From dfe49806988f0a185d0e77e6e2d4dd8e1fb93663 Mon Sep 17 00:00:00 2001 From: Yasuaki Uechi Date: Thu, 9 Sep 2021 01:14:21 +0900 Subject: [PATCH] feat: add proper datagen --- CONTRIBUTING.md | 6 + Makefile | 4 +- README.md | 62 +- notebooks/playground.ipynb | 354 ++++ poetry.lock | 1577 +++++++---------- pyproject.toml | 23 +- {sensai => sensai_dataset}/__init__.py | 0 sensai_dataset/dataset.py | 13 + sensai_dataset/generator/__init__.py | 16 + sensai_dataset/generator/commands.py | 91 + .../generator}/constants.py | 2 +- sensai_gen/__init__.py | 0 sensai_gen/cli.py | 123 -- 13 files changed, 1145 insertions(+), 1126 deletions(-) create mode 100644 notebooks/playground.ipynb rename {sensai => sensai_dataset}/__init__.py (100%) create mode 100644 sensai_dataset/dataset.py create mode 100644 sensai_dataset/generator/__init__.py create mode 100644 sensai_dataset/generator/commands.py rename {sensai_gen => sensai_dataset/generator}/constants.py (75%) delete mode 100644 sensai_gen/__init__.py delete mode 100644 sensai_gen/cli.py diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index ca20b97..c2f22a4 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -1,5 +1,11 @@ # Contribution Guide +## Setup + +```bash +poetry install +``` + ## Generate dataset ```bash diff --git a/Makefile b/Makefile index ba77df1..168943a 100644 --- a/Makefile +++ b/Makefile @@ -1,7 +1,7 @@ all: build upload build: - python3 -m sensai_gen.cli + python3 -m sensai_dataset.gen upload: - kaggle datasets version -d -m "New version" --path $$DATASET_DIR + kaggle datasets version -m "New version" --path $$DATASET_DIR diff --git a/README.md b/README.md index e367a2e..61b2436 100644 --- a/README.md +++ b/README.md @@ -1,8 +1,10 @@ # ❤️‍🩹 Sensai: Toxic Chat Dataset -Sensai is a dataset consists of live chats from all across Virtual YouTubers' live streams, ready for training toxic chat classification models. +Sensai is a toxic chat dataset consists of live chats from Virtual YouTubers' live streams. -Download the dataset from [Kaggle Datasets](https://www.kaggle.com/uetchy/sensai) and join `#livechat-dataset` channel on [holodata Discord](https://holodata.org/discord) for discussions. +Download the dataset from [Huggingface Hub](https://huggingface.co/datasets/holodata/sensai) or alternatively from [Kaggle Datasets](https://www.kaggle.com/uetchy/sensai). + +Join `#livechat-dataset` channel on [holodata Discord](https://holodata.org/discord) for discussions. ## Provenance @@ -23,7 +25,7 @@ See [public notebooks](https://www.kaggle.com/uetchy/sensai/code) for ideas. | filename | summary | size | | ------------------------- | -------------------------------------------------------------- | -------- | | `chats_flagged_%Y-%m.csv` | Chats flagged as either deleted or banned by mods (3,100,000+) | ~ 400 MB | -| `chats_nonflag_%Y-%m.csv` | Non-flagged chats (3,000,000+) | ~ 300 MB | +| `chats_nonflag_%Y-%m.csv` | Non-flagged chats (3,100,000+) | ~ 300 MB | To make it a balanced dataset, the number of `chats_nonflags` is adjusted (randomly sampled) to be the same as `chats_flagged`. Ban and deletion are equivalent to `markChatItemsByAuthorAsDeletedAction` and `markChatItemAsDeletedAction` respectively. @@ -35,38 +37,42 @@ Ban and deletion are equivalent to `markChatItemsByAuthorAsDeletedAction` and `m | column | type | description | | --------------- | ------ | ---------------------------- | | body | string | chat message | -| membership | string | membership status | | authorChannelId | string | anonymized author channel id | | channelId | string | source channel id | +| label | enum | toxic,spam,safe | -#### Membership status +## Usage -| value | duration | -| ----------------- | ------------------------- | -| unknown | Indistinguishable | -| non-member | 0 | -| less than 1 month | < 1 month | -| 1 month | >= 1 month, < 2 months | -| 2 months | >= 2 months, < 6 months | -| 6 months | >= 6 months, < 12 months | -| 1 year | >= 12 months, < 24 months | -| 2 years | >= 24 months | - -#### Pandas usage - -Set `keep_default_na` to `False` and `na_values` to `''` in `read_csv`. Otherwise, chat message like `NA` would incorrectly be treated as NaN value. +https://huggingface.co/docs/datasets/loading_datasets.html ```python -import pandas as pd -from glob import iglob +# $ pip3 install datasets +from datasets import load_dataset, Features, ClassLabel, Value -flagged = pd.concat([ - pd.read_csv(f, - na_values='', - keep_default_na=False) - for f in iglob('../input/sensai/chats_flagged_*.csv') -], - ignore_index=True) +dataset = load_dataset("holodata/sensai", + features=Features( + { + "body": Value("string"), + "toxic": ClassLabel(num_classes=2, names=['0', '1']) + } + )) + +model = AutoModelForSequenceClassification.from_pretrained("bert-base-cased", num_labels=2) +tokenizer = AutoTokenizer.from_pretrained("bert-base-cased") + +def tokenize_function(examples): + return tokenizer(examples["body"], padding="max_length", truncation=True) + +tokenized_datasets = dataset['train'].shuffle().select(range(50000)).map(tokenize_function, batched=True) +tokenized_datasets.rename_column_("toxic", "label") +splitset = tokenized_datasets.train_test_split(0.2) +training_args = TrainingArguments("test_trainer") + +trainer = Trainer( + model=model, args=training_args, train_dataset=splitset['train'], eval_dataset=splitset['test'] +) + +trainer.train() ``` ## Consideration diff --git a/notebooks/playground.ipynb b/notebooks/playground.ipynb new file mode 100644 index 0000000..f2af389 --- /dev/null +++ b/notebooks/playground.ipynb @@ -0,0 +1,354 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "source": [ + "from datasets import load_dataset, Features\n", + "from transformers import AutoTokenizer, AutoModelForSequenceClassification, Trainer, TrainingArguments\n", + "import os\n", + "from os.path import join\n", + "import pandas as pd\n", + "from datasets import ClassLabel, Value\n", + "\n", + "# https://huggingface.co/docs/datasets/loading_datasets.html\n", + "\n", + "DATASET_DIR = os.environ['DATASET_DIR']" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 2, + "source": [ + "dataset = load_dataset(\"holodata/sensai\", features=Features(\n", + " {\n", + " \"body\": Value(\"string\"),\n", + " \"toxic\": ClassLabel(num_classes=2, names=['0', '1'])\n", + " }\n", + " ))\n", + "dataset = dataset['train']" + ], + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "704789c10f1e44ddbb83262b8a826eec" + }, + "text/plain": [ + " 0%| | 0/1 [00:00\n", + " \n", + " \n", + " [15000/15000 31:45, Epoch 3/3]\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
