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Open source annotation tool for machine learning practitioners.

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doccano

Codacy Badgedoccano CI

doccano is an open-source text annotation tool for humans. It provides annotation features for text classification, sequence labeling, and sequence to sequence tasks. You can create labeled data for sentiment analysis, named entity recognition, text summarization, and so on. Just create a project, upload data, and start annotating. You can build a dataset in hours.

Demo

Try theannotation demo.

Demo image

Documentation

Read the documentation athttps://doccano.github.io/doccano/.

Features

  • Collaborative annotation
  • Multi-language support
  • Mobile support
  • Emoji 😄 support
  • Dark theme
  • RESTful API

Usage

There are three options to run doccano:

  • pip (Python 3.8+)
  • Docker
  • Docker Compose

pip

To install doccano, run:

pip install doccano

By default, SQLite 3 is used for the default database. If you want to use PostgreSQL, install the additional dependencies:

pip install'doccano[postgresql]'

and set theDATABASE_URL environment variable according to your PostgreSQL credentials:

DATABASE_URL="postgres://${POSTGRES_USER}:${POSTGRES_PASSWORD}@${POSTGRES_HOST}:${POSTGRES_PORT}/${POSTGRES_DB}?sslmode=disable"

After installation, run the following commands:

# Initialize database.doccano init# Create a super user.doccano createuser --username admin --password pass# Start a web server.doccano webserver --port 8000

In another terminal, run the command:

# Start the task queue to handle file upload/download.doccano task

Go tohttp://127.0.0.1:8000/.

Docker

As a one-time setup, create a Docker container as follows:

docker pull doccano/doccanodocker container create --name doccano \  -e"ADMIN_USERNAME=admin" \  -e"ADMIN_EMAIL=admin@example.com" \  -e"ADMIN_PASSWORD=password" \  -v doccano-db:/data \  -p 8000:8000 doccano/doccano

Next, start doccano by running the container:

docker container start doccano

Go tohttp://127.0.0.1:8000/.

To stop the container, rundocker container stop doccano -t 5. All data created in the container will persist across restarts.

If you want to use the latest features, specify thenightly tag:

docker pull doccano/doccano:nightly

Docker Compose

You need to install Git and clone the repository:

git clone https://github.com/doccano/doccano.gitcd doccano

Note for Windows developers: Be sure to configure git to correctly handle line endings or you may encounterstatus code 127 errors while running the services in future steps. Running with the git config options below will ensure your git directory correctly handles line endings.

git clone https://github.com/doccano/doccano.git --config core.autocrlf=input

Then, create an.env file with variables in the following format (see./docker/.env.example):

# platform settingsADMIN_USERNAME=adminADMIN_PASSWORD=passwordADMIN_EMAIL=admin@example.com# rabbit mq settingsRABBITMQ_DEFAULT_USER=doccanoRABBITMQ_DEFAULT_PASS=doccano# database settingsPOSTGRES_USER=doccanoPOSTGRES_PASSWORD=doccanoPOSTGRES_DB=doccano

After running the following command, accesshttp://127.0.0.1/.

docker-compose -f docker/docker-compose.prod.yml --env-file .env up

One-click Deployment

ServiceButton
AWS1AWS CloudFormation Launch Stack SVG Button
HerokuDeploy

FAQ

See thedocumentation for details.

Contribution

As with any software, doccano is under continuous development. If you have requests for features, please file an issue describing your request. Also, if you want to see work towards a specific feature, feel free to contribute by working towards it. The standard procedure is to fork the repository, add a feature, fix a bug, then file a pull request that your changes are to be merged into the main repository and included in the next release.

Here are some tips might be helpful.How to Contribute to Doccano Project

Citation

@misc{doccano,  title={{doccano}: Text Annotation Tool for Human},  url={https://github.com/doccano/doccano},  note={Software available from https://github.com/doccano/doccano},  author={    Hiroki Nakayama and    Takahiro Kubo and    Junya Kamura and    Yasufumi Taniguchi and    Xu Liang},  year={2018},}

Contact

For help and feedback, feel free to contactthe author.

Footnotes

  1. (1) EC2 KeyPair cannot be created automatically, so make sure you have an existing EC2 KeyPair in one region. Orcreate one yourself. (2) If you want to access doccano via HTTPS in AWS, here is aninstruction.


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