8000 [Feature] Auto Labeling Implementation by Hironsan · Pull Request #1206 · doccano/doccano · GitHub
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[Feature] Auto Labeling Implementation #1206

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Merged
merged 42 commits into from
Feb 19, 2021
Merged

[Feature] Auto Labeling Implementation #1206

merged 42 commits into from
Feb 19, 2021

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Hironsan
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@Hironsan Hironsan commented Feb 19, 2021 •
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This PR allows users to label text automatically. I think this enables users to speed up annotation.

How it works

This feature enables automatic labeling by calling the Web API from doccano. Therefore, you can use any commercial service (e.g. Google Natural Language API, Amazon Comprehend, Watson, etc.) or your own server for labeling, as long as you can call the API from doccano. Notice that there is no learning function for now. This is an issue for the future.

How to use

Configuration

  1. Select "Settings" on the side menu.

image

  1. Select "Auto Labeling" tab and press "Create" button.

image

  1. Select a configuration template. Some tasks have predefined templates to simplify the configuration.

image

  1. Enter the parameters required to use the API.

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  1. Write a mapping template to extract labels from API responses. If you select the predefined template, you can skip this process.

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  1. Map the label fetched from the API to a label defined by you.

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Turn on the feature

  1. Go to the annotation page.
  2. Select the settings button.
  3. Turn on the feature.

Notice that if you don't have any configuration, you can't use this feature.

Future works

  • Assigning a configuration to each user
  • Allow the admin to set throttling for each user
  • Allow merging of responses from multiple APIs
  • Implementing the training feature
  • Increase the number of the predefined templates(https://github.com/doccano/auto-labeling-pipeline)

close #191

Hironsan added 30 commits January 29, 2021 15:44
@Hironsan
Add auto-labeling-pipeline as a dependency
5feeaf8
@Hironsan
Add AutoLabelingTemplateAPI to retrieve base templates
8df8392
@Hironsan
Add AutoLabelingTemplateDetailAPI to fetch template detail
5f91b5e
@Hironsan
Add AutoLabelingConfig APIs
5d82843
@Hironsan
Add AutoLabelingConfig validation
8a64eb7
@Hironsan
Add AutoLabelingConfigTest API
ac58000
@Hironsan
Implement AutoLabelingAnnotation API
12f5f36
@Hironsan
Add config.service.js
14d1033
@Hironsan
Add ConfigList.vue to display auto labeling configs
8f8a05b
@Hironsan
Introduce typescript
1dbed7d
@Hironsan
Add a repository and a corresponding service
6ec6b9d
@Hironsan
Merge branch 'master' into feature/auto-labeling
3cde190
@Hironsan
Add stepper.ts
ee87ae5
@Hironsan
Add ConfigTemplateModel
78b18af
@Hironsan
Add ConfigTemplate API
8d0ba53
@Hironsan
Add interface for ConfigTemplate API
2709ec6
@Hironsan
Add template service
fca5eef
@Hironsan
Add base modal
18c02de
@Hironsan
Add ConfigCreationForm.vue
a108678
@Hironsan
Add label model
1a6687f
@Hironsan
Add label repository
dab85c7
@Hironsan
Add label service
1cc9e0b
@Hironsan
Add label mapping component
a3eca87
@Hironsan
Implement a feature to validate and save a new auto labeling config
faaba2b
@Hironsan
Disable save button on changing some config
02e9d62
@Hironsan
Add a validation to label mapping creation form
2454fb2
@Hironsan
Disable test button when text is empty
3afa6ea
@Hironsan
Show progress circle on testing a config
f639bdf
@Hironsan
Update the version of auto labeling pipeline
fe70976
@Hironsan
Add object field for custom rest request
ed810a8
@Hironsan Hironsan merged commit a3efab8 into master Feb 19, 2021
@Hironsan Hironsan deleted the feature/auto-labeling branch February 19, 2021 07:05
@Hironsan Hironsan mentioned this pull request Feb 23, 2021
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@wisdomikezogwo wisdomikezogwo mentioned this pull request Apr 30, 2021
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@fedi112 fedi112 mentioned this pull request Jun 22, 2022
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Feature request: Add Auto-labeling
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