cloud.google.com/go/aiplatform@v1.106.0/apiv1beta1/aiplatformpb/model_evaluation_slice.pb.go (about)

     1  // Copyright 2025 Google LLC
     2  //
     3  // Licensed under the Apache License, Version 2.0 (the "License");
     4  // you may not use this file except in compliance with the License.
     5  // You may obtain a copy of the License at
     6  //
     7  //     http://www.apache.org/licenses/LICENSE-2.0
     8  //
     9  // Unless required by applicable law or agreed to in writing, software
    10  // distributed under the License is distributed on an "AS IS" BASIS,
    11  // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    12  // See the License for the specific language governing permissions and
    13  // limitations under the License.
    14  
    15  // Code generated by protoc-gen-go. DO NOT EDIT.
    16  // versions:
    17  // 	protoc-gen-go v1.35.2
    18  // 	protoc        v4.25.7
    19  // source: google/cloud/aiplatform/v1beta1/model_evaluation_slice.proto
    20  
    21  package aiplatformpb
    22  
    23  import (
    24  	_ "google.golang.org/genproto/googleapis/api/annotations"
    25  	protoreflect "google.golang.org/protobuf/reflect/protoreflect"
    26  	protoimpl "google.golang.org/protobuf/runtime/protoimpl"
    27  	structpb "google.golang.org/protobuf/types/known/structpb"
    28  	timestamppb "google.golang.org/protobuf/types/known/timestamppb"
    29  	wrapperspb "google.golang.org/protobuf/types/known/wrapperspb"
    30  	reflect "reflect"
    31  	sync "sync"
    32  )
    33  
    34  const (
    35  	// Verify that this generated code is sufficiently up-to-date.
    36  	_ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion)
    37  	// Verify that runtime/protoimpl is sufficiently up-to-date.
    38  	_ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20)
    39  )
    40  
    41  // A collection of metrics calculated by comparing Model's predictions on a
    42  // slice of the test data against ground truth annotations.
    43  type ModelEvaluationSlice struct {
    44  	state         protoimpl.MessageState
    45  	sizeCache     protoimpl.SizeCache
    46  	unknownFields protoimpl.UnknownFields
    47  
    48  	// Output only. The resource name of the ModelEvaluationSlice.
    49  	Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"`
    50  	// Output only. The slice of the test data that is used to evaluate the Model.
    51  	Slice *ModelEvaluationSlice_Slice `protobuf:"bytes,2,opt,name=slice,proto3" json:"slice,omitempty"`
    52  	// Output only. Points to a YAML file stored on Google Cloud Storage
    53  	// describing the
    54  	// [metrics][google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.metrics] of
    55  	// this ModelEvaluationSlice. The schema is defined as an OpenAPI 3.0.2
    56  	// [Schema
    57  	// Object](https://github.com/OAI/OpenAPI-Specification/blob/main/versions/3.0.2.md#schemaObject).
    58  	MetricsSchemaUri string `protobuf:"bytes,3,opt,name=metrics_schema_uri,json=metricsSchemaUri,proto3" json:"metrics_schema_uri,omitempty"`
    59  	// Output only. Sliced evaluation metrics of the Model. The schema of the
    60  	// metrics is stored in
    61  	// [metrics_schema_uri][google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.metrics_schema_uri]
    62  	Metrics *structpb.Value `protobuf:"bytes,4,opt,name=metrics,proto3" json:"metrics,omitempty"`
    63  	// Output only. Timestamp when this ModelEvaluationSlice was created.
    64  	CreateTime *timestamppb.Timestamp `protobuf:"bytes,5,opt,name=create_time,json=createTime,proto3" json:"create_time,omitempty"`
    65  	// Output only. Aggregated explanation metrics for the Model's prediction
    66  	// output over the data this ModelEvaluation uses. This field is populated
    67  	// only if the Model is evaluated with explanations, and only for tabular
    68  	// Models.
