ActiveGo 1.8Package prediction
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Constants
OAuth2 scopes used by this API.
const (
// Manage your data and permissions in Google Cloud Storage
DevstorageFullControlScope = "https://www.googleapis.com/auth/devstorage.full_control"
// View your data in Google Cloud Storage
DevstorageReadOnlyScope = "https://www.googleapis.com/auth/devstorage.read_only"
// Manage your data in Google Cloud Storage
DevstorageReadWriteScope = "https://www.googleapis.com/auth/devstorage.read_write"
// Manage your data in the Google Prediction API
PredictionScope = "https://www.googleapis.com/auth/prediction"
)
type HostedmodelsPredictCall ¶
type HostedmodelsPredictCall struct {
// contains filtered or unexported fields
}
func (*HostedmodelsPredictCall) Context ¶
func (c *HostedmodelsPredictCall) Context(ctx context.Context) *HostedmodelsPredictCall
Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.
func (*HostedmodelsPredictCall) Do ¶
func (c *HostedmodelsPredictCall) Do(opts ...googleapi.CallOption) (*Output, error)
Do executes the "prediction.hostedmodels.predict" call. Exactly one of *Output or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *Output.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.
func (*HostedmodelsPredictCall) Fields ¶
func (c *HostedmodelsPredictCall) Fields(s ...googleapi.Field) *HostedmodelsPredictCall
Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.
func (*HostedmodelsPredictCall) Header ¶
func (c *HostedmodelsPredictCall) Header() http.Header
Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.
type HostedmodelsService ¶
type HostedmodelsService struct {
// contains filtered or unexported fields
}
func NewHostedmodelsService ¶
func NewHostedmodelsService(s *Service) *HostedmodelsService
func (*HostedmodelsService) Predict ¶
func (r *HostedmodelsService) Predict(hostedModelName string, input *Input) *HostedmodelsPredictCall
Predict: Submit input and request an output against a hosted model
type Input ¶
type Input struct {
// Input: Input to the model for a prediction
Input *InputInput `json:"input,omitempty"`
// ForceSendFields is a list of field names (e.g. "Input") to
// unconditionally include in API requests. By default, fields with
// empty values are omitted from API requests. However, any non-pointer,
// non-interface field appearing in ForceSendFields will be sent to the
// server regardless of whether the field is empty or not. This may be
// used to include empty fields in Patch requests.
ForceSendFields []string `json:"-"`
// NullFields is a list of field names (e.g. "Input") to include in API
// requests with the JSON null value. By default, fields with empty
// values are omitted from API requests. However, any field with an
// empty value appearing in NullFields will be sent to the server as
// null. It is an error if a field in this list has a non-empty value.
// This may be used to include null fields in Patch requests.
NullFields []string `json:"-"`
}
func (*Input) MarshalJSON ¶
func (s *Input) MarshalJSON() ([]byte, error)
type InputInput ¶
InputInput: Input to the model for a prediction
type InputInput struct {
// CsvInstance: A list of input features, these can be strings or
// doubles.
CsvInstance []interface{} `json:"csvInstance,omitempty"`
// ForceSendFields is a list of field names (e.g. "CsvInstance") to
// unconditionally include in API requests. By default, fields with
// empty values are omitted from API requests. However, any non-pointer,
// non-interface field appearing in ForceSendFields will be sent to the
// server regardless of whether the field is empty or not. This may be
// used to include empty fields in Patch requests.
ForceSendFields []string `json:"-"`
// NullFields is a list of field names (e.g. "CsvInstance") to include
// in API requests with the JSON null value. By default, fields with
// empty values are omitted from API requests. However, any field with
// an empty value appearing in NullFields will be sent to the server as
// null. It is an error if a field in this list has a non-empty value.
// This may be used to include null fields in Patch requests.
NullFields []string `json:"-"`
}
func (*InputInput) MarshalJSON ¶
func (s *InputInput) MarshalJSON() ([]byte, error)
type Output ¶
type Output struct {
// Id: The unique name for the predictive model.
Id string `json:"id,omitempty"`
// Kind: What kind of resource this is.
Kind string `json:"kind,omitempty"`
// OutputLabel: The most likely class [Categorical models only].
OutputLabel string `json:"outputLabel,omitempty"`
// OutputMulti: A list of classes with their estimated probabilities
// [Categorical models only].
OutputMulti []*OutputOutputMulti `json:"outputMulti,omitempty"`
// OutputValue: The estimated regression value [Regression models only].