StepTraining Loss
130000.687500
135000.686300
140000.637900
145000.643200
150000.627700

" + ], + "text/plain": [ + "" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Saving model checkpoint to test_trainer/checkpoint-13000\n", + "Configuration saved in test_trainer/checkpoint-13000/config.json\n", + "Model weights saved in test_trainer/checkpoint-13000/pytorch_model.bin\n", + "Saving model checkpoint to test_trainer/checkpoint-13500\n", + "Configuration saved in test_trainer/checkpoint-13500/config.json\n", + "Model weights saved in test_trainer/checkpoint-13500/pytorch_model.bin\n", + "Saving model checkpoint to test_trainer/checkpoint-14000\n", + "Configuration saved in test_trainer/checkpoint-14000/config.json\n", + "Model weights saved in test_trainer/checkpoint-14000/pytorch_model.bin\n", + "Saving model checkpoint to test_trainer/checkpoint-14500\n", + "Configuration saved in test_trainer/checkpoint-14500/config.json\n", + "Model weights saved in test_trainer/checkpoint-14500/pytorch_model.bin\n", + "Saving model checkpoint to test_trainer/checkpoint-15000\n", + "Configuration saved in test_trainer/checkpoint-15000/config.json\n", + "Model weights saved in test_trainer/checkpoint-15000/pytorch_model.bin\n", + "\n", + "\n", + "Training completed. Do not forget to share your model on huggingface.co/models =)\n", + "\n", + "\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "TrainOutput(global_step=15000, training_loss=0.10941998901367188, metrics={'train_runtime': 1918.0916, 'train_samples_per_second': 62.562, 'train_steps_per_second': 7.82, 'total_flos': 3.24994775580672e+16, 'train_loss': 0.10941998901367188, 'epoch': 3.0})" + ] + }, + "metadata": {}, + "execution_count": 9 + } + ], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": null, + "source": [], + "outputs": [], + "metadata": {} + } + ], + "metadata": { + "orig_nbformat": 4, + "language_info": { + "name": "python", + "version": "3.8.6", + "mimetype": "text/x-python", + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "pygments_lexer": "ipython3", + "nbconvert_exporter": "python", + "file_extension": ".py" + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3.8.6 64-bit" + }, + "interpreter": { + "hash": "c8daecebaf2d81430b8373e4b4af380b12df116248cd1bbadd3fc947f45a1f88" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/poetry.lock b/poetry.lock index 61d16b4..3491944 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,53 +1,37 @@ [[package]] -name = "altair" -version = "4.1.0" -description = "Altair: A declarative statistical visualization library for Python." +name = "aiohttp" +version = "3.7.4.post0" +description = "Async http client/server framework (asyncio)" category = "main" optional = false python-versions = ">=3.6" [package.dependencies] -entrypoints = "*" -jinja2 = "*" -jsonschema = "*" -numpy = "*" -pandas = ">=0.18" -toolz = "*" +async-timeout = ">=3.0,<4.0" +attrs = ">=17.3.0" +chardet = ">=2.0,<5.0" +multidict = ">=4.5,<7.0" +typing-extensions = ">=3.6.5" +yarl = ">=1.0,<2.0" [package.extras] -dev = ["black", "docutils", "ipython", "flake8", "pytest", "sphinx", "m2r", "vega-datasets", "recommonmark"] +speedups = ["aiodns", "brotlipy", "cchardet"] [[package]] name = "appnope" version = "0.1.2" description = "Disable App Nap on macOS >= 10.9" -category = "main" +category = "dev" optional = false python-versions = "*" [[package]] -name = "argon2-cffi" -version = "21.1.0" -description = "The secure Argon2 password hashing algorithm." +name = "async-timeout" +version = "3.0.1" +description = "Timeout context manager for asyncio programs" category = "main" optional = false -python-versions = ">=3.5" - -[package.dependencies] -cffi = ">=1.0.0" - -[package.extras] -dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "furo", "wheel", "pre-commit"] -docs = ["sphinx", "furo"] -tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"] - -[[package]] -name = "astor" -version = "0.8.1" -description = "Read/rewrite/write Python ASTs" -category = "main" -optional = false -python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7" +python-versions = ">=3.5.3" [[package]] name = "attrs" @@ -67,50 +51,10 @@ tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (> name = "backcall" version = "0.2.0" description = "Specifications for callback functions passed in to an API" -category = "main" +category = "dev" optional = false python-versions = "*" -[[package]] -name = "base58" -version = "2.1.0" -description = "Base58 and Base58Check implementation." -category = "main" -optional = false -python-versions = ">=3.5" - -[package.extras] -tests = ["pytest (>=4.6)", "pytest-flake8", "pytest-cov", "PyHamcrest (>=2.0.2)", "coveralls", "pytest-benchmark"] - -[[package]] -name = "bleach" -version = "4.1.0" -description = "An easy safelist-based HTML-sanitizing tool." -category = "main" -optional = false -python-versions = ">=3.6" - -[package.dependencies] -packaging = "*" -six = ">=1.9.0" -webencodings = "*" - -[[package]] -name = "blinker" -version = "1.4" -description = "Fast, simple object-to-object and broadcast signaling" -category = "main" -optional = false -python-versions = "*" - -[[package]] -name = "cachetools" -version = "4.2.2" -description = "Extensible memoizing collections and decorators" -category = "main" -optional = false -python-versions = "~=3.5" - [[package]] name = "certifi" version = "2021.5.30" @@ -123,13 +67,21 @@ python-versions = "*" name = "cffi" version = "1.14.6" description = "Foreign Function Interface for Python calling C code." -category = "main" +category = "dev" optional = false python-versions = "*" [package.dependencies] pycparser = "*" +[[package]] +name = "chardet" +version = "4.0.0" +description = "Universal encoding detector for Python 2 and 3" +category = "main" +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" + [[package]] name = "charset-normalizer" version = "2.0.4" @@ -143,11 +95,14 @@ unicode_backport = ["unicodedata2"] [[package]] name = "click" -version = "7.1.2" +version = "8.0.1" description = "Composable command line interface toolkit" -category = "main" +category = "dev" optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" +python-versions = ">=3.6" + +[package.dependencies] +colorama = {version = "*", markers = "platform_system == \"Windows\""} [[package]] name = "colorama" @@ -158,21 +113,50 @@ optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" [[package]] -name = "cycler" -version = "0.10.0" -description = "Composable style cycles" +name = "datasets" +version = "1.11.1.dev0" +description = "" category = "main" optional = false python-versions = "*" +develop = false [package.dependencies] -six = "*" +aiohttp = "*" +dill = "*" +fsspec = {version = ">=2021.05.0", extras = ["http"]} +huggingface_hub = ">=0.0.14,<0.1.0" +multiprocess = "*" +numpy = ">=1.17" +packaging = "*" +pandas = "*" +pyarrow = ">=1.0.0,<4.0.0 || >4.0.0" +requests = ">=2.19.0" +tqdm = ">=4.62.1" +xxhash = "*" + +[package.extras] +apache-beam = ["apache-beam (>=2.26.0)"] +tensorflow = ["tensorflow (>=2.2.0)"] +tensorflow_gpu = ["tensorflow-gpu (>=2.2.0)"] +torch = ["torch"] +s3 = ["fsspec", "boto3", "botocore", "s3fs"] +tests = ["absl-py", "pytest", "pytest-xdist", "apache-beam (>=2.26.0)", "elasticsearch", "aiobotocore", "boto3", "botocore", "faiss-cpu", "fsspec", "moto[s3,server] (==2.0.4)", "rarfile (>=4.0)", "s3fs (==2021.08.1)", "tensorflow (>=2.3)", "torch", "transformers", "bs4", "conllu", "langdetect", "lxml", "mwparserfromhell", "nltk", "openpyxl", "py7zr", "tldextract", "zstandard", "bert_score (>=0.3.6)", "rouge-score", "sacrebleu", "scipy", "seqeval", "scikit-learn", "jiwer", "sentencepiece", "toml (>=0.10.1)", "requests_file (>=1.5.1)", "tldextract (>=3.1.0)", "texttable (>=1.6.3)", "Werkzeug (>=1.0.1)", "six (>=1.15.0,<1.16.0)"] +quality = ["black (==21.4b0)", "flake8 (==3.7.9)", "isort", "pyyaml (>=5.3.1)"] +benchmarks = ["numpy (==1.18.5)", "tensorflow (==2.3.0)", "torch (==1.6.0)", "transformers (==3.0.2)"] +docs = ["docutils (==0.16.0)", "recommonmark", "sphinx (==3.1.2)", "sphinx-markdown-tables", "sphinx-rtd-theme (==0.4.3)", "sphinxext-opengraph (==0.4.1)", "sphinx-copybutton", "fsspec", "s3fs"] + +[package.source] +type = "git" +url = "https://github.com/huggingface/datasets.git" +reference = "master" +resolved_reference = "9a2dff69289dd50fe19ac47d77da223908b7e9aa" [[package]] name = "debugpy" version = "1.4.1" description = "An implementation of the Debug Adapter Protocol for Python" -category = "main" +category = "dev" optional = false python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*" @@ -180,48 +164,87 @@ python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*" name = "decorator" version = "5.0.9" description = "Decorators for Humans" -category = "main" +category = "dev" optional = false python-versions = ">=3.5" [[package]] -name = "defusedxml" -version = "0.7.1" -description = "XML bomb protection for Python stdlib modules" +name = "dill" +version = "0.3.4" +description = "serialize all of python" category = "main" optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" +python-versions = ">=2.7, !=3.0.*" + +[package.extras] +graph = ["objgraph (>=1.7.2)"] [[package]] name = "entrypoints" version = "0.3" description = "Discover and load entry points from installed packages." -category = "main" +category = "dev" optional = false python-versions = ">=2.7" [[package]] -name = "gitdb" -version = "4.0.7" -description = "Git Object Database" +name = "filelock" +version = "3.0.12" +description = "A platform independent file lock." category = "main" optional = false -python-versions = ">=3.4" - -[package.dependencies] -smmap = ">=3.0.1,<5" +python-versions = "*" [[package]] -name = "gitpython" -version = "3.1.20" -description = "Python Git Library" +name = "fsspec" +version = "2021.8.1" +description = "File-system specification" category = "main" optional = false python-versions = ">=3.6" [package.dependencies] -gitdb = ">=4.0.1,<5" -typing-extensions = {version = ">=3.7.4.3", markers = "python_version < \"3.10\""} +aiohttp = {version = "*", optional = true, markers = "extra == \"http\""} +requests = {version = "*", optional = true, markers = "extra == \"http\""} + +[package.extras] +abfs = ["adlfs"] +adl = ["adlfs"] +dask = ["dask", "distributed"] +dropbox = ["dropboxdrivefs", "requests", "dropbox"] +entrypoints = ["importlib-metadata"] +gcs = ["gcsfs"] +git = ["pygit2"] +github = ["requests"] +gs = ["gcsfs"] +hdfs = ["pyarrow (>=1)"] +http = ["requests", "aiohttp"] +s3 = ["s3fs"] +sftp = ["paramiko"] +smb = ["smbprotocol"] +ssh = ["paramiko"] + +[[package]] +name = "huggingface-hub" +version = "0.0.16" +description = "Client library to download and publish models on the huggingface.co hub" +category = "main" +optional = false +python-versions = ">=3.6.0" + +[package.dependencies] +filelock = "*" +packaging = ">=20.9" +requests = "*" +tqdm = "*" +typing-extensions = "*" + +[package.extras] +all = ["pytest", "black (>=20.8b1)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"] +dev = ["pytest", "black (>=20.8b1)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"] +quality = ["black (>=20.8b1)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"] +testing = ["pytest"] +torch = ["torch"] [[package]] name = "idna" @@ -235,7 +258,7 @@ python-versions = ">=3.5" name = "ipykernel" version = "6.3.1" description = "IPython Kernel for Jupyter" -category = "main" +category = "dev" optional = false python-versions = ">=3.7" @@ -256,7 +279,7 @@ test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "nose", "ipyparallel"] name = "ipython" version = "7.27.0" description = "IPython: Productive Interactive Computing" -category = "main" +category = "dev" optional = false python-versions = ">=3.7" @@ -288,34 +311,15 @@ test = ["nose (>=0.10.1)", "requests", "testpath", "pygments", "nbformat", "ipyk name = "ipython-genutils" version = "0.2.0" description = "Vestigial utilities from IPython" -category = "main" +category = "dev" optional = false python-versions = "*" -[[package]] -name = "ipywidgets" -version = "7.6.3" -description = "IPython HTML widgets for Jupyter" -category = "main" -optional = false -python-versions = "*" - -[package.dependencies] -ipykernel = ">=4.5.1" -ipython = {version = ">=4.0.0", markers = "python_version >= \"3.3\""} -jupyterlab-widgets = {version = ">=1.0.0", markers = "python_version >= \"3.6\""} -nbformat = ">=4.2.0" -traitlets = ">=4.3.1" -widgetsnbextension = ">=3.5.0,<3.6.0" - -[package.extras] -test = ["pytest (>=3.6.0)", "pytest-cov", "mock"] - [[package]] name = "jedi" version = "0.18.0" description = "An autocompletion tool for Python that can be used for text editors." -category = "main" +category = "dev" optional = false python-versions = ">=3.6" @@ -327,41 +331,18 @@ qa = ["flake8 (==3.8.3)", "mypy (==0.782)"] testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<6.0.0)"] [[package]] -name = "jinja2" -version = "3.0.1" -description = "A very fast and expressive template engine." -category = "main" +name = "joblib" +version = "1.0.1" +description = "Lightweight pipelining with Python functions" +category = "dev" optional = false python-versions = ">=3.6" -[package.dependencies] -MarkupSafe = ">=2.0" - -[package.extras] -i18n = ["Babel (>=2.7)"] - -[[package]] -name = "jsonschema" -version = "3.2.0" -description = "An implementation of JSON Schema validation for Python" -category = "main" -optional = false -python-versions = "*" - -[package.dependencies] -attrs = ">=17.4.0" -pyrsistent = ">=0.14.0" -six = ">=1.11.0" - -[package.extras] -format = ["idna", "jsonpointer (>1.13)", "rfc3987", "strict-rfc3339", "webcolors"] -format_nongpl = ["idna", "jsonpointer (>1.13)", "webcolors", "rfc3986-validator (>0.1.0)", "rfc3339-validator"] - [[package]] name = "jupyter-client" version = "7.0.2" description = "Jupyter protocol implementation and client libraries" -category = "main" +category = "dev" optional = false python-versions = ">=3.6.1" @@ -382,7 +363,7 @@ test = ["codecov", "coverage", "ipykernel", "ipython", "mock", "mypy", "pre-comm name = "jupyter-core" version = "4.7.1" description = "Jupyter core package. A base package on which Jupyter projects rely." -category = "main" +category = "dev" optional = false python-versions = ">=3.6" @@ -390,30 +371,11 @@ python-versions = ">=3.6" pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\""} traitlets = "*" -[[package]] -name = "jupyterlab-pygments" -version = "0.1.2" -description = "Pygments theme using JupyterLab CSS variables" -category = "main" -optional = false -python-versions = "*" - -[package.dependencies] -pygments = ">=2.4.1,<3" - -[[package]] -name = "jupyterlab-widgets" -version = "1.0.0" -description = "A JupyterLab extension." -category = "main" -optional = false -python-versions = ">=3.6" - [[package]] name = "kaggle" version = "1.5.12" description = "Kaggle API" -category = "main" +category = "dev" optional = false python-versions = "*" @@ -426,43 +388,11 @@ six = ">=1.10" tqdm = "*" urllib3 = "*" -[[package]] -name = "kiwisolver" -version = "1.3.2" -description = "A fast implementation of the Cassowary constraint solver" -category = "main" -optional = false -python-versions = ">=3.7" - -[[package]] -name = "markupsafe" -version = "2.0.1" -description = "Safely add untrusted strings to HTML/XML markup." -category = "main" -optional = false -python-versions = ">=3.6" - -[[package]] -name = "matplotlib" -version = "3.4.3" -description = "Python plotting package" -category = "main" -optional = false -python-versions = ">=3.7" - -[package.dependencies] -cycler = ">=0.10" -kiwisolver = ">=1.0.1" -numpy = ">=1.16" -pillow = ">=6.2.0" -pyparsing = ">=2.2.1" -python-dateutil = ">=2.7" - [[package]] name = "matplotlib-inline" -version = "0.1.2" +version = "0.1.3" description = "Inline Matplotlib backend for Jupyter" -category = "main" +category = "dev" optional = false python-versions = ">=3.5" @@ -470,117 +400,32 @@ python-versions = ">=3.5" traitlets = "*" [[package]] -name = "mistune" -version = "0.8.4" -description = "The fastest markdown parser in pure Python" +name = "multidict" +version = "5.1.0" +description = "multidict implementation" +category = "main" +optional = false +python-versions = ">=3.6" + +[[package]] +name = "multiprocess" +version = "0.70.12.2" +description = "better multiprocessing and multithreading in python" category = "main" optional = false python-versions = "*" -[[package]] -name = "nbclient" -version = "0.5.4" -description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor." -category = "main" -optional = false -python-versions = ">=3.6.1" - [package.dependencies] -jupyter-client = ">=6.1.5" -nbformat = ">=5.0" -nest-asyncio = "*" -traitlets = ">=4.2" - -[package.extras] -dev = ["codecov", "coverage", "ipython", "ipykernel", "ipywidgets", "pytest (>=4.1)", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "tox", "bumpversion", "xmltodict", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)", "black"] -sphinx = ["Sphinx (>=1.7)", "sphinx-book-theme", "mock", "moto", "myst-parser"] -test = ["codecov", "coverage", "ipython", "ipykernel", "ipywidgets", "pytest (>=4.1)", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "tox", "bumpversion", "xmltodict", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)", "black"] - -[[package]] -name = "nbconvert" -version = "6.1.0" -description = "Converting Jupyter Notebooks" -category = "main" -optional = false -python-versions = ">=3.7" - -[package.dependencies] -bleach = "*" -defusedxml = "*" -entrypoints = ">=0.2.2" -jinja2 = ">=2.4" -jupyter-core = "*" -jupyterlab-pygments = "*" -mistune = ">=0.8.1,<2" -nbclient = ">=0.5.0,<0.6.0" -nbformat = ">=4.4" -pandocfilters = ">=1.4.1" -pygments = ">=2.4.1" -testpath = "*" -traitlets = ">=5.0" - -[package.extras] -all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (==0.2.2)", "tornado (>=4.0)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"] -docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"] -serve = ["tornado (>=4.0)"] -test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (==0.2.2)"] -webpdf = ["pyppeteer (==0.2.2)"] - -[[package]] -name = "nbformat" -version = "5.1.3" -description = "The Jupyter Notebook format" -category = "main" -optional = false -python-versions = ">=3.5" - -[package.dependencies] -ipython-genutils = "*" -jsonschema = ">=2.4,<2.5.0 || >2.5.0" -jupyter-core = "*" -traitlets = ">=4.1" - -[package.extras] -fast = ["fastjsonschema"] -test = ["check-manifest", "fastjsonschema", "testpath", "pytest", "pytest-cov"] +dill = ">=0.3.4" [[package]] name = "nest-asyncio" version = "1.5.1" description = "Patch asyncio to allow nested event loops" -category = "main" +category = "dev" optional = false python-versions = ">=3.5" -[[package]] -name = "notebook" -version = "6.4.3" -description = "A web-based notebook environment for interactive computing" -category = "main" -optional = false -python-versions = ">=3.6" - -[package.dependencies] -argon2-cffi = "*" -ipykernel = "*" -ipython-genutils = "*" -jinja2 = "*" -jupyter-client = ">=5.3.4" -jupyter-core = ">=4.6.1" -nbconvert = "*" -nbformat = "*" -prometheus-client = "*" -pyzmq = ">=17" -Send2Trash = ">=1.5.0" -terminado = ">=0.8.3" -tornado = ">=6.1" -traitlets = ">=4.2.1" - -[package.extras] -docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"] -json-logging = ["json-logging"] -test = ["pytest", "coverage", "requests", "nbval", "selenium", "pytest-cov", "requests-unixsocket"] - [[package]] name = "numpy" version = "1.21.1" @@ -616,19 +461,11 @@ pytz = ">=2017.3" [package.extras] test = ["hypothesis (>=3.58)", "pytest (>=6.0)", "pytest-xdist"] -[[package]] -name = "pandocfilters" -version = "1.4.3" -description = "Utilities for writing pandoc filters in python" -category = "main" -optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" - [[package]] name = "parso" version = "0.8.2" description = "A Python Parser" -category = "main" +category = "dev" optional = false python-versions = ">=3.6" @@ -640,7 +477,7 @@ testing = ["docopt", "pytest (<6.0.0)"] name = "pexpect" version = "4.8.0" description = "Pexpect allows easy control of interactive console applications." -category = "main" +category = "dev" optional = false python-versions = "*" @@ -651,68 +488,26 @@ ptyprocess = ">=0.5" name = "pickleshare" version = "0.7.5" description = "Tiny 'shelve'-like database with concurrency support" -category = "main" +category = "dev" optional = false python-versions = "*" -[[package]] -name = "pillow" -version = "8.3.1" -description = "Python Imaging Library (Fork)" -category = "main" -optional = false -python-versions = ">=3.6" - -[[package]] -name = "plotly" -version = "5.3.0" -description = "An open-source, interactive data visualization library for Python" -category = "main" -optional = false -python-versions = ">=3.6" - -[package.dependencies] -six = "*" -tenacity = ">=6.2.0" - -[[package]] -name = "prometheus-client" -version = "0.11.0" -description = "Python client for the Prometheus monitoring system." -category = "main" -optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" - -[package.extras] -twisted = ["twisted"] - [[package]] name = "prompt-toolkit" version = "3.0.20" description = "Library for building powerful interactive command lines in Python" -category = "main" +category = "dev" optional = false python-versions = ">=3.6.2" [package.dependencies] wcwidth = "*" -[[package]] -name = "protobuf" -version = "3.17.3" -description = "Protocol Buffers" -category = "main" -optional = false -python-versions = "*" - -[package.dependencies] -six = ">=1.9" - [[package]] name = "ptyprocess" version = "0.7.0" description = "Run a subprocess in a pseudo terminal" -category = "main" +category = "dev" optional = false python-versions = "*" @@ -720,7 +515,7 @@ python-versions = "*" name = "py" version = "1.10.0" description = "library with cross-python path, ini-parsing, io, code, log facilities" -category = "main" +category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" @@ -739,33 +534,15 @@ numpy = ">=1.16.6" name = "pycparser" version = "2.20" description = "C parser in Python" -category = "main" +category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" -[[package]] -name = "pydeck" -version = "0.7.0" -description = "Widget for deck.gl maps" -category = "main" -optional = false -python-versions = ">=3.7" - -[package.dependencies] -ipykernel = {version = ">=5.1.2", markers = "python_version >= \"3.4\""} -ipywidgets = ">=7.0.0" -jinja2 = ">=2.10.1" -numpy = ">=1.16.4" -traitlets = ">=4.3.2" - -[package.extras] -testing = ["pytest"] - [[package]] name = "pygments" version = "2.10.0" description = "Pygments is a syntax highlighting package written in Python." -category = "main" +category = "dev" optional = false python-versions = ">=3.5" @@ -773,7 +550,7 @@ python-versions = ">=3.5" name = "pymongo" version = "3.12.0" description = "Python