category_counts" +].message_type = ( + _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT +) +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE.containing_type = ( + _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE +) +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name[ + "numerical_value" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name[ + "categorical_value" +].message_type = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.containing_type = ( + _MODEL_CLUSTERINGMETRICS_CLUSTER +) +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name["value"].fields.append( + _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name["numerical_value"] +) +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name[ + "numerical_value" +].containing_oneof = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name[ + "value" +] +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name["value"].fields.append( + _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name["categorical_value"] +) +_MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.fields_by_name[ + "categorical_value" +].containing_oneof = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE.oneofs_by_name[ + "value" +] +_MODEL_CLUSTERINGMETRICS_CLUSTER.fields_by_name[ + "feature_values" +].message_type = _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE +_MODEL_CLUSTERINGMETRICS_CLUSTER.fields_by_name[ + "count" +].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE _MODEL_CLUSTERINGMETRICS_CLUSTER.containing_type = _MODEL_CLUSTERINGMETRICS -_MODEL_CLUSTERINGMETRICS.fields_by_name['davies_bouldin_index'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_CLUSTERINGMETRICS.fields_by_name['mean_squared_distance'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_CLUSTERINGMETRICS.fields_by_name['clusters'].message_type = _MODEL_CLUSTERINGMETRICS_CLUSTER +_MODEL_CLUSTERINGMETRICS.fields_by_name[ + "davies_bouldin_index" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_CLUSTERINGMETRICS.fields_by_name[ + "mean_squared_distance" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_CLUSTERINGMETRICS.fields_by_name[ + "clusters" +].message_type = _MODEL_CLUSTERINGMETRICS_CLUSTER _MODEL_CLUSTERINGMETRICS.containing_type = _MODEL -_MODEL_EVALUATIONMETRICS.fields_by_name['regression_metrics'].message_type = _MODEL_REGRESSIONMETRICS -_MODEL_EVALUATIONMETRICS.fields_by_name['binary_classification_metrics'].message_type = _MODEL_BINARYCLASSIFICATIONMETRICS -_MODEL_EVALUATIONMETRICS.fields_by_name['multi_class_classification_metrics'].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS -_MODEL_EVALUATIONMETRICS.fields_by_name['clustering_metrics'].message_type = _MODEL_CLUSTERINGMETRICS +_MODEL_EVALUATIONMETRICS.fields_by_name[ + "regression_metrics" +].message_type = _MODEL_REGRESSIONMETRICS +_MODEL_EVALUATIONMETRICS.fields_by_name[ + "binary_classification_metrics" +].message_type = _MODEL_BINARYCLASSIFICATIONMETRICS +_MODEL_EVALUATIONMETRICS.fields_by_name[ + "multi_class_classification_metrics" +].message_type = _MODEL_MULTICLASSCLASSIFICATIONMETRICS +_MODEL_EVALUATIONMETRICS.fields_by_name[ + "clustering_metrics" +].message_type = _MODEL_CLUSTERINGMETRICS _MODEL_EVALUATIONMETRICS.containing_type = _MODEL -_MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'].fields.append( - _MODEL_EVALUATIONMETRICS.fields_by_name['regression_metrics']) -_MODEL_EVALUATIONMETRICS.fields_by_name['regression_metrics'].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'] -_MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'].fields.append( - _MODEL_EVALUATIONMETRICS.fields_by_name['binary_classification_metrics']) -_MODEL_EVALUATIONMETRICS.fields_by_name['binary_classification_metrics'].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'] -_MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'].fields.append( - _MODEL_EVALUATIONMETRICS.fields_by_name['multi_class_classification_metrics']) -_MODEL_EVALUATIONMETRICS.fields_by_name['multi_class_classification_metrics'].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'] -_MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'].fields.append( - _MODEL_EVALUATIONMETRICS.fields_by_name['clustering_metrics']) -_MODEL_EVALUATIONMETRICS.fields_by_name['clustering_metrics'].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name['metrics'] -_MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY.containing_type = _MODEL_TRAININGRUN_TRAININGOPTIONS -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['loss_type'].enum_type = _MODEL_LOSSTYPE -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['l1_regularization'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['l2_regularization'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['min_relative_progress'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['warm_start'].message_type = google_dot_protobuf_dot_wrappers__pb2._BOOLVALUE -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['early_stop'].message_type = google_dot_protobuf_dot_wrappers__pb2._BOOLVALUE -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['data_split_method'].enum_type = _MODEL_DATASPLITMETHOD -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['learn_rate_strategy'].enum_type = _MODEL_LEARNRATESTRATEGY -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['label_class_weights'].message_type = _MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['distance_type'].enum_type = _MODEL_DISTANCETYPE -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['optimization_strategy'].enum_type = _MODEL_OPTIMIZATIONSTRATEGY -_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name['kmeans_initialization_method'].enum_type = _MODEL_KMEANSENUMS_KMEANSINITIALIZATIONMETHOD +_MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"].fields.append( + _MODEL_EVALUATIONMETRICS.fields_by_name["regression_metrics"] +) +_MODEL_EVALUATIONMETRICS.fields_by_name[ + "regression_metrics" +].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"] +_MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"].fields.append( + _MODEL_EVALUATIONMETRICS.fields_by_name["binary_classification_metrics"] +) +_MODEL_EVALUATIONMETRICS.fields_by_name[ + "binary_classification_metrics" +].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"] +_MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"].fields.append( + _MODEL_EVALUATIONMETRICS.fields_by_name["multi_class_classification_metrics"] +) +_MODEL_EVALUATIONMETRICS.fields_by_name[ + "multi_class_classification_metrics" +].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"] +_MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"].fields.append( + _MODEL_EVALUATIONMETRICS.fields_by_name["clustering_metrics"] +) +_MODEL_EVALUATIONMETRICS.fields_by_name[ + "clustering_metrics" +].containing_oneof = _MODEL_EVALUATIONMETRICS.oneofs_by_name["metrics"] +_MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY.containing_type = ( + _MODEL_TRAININGRUN_TRAININGOPTIONS +) +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ + "loss_type" +].enum_type = _MODEL_LOSSTYPE +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ + "l1_regularization" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ + "l2_regularization" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ + "min_relative_progress" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ + "warm_start" +].message_type = google_dot_protobuf_dot_wrappers__pb2._BOOLVALUE +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ + "early_stop" +].message_type = google_dot_protobuf_dot_wrappers__pb2._BOOLVALUE +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ + "data_split_method" +].enum_type = _MODEL_DATASPLITMETHOD +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ + "learn_rate_strategy" +].enum_type = _MODEL_LEARNRATESTRATEGY +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ + "label_class_weights" +].message_type = _MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ + "distance_type" +].enum_type = _MODEL_DISTANCETYPE +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ + "optimization_strategy" +].enum_type = _MODEL_OPTIMIZATIONSTRATEGY +_MODEL_TRAININGRUN_TRAININGOPTIONS.fields_by_name[ + "kmeans_initialization_method" +].enum_type = _MODEL_KMEANSENUMS_KMEANSINITIALIZATIONMETHOD _MODEL_TRAININGRUN_TRAININGOPTIONS.containing_type = _MODEL_TRAININGRUN -_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO.fields_by_name['cluster_radius'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO.fields_by_name['cluster_size'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO.containing_type = _MODEL_TRAININGRUN_ITERATIONRESULT -_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name['index'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT32VALUE -_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name['duration_ms'].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE -_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name['training_loss'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name['eval_loss'].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE -_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name['cluster_infos'].message_type = _MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO +_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO.fields_by_name[ + "cluster_radius" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO.fields_by_name[ + "cluster_size" +].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO.containing_type = ( + _MODEL_TRAININGRUN_ITERATIONRESULT +) +_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name[ + "index" +].message_type = google_dot_protobuf_dot_wrappers__pb2._INT32VALUE +_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name[ + "duration_ms" +].message_type = google_dot_protobuf_dot_wrappers__pb2._INT64VALUE +_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name[ + "training_loss" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name[ + "eval_loss" +].message_type = google_dot_protobuf_dot_wrappers__pb2._DOUBLEVALUE +_MODEL_TRAININGRUN_ITERATIONRESULT.fields_by_name[ + "cluster_infos" +].message_type = _MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO _MODEL_TRAININGRUN_ITERATIONRESULT.containing_type = _MODEL_TRAININGRUN -_MODEL_TRAININGRUN.fields_by_name['training_options'].message_type = _MODEL_TRAININGRUN_TRAININGOPTIONS -_MODEL_TRAININGRUN.fields_by_name['start_time'].message_type = google_dot_protobuf_dot_timestamp__pb2._TIMESTAMP -_MODEL_TRAININGRUN.fields_by_name['results'].message_type = _MODEL_TRAININGRUN_ITERATIONRESULT -_MODEL_TRAININGRUN.fields_by_name['evaluation_metrics'].message_type = _MODEL_EVALUATIONMETRICS +_MODEL_TRAININGRUN.fields_by_name[ + "training_options" +].message_type = _MODEL_TRAININGRUN_TRAININGOPTIONS +_MODEL_TRAININGRUN.fields_by_name[ + "start_time" +].message_type = google_dot_protobuf_dot_timestamp__pb2._TIMESTAMP +_MODEL_TRAININGRUN.fields_by_name[ + "results" +].message_type = _MODEL_TRAININGRUN_ITERATIONRESULT +_MODEL_TRAININGRUN.fields_by_name[ + "evaluation_metrics" +].message_type = _MODEL_EVALUATIONMETRICS _MODEL_TRAININGRUN.containing_type = _MODEL _MODEL_LABELSENTRY.containing_type = _MODEL -_MODEL.fields_by_name['model_reference'].message_type = google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__reference__pb2._MODELREFERENCE -_MODEL.fields_by_name['labels'].message_type = _MODEL_LABELSENTRY -_MODEL.fields_by_name['encryption_configuration'].message_type = google_dot_cloud_dot_bigquery__v2_dot_proto_dot_encryption__config__pb2._ENCRYPTIONCONFIGURATION -_MODEL.fields_by_name['model_type'].enum_type = _MODEL_MODELTYPE -_MODEL.fields_by_name['training_runs'].message_type = _MODEL_TRAININGRUN -_MODEL.fields_by_name['feature_columns'].message_type = google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2._STANDARDSQLFIELD -_MODEL.fields_by_name['label_columns'].message_type = google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2._STANDARDSQLFIELD +_MODEL.fields_by_name[ + "model_reference" +].message_type = ( + google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__reference__pb2._MODELREFERENCE +) +_MODEL.fields_by_name["labels"].message_type = _MODEL_LABELSENTRY +_MODEL.fields_by_name[ + "encryption_configuration" +].message_type = ( + google_dot_cloud_dot_bigquery__v2_dot_proto_dot_encryption__config__pb2._ENCRYPTIONCONFIGURATION +) +_MODEL.fields_by_name["model_type"].enum_type = _MODEL_MODELTYPE +_MODEL.fields_by_name["training_runs"].message_type = _MODEL_TRAININGRUN +_MODEL.fields_by_name[ + "feature_columns" +].message_type = ( + google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2._STANDARDSQLFIELD +) +_MODEL.fields_by_name[ + "label_columns" +].message_type = ( + google_dot_cloud_dot_bigquery__v2_dot_proto_dot_standard__sql__pb2._STANDARDSQLFIELD +) _MODEL_MODELTYPE.containing_type = _MODEL _MODEL_LOSSTYPE.containing_type = _MODEL _MODEL_DISTANCETYPE.containing_type = _MODEL _MODEL_DATASPLITMETHOD.containing_type = _MODEL _MODEL_LEARNRATESTRATEGY.containing_type = _MODEL _MODEL_OPTIMIZATIONSTRATEGY.containing_type = _MODEL -_PATCHMODELREQUEST.fields_by_name['model'].message_type = _MODEL -_LISTMODELSREQUEST.fields_by_name['max_results'].message_type = google_dot_protobuf_dot_wrappers__pb2._UINT32VALUE -_LISTMODELSRESPONSE.fields_by_name['models'].message_type = _MODEL -DESCRIPTOR.message_types_by_name['Model'] = _MODEL -DESCRIPTOR.message_types_by_name['GetModelRequest'] = _GETMODELREQUEST -DESCRIPTOR.message_types_by_name['PatchModelRequest'] = _PATCHMODELREQUEST -DESCRIPTOR.message_types_by_name['DeleteModelRequest'] = _DELETEMODELREQUEST -DESCRIPTOR.message_types_by_name['ListModelsRequest'] = _LISTMODELSREQUEST -DESCRIPTOR.message_types_by_name['ListModelsResponse'] = _LISTMODELSRESPONSE +_PATCHMODELREQUEST.fields_by_name["model"].message_type = _MODEL +_LISTMODELSREQUEST.fields_by_name[ + "max_results" +].message_type = google_dot_protobuf_dot_wrappers__pb2._UINT32VALUE +_LISTMODELSRESPONSE.fields_by_name["models"].message_type = _MODEL +DESCRIPTOR.message_types_by_name["Model"] = _MODEL +DESCRIPTOR.message_types_by_name["GetModelRequest"] = _GETMODELREQUEST +DESCRIPTOR.message_types_by_name["PatchModelRequest"] = _PATCHMODELREQUEST +DESCRIPTOR.message_types_by_name["DeleteModelRequest"] = _DELETEMODELREQUEST +DESCRIPTOR.message_types_by_name["ListModelsRequest"] = _LISTMODELSREQUEST +DESCRIPTOR.message_types_by_name["ListModelsResponse"] = _LISTMODELSRESPONSE _sym_db.RegisterFileDescriptor(DESCRIPTOR) -Model = _reflection.GeneratedProtocolMessageType('Model', (_message.Message,), { - - 'KmeansEnums' : _reflection.GeneratedProtocolMessageType('KmeansEnums', (_message.Message,), { - 'DESCRIPTOR' : _MODEL_KMEANSENUMS, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.KmeansEnums) - }) - , - - 'RegressionMetrics' : _reflection.GeneratedProtocolMessageType('RegressionMetrics', (_message.Message,), { - 'DESCRIPTOR' : _MODEL_REGRESSIONMETRICS, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Evaluation metrics for regression and explicit feedback type matrix +Model = _reflection.GeneratedProtocolMessageType( + "Model", + (_message.Message,), + { + "KmeansEnums": _reflection.GeneratedProtocolMessageType( + "KmeansEnums", + (_message.Message,), + { + "DESCRIPTOR": _MODEL_KMEANSENUMS, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2" + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.KmeansEnums) + }, + ), + "RegressionMetrics": _reflection.GeneratedProtocolMessageType( + "RegressionMetrics", + (_message.Message,), + { + "DESCRIPTOR": _MODEL_REGRESSIONMETRICS, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Evaluation metrics for regression and explicit feedback type matrix factorization models. Attributes: @@ -1916,15 +3554,16 @@ r_squared: R^2 score. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.RegressionMetrics) - }) - , - - 'AggregateClassificationMetrics' : _reflection.GeneratedProtocolMessageType('AggregateClassificationMetrics', (_message.Message,), { - 'DESCRIPTOR' : _MODEL_AGGREGATECLASSIFICATIONMETRICS, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Aggregate metrics for classification/classifier models. For multi- + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.RegressionMetrics) + }, + ), + "AggregateClassificationMetrics": _reflection.GeneratedProtocolMessageType( + "AggregateClassificationMetrics", + (_message.Message,), + { + "DESCRIPTOR": _MODEL_AGGREGATECLASSIFICATIONMETRICS, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Aggregate metrics for classification/classifier models. For multi- class models, the metrics are either macro-averaged or micro-averaged. When macro-averaged, the metrics are calculated for each label and then an unweighted average is taken of those values. When micro- @@ -1958,17 +3597,20 @@ class models, the metrics are either macro-averaged or micro-averaged. Area Under a ROC Curve. For multiclass this is a macro- averaged metric. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.AggregateClassificationMetrics) - }) - , - - 'BinaryClassificationMetrics' : _reflection.GeneratedProtocolMessageType('BinaryClassificationMetrics', (_message.Message,), { - - 'BinaryConfusionMatrix' : _reflection.GeneratedProtocolMessageType('BinaryConfusionMatrix', (_message.Message,), { - 'DESCRIPTOR' : _MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Confusion matrix for binary classification models. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.AggregateClassificationMetrics) + }, + ), + "BinaryClassificationMetrics": _reflection.GeneratedProtocolMessageType( + "BinaryClassificationMetrics", + (_message.Message,), + { + "BinaryConfusionMatrix": _reflection.GeneratedProtocolMessageType( + "BinaryConfusionMatrix", + (_message.Message,), + { + "DESCRIPTOR": _MODEL_BINARYCLASSIFICATIONMETRICS_BINARYCONFUSIONMATRIX, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Confusion matrix for binary classification models. Attributes: positive_class_threshold: @@ -1993,13 +3635,12 @@ class models, the metrics are either macro-averaged or micro-averaged. accuracy: The fraction of predictions given the correct label. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix) - }) - , - 'DESCRIPTOR' : _MODEL_BINARYCLASSIFICATIONMETRICS, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Evaluation metrics for binary classification/classifier models. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.BinaryClassificationMetrics.BinaryConfusionMatrix) + }, + ), + "DESCRIPTOR": _MODEL_BINARYCLASSIFICATIONMETRICS, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Evaluation metrics for binary classification/classifier models. Attributes: aggregate_classification_metrics: @@ -2011,19 +3652,24 @@ class models, the metrics are either macro-averaged or micro-averaged. negative_label: Label representing the negative class. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.BinaryClassificationMetrics) - }) - , - - 'MultiClassClassificationMetrics' : _reflection.GeneratedProtocolMessageType('MultiClassClassificationMetrics', (_message.Message,), { - - 'ConfusionMatrix' : _reflection.GeneratedProtocolMessageType('ConfusionMatrix', (_message.Message,), { - - 'Entry' : _reflection.GeneratedProtocolMessageType('Entry', (_message.Message,), { - 'DESCRIPTOR' : _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """A single entry in the confusion matrix. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.BinaryClassificationMetrics) + }, + ), + "MultiClassClassificationMetrics": _reflection.GeneratedProtocolMessageType( + "MultiClassClassificationMetrics", + (_message.Message,), + { + "ConfusionMatrix": _reflection.GeneratedProtocolMessageType( + "ConfusionMatrix", + (_message.Message,), + { + "Entry": _reflection.GeneratedProtocolMessageType( + "Entry", + (_message.Message,), + { + "DESCRIPTOR": _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ENTRY, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """A single entry in the confusion matrix. Attributes: predicted_label: @@ -2033,15 +3679,16 @@ class models, the metrics are either macro-averaged or micro-averaged. item_count: Number of items being predicted as this label. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry) - }) - , - - 'Row' : _reflection.GeneratedProtocolMessageType('Row', (_message.Message,), { - 'DESCRIPTOR' : _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """A single row in the confusion matrix. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Entry) + }, + ), + "Row": _reflection.GeneratedProtocolMessageType( + "Row", + (_message.Message,), + { + "DESCRIPTOR": _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX_ROW, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """A single row in the confusion matrix. Attributes: actual_label: @@ -2049,13 +3696,12 @@ class models, the metrics are either macro-averaged or micro-averaged. entries: Info describing predicted label distribution. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row) - }) - , - 'DESCRIPTOR' : _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Confusion matrix for multi-class classification models. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix.Row) + }, + ), + "DESCRIPTOR": _MODEL_MULTICLASSCLASSIFICATIONMETRICS_CONFUSIONMATRIX, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Confusion matrix for multi-class classification models. Attributes: confidence_threshold: @@ -2064,13 +3710,12 @@ class models, the metrics are either macro-averaged or micro-averaged. rows: One row per actual label. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix) - }) - , - 'DESCRIPTOR' : _MODEL_MULTICLASSCLASSIFICATIONMETRICS, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Evaluation metrics for multi-class classification/classifier models. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics.ConfusionMatrix) + }, + ), + "DESCRIPTOR": _MODEL_MULTICLASSCLASSIFICATIONMETRICS, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Evaluation metrics for multi-class classification/classifier models. Attributes: aggregate_classification_metrics: @@ -2078,23 +3723,32 @@ class models, the metrics are either macro-averaged or micro-averaged. confusion_matrix_list: Confusion matrix at different thresholds. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics) - }) - , - - 'ClusteringMetrics' : _reflection.GeneratedProtocolMessageType('ClusteringMetrics', (_message.Message,), { - - 'Cluster' : _reflection.GeneratedProtocolMessageType('Cluster', (_message.Message,), { - - 'FeatureValue' : _reflection.GeneratedProtocolMessageType('FeatureValue', (_message.Message,), { - - 'CategoricalValue' : _reflection.GeneratedProtocolMessageType('CategoricalValue', (_message.Message,), { - - 'CategoryCount' : _reflection.GeneratedProtocolMessageType('CategoryCount', (_message.Message,), { - 'DESCRIPTOR' : _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Represents the count of a single category within the cluster. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.MultiClassClassificationMetrics) + }, + ), + "ClusteringMetrics": _reflection.GeneratedProtocolMessageType( + "ClusteringMetrics", + (_message.Message,), + { + "Cluster": _reflection.GeneratedProtocolMessageType( + "Cluster", + (_message.Message,), + { + "FeatureValue": _reflection.GeneratedProtocolMessageType( + "FeatureValue", + (_message.Message,), + { + "CategoricalValue": _reflection.GeneratedProtocolMessageType( + "CategoricalValue", + (_message.Message,), + { + "CategoryCount": _reflection.GeneratedProtocolMessageType( + "CategoryCount", + (_message.Message,), + { + "DESCRIPTOR": _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE_CATEGORYCOUNT, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Represents the count of a single category within the cluster. Attributes: category: @@ -2103,13 +3757,12 @@ class models, the metrics are either macro-averaged or micro-averaged. The count of training samples matching the category within the cluster. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount) - }) - , - 'DESCRIPTOR' : _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Representative value of a categorical feature. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount) + }, + ), + "DESCRIPTOR": _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE_CATEGORICALVALUE, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Representative value of a categorical feature. Attributes: category_counts: @@ -2118,13 +3771,12 @@ class models, the metrics are either macro-averaged or micro-averaged. return one more CategoryCount with category ``*OTHER*`` and count as aggregate counts of remaining categories. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue) - }) - , - 'DESCRIPTOR' : _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Representative value of a single feature within the cluster. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue) + }, + ), + "DESCRIPTOR": _MODEL_CLUSTERINGMETRICS_CLUSTER_FEATUREVALUE, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Representative value of a single feature within the cluster. Attributes: feature_column: @@ -2135,13 +3787,12 @@ class models, the metrics are either macro-averaged or micro-averaged. categorical_value: The categorical feature value. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue) - }) - , - 'DESCRIPTOR' : _MODEL_CLUSTERINGMETRICS_CLUSTER, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Message containing the information about one cluster. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster.FeatureValue) + }, + ), + "DESCRIPTOR": _MODEL_CLUSTERINGMETRICS_CLUSTER, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Message containing the information about one cluster. Attributes: centroid_id: @@ -2152,13 +3803,12 @@ class models, the metrics are either macro-averaged or micro-averaged. Count of training data rows that were assigned to this cluster. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster) - }) - , - 'DESCRIPTOR' : _MODEL_CLUSTERINGMETRICS, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Evaluation metrics for clustering models. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics.Cluster) + }, + ), + "DESCRIPTOR": _MODEL_CLUSTERINGMETRICS, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Evaluation metrics for clustering models. Attributes: davies_bouldin_index: @@ -2169,15 +3819,16 @@ class models, the metrics are either macro-averaged or micro-averaged. clusters: [Beta] Information for all clusters. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics) - }) - , - - 'EvaluationMetrics' : _reflection.GeneratedProtocolMessageType('EvaluationMetrics', (_message.Message,), { - 'DESCRIPTOR' : _MODEL_EVALUATIONMETRICS, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Evaluation metrics of a model. These are either computed on all + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.ClusteringMetrics) + }, + ), + "EvaluationMetrics": _reflection.GeneratedProtocolMessageType( + "EvaluationMetrics", + (_message.Message,), + { + "DESCRIPTOR": _MODEL_EVALUATIONMETRICS, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """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. @@ -2192,24 +3843,29 @@ class models, the metrics are either macro-averaged or micro-averaged. clustering_metrics: Populated for clustering models. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.EvaluationMetrics) - }) - , - - 'TrainingRun' : _reflection.GeneratedProtocolMessageType('TrainingRun', (_message.Message,), { - - 'TrainingOptions' : _reflection.GeneratedProtocolMessageType('TrainingOptions', (_message.Message,), { - - 'LabelClassWeightsEntry' : _reflection.GeneratedProtocolMessageType('LabelClassWeightsEntry', (_message.Message,), { - 'DESCRIPTOR' : _MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry) - }) - , - 'DESCRIPTOR' : _MODEL_TRAININGRUN_TRAININGOPTIONS, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Protocol buffer. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.EvaluationMetrics) + }, + ), + "TrainingRun": _reflection.GeneratedProtocolMessageType( + "TrainingRun", + (_message.Message,), + { + "TrainingOptions": _reflection.GeneratedProtocolMessageType( + "TrainingOptions", + (_message.Message,), + { + "LabelClassWeightsEntry": _reflection.GeneratedProtocolMessageType( + "LabelClassWeightsEntry", + (_message.Message,), + { + "DESCRIPTOR": _MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2" + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions.LabelClassWeightsEntry) + }, + ), + "DESCRIPTOR": _MODEL_TRAININGRUN_TRAININGOPTIONS, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Protocol buffer. Attributes: max_iterations: @@ -2280,17 +3936,20 @@ class models, the metrics are either macro-averaged or micro-averaged. The column used to provide the initial centroids for kmeans algorithm when kmeans_initialization_method is CUSTOM. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions) - }) - , - - 'IterationResult' : _reflection.GeneratedProtocolMessageType('IterationResult', (_message.Message,), { - - 'ClusterInfo' : _reflection.GeneratedProtocolMessageType('ClusterInfo', (_message.Message,), { - 'DESCRIPTOR' : _MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Information about a single cluster for clustering model. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.TrainingOptions) + }, + ), + "IterationResult": _reflection.GeneratedProtocolMessageType( + "IterationResult", + (_message.Message,), + { + "ClusterInfo": _reflection.GeneratedProtocolMessageType( + "ClusterInfo", + (_message.Message,), + { + "DESCRIPTOR": _MODEL_TRAININGRUN_ITERATIONRESULT_CLUSTERINFO, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Information about a single cluster for clustering model. Attributes: centroid_id: @@ -2302,13 +3961,12 @@ class models, the metrics are either macro-averaged or micro-averaged. Cluster size, the total number of points assigned to the cluster. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo) - }) - , - 'DESCRIPTOR' : _MODEL_TRAININGRUN_ITERATIONRESULT, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Information about a single iteration of the training run. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.IterationResult.ClusterInfo) + }, + ), + "DESCRIPTOR": _MODEL_TRAININGRUN_ITERATIONRESULT, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Information about a single iteration of the training run. Attributes: index: @@ -2324,13 +3982,12 @@ class models, the metrics are either macro-averaged or micro-averaged. cluster_infos: Information about top clusters for clustering models. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.IterationResult) - }) - , - 'DESCRIPTOR' : _MODEL_TRAININGRUN, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Information about a single training query run for the model. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun.IterationResult) + }, + ), + "DESCRIPTOR": _MODEL_TRAININGRUN, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Information about a single training query run for the model. Attributes: training_options: @@ -2345,20 +4002,21 @@ class models, the metrics are either macro-averaged or micro-averaged. The evaluation metrics over training/eval data that were computed at the end of training. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun) - }) - , - - 'LabelsEntry' : _reflection.GeneratedProtocolMessageType('LabelsEntry', (_message.Message,), { - 'DESCRIPTOR' : _MODEL_LABELSENTRY, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.LabelsEntry) - }) - , - 'DESCRIPTOR' : _MODEL, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Protocol buffer. + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.TrainingRun) + }, + ), + "LabelsEntry": _reflection.GeneratedProtocolMessageType( + "LabelsEntry", + (_message.Message,), + { + "DESCRIPTOR": _MODEL_LABELSENTRY, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2" + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model.LabelsEntry) + }, + ), + "DESCRIPTOR": _MODEL, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Protocol buffer. Attributes: etag: @@ -2410,8 +4068,9 @@ class models, the metrics are either macro-averaged or micro-averaged. The output of the model will have a ``predicted\_`` prefix to these columns. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model) - }) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.Model) + }, +) _sym_db.RegisterMessage(Model) _sym_db.RegisterMessage(Model.KmeansEnums) _sym_db.RegisterMessage(Model.RegressionMetrics) @@ -2426,7 +4085,9 @@ class models, the metrics are either macro-averaged or micro-averaged. _sym_db.RegisterMessage(Model.ClusteringMetrics.Cluster) _sym_db.RegisterMessage(Model.ClusteringMetrics.Cluster.FeatureValue) _sym_db.RegisterMessage(Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue) -_sym_db.RegisterMessage(Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount) +_sym_db.RegisterMessage( + Model.ClusteringMetrics.Cluster.FeatureValue.CategoricalValue.CategoryCount +) _sym_db.RegisterMessage(Model.EvaluationMetrics) _sym_db.RegisterMessage(Model.TrainingRun) _sym_db.RegisterMessage(Model.TrainingRun.TrainingOptions) @@ -2435,11 +4096,13 @@ class models, the metrics are either macro-averaged or micro-averaged. _sym_db.RegisterMessage(Model.TrainingRun.IterationResult.ClusterInfo) _sym_db.RegisterMessage(Model.LabelsEntry) -GetModelRequest = _reflection.GeneratedProtocolMessageType('GetModelRequest', (_message.Message,), { - 'DESCRIPTOR' : _GETMODELREQUEST, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Protocol buffer. +GetModelRequest = _reflection.GeneratedProtocolMessageType( + "GetModelRequest", + (_message.Message,), + { + "DESCRIPTOR": _GETMODELREQUEST, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Protocol buffer. Attributes: project_id: @@ -2449,15 +4112,18 @@ class models, the metrics are either macro-averaged or micro-averaged. model_id: Required. Model ID of the requested model. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.GetModelRequest) - }) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.GetModelRequest) + }, +) _sym_db.RegisterMessage(GetModelRequest) -PatchModelRequest = _reflection.GeneratedProtocolMessageType('PatchModelRequest', (_message.Message,), { - 'DESCRIPTOR' : _PATCHMODELREQUEST, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Protocol buffer. +PatchModelRequest = _reflection.GeneratedProtocolMessageType( + "PatchModelRequest", + (_message.Message,), + { + "DESCRIPTOR": _PATCHMODELREQUEST, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Protocol buffer. Attributes: project_id: @@ -2471,15 +4137,18 @@ class models, the metrics are either macro-averaged or micro-averaged. Missing fields are not updated. To clear a field, explicitly set to default value. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.PatchModelRequest) - }) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.PatchModelRequest) + }, +) _sym_db.RegisterMessage(PatchModelRequest) -DeleteModelRequest = _reflection.GeneratedProtocolMessageType('DeleteModelRequest', (_message.Message,), { - 'DESCRIPTOR' : _DELETEMODELREQUEST, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Protocol buffer. +DeleteModelRequest = _reflection.GeneratedProtocolMessageType( + "DeleteModelRequest", + (_message.Message,), + { + "DESCRIPTOR": _DELETEMODELREQUEST, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Protocol buffer. Attributes: project_id: @@ -2489,15 +4158,18 @@ class models, the metrics are either macro-averaged or micro-averaged. model_id: Required. Model ID of the model to delete. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.DeleteModelRequest) - }) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.DeleteModelRequest) + }, +) _sym_db.RegisterMessage(DeleteModelRequest) -ListModelsRequest = _reflection.GeneratedProtocolMessageType('ListModelsRequest', (_message.Message,), { - 'DESCRIPTOR' : _LISTMODELSREQUEST, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Protocol buffer. +ListModelsRequest = _reflection.GeneratedProtocolMessageType( + "ListModelsRequest", + (_message.Message,), + { + "DESCRIPTOR": _LISTMODELSREQUEST, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Protocol buffer. Attributes: project_id: @@ -2512,15 +4184,18 @@ class models, the metrics are either macro-averaged or micro-averaged. Page token, returned by a previous call to request the next page of results """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.ListModelsRequest) - }) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.ListModelsRequest) + }, +) _sym_db.RegisterMessage(ListModelsRequest) -ListModelsResponse = _reflection.GeneratedProtocolMessageType('ListModelsResponse', (_message.Message,), { - 'DESCRIPTOR' : _LISTMODELSRESPONSE, - '__module__' : 'google.cloud.bigquery_v2.proto.model_pb2' - , - '__doc__': """Protocol buffer. +ListModelsResponse = _reflection.GeneratedProtocolMessageType( + "ListModelsResponse", + (_message.Message,), + { + "DESCRIPTOR": _LISTMODELSRESPONSE, + "__module__": "google.cloud.bigquery_v2.proto.model_pb2", + "__doc__": """Protocol buffer. Attributes: models: @@ -2530,92 +4205,94 @@ class models, the metrics are either macro-averaged or micro-averaged. next_page_token: A token to request the next page of results. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.ListModelsResponse) - }) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.ListModelsResponse) + }, +) _sym_db.RegisterMessage(ListModelsResponse) DESCRIPTOR._options = None _MODEL_TRAININGRUN_TRAININGOPTIONS_LABELCLASSWEIGHTSENTRY._options = None _MODEL_LABELSENTRY._options = None -_MODEL.fields_by_name['etag']._options = None -_MODEL.fields_by_name['model_reference']._options = None -_MODEL.fields_by_name['creation_time']._options = None -_MODEL.fields_by_name['last_modified_time']._options = None -_MODEL.fields_by_name['description']._options = None -_MODEL.fields_by_name['friendly_name']._options = None -_MODEL.fields_by_name['expiration_time']._options = None -_MODEL.fields_by_name['location']._options = None -_MODEL.fields_by_name['model_type']._options = None -_MODEL.fields_by_name['training_runs']._options = None -_MODEL.fields_by_name['feature_columns']._options = None -_MODEL.fields_by_name['label_columns']._options = None -_GETMODELREQUEST.fields_by_name['project_id']._options = None -_GETMODELREQUEST.fields_by_name['dataset_id']._options = None -_GETMODELREQUEST.fields_by_name['model_id']._options = None -_PATCHMODELREQUEST.fields_by_name['project_id']._options = None -_PATCHMODELREQUEST.fields_by_name['dataset_id']._options = None -_PATCHMODELREQUEST.fields_by_name['model_id']._options = None -_PATCHMODELREQUEST.fields_by_name['model']._options = None -_DELETEMODELREQUEST.fields_by_name['project_id']._options = None -_DELETEMODELREQUEST.fields_by_name['dataset_id']._options = None -_DELETEMODELREQUEST.fields_by_name['model_id']._options = None -_LISTMODELSREQUEST.fields_by_name['project_id']._options = None -_LISTMODELSREQUEST.fields_by_name['dataset_id']._options = None +_MODEL.fields_by_name["etag"]._options = None +_MODEL.fields_by_name["model_reference"]._options = None +_MODEL.fields_by_name["creation_time"]._options = None +_MODEL.fields_by_name["last_modified_time"]._options = None +_MODEL.fields_by_name["description"]._options = None +_MODEL.fields_by_name["friendly_name"]._options = None +_MODEL.fields_by_name["expiration_time"]._options = None +_MODEL.fields_by_name["location"]._options = None +_MODEL.fields_by_name["model_type"]._options = None +_MODEL.fields_by_name["training_runs"]._options = None +_MODEL.fields_by_name["feature_columns"]._options = None +_MODEL.fields_by_name["label_columns"]._options = None +_GETMODELREQUEST.fields_by_name["project_id"]._options = None +_GETMODELREQUEST.fields_by_name["dataset_id"]._options = None +_GETMODELREQUEST.fields_by_name["model_id"]._options = None +_PATCHMODELREQUEST.fields_by_name["project_id"]._options = None +_PATCHMODELREQUEST.fields_by_name["dataset_id"]._options = None +_PATCHMODELREQUEST.fields_by_name["model_id"]._options = None +_PATCHMODELREQUEST.fields_by_name["model"]._options = None +_DELETEMODELREQUEST.fields_by_name["project_id"]._options = None +_DELETEMODELREQUEST.fields_by_name["dataset_id"]._options = None +_DELETEMODELREQUEST.fields_by_name["model_id"]._options = None +_LISTMODELSREQUEST.fields_by_name["project_id"]._options = None +_LISTMODELSREQUEST.fields_by_name["dataset_id"]._options = None _MODELSERVICE = _descriptor.ServiceDescriptor( - name='ModelService', - full_name='google.cloud.bigquery.v2.ModelService', - file=DESCRIPTOR, - index=0, - serialized_options=b'\312A\027bigquery.googleapis.com\322A\302\001https://www.googleapis.com/auth/bigquery,https://www.googleapis.com/auth/bigquery.readonly,https://www.googleapis.com/auth/cloud-platform,https://www.googleapis.com/auth/cloud-platform.read-only', - create_key=_descriptor._internal_create_key, - serialized_start=7804, - serialized_end=8566, - methods=[ - _descriptor.MethodDescriptor( - name='GetModel', - full_name='google.cloud.bigquery.v2.ModelService.GetModel', + name="ModelService", + full_name="google.cloud.bigquery.v2.ModelService", + file=DESCRIPTOR, index=0, - containing_service=None, - input_type=_GETMODELREQUEST, - output_type=_MODEL, - serialized_options=b'\332A\036project_id,dataset_id,model_id', - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='ListModels', - full_name='google.cloud.bigquery.v2.ModelService.ListModels', - index=1, - containing_service=None, - input_type=_LISTMODELSREQUEST, - output_type=_LISTMODELSRESPONSE, - serialized_options=b'\332A!project_id,dataset_id,max_results', - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='PatchModel', - full_name='google.cloud.bigquery.v2.ModelService.PatchModel', - index=2, - containing_service=None, - input_type=_PATCHMODELREQUEST, - output_type=_MODEL, - serialized_options=b'\332A$project_id,dataset_id,model_id,model', + serialized_options=b"\312A\027bigquery.googleapis.com\322A\302\001https://www.googleapis.com/auth/bigquery,https://www.googleapis.com/auth/bigquery.readonly,https://www.googleapis.com/auth/cloud-platform,https://www.googleapis.com/auth/cloud-platform.read-only", create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='DeleteModel', - full_name='google.cloud.bigquery.v2.ModelService.DeleteModel', - index=3, - containing_service=None, - input_type=_DELETEMODELREQUEST, - output_type=google_dot_protobuf_dot_empty__pb2._EMPTY, - serialized_options=b'\332A\036project_id,dataset_id,model_id', - create_key=_descriptor._internal_create_key, - ), -]) + serialized_start=7804, + serialized_end=8566, + methods=[ + _descriptor.MethodDescriptor( + name="GetModel", + full_name="google.cloud.bigquery.v2.ModelService.GetModel", + index=0, + containing_service=None, + input_type=_GETMODELREQUEST, + output_type=_MODEL, + serialized_options=b"\332A\036project_id,dataset_id,model_id", + create_key=_descriptor._internal_create_key, + ), + _descriptor.MethodDescriptor( + name="ListModels", + full_name="google.cloud.bigquery.v2.ModelService.ListModels", + index=1, + containing_service=None, + input_type=_LISTMODELSREQUEST, + output_type=_LISTMODELSRESPONSE, + serialized_options=b"\332A!project_id,dataset_id,max_results", + create_key=_descriptor._internal_create_key, + ), + _descriptor.MethodDescriptor( + name="PatchModel", + full_name="google.cloud.bigquery.v2.ModelService.PatchModel", + index=2, + containing_service=None, + input_type=_PATCHMODELREQUEST, + output_type=_MODEL, + serialized_options=b"\332A$project_id,dataset_id,model_id,model", + create_key=_descriptor._internal_create_key, + ), + _descriptor.MethodDescriptor( + name="DeleteModel", + full_name="google.cloud.bigquery.v2.ModelService.DeleteModel", + index=3, + containing_service=None, + input_type=_DELETEMODELREQUEST, + output_type=google_dot_protobuf_dot_empty__pb2._EMPTY, + serialized_options=b"\332A\036project_id,dataset_id,model_id", + create_key=_descriptor._internal_create_key, + ), + ], +) _sym_db.RegisterServiceDescriptor(_MODELSERVICE) -DESCRIPTOR.services_by_name['ModelService'] = _MODELSERVICE +DESCRIPTOR.services_by_name["ModelService"] = _MODELSERVICE # @@protoc_insertion_point(module_scope) diff --git a/google/cloud/bigquery_v2/proto/model_pb2_grpc.py b/google/cloud/bigquery_v2/proto/model_pb2_grpc.py index 27690fe62..13db95717 100644 --- a/google/cloud/bigquery_v2/proto/model_pb2_grpc.py +++ b/google/cloud/bigquery_v2/proto/model_pb2_grpc.py @@ -2,7 +2,9 @@ """Client and server classes corresponding to protobuf-defined services.""" import grpc -from google.cloud.bigquery_v2.proto import model_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2 +from google.cloud.bigquery_v2.proto import ( + model_pb2 as google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2, +) from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2 @@ -16,25 +18,25 @@ def __init__(self, channel): channel: A grpc.Channel. """ self.GetModel = channel.unary_unary( - '/google.cloud.bigquery.v2.ModelService/GetModel', - request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.GetModelRequest.SerializeToString, - response_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.FromString, - ) + "/google.cloud.bigquery.v2.ModelService/GetModel", + request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.GetModelRequest.SerializeToString, + response_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.FromString, + ) self.ListModels = channel.unary_unary( - '/google.cloud.bigquery.v2.ModelService/ListModels', - request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsRequest.SerializeToString, - response_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsResponse.FromString, - ) + "/google.cloud.bigquery.v2.ModelService/ListModels", + request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsRequest.SerializeToString, + response_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsResponse.FromString, + ) self.PatchModel = channel.unary_unary( - '/google.cloud.bigquery.v2.ModelService/PatchModel', - request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.PatchModelRequest.SerializeToString, - response_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.FromString, - ) + "/google.cloud.bigquery.v2.ModelService/PatchModel", + request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.PatchModelRequest.SerializeToString, + response_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.FromString, + ) self.DeleteModel = channel.unary_unary( - '/google.cloud.bigquery.v2.ModelService/DeleteModel', - request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.DeleteModelRequest.SerializeToString, - response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString, - ) + "/google.cloud.bigquery.v2.ModelService/DeleteModel", + request_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.DeleteModelRequest.SerializeToString, + response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString, + ) class ModelServiceServicer(object): @@ -44,124 +46,169 @@ def GetModel(self, request, context): """Gets the specified model resource by model ID. """ context.set_code(grpc.StatusCode.UNIMPLEMENTED) - context.set_details('Method not implemented!') - raise NotImplementedError('Method not implemented!') + context.set_details("Method not implemented!") + raise NotImplementedError("Method not implemented!") def ListModels(self, request, context): """Lists all models in the specified dataset. Requires the READER dataset role. """ context.set_code(grpc.StatusCode.UNIMPLEMENTED) - context.set_details('Method not implemented!') - raise NotImplementedError('Method not implemented!') + context.set_details("Method not implemented!") + raise NotImplementedError("Method not implemented!") def PatchModel(self, request, context): """Patch specific fields in the specified model. """ context.set_code(grpc.StatusCode.UNIMPLEMENTED) - context.set_details('Method not implemented!') - raise NotImplementedError('Method not implemented!') + context.set_details("Method not implemented!") + raise NotImplementedError("Method not implemented!") def DeleteModel(self, request, context): """Deletes the model specified by modelId from the dataset. """ context.set_code(grpc.StatusCode.UNIMPLEMENTED) - context.set_details('Method not implemented!') - raise NotImplementedError('Method not implemented!') + context.set_details("Method not implemented!") + raise NotImplementedError("Method not implemented!") def add_ModelServiceServicer_to_server(servicer, server): rpc_method_handlers = { - 'GetModel': grpc.unary_unary_rpc_method_handler( - servicer.GetModel, - request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.GetModelRequest.FromString, - response_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.SerializeToString, - ), - 'ListModels': grpc.unary_unary_rpc_method_handler( - servicer.ListModels, - request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsRequest.FromString, - response_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsResponse.SerializeToString, - ), - 'PatchModel': grpc.unary_unary_rpc_method_handler( - servicer.PatchModel, - request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.PatchModelRequest.FromString, - response_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.SerializeToString, - ), - 'DeleteModel': grpc.unary_unary_rpc_method_handler( - servicer.DeleteModel, - request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.DeleteModelRequest.FromString, - response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString, - ), + "GetModel": grpc.unary_unary_rpc_method_handler( + servicer.GetModel, + request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.GetModelRequest.FromString, + response_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.SerializeToString, + ), + "ListModels": grpc.unary_unary_rpc_method_handler( + servicer.ListModels, + request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsRequest.FromString, + response_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsResponse.SerializeToString, + ), + "PatchModel": grpc.unary_unary_rpc_method_handler( + servicer.PatchModel, + request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.PatchModelRequest.FromString, + response_serializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.SerializeToString, + ), + "DeleteModel": grpc.unary_unary_rpc_method_handler( + servicer.DeleteModel, + request_deserializer=google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.DeleteModelRequest.FromString, + response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString, + ), } generic_handler = grpc.method_handlers_generic_handler( - 'google.cloud.bigquery.v2.ModelService', rpc_method_handlers) + "google.cloud.bigquery.v2.ModelService", rpc_method_handlers + ) server.add_generic_rpc_handlers((generic_handler,)) - # This class is part of an EXPERIMENTAL API. +# This class is part of an EXPERIMENTAL API. class ModelService(object): """Missing associated documentation comment in .proto file.""" @staticmethod - def GetModel(request, + def GetModel( + request, + target, + options=(), + channel_credentials=None, + call_credentials=None, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None, + ): + return grpc.experimental.unary_unary( + request, target, - options=(), - channel_credentials=None, - call_credentials=None, - compression=None, - wait_for_ready=None, - timeout=None, - metadata=None): - return grpc.experimental.unary_unary(request, target, '/google.cloud.bigquery.v2.ModelService/GetModel', + "/google.cloud.bigquery.v2.ModelService/GetModel", google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.GetModelRequest.SerializeToString, google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.FromString, - options, channel_credentials, - call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + ) @staticmethod - def ListModels(request, + def ListModels( + request, + target, + options=(), + channel_credentials=None, + call_credentials=None, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None, + ): + return grpc.experimental.unary_unary( + request, target, - options=(), - channel_credentials=None, - call_credentials=None, - compression=None, - wait_for_ready=None, - timeout=None, - metadata=None): - return grpc.experimental.unary_unary(request, target, '/google.cloud.bigquery.v2.ModelService/ListModels', + "/google.cloud.bigquery.v2.ModelService/ListModels", google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsRequest.SerializeToString, google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.ListModelsResponse.FromString, - options, channel_credentials, - call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + ) @staticmethod - def PatchModel(request, + def PatchModel( + request, + target, + options=(), + channel_credentials=None, + call_credentials=None, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None, + ): + return grpc.experimental.unary_unary( + request, target, - options=(), - channel_credentials=None, - call_credentials=None, - compression=None, - wait_for_ready=None, - timeout=None, - metadata=None): - return