OutputValue float64 `json:"outputValue,omitempty"`
// SelfLink: A URL to re-request this resource.
SelfLink string `json:"selfLink,omitempty"`
// ServerResponse contains the HTTP response code and headers from the
// server.
googleapi.ServerResponse `json:"-"`
// ForceSendFields is a list of field names (e.g. "Id") to
// unconditionally include in API requests. By default, fields with
// empty values are omitted from API requests. However, any non-pointer,
// non-interface field appearing in ForceSendFields will be sent to the
// server regardless of whether the field is empty or not. This may be
// used to include empty fields in Patch requests.
ForceSendFields []string `json:"-"`
// NullFields is a list of field names (e.g. "Id") to include in API
// requests with the JSON null value. By default, fields with empty
// values are omitted from API requests. However, any field with an
// empty value appearing in NullFields will be sent to the server as
// null. It is an error if a field in this list has a non-empty value.
// This may be used to include null fields in Patch requests.
NullFields []string `json:"-"`
}
func (*Output) MarshalJSON ¶
func (s *Output) MarshalJSON() ([]byte, error)
func (*Output) UnmarshalJSON ¶
func (s *Output) UnmarshalJSON(data []byte) error
type OutputOutputMulti ¶
type OutputOutputMulti struct {
// Label: The class label.
Label string `json:"label,omitempty"`
// Score: The probability of the class.
Score float64 `json:"score,omitempty"`
// ForceSendFields is a list of field names (e.g. "Label") to
// unconditionally include in API requests. By default, fields with
// empty values are omitted from API requests. However, any non-pointer,
// non-interface field appearing in ForceSendFields will be sent to the
// server regardless of whether the field is empty or not. This may be
// used to include empty fields in Patch requests.
ForceSendFields []string `json:"-"`
// NullFields is a list of field names (e.g. "Label") to include in API
// requests with the JSON null value. By default, fields with empty
// values are omitted from API requests. However, any field with an
// empty value appearing in NullFields will be sent to the server as
// null. It is an error if a field in this list has a non-empty value.
// This may be used to include null fields in Patch requests.
NullFields []string `json:"-"`
}
func (*OutputOutputMulti) MarshalJSON ¶
func (s *OutputOutputMulti) MarshalJSON() ([]byte, error)
func (*OutputOutputMulti) UnmarshalJSON ¶
func (s *OutputOutputMulti) UnmarshalJSON(data []byte) error
type Service ¶
type Service struct {
BasePath string // API endpoint base URL
UserAgent string // optional additional User-Agent fragment
Hostedmodels *HostedmodelsService
Training *TrainingService
// contains filtered or unexported fields
}
func New ¶
func New(client *http.Client) (*Service, error)
type Training ¶
type Training struct {
// Id: The unique name for the predictive model.
Id string `json:"id,omitempty"`
// Kind: What kind of resource this is.
Kind string `json:"kind,omitempty"`
// ModelInfo: Model metadata.
ModelInfo *TrainingModelInfo `json:"modelInfo,omitempty"`
// SelfLink: A URL to re-request this resource.
SelfLink string `json:"selfLink,omitempty"`
// TrainingStatus: The current status of the training job. This can be
// one of following: RUNNING; DONE; ERROR; ERROR: TRAINING JOB NOT FOUND
TrainingStatus string `json:"trainingStatus,omitempty"`
// Utility: A class weighting function, which allows the importance
// weights for classes to be specified [Categorical models only].
Utility []map[string]float64 `json:"utility,omitempty"`
// ServerResponse contains the HTTP response code and headers from the
// server.
googleapi.ServerResponse `json:"-"`
// ForceSendFields is a list of field names (e.g. "Id") to
// unconditionally include in API requests. By default, fields with
// empty values are omitted from API requests. However, any non-pointer,
// non-interface field appearing in ForceSendFields will be sent to the
// server regardless of whether the field is empty or not. This may be
// used to include empty fields in Patch requests.
ForceSendFields []string `json:"-"`
// NullFields is a list of field names (e.g. "Id") to include in API
// requests with the JSON null value. By default, fields with empty
// values are omitted from API requests. However, any field with an
// empty value appearing in NullFields will be sent to the server as
// null. It is an error if a field in this list has a non-empty value.
// This may be used to include null fields in Patch requests.