    69  	ModelExplanation *ModelExplanation `protobuf:"bytes,6,opt,name=model_explanation,json=modelExplanation,proto3" json:"model_explanation,omitempty"`
    70  }
    71  
    72  func (x *ModelEvaluationSlice) Reset() {
    73  	*x = ModelEvaluationSlice{}
    74  	mi := &file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes[0]
    75  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
    76  	ms.StoreMessageInfo(mi)
    77  }
    78  
    79  func (x *ModelEvaluationSlice) String() string {
    80  	return protoimpl.X.MessageStringOf(x)
    81  }
    82  
    83  func (*ModelEvaluationSlice) ProtoMessage() {}
    84  
    85  func (x *ModelEvaluationSlice) ProtoReflect() protoreflect.Message {
    86  	mi := &file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes[0]
    87  	if x != nil {
    88  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
    89  		if ms.LoadMessageInfo() == nil {
    90  			ms.StoreMessageInfo(mi)
    91  		}
    92  		return ms
    93  	}
    94  	return mi.MessageOf(x)
    95  }
    96  
    97  // Deprecated: Use ModelEvaluationSlice.ProtoReflect.Descriptor instead.
    98  func (*ModelEvaluationSlice) Descriptor() ([]byte, []int) {
    99  	return file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDescGZIP(), []int{0}
   100  }
   101  
   102  func (x *ModelEvaluationSlice) GetName() string {
   103  	if x != nil {
   104  		return x.Name
   105  	}
   106  	return ""
   107  }
   108  
   109  func (x *ModelEvaluationSlice) GetSlice() *ModelEvaluationSlice_Slice {
   110  	if x != nil {
   111  		return x.Slice
   112  	}
   113  	return nil
   114  }
   115  
   116  func (x *ModelEvaluationSlice) GetMetricsSchemaUri() string {
   117  	if x != nil {
   118  		return x.MetricsSchemaUri
   119  	}
   120  	return ""
   121  }
   122  
   123  func (x *ModelEvaluationSlice) GetMetrics() *structpb.Value {
   124  	if x != nil {
   125  		return x.Metrics
   126  	}
   127  	return nil
   128  }
   129  
   130  func (x *ModelEvaluationSlice) GetCreateTime() *timestamppb.Timestamp {
   131  	if x != nil {
   132  		return x.CreateTime
   133  	}
   134  	return nil
   135  }
   136  
   137  func (x *ModelEvaluationSlice) GetModelExplanation() *ModelExplanation {
   138  	if x != nil {
   139  		return x.ModelExplanation
   140  	}
   141  	return nil
   142  }
   143  
   144  // Definition of a slice.
   145  type ModelEvaluationSlice_Slice struct {
   146  	state         protoimpl.MessageState
   147  	sizeCache     protoimpl.SizeCache
   148  	unknownFields protoimpl.UnknownFields
   149  
   150  	// Output only. The dimension of the slice.
   151  	// Well-known dimensions are:
   152  	//   - `annotationSpec`: This slice is on the test data that has either
   153  	//     ground truth or prediction with
   154  	//     [AnnotationSpec.display_name][google.cloud.aiplatform.v1beta1.AnnotationSpec.display_name]
   155  	//     equals to
   156  	//     [value][google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.value].
   157  	//   - `slice`: This slice is a user customized slice defined by its
   158  	//     SliceSpec.
   159  	Dimension string `protobuf:"bytes,1,opt,name=dimension,proto3" json:"dimension,omitempty"`
   160  	// Output only. The value of the dimension in this slice.
   161  	Value string `protobuf:"bytes,2,opt,name=value,proto3" json:"value,omitempty"`
   162  	// Output only. Specification for how the data was sliced.
   163  	SliceSpec *ModelEvaluationSlice_Slice_SliceSpec `protobuf:"bytes,3,opt,name=slice_spec,json=sliceSpec,proto3" json:"slice_spec,omitempty"`
   164  }
   165  
   166  func (x *ModelEvaluationSlice_Slice) Reset() {
   167  	*x = ModelEvaluationSlice_Slice{}
   168  	mi := &file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes[1]
   169  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   170  	ms.StoreMessageInfo(mi)
   171  }
   172  
   173  func (x *ModelEvaluationSlice_Slice) String() string {
   174  	return protoimpl.X.MessageStringOf(x)
   175  }
   176  
   177  func (*ModelEvaluationSlice_Slice) ProtoMessage() {}
   178  
   179  func (x *ModelEvaluationSlice_Slice) ProtoReflect() protoreflect.Message {
   180  	mi := &file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes[1]
   181  	if x != nil {
   182  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   183  		if ms.LoadMessageInfo() == nil {
   184  			ms.StoreMessageInfo(mi)
   185  		}
   186  		return ms
   187  	}
   188  	return mi.MessageOf(x)
   189  }
   190  
   191  // Deprecated: Use ModelEvaluationSlice_Slice.ProtoReflect.Descriptor instead.