driver for MongoDB " -category = "main" +category = "dev" optional = false python-versions = "*" @@ -795,14 +572,6 @@ category = "main" optional = false python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*" -[[package]] -name = "pyrsistent" -version = "0.18.0" -description = "Persistent/Functional/Immutable data structures" -category = "main" -optional = false -python-versions = ">=3.6" - [[package]] name = "python-dateutil" version = "2.8.2" @@ -818,7 +587,7 @@ six = ">=1.5" name = "python-slugify" version = "5.0.2" description = "A Python Slugify application that handles Unicode" -category = "main" +category = "dev" optional = false python-versions = ">=3.6" @@ -840,23 +609,23 @@ python-versions = "*" name = "pywin32" version = "301" description = "Python for Window Extensions" -category = "main" +category = "dev" optional = false python-versions = "*" [[package]] -name = "pywinpty" -version = "1.1.3" -description = "Pseudo terminal support for Windows from Python." -category = "main" +name = "pyyaml" +version = "5.4.1" +description = "YAML parser and emitter for Python" +category = "dev" optional = false -python-versions = ">=3.6" +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*" [[package]] name = "pyzmq" version = "22.2.1" description = "Python bindings for 0MQ" -category = "main" +category = "dev" optional = false python-versions = ">=3.6" @@ -864,6 +633,14 @@ python-versions = ">=3.6" cffi = {version = "*", markers = "implementation_name == \"pypy\""} py = {version = "*", markers = "implementation_name == \"pypy\""} +[[package]] +name = "regex" +version = "2021.8.28" +description = "Alternative regular expression module, to replace re." +category = "dev" +optional = false +python-versions = "*" + [[package]] name = "requests" version = "2.26.0" @@ -883,17 +660,19 @@ socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"] use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"] [[package]] -name = "send2trash" -version = "1.8.0" -description = "Send file to trash natively under Mac OS X, Windows and Linux." -category = "main" +name = "sacremoses" +version = "0.0.45" +description = "SacreMoses" +category = "dev" optional = false python-versions = "*" -[package.extras] -nativelib = ["pyobjc-framework-cocoa", "pywin32"] -objc = ["pyobjc-framework-cocoa"] -win32 = ["pywin32"] +[package.dependencies] +click = "*" +joblib = "*" +regex = "*" +six = "*" +tqdm = "*" [[package]] name = "six" @@ -903,113 +682,41 @@ category = "main" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*" -[[package]] -name = "smmap" -version = "4.0.0" -description = "A pure Python implementation of a sliding window memory map manager" -category = "main" -optional = false -python-versions = ">=3.5" - -[[package]] -name = "streamlit" -version = "0.87.0" -description = "The fastest way to build data apps in Python" -category = "main" -optional = false -python-versions = ">=3.6" - -[package.dependencies] -altair = ">=3.2.0" -astor = "*" -attrs = "*" -base58 = "*" -blinker = "*" -cachetools = ">=4.0" -click = ">=7.0,<8.0" -gitpython = "!=3.1.19" -numpy = "*" -packaging = "*" -pandas = ">=0.21.0" -pillow = ">=6.2.0" -protobuf = ">=3.6.0,<3.11 || >3.11" -pyarrow = "*" -pydeck = ">=0.1.dev5" -python-dateutil = "*" -requests = "*" -toml = "*" -tornado = ">=5.0" -tzlocal = "*" -validators = "*" -watchdog = {version = "*", markers = "platform_system != \"Darwin\""} - -[[package]] -name = "tenacity" -version = "8.0.1" -description = "Retry code until it succeeds" -category = "main" -optional = false -python-versions = ">=3.6" - -[package.extras] -doc = ["reno", "sphinx", "tornado (>=4.5)"] - -[[package]] -name = "terminado" -version = "0.11.1" -description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library." -category = "main" -optional = false -python-versions = ">=3.6" - -[package.dependencies] -ptyprocess = {version = "*", markers = "os_name != \"nt\""} -pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""} -tornado = ">=4" - -[package.extras] -test = ["pytest"] - -[[package]] -name = "testpath" -version = "0.5.0" -description = "Test utilities for code working with files and commands" -category = "main" -optional = false -python-versions = ">= 3.5" - -[package.extras] -test = ["pytest", "pathlib2"] - [[package]] name = "text-unidecode" version = "1.3" description = "The most basic Text::Unidecode port" -category = "main" +category = "dev" optional = false python-versions = "*" [[package]] -name = "toml" -version = "0.10.2" -description = "Python Library for Tom's Obvious, Minimal Language" -category = "main" +name = "tokenizers" +version = "0.10.3" +description = "Fast and Customizable Tokenizers" +category = "dev" optional = false -python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*" +python-versions = "*" + +[package.extras] +testing = ["pytest"] [[package]] -name = "toolz" -version = "0.11.1" -description = "List processing tools and functional utilities" -category = "main" +name = "torch" +version = "1.9.0" +description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration" +category = "dev" optional = false -python-versions = ">=3.5" +python-versions = ">=3.6.2" + +[package.dependencies] +typing-extensions = "*" [[package]] name = "tornado" version = "6.1" description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed." -category = "main" +category = "dev" optional = false python-versions = ">= 3.5" @@ -1033,13 +740,69 @@ telegram = ["requests"] name = "traitlets" version = "5.1.0" description = "Traitlets Python configuration system" -category = "main" +category = "dev" optional = false python-versions = ">=3.7" [package.extras] test = ["pytest"] +[[package]] +name = "transformers" +version = "4.10.0" +description = "State-of-the-art Natural Language Processing for TensorFlow 2.0 and PyTorch" +category = "dev" +optional = false +python-versions = ">=3.6.0" + +[package.dependencies] +filelock = "*" +huggingface-hub = ">=0.0.12" +numpy = ">=1.17" +packaging = "*" +pyyaml = ">=5.1" +regex = "!