-
Notifications
You must be signed in to change notification settings - Fork 597
/
api_op_CreateExperiment.go
183 lines (165 loc) · 6.17 KB
/
api_op_CreateExperiment.go
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
// Code generated by smithy-go-codegen DO NOT EDIT.
package sagemaker
import (
"context"
"fmt"
awsmiddleware "github.com/aws/aws-sdk-go-v2/aws/middleware"
"github.com/aws/aws-sdk-go-v2/service/sagemaker/types"
"github.com/aws/smithy-go/middleware"
smithyhttp "github.com/aws/smithy-go/transport/http"
)
// Creates a SageMaker experiment. An experiment is a collection of trials that
// are observed, compared and evaluated as a group. A trial is a set of steps,
// called trial components, that produce a machine learning model.
//
// In the Studio UI, trials are referred to as run groups and trial components are
// referred to as runs.
//
// The goal of an experiment is to determine the components that produce the best
// model. Multiple trials are performed, each one isolating and measuring the
// impact of a change to one or more inputs, while keeping the remaining inputs
// constant.
//
// When you use SageMaker Studio or the SageMaker Python SDK, all experiments,
// trials, and trial components are automatically tracked, logged, and indexed.
// When you use the Amazon Web Services SDK for Python (Boto), you must use the
// logging APIs provided by the SDK.
//
// You can add tags to experiments, trials, trial components and then use the [Search] API
// to search for the tags.
//
// To add a description to an experiment, specify the optional Description
// parameter. To add a description later, or to change the description, call the [UpdateExperiment]
// API.
//
// To get a list of all your experiments, call the [ListExperiments] API. To view an experiment's
// properties, call the [DescribeExperiment]API. To get a list of all the trials associated with an
// experiment, call the [ListTrials]API. To create a trial call the [CreateTrial] API.
//
// [DescribeExperiment]: https://docs.aws.amazon.com/sagemaker/latest/APIReference/API_DescribeExperiment.html
// [Search]: https://docs.aws.amazon.com/sagemaker/latest/APIReference/API_Search.html
// [CreateTrial]: https://docs.aws.amazon.com/sagemaker/latest/APIReference/API_CreateTrial.html
// [ListExperiments]: https://docs.aws.amazon.com/sagemaker/latest/APIReference/API_ListExperiments.html
// [UpdateExperiment]: https://docs.aws.amazon.com/sagemaker/latest/APIReference/API_UpdateExperiment.html
// [ListTrials]: https://docs.aws.amazon.com/sagemaker/latest/APIReference/API_ListTrials.html
func (c *Client) CreateExperiment(ctx context.Context, params *CreateExperimentInput, optFns ...func(*Options)) (*CreateExperimentOutput, error) {
if params == nil {
params = &CreateExperimentInput{}
}
result, metadata, err := c.invokeOperation(ctx, "CreateExperiment", params, optFns, c.addOperationCreateExperimentMiddlewares)
if err != nil {
return nil, err
}
out := result.(*CreateExperimentOutput)
out.ResultMetadata = metadata
return out, nil
}
type CreateExperimentInput struct {
// The name of the experiment. The name must be unique in your Amazon Web Services
// account and is not case-sensitive.
//
// This member is required.
ExperimentName *string
// The description of the experiment.
Description *string
// The name of the experiment as displayed. The name doesn't need to be unique. If
// you don't specify DisplayName , the value in ExperimentName is displayed.
DisplayName *string
// A list of tags to associate with the experiment. You can use [Search] API to search on
// the tags.
//
// [Search]: https://docs.aws.amazon.com/sagemaker/latest/APIReference/API_Search.html
Tags []types.Tag
noSmithyDocumentSerde
}
type CreateExperimentOutput struct {
// The Amazon Resource Name (ARN) of the experiment.
ExperimentArn *string
// Metadata pertaining to the operation's result.
ResultMetadata middleware.Metadata
noSmithyDocumentSerde
}
func (c *Client) addOperationCreateExperimentMiddlewares(stack *middleware.Stack, options Options) (err error) {
if err := stack.Serialize.Add(&setOperationInputMiddleware{}, middleware.After); err != nil {
return err
}
err = stack.Serialize.Add(&awsAwsjson11_serializeOpCreateExperiment{}, middleware.After)
if err != nil {
return err
}
err = stack.Deserialize.Add(&awsAwsjson11_deserializeOpCreateExperiment{}, middleware.After)
if err != nil {
return err
}
if err := addProtocolFinalizerMiddlewares(stack, options, "CreateExperiment"); err != nil {
return fmt.Errorf("add protocol finalizers: %v", err)
}
if err = addlegacyEndpointContextSetter(stack, options); err != nil {
return err
}
if err = addSetLoggerMiddleware(stack, options); err != nil {
return err
}
if err = addClientRequestID(stack); err != nil {
return err
}
if err = addComputeContentLength(stack); err != nil {
return err
}
if err = addResolveEndpointMiddleware(stack, options); err != nil {
return err
}
if err = addComputePayloadSHA256(stack); err != nil {
return err
}
if err = addRetry(stack, options); err != nil {
return err
}
if err = addRawResponseToMetadata(stack); err != nil {
return err
}
if err = addRecordResponseTiming(stack); err != nil {
return err
}
if err = addClientUserAgent(stack, options); err != nil {
return err
}
if err = smithyhttp.AddErrorCloseResponseBodyMiddleware(stack); err != nil {
return err
}
if err = smithyhttp.AddCloseResponseBodyMiddleware(stack); err != nil {
return err
}
if err = addSetLegacyContextSigningOptionsMiddleware(stack); err != nil {
return err
}
if err = addOpCreateExperimentValidationMiddleware(stack); err != nil {
return err
}
if err = stack.Initialize.Add(newServiceMetadataMiddleware_opCreateExperiment(options.Region), middleware.Before); err != nil {
return err
}
if err = addRecursionDetection(stack); err != nil {
return err
}
if err = addRequestIDRetrieverMiddleware(stack); err != nil {
return err
}
if err = addResponseErrorMiddleware(stack); err != nil {
return err
}
if err = addRequestResponseLogging(stack, options); err != nil {
return err
}
if err = addDisableHTTPSMiddleware(stack, options); err != nil {
return err
}
return nil
}
func newServiceMetadataMiddleware_opCreateExperiment(region string) *awsmiddleware.RegisterServiceMetadata {
return &awsmiddleware.RegisterServiceMetadata{
Region: region,
ServiceID: ServiceID,
OperationName: "CreateExperiment",
}
}