   192  func (*ModelEvaluationSlice_Slice) Descriptor() ([]byte, []int) {
   193  	return file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDescGZIP(), []int{0, 0}
   194  }
   195  
   196  func (x *ModelEvaluationSlice_Slice) GetDimension() string {
   197  	if x != nil {
   198  		return x.Dimension
   199  	}
   200  	return ""
   201  }
   202  
   203  func (x *ModelEvaluationSlice_Slice) GetValue() string {
   204  	if x != nil {
   205  		return x.Value
   206  	}
   207  	return ""
   208  }
   209  
   210  func (x *ModelEvaluationSlice_Slice) GetSliceSpec() *ModelEvaluationSlice_Slice_SliceSpec {
   211  	if x != nil {
   212  		return x.SliceSpec
   213  	}
   214  	return nil
   215  }
   216  
   217  // Specification for how the data should be sliced.
   218  type ModelEvaluationSlice_Slice_SliceSpec struct {
   219  	state         protoimpl.MessageState
   220  	sizeCache     protoimpl.SizeCache
   221  	unknownFields protoimpl.UnknownFields
   222  
   223  	// Mapping configuration for this SliceSpec.
   224  	// The key is the name of the feature.
   225  	// By default, the key will be prefixed by "instance" as a dictionary
   226  	// prefix for Vertex Batch Predictions output format.
   227  	Configs map[string]*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig `protobuf:"bytes,1,rep,name=configs,proto3" json:"configs,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
   228  }
   229  
   230  func (x *ModelEvaluationSlice_Slice_SliceSpec) Reset() {
   231  	*x = ModelEvaluationSlice_Slice_SliceSpec{}
   232  	mi := &file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes[2]
   233  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   234  	ms.StoreMessageInfo(mi)
   235  }
   236  
   237  func (x *ModelEvaluationSlice_Slice_SliceSpec) String() string {
   238  	return protoimpl.X.MessageStringOf(x)
   239  }
   240  
   241  func (*ModelEvaluationSlice_Slice_SliceSpec) ProtoMessage() {}
   242  
   243  func (x *ModelEvaluationSlice_Slice_SliceSpec) ProtoReflect() protoreflect.Message {
   244  	mi := &file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes[2]
   245  	if x != nil {
   246  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   247  		if ms.LoadMessageInfo() == nil {
   248  			ms.StoreMessageInfo(mi)
   249  		}
   250  		return ms
   251  	}
   252  	return mi.MessageOf(x)
   253  }
   254  
   255  // Deprecated: Use ModelEvaluationSlice_Slice_SliceSpec.ProtoReflect.Descriptor instead.
   256  func (*ModelEvaluationSlice_Slice_SliceSpec) Descriptor() ([]byte, []int) {
   257  	return file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDescGZIP(), []int{0, 0, 0}
   258  }
   259  
   260  func (x *ModelEvaluationSlice_Slice_SliceSpec) GetConfigs() map[string]*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig {
   261  	if x != nil {
   262  		return x.Configs
   263  	}
   264  	return nil
   265  }
   266  
   267  // Specification message containing the config for this SliceSpec.
   268  // When `kind` is selected as `value` and/or `range`, only a single slice
   269  // will be computed.
   270  // When `all_values` is present, a separate slice will be computed for
   271  // each possible label/value for the corresponding key in `config`.
   272  // Examples, with feature zip_code with values 12345, 23334, 88888 and
   273  // feature country with values "US", "Canada", "Mexico" in the dataset:
   274  //
   275  // Example 1:
   276  //
   277  //	{
   278  //	  "zip_code": { "value": { "float_value": 12345.0 } }
   279  //	}
   280  //
   281  // A single slice for any data with zip_code 12345 in the dataset.
   282  //
   283  // Example 2:
   284  //
   285  //	{
   286  //	  "zip_code": { "range": { "low": 12345, "high": 20000 } }
   287  //	}
   288  //
   289  // A single slice containing data where the zip_codes between 12345 and
   290  // 20000 For this example, data with the zip_code of 12345 will be in this
   291  // slice.