grpc.experimental.unary_unary(request, target, '/google.cloud.bigquery.v2.ModelService/PatchModel', + "/google.cloud.bigquery.v2.ModelService/PatchModel", google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.PatchModelRequest.SerializeToString, google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.Model.FromString, - options, channel_credentials, - call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + ) @staticmethod - def DeleteModel(request, + def DeleteModel( + request, + target, + options=(), + channel_credentials=None, + call_credentials=None, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None, + ): + return grpc.experimental.unary_unary( + request, target, - options=(), - channel_credentials=None, - call_credentials=None, - compression=None, - wait_for_ready=None, - timeout=None, - metadata=None): - return grpc.experimental.unary_unary(request, target, '/google.cloud.bigquery.v2.ModelService/DeleteModel', + "/google.cloud.bigquery.v2.ModelService/DeleteModel", google_dot_cloud_dot_bigquery__v2_dot_proto_dot_model__pb2.DeleteModelRequest.SerializeToString, google_dot_protobuf_dot_empty__pb2.Empty.FromString, - options, channel_credentials, - call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + ) diff --git a/google/cloud/bigquery_v2/proto/model_reference_pb2.py b/google/cloud/bigquery_v2/proto/model_reference_pb2.py index 8b998acb6..07d7e4c4b 100644 --- a/google/cloud/bigquery_v2/proto/model_reference_pb2.py +++ b/google/cloud/bigquery_v2/proto/model_reference_pb2.py @@ -6,6 +6,7 @@ from google.protobuf import message as _message from google.protobuf import reflection as _reflection from google.protobuf import symbol_database as _symbol_database + # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() @@ -16,71 +17,107 @@ DESCRIPTOR = _descriptor.FileDescriptor( - name='google/cloud/bigquery_v2/proto/model_reference.proto', - package='google.cloud.bigquery.v2', - syntax='proto3', - serialized_options=b'\n\034com.google.cloud.bigquery.v2B\023ModelReferenceProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery', - create_key=_descriptor._internal_create_key, - serialized_pb=b'\n4google/cloud/bigquery_v2/proto/model_reference.proto\x12\x18google.cloud.bigquery.v2\x1a\x1fgoogle/api/field_behavior.proto\x1a\x1cgoogle/api/annotations.proto\"Y\n\x0eModelReference\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02\x42u\n\x1c\x63om.google.cloud.bigquery.v2B\x13ModelReferenceProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3' - , - dependencies=[google_dot_api_dot_field__behavior__pb2.DESCRIPTOR,google_dot_api_dot_annotations__pb2.DESCRIPTOR,]) - - + name="google/cloud/bigquery_v2/proto/model_reference.proto", + package="google.cloud.bigquery.v2", + syntax="proto3", + serialized_options=b"\n\034com.google.cloud.bigquery.v2B\023ModelReferenceProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery", + create_key=_descriptor._internal_create_key, + serialized_pb=b'\n4google/cloud/bigquery_v2/proto/model_reference.proto\x12\x18google.cloud.bigquery.v2\x1a\x1fgoogle/api/field_behavior.proto\x1a\x1cgoogle/api/annotations.proto"Y\n\x0eModelReference\x12\x17\n\nproject_id\x18\x01 \x01(\tB\x03\xe0\x41\x02\x12\x17\n\ndataset_id\x18\x02 \x01(\tB\x03\xe0\x41\x02\x12\x15\n\x08model_id\x18\x03 \x01(\tB\x03\xe0\x41\x02\x42u\n\x1c\x63om.google.cloud.bigquery.v2B\x13ModelReferenceProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3', + dependencies=[ + google_dot_api_dot_field__behavior__pb2.DESCRIPTOR, + google_dot_api_dot_annotations__pb2.DESCRIPTOR, + ], +) _MODELREFERENCE = _descriptor.Descriptor( - name='ModelReference', - full_name='google.cloud.bigquery.v2.ModelReference', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='project_id', full_name='google.cloud.bigquery.v2.ModelReference.project_id', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='dataset_id', full_name='google.cloud.bigquery.v2.ModelReference.dataset_id', index=1, - number=2, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='model_id', full_name='google.cloud.bigquery.v2.ModelReference.model_id', index=2, - number=3, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=145, - serialized_end=234, + name="ModelReference", + full_name="google.cloud.bigquery.v2.ModelReference", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="project_id", + full_name="google.cloud.bigquery.v2.ModelReference.project_id", + index=0, + number=1, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="dataset_id", + full_name="google.cloud.bigquery.v2.ModelReference.dataset_id", + index=1, + number=2, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="model_id", + full_name="google.cloud.bigquery.v2.ModelReference.model_id", + index=2, + number=3, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=145, + serialized_end=234, ) -DESCRIPTOR.message_types_by_name['ModelReference'] = _MODELREFERENCE +DESCRIPTOR.message_types_by_name["ModelReference"] = _MODELREFERENCE _sym_db.RegisterFileDescriptor(DESCRIPTOR) -ModelReference = _reflection.GeneratedProtocolMessageType('ModelReference', (_message.Message,), { - 'DESCRIPTOR' : _MODELREFERENCE, - '__module__' : 'google.cloud.bigquery_v2.proto.model_reference_pb2' - , - '__doc__': """Id path of a model. +ModelReference = _reflection.GeneratedProtocolMessageType( + "ModelReference", + (_message.Message,), + { + "DESCRIPTOR": _MODELREFERENCE, + "__module__": "google.cloud.bigquery_v2.proto.model_reference_pb2", + "__doc__": """Id path of a model. Attributes: project_id: @@ -92,13 +129,14 @@ letters (a-z, A-Z), numbers (0-9), or underscores (_). The maximum length is 1,024 characters. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.ModelReference) - }) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.ModelReference) + }, +) _sym_db.RegisterMessage(ModelReference) DESCRIPTOR._options = None -_MODELREFERENCE.fields_by_name['project_id']._options = None -_MODELREFERENCE.fields_by_name['dataset_id']._options = None -_MODELREFERENCE.fields_by_name['model_id']._options = None +_MODELREFERENCE.fields_by_name["project_id"]._options = None +_MODELREFERENCE.fields_by_name["dataset_id"]._options = None +_MODELREFERENCE.fields_by_name["model_id"]._options = None # @@protoc_insertion_point(module_scope) diff --git a/google/cloud/bigquery_v2/proto/model_reference_pb2_grpc.py b/google/cloud/bigquery_v2/proto/model_reference_pb2_grpc.py index 2daafffeb..8a9393943 100644 --- a/google/cloud/bigquery_v2/proto/model_reference_pb2_grpc.py +++ b/google/cloud/bigquery_v2/proto/model_reference_pb2_grpc.py @@ -1,4 +1,3 @@ # Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT! """Client and server classes corresponding to protobuf-defined services.""" import grpc - diff --git a/google/cloud/bigquery_v2/proto/standard_sql_pb2.py b/google/cloud/bigquery_v2/proto/standard_sql_pb2.py index 2f14d48ca..15f6715a2 100644 --- a/google/cloud/bigquery_v2/proto/standard_sql_pb2.py +++ b/google/cloud/bigquery_v2/proto/standard_sql_pb2.py @@ -6,6 +6,7 @@ from google.protobuf import message as _message from google.protobuf import reflection as _reflection from google.protobuf import symbol_database as _symbol_database + # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() @@ -16,247 +17,369 @@ DESCRIPTOR = _descriptor.FileDescriptor( - name='google/cloud/bigquery_v2/proto/standard_sql.proto', - package='google.cloud.bigquery.v2', - syntax='proto3', - serialized_options=b'\n\034com.google.cloud.bigquery.v2B\020StandardSqlProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery', - create_key=_descriptor._internal_create_key, - serialized_pb=b'\n1google/cloud/bigquery_v2/proto/standard_sql.proto\x12\x18google.cloud.bigquery.v2\x1a\x1fgoogle/api/field_behavior.proto\x1a\x1cgoogle/api/annotations.proto\"\xcb\x03\n\x13StandardSqlDataType\x12N\n\ttype_kind\x18\x01 \x01(\x0e\x32\x36.google.cloud.bigquery.v2.StandardSqlDataType.TypeKindB\x03\xe0\x41\x02\x12K\n\x12\x61rray_element_type\x18\x02 \x01(\x0b\x32-.google.cloud.bigquery.v2.StandardSqlDataTypeH\x00\x12\x46\n\x0bstruct_type\x18\x03 \x01(\x0b\x32/.google.cloud.bigquery.v2.StandardSqlStructTypeH\x00\"\xc2\x01\n\x08TypeKind\x12\x19\n\x15TYPE_KIND_UNSPECIFIED\x10\x00\x12\t\n\x05INT64\x10\x02\x12\x08\n\x04\x42OOL\x10\x05\x12\x0b\n\x07\x46LOAT64\x10\x07\x12\n\n\x06STRING\x10\x08\x12\t\n\x05\x42YTES\x10\t\x12\r\n\tTIMESTAMP\x10\x13\x12\x08\n\x04\x44\x41TE\x10\n\x12\x08\n\x04TIME\x10\x14\x12\x0c\n\x08\x44\x41TETIME\x10\x15\x12\r\n\tGEOGRAPHY\x10\x16\x12\x0b\n\x07NUMERIC\x10\x17\x12\t\n\x05\x41RRAY\x10\x10\x12\n\n\x06STRUCT\x10\x11\x42\n\n\x08sub_type\"g\n\x10StandardSqlField\x12\x11\n\x04name\x18\x01 \x01(\tB\x03\xe0\x41\x01\x12@\n\x04type\x18\x02 \x01(\x0b\x32-.google.cloud.bigquery.v2.StandardSqlDataTypeB\x03\xe0\x41\x01\"S\n\x15StandardSqlStructType\x12:\n\x06\x66ields\x18\x01 \x03(\x0b\x32*.google.cloud.bigquery.v2.StandardSqlFieldBr\n\x1c\x63om.google.cloud.bigquery.v2B\x10StandardSqlProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3' - , - dependencies=[google_dot_api_dot_field__behavior__pb2.DESCRIPTOR,google_dot_api_dot_annotations__pb2.DESCRIPTOR,]) - + name="google/cloud/bigquery_v2/proto/standard_sql.proto", + package="google.cloud.bigquery.v2", + syntax="proto3", + serialized_options=b"\n\034com.google.cloud.bigquery.v2B\020StandardSqlProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigquery", + create_key=_descriptor._internal_create_key, + serialized_pb=b'\n1google/cloud/bigquery_v2/proto/standard_sql.proto\x12\x18google.cloud.bigquery.v2\x1a\x1fgoogle/api/field_behavior.proto\x1a\x1cgoogle/api/annotations.proto"\xcb\x03\n\x13StandardSqlDataType\x12N\n\ttype_kind\x18\x01 \x01(\x0e\x32\x36.google.cloud.bigquery.v2.StandardSqlDataType.TypeKindB\x03\xe0\x41\x02\x12K\n\x12\x61rray_element_type\x18\x02 \x01(\x0b\x32-.google.cloud.bigquery.v2.StandardSqlDataTypeH\x00\x12\x46\n\x0bstruct_type\x18\x03 \x01(\x0b\x32/.google.cloud.bigquery.v2.StandardSqlStructTypeH\x00"\xc2\x01\n\x08TypeKind\x12\x19\n\x15TYPE_KIND_UNSPECIFIED\x10\x00\x12\t\n\x05INT64\x10\x02\x12\x08\n\x04\x42OOL\x10\x05\x12\x0b\n\x07\x46LOAT64\x10\x07\x12\n\n\x06STRING\x10\x08\x12\t\n\x05\x42YTES\x10\t\x12\r\n\tTIMESTAMP\x10\x13\x12\x08\n\x04\x44\x41TE\x10\n\x12\x08\n\x04TIME\x10\x14\x12\x0c\n\x08\x44\x41TETIME\x10\x15\x12\r\n\tGEOGRAPHY\x10\x16\x12\x0b\n\x07NUMERIC\x10\x17\x12\t\n\x05\x41RRAY\x10\x10\x12\n\n\x06STRUCT\x10\x11\x42\n\n\x08sub_type"g\n\x10StandardSqlField\x12\x11\n\x04name\x18\x01 \x01(\tB\x03\xe0\x41\x01\x12@\n\x04type\x18\x02 \x01(\x0b\x32-.google.cloud.bigquery.v2.StandardSqlDataTypeB\x03\xe0\x41\x01"S\n\x15StandardSqlStructType\x12:\n\x06\x66ields\x18\x01 \x03(\x0b\x32*.google.cloud.bigquery.v2.StandardSqlFieldBr\n\x1c\x63om.google.cloud.bigquery.v2B\x10StandardSqlProtoZ@google.golang.org/genproto/googleapis/cloud/bigquery/v2;bigqueryb\x06proto3', + dependencies=[ + google_dot_api_dot_field__behavior__pb2.DESCRIPTOR, + google_dot_api_dot_annotations__pb2.DESCRIPTOR, + ], +) _STANDARDSQLDATATYPE_TYPEKIND = _descriptor.EnumDescriptor( - name='TypeKind', - full_name='google.cloud.bigquery.v2.StandardSqlDataType.TypeKind', - filename=None, - file=DESCRIPTOR, - create_key=_descriptor._internal_create_key, - values=[ - _descriptor.EnumValueDescriptor( - name='TYPE_KIND_UNSPECIFIED', index=0, number=0, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='INT64', index=1, number=2, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='BOOL', index=2, number=5, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='FLOAT64', index=3, number=7, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='STRING', index=4, number=8, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='BYTES', index=5, number=9, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='TIMESTAMP', index=6, number=19, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='DATE', index=7, number=10, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='TIME', index=8, number=20, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='DATETIME', index=9, number=21, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='GEOGRAPHY', index=10, number=22, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='NUMERIC', index=11, number=23, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='ARRAY', index=12, number=16, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - _descriptor.EnumValueDescriptor( - name='STRUCT', index=13, number=17, - serialized_options=None, - type=None, - create_key=_descriptor._internal_create_key), - ], - containing_type=None, - serialized_options=None, - serialized_start=396, - serialized_end=590, + name="TypeKind", + full_name="google.cloud.bigquery.v2.StandardSqlDataType.TypeKind", + filename=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + values=[ + _descriptor.EnumValueDescriptor( + name="TYPE_KIND_UNSPECIFIED", + index=0, + number=0, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="INT64", + index=1, + number=2, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="BOOL", + index=2, + number=5, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="FLOAT64", + index=3, + number=7, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="STRING", + index=4, + number=8, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="BYTES", + index=5, + number=9, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="TIMESTAMP", + index=6, + number=19, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="DATE", + index=7, + number=10, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="TIME", + index=8, + number=20, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="DATETIME", + index=9, + number=21, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="GEOGRAPHY", + index=10, + number=22, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="NUMERIC", + index=11, + number=23, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="ARRAY", + index=12, + number=16, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + _descriptor.EnumValueDescriptor( + name="STRUCT", + index=13, + number=17, + serialized_options=None, + type=None, + create_key=_descriptor._internal_create_key, + ), + ], + containing_type=None, + serialized_options=None, + serialized_start=396, + serialized_end=590, ) _sym_db.RegisterEnumDescriptor(_STANDARDSQLDATATYPE_TYPEKIND) _STANDARDSQLDATATYPE = _descriptor.Descriptor( - name='StandardSqlDataType', - full_name='google.cloud.bigquery.v2.StandardSqlDataType', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='type_kind', full_name='google.cloud.bigquery.v2.StandardSqlDataType.type_kind', index=0, - number=1, type=14, cpp_type=8, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\002', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='array_element_type', full_name='google.cloud.bigquery.v2.StandardSqlDataType.array_element_type', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='struct_type', full_name='google.cloud.bigquery.v2.StandardSqlDataType.struct_type', index=2, - number=3, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - _STANDARDSQLDATATYPE_TYPEKIND, - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - _descriptor.OneofDescriptor( - name='sub_type', full_name='google.cloud.bigquery.v2.StandardSqlDataType.sub_type', - index=0, containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[]), - ], - serialized_start=143, - serialized_end=602, + name="StandardSqlDataType", + full_name="google.cloud.bigquery.v2.StandardSqlDataType", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="type_kind", + full_name="google.cloud.bigquery.v2.StandardSqlDataType.type_kind", + index=0, + number=1, + type=14, + cpp_type=8, + label=1, + has_default_value=False, + default_value=0, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\002", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="array_element_type", + full_name="google.cloud.bigquery.v2.StandardSqlDataType.array_element_type", + index=1, + number=2, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="struct_type", + full_name="google.cloud.bigquery.v2.StandardSqlDataType.struct_type", + index=2, + number=3, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[_STANDARDSQLDATATYPE_TYPEKIND,], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[ + _descriptor.OneofDescriptor( + name="sub_type", + full_name="google.cloud.bigquery.v2.StandardSqlDataType.sub_type", + index=0, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[], + ), + ], + serialized_start=143, + serialized_end=602, ) _STANDARDSQLFIELD = _descriptor.Descriptor( - name='StandardSqlField', - full_name='google.cloud.bigquery.v2.StandardSqlField', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='name', full_name='google.cloud.bigquery.v2.StandardSqlField.name', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='type', full_name='google.cloud.bigquery.v2.StandardSqlField.type', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\340A\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=604, - serialized_end=707, + name="StandardSqlField", + full_name="google.cloud.bigquery.v2.StandardSqlField", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="name", + full_name="google.cloud.bigquery.v2.StandardSqlField.name", + index=0, + number=1, + type=9, + cpp_type=9, + label=1, + has_default_value=False, + default_value=b"".decode("utf-8"), + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\001", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + _descriptor.FieldDescriptor( + name="type", + full_name="google.cloud.bigquery.v2.StandardSqlField.type", + index=1, + number=2, + type=11, + cpp_type=10, + label=1, + has_default_value=False, + default_value=None, + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=b"\340A\001", + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=604, + serialized_end=707, ) _STANDARDSQLSTRUCTTYPE = _descriptor.Descriptor( - name='StandardSqlStructType', - full_name='google.cloud.bigquery.v2.StandardSqlStructType', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='fields', full_name='google.cloud.bigquery.v2.StandardSqlStructType.fields', index=0, - number=1, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=709, - serialized_end=792, + name="StandardSqlStructType", + full_name="google.cloud.bigquery.v2.StandardSqlStructType", + filename=None, + file=DESCRIPTOR, + containing_type=None, + create_key=_descriptor._internal_create_key, + fields=[ + _descriptor.FieldDescriptor( + name="fields", + full_name="google.cloud.bigquery.v2.StandardSqlStructType.fields", + index=0, + number=1, + type=11, + cpp_type=10, + label=3, + has_default_value=False, + default_value=[], + message_type=None, + enum_type=None, + containing_type=None, + is_extension=False, + extension_scope=None, + serialized_options=None, + file=DESCRIPTOR, + create_key=_descriptor._internal_create_key, + ), + ], + extensions=[], + nested_types=[], + enum_types=[], + serialized_options=None, + is_extendable=False, + syntax="proto3", + extension_ranges=[], + oneofs=[], + serialized_start=709, + serialized_end=792, ) -_STANDARDSQLDATATYPE.fields_by_name['type_kind'].enum_type = _STANDARDSQLDATATYPE_TYPEKIND -_STANDARDSQLDATATYPE.fields_by_name['array_element_type'].message_type = _STANDARDSQLDATATYPE -_STANDARDSQLDATATYPE.fields_by_name['struct_type'].message_type = _STANDARDSQLSTRUCTTYPE +_STANDARDSQLDATATYPE.fields_by_name[ + "type_kind" +].enum_type = _STANDARDSQLDATATYPE_TYPEKIND +_STANDARDSQLDATATYPE.fields_by_name[ + "array_element_type" +].message_type = _STANDARDSQLDATATYPE +_STANDARDSQLDATATYPE.fields_by_name["struct_type"].message_type = _STANDARDSQLSTRUCTTYPE _STANDARDSQLDATATYPE_TYPEKIND.containing_type = _STANDARDSQLDATATYPE -_STANDARDSQLDATATYPE.oneofs_by_name['sub_type'].fields.append( - _STANDARDSQLDATATYPE.fields_by_name['array_element_type']) -_STANDARDSQLDATATYPE.fields_by_name['array_element_type'].containing_oneof = _STANDARDSQLDATATYPE.oneofs_by_name['sub_type'] -_STANDARDSQLDATATYPE.oneofs_by_name['sub_type'].fields.append( - _STANDARDSQLDATATYPE.fields_by_name['struct_type']) -_STANDARDSQLDATATYPE.fields_by_name['struct_type'].containing_oneof = _STANDARDSQLDATATYPE.oneofs_by_name['sub_type'] -_STANDARDSQLFIELD.fields_by_name['type'].message_type = _STANDARDSQLDATATYPE -_STANDARDSQLSTRUCTTYPE.fields_by_name['fields'].message_type = _STANDARDSQLFIELD -DESCRIPTOR.message_types_by_name['StandardSqlDataType'] = _STANDARDSQLDATATYPE -DESCRIPTOR.message_types_by_name['StandardSqlField'] = _STANDARDSQLFIELD -DESCRIPTOR.message_types_by_name['StandardSqlStructType'] = _STANDARDSQLSTRUCTTYPE +_STANDARDSQLDATATYPE.oneofs_by_name["sub_type"].fields.append( + _STANDARDSQLDATATYPE.fields_by_name["array_element_type"] +) +_STANDARDSQLDATATYPE.fields_by_name[ + "array_element_type" +].containing_oneof = _STANDARDSQLDATATYPE.oneofs_by_name["sub_type"] +_STANDARDSQLDATATYPE.oneofs_by_name["sub_type"].fields.append( + _STANDARDSQLDATATYPE.fields_by_name["struct_type"] +) +_STANDARDSQLDATATYPE.fields_by_name[ + "struct_type" +].containing_oneof = _STANDARDSQLDATATYPE.oneofs_by_name["sub_type"] +_STANDARDSQLFIELD.fields_by_name["type"].message_type = _STANDARDSQLDATATYPE +_STANDARDSQLSTRUCTTYPE.fields_by_name["fields"].message_type = _STANDARDSQLFIELD +DESCRIPTOR.message_types_by_name["StandardSqlDataType"] = _STANDARDSQLDATATYPE +DESCRIPTOR.message_types_by_name["StandardSqlField"] = _STANDARDSQLFIELD +DESCRIPTOR.message_types_by_name["StandardSqlStructType"] = _STANDARDSQLSTRUCTTYPE _sym_db.RegisterFileDescriptor(DESCRIPTOR) -StandardSqlDataType = _reflection.GeneratedProtocolMessageType('StandardSqlDataType', (_message.Message,), { - 'DESCRIPTOR' : _STANDARDSQLDATATYPE, - '__module__' : 'google.cloud.bigquery_v2.proto.standard_sql_pb2' - , - '__doc__': """The type of a variable, e.g., a function argument. Examples: INT64: +StandardSqlDataType = _reflection.GeneratedProtocolMessageType( + "StandardSqlDataType", + (_message.Message,), + { + "DESCRIPTOR": _STANDARDSQLDATATYPE, + "__module__": "google.cloud.bigquery_v2.proto.standard_sql_pb2", + "__doc__": """The type of a variable, e.g., a function argument. Examples: INT64: {type_kind=``INT64``} ARRAY: {type_kind=``ARRAY``, array_element_type=``STRING``} STRUCT: {type_kind=``STRUCT``, struct_type={fields=[ {name=``x``, @@ -272,15 +395,18 @@ struct_type: The fields of this struct, in order, if type_kind = ``STRUCT``. """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.StandardSqlDataType) - }) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.StandardSqlDataType) + }, +) _sym_db.RegisterMessage(StandardSqlDataType) -StandardSqlField = _reflection.GeneratedProtocolMessageType('StandardSqlField', (_message.Message,), { - 'DESCRIPTOR' : _STANDARDSQLFIELD, - '__module__' : 'google.cloud.bigquery_v2.proto.standard_sql_pb2' - , - '__doc__': """A field or a column. +StandardSqlField = _reflection.GeneratedProtocolMessageType( + "StandardSqlField", + (_message.Message,), + { + "DESCRIPTOR": _STANDARDSQLFIELD, + "__module__": "google.cloud.bigquery_v2.proto.standard_sql_pb2", + "__doc__": """A field or a column. Attributes: name: @@ -292,20 +418,25 @@ type; in this case the output parameter does not have this ``type`` field). """, - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.StandardSqlField) - }) + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.StandardSqlField) + }, +) _sym_db.RegisterMessage(StandardSqlField) -StandardSqlStructType = _reflection.GeneratedProtocolMessageType('StandardSqlStructType', (_message.Message,), { - 'DESCRIPTOR' : _STANDARDSQLSTRUCTTYPE, - '__module__' : 'google.cloud.bigquery_v2.proto.standard_sql_pb2' - # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.StandardSqlStructType) - }) +StandardSqlStructType = _reflection.GeneratedProtocolMessageType( + "StandardSqlStructType", + (_message.Message,), + { + "DESCRIPTOR": _STANDARDSQLSTRUCTTYPE, + "__module__": "google.cloud.bigquery_v2.proto.standard_sql_pb2" + # @@protoc_insertion_point(class_scope:google.cloud.bigquery.v2.StandardSqlStructType) + }, +) _sym_db.RegisterMessage(StandardSqlStructType) DESCRIPTOR._options = None -_STANDARDSQLDATATYPE.fields_by_name['type_kind']._options = None -_STANDARDSQLFIELD.fields_by_name['name']._options = None -_STANDARDSQLFIELD.fields_by_name['type']._options = None +_STANDARDSQLDATATYPE.fields_by_name["type_kind"]._options = None +_STANDARDSQLFIELD.fields_by_name["name"]._options = None +_STANDARDSQLFIELD.fields_by_name["type"]._options = None # @@protoc_insertion_point(module_scope) diff --git a/google/cloud/bigquery_v2/proto/standard_sql_pb2_grpc.py b/google/cloud/bigquery_v2/proto/standard_sql_pb2_grpc.py index 2daafffeb..8a9393943 100644 --- a/google/cloud/bigquery_v2/proto/standard_sql_pb2_grpc.py +++ b/google/cloud/bigquery_v2/proto/standard_sql_pb2_grpc.py @@ -1,4 +1,3 @@ # Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT! """Client and server classes corresponding to protobuf-defined services.""" import grpc - diff --git a/google/cloud/bigquery_v2/types.py b/google/cloud/bigquery_v2/types.py index eb720327e..7d4f9b732 100644 --- a/google/cloud/bigquery_v2/types.py +++ b/google/cloud/bigquery_v2/types.py @@ -49,10 +49,10 @@ setattr(sys.modules[__name__], name, message) names.append(name) for module in _local_modules: - for name, message in get_messages(module).items(): - message.__module__ = 'google.cloud.bigquery_v2.types' - setattr(sys.modules[__name__], name, message) - names.append(name) + for name, message in get_messages(module).items(): + message.