NullFields []string `json:"-"`
}
func (*Training) MarshalJSON ¶
func (s *Training) MarshalJSON() ([]byte, error)
type TrainingDeleteCall ¶
type TrainingDeleteCall struct {
// contains filtered or unexported fields
}
func (*TrainingDeleteCall) Context ¶
func (c *TrainingDeleteCall) Context(ctx context.Context) *TrainingDeleteCall
Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.
func (*TrainingDeleteCall) Do ¶
func (c *TrainingDeleteCall) Do(opts ...googleapi.CallOption) error
Do executes the "prediction.training.delete" call.
func (*TrainingDeleteCall) Fields ¶
func (c *TrainingDeleteCall) Fields(s ...googleapi.Field) *TrainingDeleteCall
Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.
func (*TrainingDeleteCall) Header ¶
func (c *TrainingDeleteCall) Header() http.Header
Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.
type TrainingGetCall ¶
type TrainingGetCall struct {
// contains filtered or unexported fields
}
func (*TrainingGetCall) Context ¶
func (c *TrainingGetCall) Context(ctx context.Context) *TrainingGetCall
Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.
func (*TrainingGetCall) Do ¶
func (c *TrainingGetCall) Do(opts ...googleapi.CallOption) (*Training, error)
Do executes the "prediction.training.get" call. Exactly one of *Training or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *Training.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.
func (*TrainingGetCall) Fields ¶
func (c *TrainingGetCall) Fields(s ...googleapi.Field) *TrainingGetCall
Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.
func (*TrainingGetCall) Header ¶
func (c *TrainingGetCall) Header() http.Header
Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.
func (*TrainingGetCall) IfNoneMatch ¶
func (c *TrainingGetCall) IfNoneMatch(entityTag string) *TrainingGetCall
IfNoneMatch sets the optional parameter which makes the operation fail if the object's ETag matches the given value. This is useful for getting updates only after the object has changed since the last request. Use googleapi.IsNotModified to check whether the response error from Do is the result of In-None-Match.
type TrainingInsertCall ¶
type TrainingInsertCall struct {
// contains filtered or unexported fields
}
func (*TrainingInsertCall) Context ¶
func (c *TrainingInsertCall) Context(ctx context.Context) *TrainingInsertCall
Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.
func (*TrainingInsertCall) Do ¶
func (c *TrainingInsertCall) Do(opts ...googleapi.CallOption) (*Training, error)
Do executes the "prediction.training.insert" call. Exactly one of *Training or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *Training.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.
func (*TrainingInsertCall) Fields ¶
func (c *TrainingInsertCall) Fields(s ...googleapi.Field) *TrainingInsertCall
Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.
func (*TrainingInsertCall) Header ¶
func (c *TrainingInsertCall) Header() http.Header
Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.
type TrainingModelInfo ¶
TrainingModelInfo: Model metadata.
type TrainingModelInfo struct {
// ClassWeightedAccuracy: Estimated accuracy of model taking utility
// weights into account [Categorical models only].
ClassWeightedAccuracy float64 `json:"classWeightedAccuracy,omitempty"`
// ClassificationAccuracy: A number between 0.0 and 1.0, where 1.0 is
// 100% accurate. This is an estimate, based on the amount and quality
// of the training data, of the estimated prediction accuracy. You can
// use this is a guide to decide whether the results are accurate enough
// for your needs. This estimate will be more reliable if your real
// input data is similar to your training data [Categorical models
// only].
ClassificationAccuracy float64 `json:"classificationAccuracy,omitempty"`
// ConfusionMatrix: An output confusion matrix. This shows an estimate
// for how this model will do in predictions. This is first indexed by
// the true class label. For each true class label, this provides a pair
// {predicted_label, count}, where count is the estimated number of
// times the model will predict the predicted label given the true
// label. Will not output if more then 100 classes [Categorical models
// only].
ConfusionMatrix map[string]map[string]float64 `json:"confusionMatrix,omitempty"`
// ConfusionMatrixRowTotals: A list of the confusion matrix row totals
ConfusionMatrixRowTotals map[string]float64 `json:"confusionMatrixRowTotals,omitempty"`
// MeanSquaredError: An estimated mean squared error. The can be used to
// measure the quality of the predicted model [Regression models only].
MeanSquaredError float64 `json:"meanSquaredError,omitempty"`
// ModelType: Type of predictive model (CLASSIFICATION or REGRESSION)
ModelType string `json:"modelType,omitempty"`
// NumberClasses: Number of classes in the trained model [Categorical
// models only].
NumberClasses int64 `json:"numberClasses,omitempty,string"`
// NumberInstances: Number of valid data instances used in the trained
// model.
NumberInstances int64 `json:"numberInstances,omitempty,string"`
// ForceSendFields is a list of field names (e.g.