=2019.12.17" +requests = "*" +sacremoses = "*" +tokenizers = ">=0.10.1,<0.11" +tqdm = ">=4.27" + +[package.extras] +all = ["tensorflow (>=2.3)", "onnxconverter-common", "keras2onnx", "torch (>=1.0)", "jax (>=0.2.8)", "jaxlib (>=0.1.65)", "flax (>=0.3.4)", "optax (>=0.0.8)", "sentencepiece (==0.1.91)", "protobuf", "tokenizers (>=0.10.1,<0.11)", "torchaudio", "soundfile", "pillow", "optuna", "ray", "timm", "codecarbon (==1.2.0)"] +audio = ["soundfile"] +codecarbon = ["codecarbon (==1.2.0)"] +deepspeed = ["deepspeed (>=0.5.1)"] +dev = ["tensorflow (>=2.3)", "onnxconverter-common", "keras2onnx", "torch (>=1.0)", "jax (>=0.2.8)", "jaxlib (>=0.1.65)", "flax (>=0.3.4)", "optax (>=0.0.8)", "sentencepiece (==0.1.91)", "protobuf", "tokenizers (>=0.10.1,<0.11)", "torchaudio", "soundfile", "pillow", "optuna", "ray", "timm", "codecarbon (==1.2.0)", "pytest", "pytest-xdist", "timeout-decorator", "parameterized", "psutil", "datasets", "pytest-timeout", "black (==21.4b0)", "sacrebleu (>=1.4.12,<2.0.0)", "rouge-score", "nltk", "GitPython (<3.1.19)", "faiss-cpu", "cookiecutter (==1.7.2)", "isort (>=5.5.4)", "flake8 (>=3.8.3)", "fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "unidic-lite (>=1.0.7)", "unidic (>=1.0.2)", "docutils (==0.16.0)", "recommonmark", "sphinx (==3.5.4)", "sphinx-markdown-tables", "sphinx-rtd-theme (==0.4.3)", "sphinx-copybutton", "sphinxext-opengraph (==0.4.1)", "sphinx-intl", "scikit-learn"] +docs = ["tensorflow (>=2.3)", "onnxconverter-common", "keras2onnx", "torch (>=1.0)", "jax (>=0.2.8)", "jaxlib (>=0.1.65)", "flax (>=0.3.4)", "optax (>=0.0.8)", "sentencepiece (==0.1.91)", "protobuf", "tokenizers (>=0.10.1,<0.11)", "torchaudio", "soundfile", "pillow", "optuna", "ray", "timm", "codecarbon (==1.2.0)", "docutils (==0.16.0)", "recommonmark", "sphinx (==3.5.4)", "sphinx-markdown-tables", "sphinx-rtd-theme (==0.4.3)", "sphinx-copybutton", "sphinxext-opengraph (==0.4.1)", "sphinx-intl"] +docs_specific = ["docutils (==0.16.0)", "recommonmark", "sphinx (==3.5.4)", "sphinx-markdown-tables", "sphinx-rtd-theme (==0.4.3)", "sphinx-copybutton", "sphinxext-opengraph (==0.4.1)", "sphinx-intl"] +fairscale = ["fairscale (>0.3)"] +flax = ["jax (>=0.2.8)", "jaxlib (>=0.1.65)", "flax (>=0.3.4)", "optax (>=0.0.8)"] +flax-speech = ["soundfile"] +integrations = ["optuna", "ray"] +ja = ["fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "unidic-lite (>=1.0.7)", "unidic (>=1.0.2)"] +modelcreation = ["cookiecutter (==1.7.2)"] +onnx = ["onnxconverter-common", "keras2onnx", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"] +onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"] +optuna = ["optuna"] +quality = ["black (==21.4b0)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"] +ray = ["ray"] +retrieval = ["faiss-cpu", "datasets"] +sagemaker = ["sagemaker (>=2.31.0)"] +sentencepiece = ["sentencepiece (==0.1.91)", "protobuf"] +serving = ["pydantic", "uvicorn", "fastapi", "starlette"] +sklearn = ["scikit-learn"] +speech = ["torchaudio", "soundfile"] +testing = ["pytest", "pytest-xdist", "timeout-decorator", 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["Yasuaki Uechi "] [tool.poetry.dependencies] -python = "^3.9" -kaggle = "^1.5.12" -numpy = "^1.21.0" -pandas = "^1.2.3" -pymongo = "^3.11.3" -python-dateutil = "^2.8.1" -altair = "^4.1.0" -matplotlib = "^3.4.2" -streamlit = "^0.87.0" -plotly = "^5.0.0" +python = "^3.8" +datasets = {git = "https://github.com/huggingface/datasets.git", rev = "master"} +#datasets = "^1.11.0" +pyarrow = "^5.0.0" [tool.poetry.dev-dependencies] +pymongo = "^3.11.3" +transformers = "^4.10.0" +torch = "^1.9.0" +tokenizers = "^0.10.3" +kaggle = "^1.5.12" +pandas = "^1.2.3" +python-dateutil = "^2.8.1" ipykernel = "^6.2.0" yapf = "^0.31.0" diff --git a/sensai/__init__.py b/sensai_dataset/__init__.py similarity index 100% rename from sensai/__init__.py rename to sensai_dataset/__init__.py diff --git a/sensai_dataset/dataset.py b/sensai_dataset/dataset.py new file mode 100644 index 0000000..660ad96 --- /dev/null +++ b/sensai_dataset/dataset.py @@ -0,0 +1,13 @@ +from datasets.features import ClassLabel, Features, Value +from datasets.load import load_dataset + + +def load_sensai_dataset(): + dataset = load_dataset( + "holodata/sensai", + features=Features({ + "body": Value("string"), + "toxic": ClassLabel(num_classes=2, names=['0', '1']) + })) + dataset = dataset['train'] + return dataset diff --git a/sensai_dataset/generator/__init__.py b/sensai_dataset/generator/__init__.py new file mode 100644 index 0000000..50af6df --- /dev/null +++ b/sensai_dataset/generator/__init__.py @@ -0,0 +1,16 @@ +import argparse + +from sensai_dataset.generator.commands import generate_dataset +from sensai_dataset.generator.constants import DATASET_DIR, DATASET_SOURCE_DIR + +if __name__ == '__main__': + parser = argparse.ArgumentParser(description='dataset generator') + parser.add_argument('-m', '--matcher', type=str, default='chats_*.csv') + args = parser.parse_args() + + print('target: ' + DATASET_DIR) + print('source: ' + DATASET_SOURCE_DIR) + + generate_dataset(source_dir=DATASET_SOURCE_DIR, + target_dir=DATASET_DIR, + matcher=args.matcher) diff --git a/sensai_dataset/generator/commands.py b/sensai_dataset/generator/commands.py new file mode 100644 index 0000000..b912bbd --- /dev/null +++ b/sensai_dataset/generator/commands.py @@ -0,0 +1,91 @@ +import gc +from glob import iglob +from os.path import basename, join, splitext + +import pandas as pd + + +def generate_dataset(source_dir, target_dir, matcher): + print('[generate_sensai_dataset]') + + delet_path = join(source_dir, 'deletion_events.csv') + del_events = pd.read_csv(delet_path, usecols=['id', 'retracted']) + del_events = del_events.query('retracted == 0').copy() + del_events.drop(columns=['retracted'], inplace=True) + del_events['label'] = 