https://github.com/aajanki/kalevala-rnn

Recurrent neural network imitates Kalevala
https://github.com/aajanki/kalevala-rnn

char-rnn keras neural-network tensorflowjs text-generation

Last synced: about 2 months ago
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Recurrent neural network imitates Kalevala

• Host: GitHub
• URL: https://github.com/aajanki/kalevala-rnn
• Owner: aajanki
• License: mit
• Created: 2018-10-15T17:34:58.000Z (about 6 years ago)
• Default Branch: master
• Last Pushed: 2023-03-05T05:34:12.000Z (almost 2 years ago)
• Last Synced: 2024-04-24T03:01:44.855Z (9 months ago)
• Topics: char-rnn, keras, neural-network, tensorflowjs, text-generation
• Language: Python
• Homepage: https://säesampo.fi
• Size: 8.1 MB
• Stars: 1
• Watchers: 4
• Forks: 0
• Open Issues: 12
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Recurrent neural network text generation

This project trains a recurrent neural network (RNN) that generates

text imitating the style of

[Kalevala](https://en.wikipedia.org/wiki/Kalevala) and

[Kanteletar](https://en.wikipedia.org/wiki/Kanteletar).

A character level RNN is implemented using Keras. The trained model is

a stateful RNN with two LSTM layers.

## Usage

Prepare the environment:

```

npm install

pipenv install

pipenv shell

```

Training:

```

python -m src.preprocess

python -m src.train

python -m src.convert2tfjs "weights/2020-07-07T21:19:37/"  # <- replace the path!

```

Generating text from a trained model:

```

python -m src.sample -n 1000 --temperature 0.4 --preseed "Sanoi vanha Väinämöinen" weights/

```

## Run the app

```

npm run start

```

## Deploying

```

npm run zip

```

Upload saesampo.zip to AWS Amplify.

## License

MIT license

The texts of Kalevala and Kanteletar included in the data subdirectory

are in public domain.