// Package prediction provides access to the Prediction API.
//
// See https://developers.google.com/prediction/docs/developer-guide
//
// Usage example:
//
//   import "google.golang.org/api/prediction/v1.2"
//   ...
//   predictionService, err := prediction.New(oauthHttpClient)
package prediction // import "google.golang.org/api/prediction/v1.2"

import (
	"bytes"
	"encoding/json"
	"errors"
	"fmt"
	context "golang.org/x/net/context"
	ctxhttp "golang.org/x/net/context/ctxhttp"
	gensupport "google.golang.org/api/gensupport"
	googleapi "google.golang.org/api/googleapi"
	"io"
	"net/http"
	"net/url"
	"strconv"
	"strings"
)

// Always reference these packages, just in case the auto-generated code
// below doesn't.
var _ = bytes.NewBuffer
var _ = strconv.Itoa
var _ = fmt.Sprintf
var _ = json.NewDecoder
var _ = io.Copy
var _ = url.Parse
var _ = gensupport.MarshalJSON
var _ = googleapi.Version
var _ = errors.New
var _ = strings.Replace
var _ = context.Canceled
var _ = ctxhttp.Do

const apiId = "prediction:v1.2"
const apiName = "prediction"
const apiVersion = "v1.2"
const basePath = "https://www.googleapis.com/prediction/v1.2/"

// 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"
)

func New(client *http.Client) (*Service, error) {
	if client == nil {
		return nil, errors.New("client is nil")
	}
	s := &Service{client: client, BasePath: basePath}
	s.Hostedmodels = NewHostedmodelsService(s)
	s.Training = NewTrainingService(s)
	return s, nil
}

type Service struct {
	client    *http.Client
	BasePath  string // API endpoint base URL
	UserAgent string // optional additional User-Agent fragment

	Hostedmodels *HostedmodelsService

	Training *TrainingService
}

func (s *Service) userAgent() string {
	if s.UserAgent == "" {
		return googleapi.UserAgent
	}
	return googleapi.UserAgent + " " + s.UserAgent
}

func NewHostedmodelsService(s *Service) *HostedmodelsService {
	rs := &HostedmodelsService{s: s}
	return rs
}

type HostedmodelsService struct {
	s *Service
}

func NewTrainingService(s *Service) *TrainingService {
	rs := &TrainingService{s: s}
	return rs
}

type TrainingService struct {
	s *Service
}

type Input struct {
	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 (s *Input) MarshalJSON() ([]byte, error) {
	type noMethod Input
	raw := noMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

type InputInput struct {
	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 (s *InputInput) MarshalJSON() ([]byte, error) {
	type noMethod InputInput
	raw := noMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

type Output struct {
	Id string `json:"id,omitempty"`

	Kind string `json:"kind,omitempty"`

	OutputLabel string `json:"outputLabel,omitempty"`

	OutputMulti []*OutputOutputMulti `json:"outputMulti,omitempty"`

	OutputValue float64 `json:"outputValue,omitempty"`

	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 (s *Output) MarshalJSON() ([]byte, error) {
	type noMethod Output
	raw := noMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

func (s *Output) UnmarshalJSON(data []byte) error {
	type noMethod Output
	var s1 struct {
		OutputValue gensupport.JSONFloat64 `json:"outputValue"`
		*noMethod
	}
	s1.noMethod = (*noMethod)(s)
	if err := json.Unmarshal(data, &s1); err != nil {
		return err
	}
	s.OutputValue = float64(s1.OutputValue)
	return nil
}

type OutputOutputMulti struct {
	Label string `json:"label,omitempty"`

	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 (s *OutputOutputMulti) MarshalJSON() ([]byte, error) {
	type noMethod OutputOutputMulti
	raw := noMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

