diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..6b4bcd4 --- /dev/null +++ b/.gitignore @@ -0,0 +1,137 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +pip-wheel-metadata/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# Vim +*.swp + +# Repo specific +cbert_model/ +aug_data_*/ +result/ diff --git a/README.md b/README.md index b037525..6749632 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,35 @@ -# cbert_aug +# Changes to make reproducible + +Build docker environment: +``` +docker build -f docker/Dockerfile -t cbert_cuda110 . +``` + +Mount `code` directory and connect interactively to instance: +``` +docker run \ +--gpus all \ +--mount type=bind,source="$(pwd)"/code,target=/cbert/code \ +-it cbert_cuda110 /bin/bash +``` + +Fine tune BERT on Subjective/Objective dataset (takes ~20 minutes): +(see file for other options) +``` +python3 cbert_finetune.py +``` +Model is saved to `cbert_model/`. + +Generate augmented data for Subjective/Objective dataset: +``` +python3 cbert_augdata.py --num_train_epochs 1 +``` +The data are output to `aug_data_/subj`, where `` depends on the +parameters used for the data augmentation. +- `train_origin.tsv`: unaugmented data +- `train.tsv`: unaugmented data + augmented data (appended) + +# Original README Thanks @liuyaxin 's effort to rewrite the code with huggingface's latest transformer library. If you want to reproduce the results in paper, you can switch to the develop branch. diff --git a/args_of_text_classifier.py b/code/args_of_text_classifier.py similarity index 100% rename from args_of_text_classifier.py rename to code/args_of_text_classifier.py diff --git a/aug_data/TREC/dev.tsv b/code/aug_data/TREC/dev.tsv similarity index 100% rename from aug_data/TREC/dev.tsv rename to code/aug_data/TREC/dev.tsv diff --git a/aug_data/TREC/test.tsv b/code/aug_data/TREC/test.tsv similarity index 100% rename from aug_data/TREC/test.tsv rename to code/aug_data/TREC/test.tsv diff --git a/aug_data/TREC/train_origin.tsv b/code/aug_data/TREC/train_origin.tsv similarity index 100% rename from aug_data/TREC/train_origin.tsv rename to code/aug_data/TREC/train_origin.tsv diff --git a/aug_data/mpqa/dev.tsv b/code/aug_data/mpqa/dev.tsv similarity index 100% rename from aug_data/mpqa/dev.tsv rename to code/aug_data/mpqa/dev.tsv diff --git a/aug_data/mpqa/test.tsv b/code/aug_data/mpqa/test.tsv 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code/datasets/subj/test.tsv diff --git a/datasets/subj/train.tsv b/code/datasets/subj/train.tsv similarity index 100% rename from datasets/subj/train.tsv rename to code/datasets/subj/train.tsv diff --git a/datasets/subj/train_dev.tsv b/code/datasets/subj/train_dev.tsv similarity index 100% rename from datasets/subj/train_dev.tsv rename to code/datasets/subj/train_dev.tsv diff --git a/evaluator.py b/code/evaluator.py similarity index 100% rename from evaluator.py rename to code/evaluator.py diff --git a/global.config b/code/global.config similarity index 100% rename from global.config rename to code/global.config diff --git a/nets.py b/code/nets.py similarity index 100% rename from nets.py rename to code/nets.py diff --git a/text_classification/__init__.py b/code/text_classification/__init__.py similarity index 100% rename from text_classification/__init__.py rename to code/text_classification/__init__.py diff --git a/text_classification/nets.py b/code/text_classification/nets.py similarity index 100% rename from text_classification/nets.py rename to code/text_classification/nets.py diff --git a/text_classification/nlp_utils.py b/code/text_classification/nlp_utils.py similarity index 100% rename from text_classification/nlp_utils.py rename to code/text_classification/nlp_utils.py diff --git a/text_classification/text_datasets.py b/code/text_classification/text_datasets.py similarity index 100% rename from text_classification/text_datasets.py rename to code/text_classification/text_datasets.py diff --git a/train_text_classifier.py b/code/train_text_classifier.py similarity index 100% rename from train_text_classifier.py rename to code/train_text_classifier.py diff --git a/triggers.py b/code/triggers.py similarity index 100% rename from triggers.py rename to code/triggers.py diff --git a/utils.py b/code/utils.py similarity index 100% rename from utils.py rename to code/utils.py diff --git a/docker/Dockerfile b/docker/Dockerfile new file mode 100644 index 0000000..cba6a34 --- /dev/null +++ b/docker/Dockerfile @@ -0,0 +1,24 @@ +from nvidia/cuda:11.0.3-cudnn8-devel-ubuntu20.04 + +WORKDIR /cbert + +COPY requirements.txt requirements.txt + +# Disable nvidia repos as their GPG key isn't recognized +RUN mv -f /etc/apt/sources.list.d/cuda.list /etc/apt/sources.list.d/cuda.list.bak 2>/dev/null; true +RUN mv -f /etc/apt/sources.list.d/nvidia-ml.list /etc/apt/sources.list.d/nvidia-ml.list.bak 2>/dev/null; true + +RUN apt-get update &&\ + apt-get install --no-install-recommends --no-install-suggests -y gnupg2 \ + ca-certificates \ + git \ + build-essential \ + python3-dev \ + python3-pip \ + wget \ + curl \ + rsync + + +RUN pip install -r requirements.txt +WORKDIR /cbert/code diff --git a/docker/nvidia_gpgkey b/docker/nvidia_gpgkey new file mode 100644 index 0000000..e70a0dc --- /dev/null +++ b/docker/nvidia_gpgkey @@ -0,0 +1,52 @@ +-----BEGIN PGP PUBLIC KEY BLOCK----- + +mQINBFnNWDEBEACiX68rxIWvqH3h2GykO25oK9BAqV8fDtb6lXEbw3eKx4g87BRz 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