   292  //
   293  // Example 3:
   294  //
   295  //	{
   296  //	  "zip_code": { "range": { "low": 10000, "high": 20000 } },
   297  //	  "country": { "value": { "string_value": "US" } }
   298  //	}
   299  //
   300  // A single slice containing data where the zip_codes between 10000 and
   301  // 20000 has the country "US". For this example, data with the zip_code of
   302  // 12345 and country "US" will be in this slice.
   303  //
   304  // Example 4:
   305  //
   306  //	{ "country": {"all_values": { "value": true } } }
   307  //
   308  // Three slices are computed, one for each unique country in the dataset.
   309  //
   310  // Example 5:
   311  //
   312  //	{
   313  //	  "country": { "all_values": { "value": true } },
   314  //	  "zip_code": { "value": { "float_value": 12345.0 } }
   315  //	}
   316  //
   317  // Three slices are computed, one for each unique country in the dataset
   318  // where the zip_code is also 12345. For this example, data with zip_code
   319  // 12345 and country "US" will be in one slice, zip_code 12345 and country
   320  // "Canada" in another slice, and zip_code 12345 and country "Mexico" in
   321  // another slice, totaling 3 slices.
   322  type ModelEvaluationSlice_Slice_SliceSpec_SliceConfig struct {
   323  	state         protoimpl.MessageState
   324  	sizeCache     protoimpl.SizeCache
   325  	unknownFields protoimpl.UnknownFields
   326  
   327  	// Types that are assignable to Kind:
   328  	//
   329  	//	*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Value
   330  	//	*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Range
   331  	//	*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_AllValues
   332  	Kind isModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Kind `protobuf_oneof:"kind"`
   333  }
   334  
   335  func (x *ModelEvaluationSlice_Slice_SliceSpec_SliceConfig) Reset() {
   336  	*x = ModelEvaluationSlice_Slice_SliceSpec_SliceConfig{}
   337  	mi := &file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes[3]
   338  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   339  	ms.StoreMessageInfo(mi)
   340  }
   341  
   342  func (x *ModelEvaluationSlice_Slice_SliceSpec_SliceConfig) String() string {
   343  	return protoimpl.X.MessageStringOf(x)
   344  }
   345  
   346  func (*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig) ProtoMessage() {}
   347  
   348  func (x *ModelEvaluationSlice_Slice_SliceSpec_SliceConfig) ProtoReflect() protoreflect.Message {
   349  	mi := &file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes[3]
   350  	if x != nil {
   351  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   352  		if ms.LoadMessageInfo() == nil {
   353  			ms.StoreMessageInfo(mi)
   354  		}
   355  		return ms
   356  	}
   357  	return mi.MessageOf(x)
   358  }
   359  
   360  // Deprecated: Use ModelEvaluationSlice_Slice_SliceSpec_SliceConfig.ProtoReflect.Descriptor instead.
   361  func (*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig) Descriptor() ([]byte, []int) {
   362  	return file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDescGZIP(), []int{0, 0, 0, 0}
   363  }
   364  
   365  func (m *ModelEvaluationSlice_Slice_SliceSpec_SliceConfig) GetKind() isModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Kind {
   366  	if m != nil {
   367  		return m.Kind
   368  	}
   369  	return nil
   370  }
   371  
   372  func (x *ModelEvaluationSlice_Slice_SliceSpec_SliceConfig) GetValue() *ModelEvaluationSlice_Slice_SliceSpec_Value {
   373  	if x, ok := x.GetKind().(*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Value); ok {
   374  		return x.Value
   375  	}
   376  	return nil
   377  }
   378  
   379  func (x *ModelEvaluationSlice_Slice_SliceSpec_SliceConfig) GetRange() *ModelEvaluationSlice_Slice_SliceSpec_Range {
   380  	if x, ok := x.GetKind().(*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Range); ok {
   381  		return x.Range
   382  	}
   383  	return nil
   384  }
   385  
   386  func (x *ModelEvaluationSlice_Slice_SliceSpec_SliceConfig) GetAllValues() *wrapperspb.BoolValue {
   387  	if x, ok := x.GetKind().(*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_AllValues); ok {
   388  		return x.AllValues
   389  	}
   390  	return nil
   391  }
   392  
   393  type isModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Kind interface {
   394  	isModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Kind()
   395  }
   396  
   397  type ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Value struct {
   398  	// A unique specific value for a given feature.