// "ClassWeightedAccuracy") to unconditionally include in API requests.
// By default, fields with empty values are omitted from API requests.
// However, any non-pointer, non-interface field appearing in
// ForceSendFields will be sent to the server regardless of whether the
// field is empty or not. This may be used to include empty fields in
// Patch requests.
ForceSendFields []string `json:"-"`
// NullFields is a list of field names (e.g. "ClassWeightedAccuracy") to
// include in API requests with the JSON null value. By default, fields
// with empty values are omitted from API requests. However, any field
// with an empty value appearing in NullFields will be sent to the
// server as null. It is an error if a field in this list has a
// non-empty value. This may be used to include null fields in Patch
// requests.
NullFields []string `json:"-"`
}
func (*TrainingModelInfo) MarshalJSON ¶
func (s *TrainingModelInfo) MarshalJSON() ([]byte, error)
func (*TrainingModelInfo) UnmarshalJSON ¶
func (s *TrainingModelInfo) UnmarshalJSON(data []byte) error
type TrainingPredictCall ¶
type TrainingPredictCall struct {
// contains filtered or unexported fields
}
func (*TrainingPredictCall) Context ¶
func (c *TrainingPredictCall) Context(ctx context.Context) *TrainingPredictCall
Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.
func (*TrainingPredictCall) Do ¶
func (c *TrainingPredictCall) Do(opts ...googleapi.CallOption) (*Output, error)
Do executes the "prediction.training.predict" call. Exactly one of *Output or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *Output.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.
func (*TrainingPredictCall) Fields ¶
func (c *TrainingPredictCall) Fields(s ...googleapi.Field) *TrainingPredictCall
Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.
func (*TrainingPredictCall) Header ¶
func (c *TrainingPredictCall) Header() http.Header
Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.
type TrainingService ¶
type TrainingService struct {
// contains filtered or unexported fields
}
func NewTrainingService ¶
func NewTrainingService(s *Service) *TrainingService
func (*TrainingService) Delete ¶
func (r *TrainingService) Delete(data string) *TrainingDeleteCall
Delete: Delete a trained model
func (*TrainingService) Get ¶
func (r *TrainingService) Get(data string) *TrainingGetCall
Get: Check training status of your model
func (*TrainingService) Insert ¶
func (r *TrainingService) Insert(training *Training) *TrainingInsertCall
Insert: Begin training your model
func (*TrainingService) Predict ¶
func (r *TrainingService) Predict(data string, input *Input) *TrainingPredictCall
Predict: Submit data and request a prediction
func (*TrainingService) Update ¶
func (r *TrainingService) Update(data string, update *Update) *TrainingUpdateCall
Update: Add new data to a trained model
type TrainingUpdateCall ¶
type TrainingUpdateCall struct {
// contains filtered or unexported fields
}
func (*TrainingUpdateCall) Context ¶
func (c *TrainingUpdateCall) Context(ctx context.Context) *TrainingUpdateCall
Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.
func (*TrainingUpdateCall) Do ¶
func (c *TrainingUpdateCall) Do(opts ...googleapi.CallOption) (*Training, error)
Do executes the "prediction.training.update" call. Exactly one of *Training or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *Training.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.
func (*TrainingUpdateCall) Fields ¶
func (c *TrainingUpdateCall) Fields(s ...googleapi.Field) *TrainingUpdateCall
Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.
func (*TrainingUpdateCall) Header ¶
func (c *TrainingUpdateCall) Header() http.Header
Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.
type Update ¶
type Update struct {
// ClassLabel: The true class label of this instance
ClassLabel string `json:"classLabel,omitempty"`
// CsvInstance: The input features for this instance
CsvInstance []interface{} `json:"csvInstance,omitempty"`
// ForceSendFields is a list of field names (e.g. "ClassLabel") to
// unconditionally include in API requests. By default, fields with
// empty values are omitted from API requests. However, any non-pointer,
// non-interface field appearing in ForceSendFields will be sent to the
// server regardless of whether the field is empty or not. This may be
// used to include empty fields in Patch requests.
ForceSendFields []string `json:"-"`
// NullFields is a list of field names (e.g. "ClassLabel") to include in
// API requests with the JSON null value. By default, fields with empty
// values are omitted from API requests. However, any field with an
// empty value appearing in NullFields will be sent to the server as
// null. It is an error if a field in this list has a non-empty value.
// This may be used to include null fields in Patch requests.
NullFields []string `json:"-"`
}
func (*Update) MarshalJSON ¶
func (s *Update) MarshalJSON() ([]byte, error)