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
|
// Code generated by smithy-go-codegen DO NOT EDIT.
package glue
import (
"context"
"fmt"
awsmiddleware "github.com/aws/aws-sdk-go-v2/aws/middleware"
"github.com/aws/smithy-go/middleware"
smithyhttp "github.com/aws/smithy-go/transport/http"
)
// Enables you to provide additional labels (examples of truth) to be used to
// teach the machine learning transform and improve its quality. This API operation
// is generally used as part of the active learning workflow that starts with the
// StartMLLabelingSetGenerationTaskRun call and that ultimately results in
// improving the quality of your machine learning transform.
//
// After the StartMLLabelingSetGenerationTaskRun finishes, Glue machine learning
// will have generated a series of questions for humans to answer. (Answering these
// questions is often called 'labeling' in the machine learning workflows). In the
// case of the FindMatches transform, these questions are of the form, “What is
// the correct way to group these rows together into groups composed entirely of
// matching records?” After the labeling process is finished, users upload their
// answers/labels with a call to StartImportLabelsTaskRun . After
// StartImportLabelsTaskRun finishes, all future runs of the machine learning
// transform use the new and improved labels and perform a higher-quality
// transformation.
//
// By default, StartMLLabelingSetGenerationTaskRun continually learns from and
// combines all labels that you upload unless you set Replace to true. If you set
// Replace to true, StartImportLabelsTaskRun deletes and forgets all previously
// uploaded labels and learns only from the exact set that you upload. Replacing
// labels can be helpful if you realize that you previously uploaded incorrect
// labels, and you believe that they are having a negative effect on your transform
// quality.
//
// You can check on the status of your task run by calling the GetMLTaskRun
// operation.
func (c *Client) StartImportLabelsTaskRun(ctx context.Context, params *StartImportLabelsTaskRunInput, optFns ...func(*Options)) (*StartImportLabelsTaskRunOutput, error) {
if params == nil {
params = &StartImportLabelsTaskRunInput{}
}
result, metadata, err := c.invokeOperation(ctx, "StartImportLabelsTaskRun", params, optFns, c.addOperationStartImportLabelsTaskRunMiddlewares)
if err != nil {
return nil, err
}
out := result.(*StartImportLabelsTaskRunOutput)
out.ResultMetadata = metadata
return out, nil
}
type StartImportLabelsTaskRunInput struct {
// The Amazon Simple Storage Service (Amazon S3) path from where you import the
// labels.
//
// This member is required.
InputS3Path *string
// The unique identifier of the machine learning transform.
//
// This member is required.
TransformId *string
// Indicates whether to overwrite your existing labels.
ReplaceAllLabels bool
noSmithyDocumentSerde
}
type StartImportLabelsTaskRunOutput struct {
// The unique identifier for the task run.
TaskRunId *string
// Metadata pertaining to the operation's result.
ResultMetadata middleware.Metadata
noSmithyDocumentSerde
}
func (c *Client) addOperationStartImportLabelsTaskRunMiddlewares(stack *middleware.Stack, options Options) (err error) {
if err := stack.Serialize.Add(&setOperationInputMiddleware{}, middleware.After); err != nil {
return err
}
err = stack.Serialize.Add(&awsAwsjson11_serializeOpStartImportLabelsTaskRun{}, middleware.After)
if err != nil {
return err
}
err = stack.Deserialize.Add(&awsAwsjson11_deserializeOpStartImportLabelsTaskRun{}, middleware.After)
if err != nil {
return err
}
if err := addProtocolFinalizerMiddlewares(stack, options, "StartImportLabelsTaskRun"); 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 = addTimeOffsetBuild(stack, c); err != nil {
return err
}
if err = addUserAgentRetryMode(stack, options); err != nil {
return err
}
if err = addOpStartImportLabelsTaskRunValidationMiddleware(stack); err != nil {
return err
}
if err = stack.Initialize.Add(newServiceMetadataMiddleware_opStartImportLabelsTaskRun(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_opStartImportLabelsTaskRun(region string) *awsmiddleware.RegisterServiceMetadata {
return &awsmiddleware.RegisterServiceMetadata{
Region: region,
ServiceID: ServiceID,
OperationName: "StartImportLabelsTaskRun",
}
}
|