   399  	// Example: `{ "value": { "string_value": "12345" } }`
   400  	Value *ModelEvaluationSlice_Slice_SliceSpec_Value `protobuf:"bytes,1,opt,name=value,proto3,oneof"`
   401  }
   402  
   403  type ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Range struct {
   404  	// A range of values for a numerical feature.
   405  	// Example: `{"range":{"low":10000.0,"high":50000.0}}`
   406  	// will capture 12345 and 23334 in the slice.
   407  	Range *ModelEvaluationSlice_Slice_SliceSpec_Range `protobuf:"bytes,2,opt,name=range,proto3,oneof"`
   408  }
   409  
   410  type ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_AllValues struct {
   411  	// If all_values is set to true, then all possible labels of the keyed
   412  	// feature will have another slice computed.
   413  	// Example: `{"all_values":{"value":true}}`
   414  	AllValues *wrapperspb.BoolValue `protobuf:"bytes,3,opt,name=all_values,json=allValues,proto3,oneof"`
   415  }
   416  
   417  func (*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Value) isModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Kind() {
   418  }
   419  
   420  func (*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Range) isModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Kind() {
   421  }
   422  
   423  func (*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_AllValues) isModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Kind() {
   424  }
   425  
   426  // A range of values for slice(s).
   427  // `low` is inclusive, `high` is exclusive.
   428  type ModelEvaluationSlice_Slice_SliceSpec_Range struct {
   429  	state         protoimpl.MessageState
   430  	sizeCache     protoimpl.SizeCache
   431  	unknownFields protoimpl.UnknownFields
   432  
   433  	// Inclusive low value for the range.
   434  	Low float32 `protobuf:"fixed32,1,opt,name=low,proto3" json:"low,omitempty"`
   435  	// Exclusive high value for the range.
   436  	High float32 `protobuf:"fixed32,2,opt,name=high,proto3" json:"high,omitempty"`
   437  }
   438  
   439  func (x *ModelEvaluationSlice_Slice_SliceSpec_Range) Reset() {
   440  	*x = ModelEvaluationSlice_Slice_SliceSpec_Range{}
   441  	mi := &file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes[4]
   442  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   443  	ms.StoreMessageInfo(mi)
   444  }
   445  
   446  func (x *ModelEvaluationSlice_Slice_SliceSpec_Range) String() string {
   447  	return protoimpl.X.MessageStringOf(x)
   448  }
   449  
   450  func (*ModelEvaluationSlice_Slice_SliceSpec_Range) ProtoMessage() {}
   451  
   452  func (x *ModelEvaluationSlice_Slice_SliceSpec_Range) ProtoReflect() protoreflect.Message {
   453  	mi := &file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes[4]
   454  	if x != nil {
   455  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   456  		if ms.LoadMessageInfo() == nil {
   457  			ms.StoreMessageInfo(mi)
   458  		}
   459  		return ms
   460  	}
   461  	return mi.MessageOf(x)
   462  }
   463  
   464  // Deprecated: Use ModelEvaluationSlice_Slice_SliceSpec_Range.ProtoReflect.Descriptor instead.
   465  func (*ModelEvaluationSlice_Slice_SliceSpec_Range) Descriptor() ([]byte, []int) {
   466  	return file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDescGZIP(), []int{0, 0, 0, 1}
   467  }
   468  
   469  func (x *ModelEvaluationSlice_Slice_SliceSpec_Range) GetLow() float32 {
   470  	if x != nil {
   471  		return x.Low
   472  	}
   473  	return 0
   474  }
   475  
   476  func (x *ModelEvaluationSlice_Slice_SliceSpec_Range) GetHigh() float32 {
   477  	if x != nil {
   478  		return x.High
   479  	}
   480  	return 0
   481  }
   482  
   483  // Single value that supports strings and floats.