__module__ = "google.cloud.bigquery_v2.types" + setattr(sys.modules[__name__], name, message) + names.append(name) __all__ = tuple(sorted(names)) diff --git a/synth.metadata b/synth.metadata index f55b9c550..19c8ef46f 100644 --- a/synth.metadata +++ b/synth.metadata @@ -19,14 +19,14 @@ "git": { "name": "synthtool", "remote": "https://github.com/googleapis/synthtool.git", - "sha": "f07cb4446192952f19be3056957f56d180586055" + "sha": "ee7506d15daa3873accfff9430eff7e3953f0248" } }, { "git": { "name": "synthtool", "remote": "https://github.com/googleapis/synthtool.git", - "sha": "f07cb4446192952f19be3056957f56d180586055" + "sha": "ee7506d15daa3873accfff9430eff7e3953f0248" } } ], From 192cdfb2263b92ebd7bcf43fe22be21204ad8336 Mon Sep 17 00:00:00 2001 From: yoshi-automation Date: Fri, 31 Jul 2020 06:14:36 -0700 Subject: [PATCH 4/5] feat(python-library): changes to docs job * feat(python-library): changes to docs job * migrate to Trampoline V2 * add docs-presubmit job * create docfx yaml files and upload them to another bucket * remove redundant envvars * add a failing test first * fix TemplateSyntaxError: Missing end of comment tag * serving_path is not needed any more * use `raw` to make jinja happy Source-Author: Takashi Matsuo Source-Date: Thu Jul 30 12:44:02 2020 -0700 Source-Repo: googleapis/synthtool Source-Sha: 5dfda5621df45b71b6e88544ebbb53b1a8c90214 Source-Link: https://github.com/googleapis/synthtool/commit/5dfda5621df45b71b6e88544ebbb53b1a8c90214 --- .gitignore | 3 +- .kokoro/docker/docs/Dockerfile | 98 ++++++ .kokoro/docker/docs/fetch_gpg_keys.sh | 45 +++ .kokoro/docs/common.cfg | 17 + .kokoro/docs/docs-presubmit.cfg | 17 + .kokoro/publish-docs.sh | 21 +- .kokoro/trampoline_v2.sh | 487 ++++++++++++++++++++++++++ .trampolinerc | 51 +++ docs/conf.py | 3 + synth.metadata | 4 +- 10 files changed, 742 insertions(+), 4 deletions(-) create mode 100644 .kokoro/docker/docs/Dockerfile create mode 100755 .kokoro/docker/docs/fetch_gpg_keys.sh create mode 100644 .kokoro/docs/docs-presubmit.cfg create mode 100755 .kokoro/trampoline_v2.sh create mode 100644 .trampolinerc diff --git a/.gitignore b/.gitignore index b87e1ed58..b9daa52f1 100644 --- a/.gitignore +++ b/.gitignore @@ -46,6 +46,7 @@ pip-log.txt # Built documentation docs/_build bigquery/docs/generated +docs.metadata # Virtual environment env/ @@ -57,4 +58,4 @@ system_tests/local_test_setup # Make sure a generated file isn't accidentally committed. pylintrc -pylintrc.test \ No newline at end of file +pylintrc.test diff --git a/.kokoro/docker/docs/Dockerfile b/.kokoro/docker/docs/Dockerfile new file mode 100644 index 000000000..412b0b56a --- /dev/null +++ b/.kokoro/docker/docs/Dockerfile @@ -0,0 +1,98 @@ +# Copyright 2020 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from ubuntu:20.04 + +ENV DEBIAN_FRONTEND noninteractive + +# Ensure local Python is preferred over distribution Python. +ENV PATH /usr/local/bin:$PATH + +# Install dependencies. +RUN apt-get update \ + && apt-get install -y --no-install-recommends \ + apt-transport-https \ + build-essential \ + ca-certificates \ + curl \ + dirmngr \ + git \ + gpg-agent \ + graphviz \ + libbz2-dev \ + libdb5.3-dev \ + libexpat1-dev \ + libffi-dev \ + liblzma-dev \ + libreadline-dev \ + libsnappy-dev \ + libssl-dev \ + libsqlite3-dev \ + portaudio19-dev \ + redis-server \ + software-properties-common \ + ssh \ + sudo \ + tcl \ + tcl-dev \ + tk \ + tk-dev \ + uuid-dev \ + wget \ + zlib1g-dev \ + && add-apt-repository universe \ + && apt-get update \ + && apt-get -y install jq \ + && apt-get clean autoclean \ + && apt-get autoremove -y \ + && rm -rf /var/lib/apt/lists/* \ + && rm -f /var/cache/apt/archives/*.deb + + +COPY fetch_gpg_keys.sh /tmp +# Install the desired versions of Python. +RUN set -ex \ + && export GNUPGHOME="$(mktemp -d)" \ + && echo "disable-ipv6" >> "${GNUPGHOME}/dirmngr.conf" \ + && /tmp/fetch_gpg_keys.sh \ + && for PYTHON_VERSION in 3.7.8 3.8.5; do \ + wget --no-check-certificate -O python-${PYTHON_VERSION}.tar.xz "https://www.python.org/ftp/python/${PYTHON_VERSION%%[a-z]*}/Python-$PYTHON_VERSION.tar.xz" \ + && wget --no-check-certificate -O python-${PYTHON_VERSION}.tar.xz.asc "https://www.python.org/ftp/python/${PYTHON_VERSION%%[a-z]*}/Python-$PYTHON_VERSION.tar.xz.asc" \ + && gpg --batch --verify python-${PYTHON_VERSION}.tar.xz.asc python-${PYTHON_VERSION}.tar.xz \ + && rm -r python-${PYTHON_VERSION}.tar.xz.asc \ + && mkdir -p /usr/src/python-${PYTHON_VERSION} \ + && tar -xJC /usr/src/python-${PYTHON_VERSION} --strip-components=1 -f python-${PYTHON_VERSION}.tar.xz \ + && rm python-${PYTHON_VERSION}.tar.xz \ + && cd /usr/src/python-${PYTHON_VERSION} \ + && ./configure \ + --enable-shared \ + # This works only on Python 2.7 and throws a warning on every other + # version, but seems otherwise harmless. + --enable-unicode=ucs4 \ + --with-system-ffi \ + --without-ensurepip \ + && make -j$(nproc) \ + && make install \ + && ldconfig \ + ; done \ + && rm -rf "${GNUPGHOME}" \ + && rm -rf /usr/src/python* \ + && rm -rf ~/.cache/ + +RUN wget -O /tmp/get-pip.py 'https://bootstrap.pypa.io/get-pip.py' \ + && python3.7 /tmp/get-pip.py \ + && python3.8 /tmp/get-pip.py \ + && rm /tmp/get-pip.py + +CMD ["python3.7"] diff --git a/.kokoro/docker/docs/fetch_gpg_keys.sh b/.kokoro/docker/docs/fetch_gpg_keys.sh new file mode 100755 index 000000000..d653dd868 --- /dev/null +++ b/.kokoro/docker/docs/fetch_gpg_keys.sh @@ -0,0 +1,45 @@ +#!/bin/bash +# Copyright 2020 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# A script to fetch gpg keys with retry. +# Avoid jinja parsing the file. +# + +function retry { + if [[ "${#}" -le 1 ]]; then + echo "Usage: ${0} retry_count commands.." + exit 1 + fi + local retries=${1} + local command="${@:2}" + until [[ "${retries}" -le 0 ]]; do + $command && return 0 + if [[ $? -ne 0 ]]; then + echo "command failed, retrying" + ((retries--)) + fi + done + return 1 +} + +# 3.6.9, 3.7.5 (Ned Deily) +retry 3 gpg --keyserver ha.pool.sks-keyservers.net --recv-keys \ + 0D96DF4D4110E5C43FBFB17F2D347EA6AA65421D + +# 3.8.0 (Łukasz Langa) +retry 3 gpg --keyserver ha.pool.sks-keyservers.net --recv-keys \ + E3FF2839C048B25C084DEBE9B26995E310250568 + +# diff --git a/.kokoro/docs/common.cfg b/.kokoro/docs/common.cfg index 229abf075..1dfc0b215 100644 --- a/.kokoro/docs/common.cfg +++ b/.kokoro/docs/common.cfg @@ -28,6 +28,23 @@ env_vars: { value: "docs-staging" } +env_vars: { + key: "V2_STAGING_BUCKET" + value: "docs-staging-v2-staging" +} + +# It will upload the docker image after successful builds. +env_vars: { + key: "TRAMPOLINE_IMAGE_UPLOAD" + value: "true" +} + +# It will always build the docker image. +env_vars: { + key: "TRAMPOLINE_DOCKERFILE" + value: ".kokoro/docker/docs/Dockerfile" +} + # Fetch the token needed for reporting release status to GitHub before_action { fetch_keystore { diff --git a/.kokoro/docs/docs-presubmit.cfg b/.kokoro/docs/docs-presubmit.cfg new file mode 100644 index 000000000..111810782 --- /dev/null +++ b/.kokoro/docs/docs-presubmit.cfg @@ -0,0 +1,17 @@ +# Format: //devtools/kokoro/config/proto/build.proto + +env_vars: { + key: "STAGING_BUCKET" + value: "gcloud-python-test" +} + +env_vars: { + key: "V2_STAGING_BUCKET" + value: "gcloud-python-test" +} + +# We only upload the image in the main `docs` build. +env_vars: { + key: "TRAMPOLINE_IMAGE_UPLOAD" + value: "false" +} diff --git a/.kokoro/publish-docs.sh b/.kokoro/publish-docs.sh index 309212789..8f1673e6c 100755 --- a/.kokoro/publish-docs.sh +++ b/.kokoro/publish-docs.sh @@ -52,4 +52,23 @@ python3 -m docuploader create-metadata \ cat docs.metadata # upload docs -python3 -m docuploader upload docs/_build/html --metadata-file docs.metadata --staging-bucket docs-staging +python3 -m docuploader upload docs/_build/html --metadata-file docs.metadata --staging-bucket "${STAGING_BUCKET}" + + +# docfx yaml files +nox -s docfx + +# create metadata. +python3 -m docuploader create-metadata \ + --name=$(jq --raw-output '.name // empty' .repo-metadata.json) \ + --version=$(python3 setup.py --version) \ + --language=$(jq --raw-output '.language // empty' .repo-metadata.json) \ + --distribution-name=$(python3 setup.py --name) \ + --product-page=$(jq --raw-output '.product_documentation // empty' .repo-metadata.json) \ + --github-repository=$(jq --raw-output '.repo // empty' .repo-metadata.json) \ + --issue-tracker=$(jq --raw-output '.issue_tracker // empty' .repo-metadata.json) + +cat docs.metadata + +# upload docs +python3 -m docuploader upload docs/_build/html/docfx_yaml --metadata-file docs.metadata --destination-prefix docfx --staging-bucket "${V2_STAGING_BUCKET}" diff --git a/.kokoro/trampoline_v2.sh b/.kokoro/trampoline_v2.sh new file mode 100755 index 000000000..719bcd5ba --- /dev/null +++ b/.kokoro/trampoline_v2.sh @@ -0,0 +1,487 @@ +#!/usr/bin/env bash +# Copyright 2020 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# trampoline_v2.sh +# +# This script does 3 things. +# +# 1. Prepare the Docker image for the test +# 2. Run the Docker with appropriate flags to run the test +# 3. Upload the newly built Docker image +# +# in a way that is somewhat compatible with trampoline_v1. +# +# To run this script, first download few files from gcs to /dev/shm. +# (/dev/shm is passed into the container as KOKORO_GFILE_DIR). +# +# gsutil cp gs://cloud-devrel-kokoro-resources/python-docs-samples/secrets_viewer_service_account.json /dev/shm +# gsutil cp gs://cloud-devrel-kokoro-resources/python-docs-samples/automl_secrets.txt /dev/shm +# +# Then run the script. +# .kokoro/trampoline_v2.sh +# +# These environment variables are required: +# TRAMPOLINE_IMAGE: The docker image to use. +# TRAMPOLINE_DOCKERFILE: The location of the Dockerfile. +# +# You can optionally change these environment variables: +# TRAMPOLINE_IMAGE_UPLOAD: +# (true|false): Whether to upload the Docker image after the +# successful builds. +# TRAMPOLINE_BUILD_FILE: The script to run in the docker container. +# TRAMPOLINE_WORKSPACE: The workspace path in the docker container. +# Defaults to /workspace. +# Potentially there are some repo specific envvars in .trampolinerc in +# the project root. + + +set -euo pipefail + +TRAMPOLINE_VERSION="2.0.5" + +if command -v tput >/dev/null && [[ -n "${TERM:-}" ]]; then + readonly IO_COLOR_RED="$(tput setaf 1)" + readonly IO_COLOR_GREEN="$(tput setaf 2)" + readonly IO_COLOR_YELLOW="$(tput setaf 3)" + readonly IO_COLOR_RESET="$(tput sgr0)" +else + readonly IO_COLOR_RED="" + readonly IO_COLOR_GREEN="" + readonly IO_COLOR_YELLOW="" + readonly IO_COLOR_RESET="" +fi + +function function_exists { + [ $(LC_ALL=C type -t $1)"" == "function" ] +} + +# Logs a message using the given color. The first argument must be one +# of the IO_COLOR_* variables defined above, such as +# "${IO_COLOR_YELLOW}". The remaining arguments will be logged in the +# given color. The log message will also have an RFC-3339 timestamp +# prepended (in UTC). You can disable the color output by setting +# TERM=vt100. +function log_impl() { + local color="$1" + shift + local timestamp="$(date -u "+%Y-%m-%dT%H:%M:%SZ")" + echo "================================================================" + echo "${color}${timestamp}:" "$@" "${IO_COLOR_RESET}" + echo "================================================================" +} + +# Logs the given message with normal coloring and a timestamp. +function log() { + log_impl "${IO_COLOR_RESET}" "$@" +} + +# Logs the given message in green with a timestamp. +function log_green() { + log_impl "${IO_COLOR_GREEN}" "$@" +} + +# Logs the given message in yellow with a timestamp. +function log_yellow() { + log_impl "${IO_COLOR_YELLOW}" "$@" +} + +# Logs the given message in red with a timestamp. +function log_red() { + log_impl "${IO_COLOR_RED}" "$@" +} + +readonly tmpdir=$(mktemp -d -t ci-XXXXXXXX) +readonly tmphome="${tmpdir}/h" +mkdir -p "${tmphome}" + +function cleanup() { + rm -rf "${tmpdir}" +} +trap cleanup EXIT + +RUNNING_IN_CI="${RUNNING_IN_CI:-false}" + +# The workspace in the container, defaults to /workspace. +TRAMPOLINE_WORKSPACE="${TRAMPOLINE_WORKSPACE:-/workspace}" + +pass_down_envvars=( + # TRAMPOLINE_V2 variables. + # Tells scripts whether they are running as part of CI or not. + "RUNNING_IN_CI" + # Indicates which CI system we're in. + "TRAMPOLINE_CI" + # Indicates the version of the script. + "TRAMPOLINE_VERSION" +) + +log_yellow "Building with Trampoline ${TRAMPOLINE_VERSION}" + +# Detect which CI systems we're in. If we're in any of the CI systems +# we support, `RUNNING_IN_CI` will be true and `TRAMPOLINE_CI` will be +# the name of the CI system. Both envvars will be passing down to the +# container for telling which CI system we're in. +if [[ -n "${KOKORO_BUILD_ID:-}" ]]; then + # descriptive env var for indicating it's on CI. + RUNNING_IN_CI="true" + TRAMPOLINE_CI="kokoro" + if [[ "${TRAMPOLINE_USE_LEGACY_SERVICE_ACCOUNT:-}" == "true" ]]; then + if [[ ! -f "${KOKORO_GFILE_DIR}/kokoro-trampoline.service-account.json" ]]; then + log_red "${KOKORO_GFILE_DIR}/kokoro-trampoline.service-account.json does not exist. Did you forget to mount cloud-devrel-kokoro-resources/trampoline? Aborting." + exit 1 + fi + # This service account will be activated later. + TRAMPOLINE_SERVICE_ACCOUNT="${KOKORO_GFILE_DIR}/kokoro-trampoline.service-account.json" + else + if [[ "${TRAMPOLINE_VERBOSE:-}" == "true" ]]; then + gcloud auth list + fi + log_yellow "Configuring Container Registry access" + gcloud auth configure-docker --quiet + fi + pass_down_envvars+=( + # KOKORO dynamic variables. + "KOKORO_BUILD_NUMBER" + "KOKORO_BUILD_ID" + "KOKORO_JOB_NAME" + "KOKORO_GIT_COMMIT" + "KOKORO_GITHUB_COMMIT" + "KOKORO_GITHUB_PULL_REQUEST_NUMBER" + "KOKORO_GITHUB_PULL_REQUEST_COMMIT" + # For Build Cop Bot + "KOKORO_GITHUB_COMMIT_URL" + "KOKORO_GITHUB_PULL_REQUEST_URL" + ) +elif [[ "${TRAVIS:-}" == "true" ]]; then + RUNNING_IN_CI="true" + TRAMPOLINE_CI="travis" + pass_down_envvars+=( + "TRAVIS_BRANCH" + "TRAVIS_BUILD_ID" + "TRAVIS_BUILD_NUMBER" + "TRAVIS_BUILD_WEB_URL" + "TRAVIS_COMMIT" + "TRAVIS_COMMIT_MESSAGE" + "TRAVIS_COMMIT_RANGE" + "TRAVIS_JOB_NAME" + "TRAVIS_JOB_NUMBER" + "TRAVIS_JOB_WEB_URL" + "TRAVIS_PULL_REQUEST" + "TRAVIS_PULL_REQUEST_BRANCH" + "TRAVIS_PULL_REQUEST_SHA" + "TRAVIS_PULL_REQUEST_SLUG" + "TRAVIS_REPO_SLUG" + "TRAVIS_SECURE_ENV_VARS" + "TRAVIS_TAG" + ) +elif [[ -n "${GITHUB_RUN_ID:-}" ]]; then + RUNNING_IN_CI="true" + TRAMPOLINE_CI="github-workflow" + pass_down_envvars+=( + "GITHUB_WORKFLOW" + "GITHUB_RUN_ID" + "GITHUB_RUN_NUMBER" + "GITHUB_ACTION" + "GITHUB_ACTIONS" + "GITHUB_ACTOR" + "GITHUB_REPOSITORY" + "GITHUB_EVENT_NAME" + "GITHUB_EVENT_PATH" + "GITHUB_SHA" + "GITHUB_REF" + "GITHUB_HEAD_REF" + "GITHUB_BASE_REF" + ) +elif [[ "${CIRCLECI:-}" == "true" ]]; then + RUNNING_IN_CI="true" + TRAMPOLINE_CI="circleci" + pass_down_envvars+=( + "CIRCLE_BRANCH" + "CIRCLE_BUILD_NUM" + "CIRCLE_BUILD_URL" + "CIRCLE_COMPARE_URL" + "CIRCLE_JOB" + "CIRCLE_NODE_INDEX" + "CIRCLE_NODE_TOTAL" + "CIRCLE_PREVIOUS_BUILD_NUM" + "CIRCLE_PROJECT_REPONAME" + "CIRCLE_PROJECT_USERNAME" + "CIRCLE_REPOSITORY_URL" + "CIRCLE_SHA1" + "CIRCLE_STAGE" + "CIRCLE_USERNAME" + "CIRCLE_WORKFLOW_ID" + "CIRCLE_WORKFLOW_JOB_ID" + "CIRCLE_WORKFLOW_UPSTREAM_JOB_IDS" + "CIRCLE_WORKFLOW_WORKSPACE_ID" + ) +fi + +# Configure the service account for pulling the docker image. +function repo_root() { + local dir="$1" + while [[ ! -d "${dir}/.git" ]]; do + dir="$(dirname "$dir")" + done + echo "${dir}" +} + +# Detect the project root. In CI builds, we assume the script is in +# the git tree and traverse from there, otherwise, traverse from `pwd` +# to find `.git` directory. +if [[ "${RUNNING_IN_CI:-}" == "true" ]]; then + PROGRAM_PATH="$(realpath "$0")" + PROGRAM_DIR="$(dirname "${PROGRAM_PATH}")" + PROJECT_ROOT="$(repo_root "${PROGRAM_DIR}")" +else + PROJECT_ROOT="$(repo_root $(pwd))" +fi + +log_yellow "Changing to the project root: ${PROJECT_ROOT}." +cd "${PROJECT_ROOT}" + +# To support relative path for `TRAMPOLINE_SERVICE_ACCOUNT`, we need +# to use this environment variable in `PROJECT_ROOT`. +if [[ -n "${TRAMPOLINE_SERVICE_ACCOUNT:-}" ]]; then + + mkdir -p "${tmpdir}/gcloud" + gcloud_config_dir="${tmpdir}/gcloud" + + log_yellow "Using isolated gcloud config: ${gcloud_config_dir}." + export CLOUDSDK_CONFIG="${gcloud_config_dir}" + + log_yellow "Using ${TRAMPOLINE_SERVICE_ACCOUNT} for authentication." + gcloud auth activate-service-account \ + --key-file "${TRAMPOLINE_SERVICE_ACCOUNT}" + log_yellow "Configuring Container Registry access" + gcloud auth configure-docker --quiet +fi + +required_envvars=( + # The basic trampoline configurations. + "TRAMPOLINE_IMAGE" + "TRAMPOLINE_BUILD_FILE" +) + +if [[ -f "${PROJECT_ROOT}/.trampolinerc" ]]; then + source "${PROJECT_ROOT}/.trampolinerc" +fi + +log_yellow "Checking environment variables." +for e in "${required_envvars[@]}" +do + if [[ -z "${!e:-}" ]]; then + log "Missing ${e} env var. Aborting." + exit 1 + fi +done + +# We want to support legacy style TRAMPOLINE_BUILD_FILE used with V1 +# script: e.g. "github/repo-name/.kokoro/run_tests.sh" +TRAMPOLINE_BUILD_FILE="${TRAMPOLINE_BUILD_FILE#github/*/}" +log_yellow "Using TRAMPOLINE_BUILD_FILE: ${TRAMPOLINE_BUILD_FILE}" + +# ignore error on docker operations and test execution +set +e + +log_yellow "Preparing Docker image." +# We only download the docker image in CI builds. +if [[ "${RUNNING_IN_CI:-}" == "true" ]]; then + # Download the docker image specified by `TRAMPOLINE_IMAGE` + + # We may want to add --max-concurrent-downloads flag. + + log_yellow "Start pulling the Docker image: ${TRAMPOLINE_IMAGE}." + if docker pull "${TRAMPOLINE_IMAGE}"; then + log_green "Finished pulling the Docker image: ${TRAMPOLINE_IMAGE}." + has_image="true" + else + log_red "Failed pulling the Docker image: ${TRAMPOLINE_IMAGE}." + has_image="false" + fi +else + # For local run, check if we have the image. + if docker images "${TRAMPOLINE_IMAGE}:latest" | grep "${TRAMPOLINE_IMAGE}"; then + has_image="true" + else + has_image="false" + fi +fi + + +# The default user for a Docker container has uid 0 (root). To avoid +# creating root-owned files in the build directory we tell docker to +# use the current user ID. +user_uid="$(id -u)" +user_gid="$(id -g)" +user_name="$(id -un)" + +# To allow docker in docker, we add the user to the docker group in +# the host os. +docker_gid=$(cut -d: -f3 < <(getent group docker)) + +update_cache="false" +if [[ "${TRAMPOLINE_DOCKERFILE:-none}" != "none" ]]; then + # Build the Docker image from the source. + context_dir=$(dirname "${TRAMPOLINE_DOCKERFILE}") + docker_build_flags=( + "-f" "${TRAMPOLINE_DOCKERFILE}" + "-t" "${TRAMPOLINE_IMAGE}" + "--build-arg" "UID=${user_uid}" + "--build-arg" "USERNAME=${user_name}" + ) + if [[ "${has_image}" == "true" ]]; then + docker_build_flags+=("--cache-from" "${TRAMPOLINE_IMAGE}") + fi + + log_yellow "Start building the docker image." + if [[ "${TRAMPOLINE_VERBOSE:-false}" == "true" ]]; then + echo "docker build" "${docker_build_flags[@]}" "${context_dir}" + fi + + # ON CI systems, we want to suppress docker build logs, only + # output the logs when it fails. + if [[ "${RUNNING_IN_CI:-}" == "true" ]]; then + if docker build "${docker_build_flags[@]}" "${context_dir}" \ + > "${tmpdir}/docker_build.log" 2>&1; then + if [[ "${TRAMPOLINE_VERBOSE:-}" == "true" ]]; then + cat "${tmpdir}/docker_build.log" + fi + + log_green "Finished building the docker image." + update_cache="true" + else + log_red "Failed to build the Docker image, aborting." + log_yellow "Dumping the build logs:" + cat "${tmpdir}/docker_build.log" + exit 1 + fi + else + if docker build "${docker_build_flags[@]}" "${context_dir}"; then + log_green "Finished building the docker image." + update_cache="true" + else + log_red "Failed to build the Docker image, aborting." + exit 1 + fi + fi +else + if [[ "${has_image}" != "true" ]]; then + log_red "We do not have ${TRAMPOLINE_IMAGE} locally, aborting." + exit 1 + fi +fi + +# We use an array for the flags so they are easier to document. +docker_flags=( + # Remove the container after it exists. + "--rm" + + # Use the host network. + "--network=host" + + # Run in priviledged mode. We are not using docker for sandboxing or + # isolation, just for packaging our dev tools. + "--privileged" + + # Run the docker script with the user id. Because the docker image gets to + # write in ${PWD} you typically want this to be your user id. + # To allow docker in docker, we need to use docker gid on the host. + "--user" "${user_uid}:${docker_gid}" + + # Pass down the USER. + "--env" "USER=${user_name}" + + # Mount the project directory inside the Docker container. + "--volume" "${PROJECT_ROOT}:${TRAMPOLINE_WORKSPACE}" + "--workdir" "${TRAMPOLINE_WORKSPACE}" + "--env" "PROJECT_ROOT=${TRAMPOLINE_WORKSPACE}" + + # Mount the temporary home directory. + "--volume" "${tmphome}:/h" + "--env" "HOME=/h" + + # Allow docker in docker. + "--volume" "/var/run/docker.sock:/var/run/docker.sock" + + # Mount the /tmp so that docker in docker can mount the files + # there correctly. + "--volume" "/tmp:/tmp" + # Pass down the KOKORO_GFILE_DIR and KOKORO_KEYSTORE_DIR + # TODO(tmatsuo): This part is not portable. + "--env" "TRAMPOLINE_SECRET_DIR=/secrets" + "--volume" "${KOKORO_GFILE_DIR:-/dev/shm}:/secrets/gfile" + "--env" "KOKORO_GFILE_DIR=/secrets/gfile" + "--volume" "${KOKORO_KEYSTORE_DIR:-/dev/shm}:/secrets/keystore" + "--env" "KOKORO_KEYSTORE_DIR=/secrets/keystore" +) + +# Add an option for nicer output if the build gets a tty. +if [[ -t 0 ]]; then + docker_flags+=("-it") +fi + +# Passing down env vars +for e in "${pass_down_envvars[@]}" +do + if [[ -n "${!e:-}" ]]; then + docker_flags+=("--env" "${e}=${!e}") + fi +done + +# If arguments are given, all arguments will become the commands run +# in the container, otherwise run TRAMPOLINE_BUILD_FILE. +if [[ $# -ge 1 ]]; then + log_yellow "Running the given commands '" "${@:1}" "' in the container." + readonly commands=("${@:1}") + if [[ "${TRAMPOLINE_VERBOSE:-}" == "true" ]]; then + echo docker run "${docker_flags[@]}" "${TRAMPOLINE_IMAGE}" "${commands[@]}" + fi + docker run "${docker_flags[@]}" "${TRAMPOLINE_IMAGE}" "${commands[@]}" +else + log_yellow "Running the tests in a Docker container." + docker_flags+=("--entrypoint=${TRAMPOLINE_BUILD_FILE}") + if [[ "${TRAMPOLINE_VERBOSE:-}" == "true" ]]; then + echo docker run "${docker_flags[@]}" "${TRAMPOLINE_IMAGE}" + fi + docker run "${docker_flags[@]}" "${TRAMPOLINE_IMAGE}" +fi + + +test_retval=$? + +if [[ ${test_retval} -eq 0 ]]; then + log_green "Build finished with ${test_retval}" +else + log_red "Build finished with ${test_retval}" +fi + +# Only upload it when the test passes. +if [[ "${update_cache}" == "true" ]] && \ + [[ $test_retval == 0 ]] && \ + [[ "${TRAMPOLINE_IMAGE_UPLOAD:-false}" == "true" ]]; then + log_yellow "Uploading the Docker image." + if docker push "${TRAMPOLINE_IMAGE}"; then + log_green "Finished uploading the Docker image." + else + log_red "Failed uploading the Docker image." + fi + # Call trampoline_after_upload_hook if it's defined. + if function_exists trampoline_after_upload_hook; then + trampoline_after_upload_hook + fi + +fi + +exit "${test_retval}" diff --git a/.trampolinerc b/.trampolinerc new file mode 100644 index 000000000..995ee2911 --- /dev/null +++ b/.trampolinerc @@ -0,0 +1,51 @@ +# Copyright 2020 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# Template for .trampolinerc + +# Add required env vars here. +required_envvars+=( + "STAGING_BUCKET" + "V2_STAGING_BUCKET" +) + +# Add env vars which are passed down into the container here. +pass_down_envvars+=( + "STAGING_BUCKET" + "V2_STAGING_BUCKET" +) + +# Prevent unintentional override on the default image. +if [[ "${TRAMPOLINE_IMAGE_UPLOAD:-false}" == "true" ]] && \ + [[ -z "${TRAMPOLINE_IMAGE:-}" ]]; then + echo "Please set TRAMPOLINE_IMAGE if you want to upload the Docker image." + exit 1 +fi + +# Define the default value if it makes sense. +if [[ -z "${TRAMPOLINE_IMAGE_UPLOAD:-}" ]]; then + TRAMPOLINE_IMAGE_UPLOAD="" +fi + +if [[ -z "${TRAMPOLINE_IMAGE:-}" ]]; then + TRAMPOLINE_IMAGE="" +fi + +if [[ -z "${TRAMPOLINE_DOCKERFILE:-}" ]]; then + TRAMPOLINE_DOCKERFILE="" +fi + +if [[ -z "${TRAMPOLINE_BUILD_FILE:-}" ]]; then + TRAMPOLINE_BUILD_FILE="" +fi diff --git a/docs/conf.py b/docs/conf.py index 332b81b10..8946a765c 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -20,6 +20,9 @@ # documentation root, use os.path.abspath to make it absolute, like shown here. sys.path.insert(0, os.path.abspath("..")) +# For plugins that can not read conf.py. +sys.path.insert(0, os.path.abspath(".")) + __version__ = "" # -- General configuration ------------------------------------------------ diff --git a/synth.metadata b/synth.metadata index 19c8ef46f..a25af2e01 100644 --- a/synth.metadata +++ b/synth.metadata @@ -19,14 +19,14 @@ "git": { "name": "synthtool", "remote": "https://github.com/googleapis/synthtool.git", - "sha": "ee7506d15daa3873accfff9430eff7e3953f0248" + "sha": "5dfda5621df45b71b6e88544ebbb53b1a8c90214" } }, { "git": { "name": "synthtool", "remote": "https://github.com/googleapis/synthtool.git", - "sha": "ee7506d15daa3873accfff9430eff7e3953f0248" + "sha": "5dfda5621df45b71b6e88544ebbb53b1a8c90214" } } ], From 68baad929417a604180f7ea904f0a9a317c37805 Mon Sep 17 00:00:00 2001 From: yoshi-automation Date: Fri, 31 Jul 2020 06:14:57 -0700 Subject: [PATCH 5/5] fix(python-library): add missing changes Source-Author: Takashi Matsuo Source-Date: Thu Jul 30 18:26:35 2020 -0700 Source-Repo: googleapis/synthtool Source-Sha: 39b527a39f5cd56d4882b3874fc08eed4756cebe Source-Link: https://github.com/googleapis/synthtool/commit/39b527a39f5cd56d4882b3874fc08eed4756cebe --- .kokoro/docs/common.cfg | 4 ++-- .kokoro/publish-docs.sh | 18 ++++-------------- synth.metadata | 4 ++-- 3 files changed, 8 insertions(+), 18 deletions(-) diff --git a/.kokoro/docs/common.cfg b/.kokoro/docs/common.cfg index 1dfc0b215..8f9807f72 100644 --- a/.kokoro/docs/common.cfg +++ b/.kokoro/docs/common.cfg @@ -11,12 +11,12 @@ action { gfile_resources: "/bigstore/cloud-devrel-kokoro-resources/trampoline" # Use the trampoline script to run in docker. -build_file: "python-bigquery/.kokoro/trampoline.sh" +build_file: "python-bigquery/.kokoro/trampoline_v2.sh" # Configure the docker image for kokoro-trampoline. env_vars: { key: "TRAMPOLINE_IMAGE" - value: "gcr.io/cloud-devrel-kokoro-resources/python-multi" + value: "gcr.io/cloud-devrel-kokoro-resources/python-lib-docs" } env_vars: { key: "TRAMPOLINE_BUILD_FILE" diff --git a/.kokoro/publish-docs.sh b/.kokoro/publish-docs.sh index 8f1673e6c..8acb14e80 100755 --- a/.kokoro/publish-docs.sh +++ b/.kokoro/publish-docs.sh @@ -18,26 +18,16 @@ set -eo pipefail # Disable buffering, so that the logs stream through. export PYTHONUNBUFFERED=1 -cd github/python-bigquery - -# Remove old nox -python3.6 -m pip uninstall --yes --quiet nox-automation +export PATH="${HOME}/.local/bin:${PATH}" # Install nox -python3.6 -m pip install --upgrade --quiet nox -python3.6 -m nox --version +python3 -m pip install --user --upgrade --quiet nox +python3 -m nox --version # build docs nox -s docs -python3 -m pip install gcp-docuploader - -# install a json parser -sudo apt-get update -sudo apt-get -y install software-properties-common -sudo add-apt-repository universe -sudo apt-get update -sudo apt-get -y install jq +python3 -m pip install --user gcp-docuploader # create metadata python3 -m docuploader create-metadata \ diff --git a/synth.metadata b/synth.metadata index a25af2e01..75be54054 100644 --- a/synth.metadata +++ b/synth.metadata @@ -19,14 +19,14 @@ "git": { "name": "synthtool", "remote": "https://github.com/googleapis/synthtool.git", - "sha": "5dfda5621df45b71b6e88544ebbb53b1a8c90214" + "sha": "39b527a39f5cd56d4882b3874fc08eed4756cebe" } }, { "git": { "name": "synthtool", "remote": "https://github.com/googleapis/synthtool.git", - "sha": "5dfda5621df45b71b6e88544ebbb53b1a8c90214" + "sha": "39b527a39f5cd56d4882b3874fc08eed4756cebe" } } ],