func (s *OutputOutputMulti) UnmarshalJSON(data []byte) error {
	type noMethod OutputOutputMulti
	var s1 struct {
		Score gensupport.JSONFloat64 `json:"score"`
		*noMethod
	}
	s1.noMethod = (*noMethod)(s)
	if err := json.Unmarshal(data, &s1); err != nil {
		return err
	}
	s.Score = float64(s1.Score)
	return nil
}

type Training struct {
	Id string `json:"id,omitempty"`

	Kind string `json:"kind,omitempty"`

	ModelInfo *TrainingModelInfo `json:"modelInfo,omitempty"`

	SelfLink string `json:"selfLink,omitempty"`

	TrainingStatus string `json:"trainingStatus,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 (s *Training) MarshalJSON() ([]byte, error) {
	type noMethod Training
	raw := noMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

type TrainingModelInfo struct {
	ClassificationAccuracy float64 `json:"classificationAccuracy,omitempty"`

	MeanSquaredError float64 `json:"meanSquaredError,omitempty"`

	ModelType string `json:"modelType,omitempty"`

	// ForceSendFields is a list of field names (e.g.
	// "ClassificationAccuracy") 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. "ClassificationAccuracy")
	// 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 (s *TrainingModelInfo) MarshalJSON() ([]byte, error) {
	type noMethod TrainingModelInfo
	raw := noMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

func (s *TrainingModelInfo) UnmarshalJSON(data []byte) error {
	type noMethod TrainingModelInfo
	var s1 struct {
		ClassificationAccuracy gensupport.JSONFloat64 `json:"classificationAccuracy"`
		MeanSquaredError       gensupport.JSONFloat64 `json:"meanSquaredError"`
		*noMethod
	}
	s1.noMethod = (*noMethod)(s)
	if err := json.Unmarshal(data, &s1); err != nil {
		return err
	}
	s.ClassificationAccuracy = float64(s1.ClassificationAccuracy)
	s.MeanSquaredError = float64(s1.MeanSquaredError)
	return nil
}

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 (s *Update) MarshalJSON() ([]byte, error) {
	type noMethod Update
	raw := noMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// method id "prediction.predict":

type PredictCall struct {
	s          *Service
	data       string
	input      *Input
	urlParams_ gensupport.URLParams
	ctx_       context.Context
	header_    http.Header
}

// Predict: Submit data and request a prediction
func (s *Service) Predict(data string, input *Input) *PredictCall {
	c := &PredictCall{s: s, urlParams_: make(gensupport.URLParams)}
	c.data = data
	c.input = input
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *PredictCall) Fields(s ...googleapi.Field) *PredictCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// 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 (c *PredictCall) Context(ctx context.Context) *PredictCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *PredictCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *PredictCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.input)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	urls := googleapi.ResolveRelative(c.s.BasePath, "training/{data}/predict")
	urls += "?" + c.urlParams_.Encode()
	req, _ := http.NewRequest("POST", urls, body)
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"data": c.data,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "prediction.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 (c *PredictCall) Do(opts ...googleapi.CallOption) (*Output, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, &googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		}
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, err
	}
	ret := &Output{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := json.NewDecoder(res.Body).Decode(target); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Submit data and request a prediction",
	//   "httpMethod": "POST",
	//   "id": "prediction.predict",
	//   "parameterOrder": [
	//     "data"
	//   ],
	//   "parameters": {
	//     "data": {
	//       "description": "mybucket%2Fmydata resource in Google Storage",
	//       "location": "path",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "training/{data}/predict",
	//   "request": {
	//     "$ref": "Input"
	//   },
	//   "response": {
	//     "$ref": "Output"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/prediction"
	//   ]
	// }

}

// method id "prediction.hostedmodels.predict":

type HostedmodelsPredictCall struct {
	s               *Service
	hostedModelName string
	input           *Input
	urlParams_      gensupport.URLParams
	ctx_            context.Context
	header_         http.Header
}