   484  type ModelEvaluationSlice_Slice_SliceSpec_Value struct {
   485  	state         protoimpl.MessageState
   486  	sizeCache     protoimpl.SizeCache
   487  	unknownFields protoimpl.UnknownFields
   488  
   489  	// Types that are assignable to Kind:
   490  	//
   491  	//	*ModelEvaluationSlice_Slice_SliceSpec_Value_StringValue
   492  	//	*ModelEvaluationSlice_Slice_SliceSpec_Value_FloatValue
   493  	Kind isModelEvaluationSlice_Slice_SliceSpec_Value_Kind `protobuf_oneof:"kind"`
   494  }
   495  
   496  func (x *ModelEvaluationSlice_Slice_SliceSpec_Value) Reset() {
   497  	*x = ModelEvaluationSlice_Slice_SliceSpec_Value{}
   498  	mi := &file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes[5]
   499  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   500  	ms.StoreMessageInfo(mi)
   501  }
   502  
   503  func (x *ModelEvaluationSlice_Slice_SliceSpec_Value) String() string {
   504  	return protoimpl.X.MessageStringOf(x)
   505  }
   506  
   507  func (*ModelEvaluationSlice_Slice_SliceSpec_Value) ProtoMessage() {}
   508  
   509  func (x *ModelEvaluationSlice_Slice_SliceSpec_Value) ProtoReflect() protoreflect.Message {
   510  	mi := &file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes[5]
   511  	if x != nil {
   512  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   513  		if ms.LoadMessageInfo() == nil {
   514  			ms.StoreMessageInfo(mi)
   515  		}
   516  		return ms
   517  	}
   518  	return mi.MessageOf(x)
   519  }
   520  
   521  // Deprecated: Use ModelEvaluationSlice_Slice_SliceSpec_Value.ProtoReflect.Descriptor instead.
   522  func (*ModelEvaluationSlice_Slice_SliceSpec_Value) Descriptor() ([]byte, []int) {
   523  	return file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDescGZIP(), []int{0, 0, 0, 2}
   524  }
   525  
   526  func (m *ModelEvaluationSlice_Slice_SliceSpec_Value) GetKind() isModelEvaluationSlice_Slice_SliceSpec_Value_Kind {
   527  	if m != nil {
   528  		return m.Kind
   529  	}
   530  	return nil
   531  }
   532  
   533  func (x *ModelEvaluationSlice_Slice_SliceSpec_Value) GetStringValue() string {
   534  	if x, ok := x.GetKind().(*ModelEvaluationSlice_Slice_SliceSpec_Value_StringValue); ok {
   535  		return x.StringValue
   536  	}
   537  	return ""
   538  }
   539  
   540  func (x *ModelEvaluationSlice_Slice_SliceSpec_Value) GetFloatValue() float32 {
   541  	if x, ok := x.GetKind().(*ModelEvaluationSlice_Slice_SliceSpec_Value_FloatValue); ok {
   542  		return x.FloatValue
   543  	}
   544  	return 0
   545  }
   546  
   547  type isModelEvaluationSlice_Slice_SliceSpec_Value_Kind interface {
   548  	isModelEvaluationSlice_Slice_SliceSpec_Value_Kind()
   549  }
   550  
   551  type ModelEvaluationSlice_Slice_SliceSpec_Value_StringValue struct {
   552  	// String type.
   553  	StringValue string `protobuf:"bytes,1,opt,name=string_value,json=stringValue,proto3,oneof"`
   554  }
   555  
   556  type ModelEvaluationSlice_Slice_SliceSpec_Value_FloatValue struct {
   557  	// Float type.
