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Stranasum abstractive summarization project πŸ—Ώ for my Bachelor thesis at FIIT STU, Bratislava.

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Hugging Face Transformers Library

Stranasum - Abstractive summarization using deep learning

Author: SebastiΓ‘n PetrΓ­k

Code repository for the bachelor thesis "Abstractive summarization using deep learning" on FIIT STU, Bratislava.

Hugging Face Transformers Library

The digital part included in the thesis contains the following files:

BP_SebastianPetrik
|―― inference-server/
| |―― .gitignore                        <- gitignore file for i.s.
| |―― Dockerfile                        <- inference server Dockerfile
| |―― Dockerfile.cloud                  <- i.s. dockerfile for cloud deployment
| \―― serve.py                          <- inference server code
|―― model-server/
| |―― models/                           <- models directory (place models here)
| | |―― copper-haze-38/                 <- copper-haze-38 artifact directory
| | |―― lyric-snow/                     <- lyric-snow artifact directory
| | \―― rural-star-32/                  <- rural-star-32 artifact directory
| |―― .gitignore                        <- git ignore for model server
| |―― Dockerfile                        <- model server dockerfile
| |―― full-config.example.config        <- example complete TF Serving config
| \―― models.config                     <- TF Serving config for selected models
|―― stranasum-frontend/
| |―― header.png                        <- frontend background image
| |―― index.html                        <- frontend HTML code
| \―― main.js                           <- frontend JS code
|―― .gitignore                          <- global gitignore file
|―― BP_SebastianPetrik.pdf              <- thesis pdf
|―― LICENSE                             <- repository license
|―― README.md                           <- repository README
|―― build-gcloud.sh                     <- google cloud GCR build script
|―― docker-compose.external.yml         <- remote deployment docker compose
|―― docker-compose.yml                  <- docker compose config
|―― experiment2_lstm_sum.ipynb          <- LSTM experiment notebook
|―― stranasum-data-gigaword.ipynb       <- Gigaword data preparation module
|―― stranasum-eval.ipynb                <- Evaluation module
|―― stranasum-model.ipynb               <- Development module
|―― stranasum-preprocessing.ipynb       <- Data preparation module
\―― stranasum-visual.ipynb              <- Visualization module

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Stranasum abstractive summarization project πŸ—Ώ for my Bachelor thesis at FIIT STU, Bratislava.

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