// Predict: Submit input and request an output against a hosted model
func (r *HostedmodelsService) Predict(hostedModelName string, input *Input) *HostedmodelsPredictCall {
	c := &HostedmodelsPredictCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.hostedModelName = hostedModelName
	c.input = input
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *HostedmodelsPredictCall) Fields(s ...googleapi.Field) *HostedmodelsPredictCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// 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 (c *HostedmodelsPredictCall) Context(ctx context.Context) *HostedmodelsPredictCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *HostedmodelsPredictCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *HostedmodelsPredictCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.input)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	urls := googleapi.ResolveRelative(c.s.BasePath, "hostedmodels/{hostedModelName}/predict")
	urls += "?" + c.urlParams_.Encode()
	req, _ := http.NewRequest("POST", urls, body)
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"hostedModelName": c.hostedModelName,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// 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 (c *HostedmodelsPredictCall) Do(opts ...googleapi.CallOption) (*Output, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, &googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		}
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, err
	}
	ret := &Output{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := json.NewDecoder(res.Body).Decode(target); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Submit input and request an output against a hosted model",
	//   "httpMethod": "POST",
	//   "id": "prediction.hostedmodels.predict",
	//   "parameterOrder": [
	//     "hostedModelName"
	//   ],
	//   "parameters": {
	//     "hostedModelName": {
	//       "description": "The name of a hosted model",
	//       "location": "path",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "hostedmodels/{hostedModelName}/predict",
	//   "request": {
	//     "$ref": "Input"
	//   },
	//   "response": {
	//     "$ref": "Output"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/prediction"
	//   ]
	// }

}

// method id "prediction.training.delete":

type TrainingDeleteCall struct {
	s          *Service
	data       string
	urlParams_ gensupport.URLParams
	ctx_       context.Context
	header_    http.Header
}

// Delete: Delete a trained model
func (r *TrainingService) Delete(data string) *TrainingDeleteCall {
	c := &TrainingDeleteCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.data = data
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *TrainingDeleteCall) Fields(s ...googleapi.Field) *TrainingDeleteCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// 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 (c *TrainingDeleteCall) Context(ctx context.Context) *TrainingDeleteCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *TrainingDeleteCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *TrainingDeleteCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	urls := googleapi.ResolveRelative(c.s.BasePath, "training/{data}")
	urls += "?" + c.urlParams_.Encode()
	req, _ := http.NewRequest("DELETE", urls, body)
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"data": c.data,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "prediction.training.delete" call.
func (c *TrainingDeleteCall) Do(opts ...googleapi.CallOption) error {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if err != nil {
		return err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return err
	}
	return nil
	// {
	//   "description": "Delete a trained model",
	//   "httpMethod": "DELETE",
	//   "id": "prediction.training.delete",
	//   "parameterOrder": [
	//     "data"
	//   ],
	//   "parameters": {
	//     "data": {
	//       "description": "mybucket/mydata resource in Google Storage",
	//       "location": "path",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "training/{data}",
	//   "scopes": [
	//     "https://www.googleapis.com/auth/prediction"
	//   ]
	// }

}

// method id "prediction.training.get":

type TrainingGetCall struct {
	s            *Service
	data         string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// Get: Check training status of your model
func (r *TrainingService) Get(data string) *TrainingGetCall {
	c := &TrainingGetCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.data = data
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *TrainingGetCall) Fields(s ...googleapi.Field) *TrainingGetCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// 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.
func (c *TrainingGetCall) IfNoneMatch(entityTag string) *TrainingGetCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// 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 (c *TrainingGetCall) Context(ctx context.Context) *TrainingGetCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *TrainingGetCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *TrainingGetCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	urls := googleapi.ResolveRelative(c.s.BasePath, "training/{data}")
	urls += "?" + c.urlParams_.Encode()
	req, _ := http.NewRequest("GET", urls, body)
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"data": c.data,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// 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 (c *TrainingGetCall) Do(opts ...googleapi.CallOption) (*Training, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, &googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		}
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, err
	}
	ret := &Training{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := json.NewDecoder(res.Body).Decode(target); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Check training status of your model",
	//   "httpMethod": "GET",
	//   "id": "prediction.training.get",
	//   "parameterOrder": [
	//     "data"
	//   ],
	//   "parameters": {
	//     "data": {
	//       "description": "mybucket/mydata resource in Google Storage",
	//       "location": "path",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "training/{data}",
	//   "response": {
	//     "$ref": "Training"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/prediction"
	//   ]
	// }