   558  	FloatValue float32 `protobuf:"fixed32,2,opt,name=float_value,json=floatValue,proto3,oneof"`
   559  }
   560  
   561  func (*ModelEvaluationSlice_Slice_SliceSpec_Value_StringValue) isModelEvaluationSlice_Slice_SliceSpec_Value_Kind() {
   562  }
   563  
   564  func (*ModelEvaluationSlice_Slice_SliceSpec_Value_FloatValue) isModelEvaluationSlice_Slice_SliceSpec_Value_Kind() {
   565  }
   566  
   567  var File_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto protoreflect.FileDescriptor
   568  
   569  var file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDesc = []byte{
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   694  }
   695  
   696  var (
   697  	file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDescOnce sync.Once
   698  	file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDescData = file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDesc
   699  )
   700  
   701  func file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDescGZIP() []byte {
   702  	file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDescOnce.Do(func() {
   703  		file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDescData = protoimpl.X.CompressGZIP(file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDescData)
   704  	})
   705  	return file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDescData
   706  }
   707  
   708  var file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes = make([]protoimpl.MessageInfo, 7)
   709  var file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_goTypes = []any{
   710  	(*ModelEvaluationSlice)(nil),                             // 0: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice
   711  	(*ModelEvaluationSlice_Slice)(nil),                       // 1: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice
   712  	(*ModelEvaluationSlice_Slice_SliceSpec)(nil),             // 2: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec
   713  	(*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig)(nil), // 3: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec.SliceConfig
   714  	(*ModelEvaluationSlice_Slice_SliceSpec_Range)(nil),       // 4: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec.Range
   715  	(*ModelEvaluationSlice_Slice_SliceSpec_Value)(nil),       // 5: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec.Value
   716  	nil,                           // 6: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec.ConfigsEntry
   717  	(*structpb.Value)(nil),        // 7: google.protobuf.Value
   718  	(*timestamppb.Timestamp)(nil), // 8: google.protobuf.Timestamp
   719  	(*ModelExplanation)(nil),      // 9: google.cloud.aiplatform.v1beta1.ModelExplanation
   720  	(*wrapperspb.BoolValue)(nil),  // 10: google.protobuf.BoolValue
   721  }
   722  var file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_depIdxs = []int32{
   723  	1,  // 0: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.slice:type_name -> google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice
   724  	7,  // 1: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.metrics:type_name -> google.protobuf.Value
   725  	8,  // 2: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.create_time:type_name -> google.protobuf.Timestamp
   726  	9,  // 3: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.model_explanation:type_name -> google.cloud.aiplatform.v1beta1.ModelExplanation
   727  	2,  // 4: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.slice_spec:type_name -> google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec
   728  	6,  // 5: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec.configs:type_name -> google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec.ConfigsEntry
   729  	5,  // 6: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec.SliceConfig.value:type_name -> google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec.Value
   730  	4,  // 7: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec.SliceConfig.range:type_name -> google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec.Range
   731  	10, // 8: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec.SliceConfig.all_values:type_name -> google.protobuf.BoolValue
   732  	3,  // 9: google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec.ConfigsEntry.value:type_name -> google.cloud.aiplatform.v1beta1.ModelEvaluationSlice.Slice.SliceSpec.SliceConfig
   733  	10, // [10:10] is the sub-list for method output_type
   734  	10, // [10:10] is the sub-list for method input_type
   735  	10, // [10:10] is the sub-list for extension type_name
   736  	10, // [10:10] is the sub-list for extension extendee
   737  	0,  // [0:10] is the sub-list for field type_name
   738  }
   739  
   740  func init() { file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_init() }
   741  func file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_init() {
   742  	if File_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto != nil {
   743  		return
   744  	}
   745  	file_google_cloud_aiplatform_v1beta1_explanation_proto_init()
   746  	file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes[3].OneofWrappers = []any{
   747  		(*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Value)(nil),
   748  		(*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_Range)(nil),
   749  		(*ModelEvaluationSlice_Slice_SliceSpec_SliceConfig_AllValues)(nil),
   750  	}
   751  	file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes[5].OneofWrappers = []any{
   752  		(*ModelEvaluationSlice_Slice_SliceSpec_Value_StringValue)(nil),
   753  		(*ModelEvaluationSlice_Slice_SliceSpec_Value_FloatValue)(nil),
   754  	}
   755  	type x struct{}
   756  	out := protoimpl.TypeBuilder{
   757  		File: protoimpl.DescBuilder{
   758  			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
   759  			RawDescriptor: file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDesc,
   760  			NumEnums:      0,
   761  			NumMessages:   7,
   762  			NumExtensions: 0,
   763  			NumServices:   0,
   764  		},
   765  		GoTypes:           file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_goTypes,
   766  		DependencyIndexes: file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_depIdxs,
   767  		MessageInfos:      file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_msgTypes,
   768  	}.Build()
   769  	File_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto = out.File
   770  	file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_rawDesc = nil
   771  	file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_goTypes = nil
   772  	file_google_cloud_aiplatform_v1beta1_model_evaluation_slice_proto_depIdxs = nil
   773  }