'toxic' + + ban_path = join(source_dir, 'ban_events.csv') + ban_events = pd.read_csv(ban_path, usecols=['authorChannelId', 'videoId']) + ban_events['label'] = 'spam' + + for f in sorted(iglob(join(source_dir, matcher))): + period_string = splitext(basename(f))[0].split('_')[1] + print('>>> Period:', period_string) + + # load chat + print('>>> Loading chats') + chat_path = join(source_dir, 'chats_' + period_string + '.csv') + + chats = pd.read_csv(chat_path, + na_values='', + keep_default_na=False, + usecols=[ + 'authorChannelId', + 'videoId', + 'id', + 'body', + ]) + + # remove NA + chats = chats[chats['body'].notna()] + + # apply mods + print('>>> Merging bans') + chats = pd.merge(chats, + ban_events, + on=['authorChannelId', 'videoId'], + how='left') + + # apply mods + print('>>> Merging deletion') + chats = pd.merge(chats, del_events, on='id', how='left') + + # fill NA label + chats['label'].fillna('safe', inplace=True) + + isFlagged = chats['label'] != 'safe' + flagged = chats[isFlagged].copy() + + # to make balanced dataset + nbFlagged = flagged.shape[0] + if nbFlagged == 0: + continue + + print('>>> Sampling nonflagged chats') + print('nbFlagged', nbFlagged) + nonflag = chats[~isFlagged].sample(nbFlagged) + + print('>>> Writing dataset') + + # NOTE: do not use categorical type with to_parquest. otherwise, it will be failed to load them with huggingface's Dataset + columns_to_delete = [ + 'authorChannelId', + 'videoId', + 'id', + ] + + flagged.drop(columns=columns_to_delete, inplace=True) + flagged.to_parquet(join(target_dir, + f'chats_flagged_{period_string}.parquet'), + index=False) + + nonflag.drop(columns=columns_to_delete, inplace=True) + nonflag.to_parquet(join(target_dir, + f'chats_nonflag_{period_string}.parquet'), + index=False) + + # free up memory + del nonflag + del flagged + del chats + gc.collect() diff --git a/sensai_gen/constants.py b/sensai_dataset/generator/constants.py similarity index 75% rename from sensai_gen/constants.py rename to sensai_dataset/generator/constants.py index 04bddd1..42c35a9 100644 --- a/sensai_gen/constants.py +++ b/sensai_dataset/generator/constants.py @@ -4,4 +4,4 @@ DATASET_DIR = os.environ['DATASET_DIR'] DATASET_SOURCE_DIR = os.environ['DATASET_SOURCE_DIR'] os.makedirs(DATASET_DIR, exist_ok=True) -os.makedirs(DATASET_SOURCE_DIR, exist_ok=True) \ No newline at end of file +os.makedirs(DATASET_SOURCE_DIR, exist_ok=True) diff --git a/sensai_gen/__init__.py b/sensai_gen/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/sensai_gen/cli.py b/sensai_gen/cli.py deleted file mode 100644 index f46087c..0000000 --- a/sensai_gen/cli.py +++ /dev/null @@ -1,123 +0,0 @@ -import gc -from glob import iglob -import argparse -import shutil -from os.path import basename, join, splitext - -import numpy as np -import pandas as pd - -from sensai_gen.constants import DATASET_DIR, DATASET_SOURCE_DIR - - -def load_channels(**kwargs): - dtype_dict = { - 'channelId': 'category', - 'name': 'category', - 'englishName': 'category', - 'affiliation': 'category', - 'group': 'category', - 'subscriptionCount': 'int32', - 'videoCount': 'int32', - 'photo': 'category' - } - channels = pd.read_csv(join(DATASET_SOURCE_DIR, 'channels.csv'), - dtype=dtype_dict, - **kwargs) - return channels - - -def generate_dataset(matcher): - print('[generate_sensai_dataset]') - - delet_path = join(DATASET_SOURCE_DIR, 'deletion_events.csv') - del_events = pd.read_csv(delet_path, usecols=['id', 'retracted']) - del_events = del_events.query('retracted == 0').copy() - del_events.drop(columns=['retracted'], inplace=True) - del_events['deleted'] = True - - ban_path = join(DATASET_SOURCE_DIR, 'ban_events.csv') - ban_events = pd.read_csv(ban_path, usecols=['authorChannelId', 'videoId']) - ban_events['banned'] = True - - for f in sorted(iglob(join(DATASET_SOURCE_DIR, matcher))): - period_string = splitext(basename(f))[0].split('_')[1] - print('>>> Period:', period_string) - - columns_to_use = [ - 'body', - 'authorChannelId', - 'channelId', - 'membership', - 'id', - 'videoId', - ] - columns_to_delete = [ - 'id', - 'videoId', - 'deleted', - 'banned', - ] - - # load chat - print('>>> Loading chats') - chat_path = join(DATASET_SOURCE_DIR, 'chats_' + period_string + '.csv') - chat_dtype = { - 'authorChannelId': 'category', - 'membership': 'category', - 'videoId': 'category', - 'channelId': 'category' - } - chats = pd.read_csv(chat_path, dtype=chat_dtype, usecols=columns_to_use) - - # apply mods - print('>>> Merging deletion') - chats = pd.merge(chats, del_events, on='id', how='left') - chats['deleted'].fillna(False, inplace=True) - - # apply mods - print('>>> Merging bans') - chats = pd.merge(chats, - ban_events, - on=['authorChannelId', 'videoId'], - how='left') - chats['banned'].fillna(False, inplace=True) - - flagged = chats[(chats['deleted'] | chats['banned'])].copy() - - # to make balanced dataset - nbFlagged = flagged.shape[0] - if nbFlagged == 0: - continue - - print('>>> Sampling nonflagged chats') - print('nbFlagged', nbFlagged) - nonflag = chats[~(chats['deleted'] | chats['banned'])].sample(nbFlagged) - - print('>>> Writing dataset') - - flagged.drop(columns=columns_to_delete, inplace=True) - flagged.to_csv(join(DATASET_DIR, f'chats_flagged_{period_string}.csv'), - index=False) - nonflag.drop(columns=columns_to_delete, inplace=True) - nonflag.to_csv(join(DATASET_DIR, f'chats_nonflag_{period_string}.csv'), - index=False) - - # free up memory - del nonflag - del flagged - del chats - gc.collect() - - -if __name__ == '__main__': - parser = argparse.ArgumentParser(description='dataset generator') - parser.add_argument('-m', '--matcher', type=str, default='chats_*.csv') - args = parser.parse_args() - - print('target: ' + DATASET_DIR) - print('source: ' + DATASET_SOURCE_DIR) - - shutil.copy(join(DATASET_SOURCE_DIR, 'channels.csv'), DATASET_DIR) - - generate_dataset(matcher=args.matcher)