}

// method id "prediction.training.insert":

type TrainingInsertCall struct {
	s          *Service
	training   *Training
	urlParams_ gensupport.URLParams
	ctx_       context.Context
	header_    http.Header
}

// Insert: Begin training your model
func (r *TrainingService) Insert(training *Training) *TrainingInsertCall {
	c := &TrainingInsertCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.training = training
	return c
}

// Data sets the optional parameter "data": mybucket/mydata resource in
// Google Storage
func (c *TrainingInsertCall) Data(data string) *TrainingInsertCall {
	c.urlParams_.Set("data", data)
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *TrainingInsertCall) Fields(s ...googleapi.Field) *TrainingInsertCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// 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 (c *TrainingInsertCall) Context(ctx context.Context) *TrainingInsertCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *TrainingInsertCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *TrainingInsertCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.training)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	urls := googleapi.ResolveRelative(c.s.BasePath, "training")
	urls += "?" + c.urlParams_.Encode()
	req, _ := http.NewRequest("POST", urls, body)
	req.Header = reqHeaders
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// 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 (c *TrainingInsertCall) Do(opts ...googleapi.CallOption) (*Training, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, &googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		}
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, err
	}
	ret := &Training{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := json.NewDecoder(res.Body).Decode(target); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Begin training your model",
	//   "httpMethod": "POST",
	//   "id": "prediction.training.insert",
	//   "parameters": {
	//     "data": {
	//       "description": "mybucket/mydata resource in Google Storage",
	//       "location": "query",
	//       "type": "string"
	//     }
	//   },
	//   "path": "training",
	//   "request": {
	//     "$ref": "Training"
	//   },
	//   "response": {
	//     "$ref": "Training"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/devstorage.full_control",
	//     "https://www.googleapis.com/auth/devstorage.read_only",
	//     "https://www.googleapis.com/auth/devstorage.read_write",
	//     "https://www.googleapis.com/auth/prediction"
	//   ]
	// }

}

// method id "prediction.training.update":

type TrainingUpdateCall struct {
	s          *Service
	data       string
	update     *Update
	urlParams_ gensupport.URLParams
	ctx_       context.Context
	header_    http.Header
}

// Update: Add new data to a trained model
func (r *TrainingService) Update(data string, update *Update) *TrainingUpdateCall {
	c := &TrainingUpdateCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.data = data
	c.update = update
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *TrainingUpdateCall) Fields(s ...googleapi.Field) *TrainingUpdateCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// 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 (c *TrainingUpdateCall) Context(ctx context.Context) *TrainingUpdateCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *TrainingUpdateCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *TrainingUpdateCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.update)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	urls := googleapi.ResolveRelative(c.s.BasePath, "training/{data}")
	urls += "?" + c.urlParams_.Encode()
	req, _ := http.NewRequest("PUT", urls, body)
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"data": c.data,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// 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 (c *TrainingUpdateCall) Do(opts ...googleapi.CallOption) (*Training, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, &googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		}
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, err
	}
	ret := &Training{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := json.NewDecoder(res.Body).Decode(target); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Add new data to a trained model",
	//   "httpMethod": "PUT",
	//   "id": "prediction.training.update",
	//   "parameterOrder": [
	//     "data"
	//   ],
	//   "parameters": {
	//     "data": {
	//       "description": "mybucket/mydata resource in Google Storage",
	//       "location": "path",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "training/{data}",
	//   "request": {
	//     "$ref": "Update"
	//   },
	//   "response": {
	//     "$ref": "Training"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/prediction"
	//   ]
	// }

}
