From 6e0c4b6b135e941de8418081c2eee0be2848f9a1 Mon Sep 17 00:00:00 2001 From: billsioros Date: Fri, 28 Jul 2023 18:25:28 +0300 Subject: [PATCH] feat: incorporate `huggingface` spaces --- .dockerignore | 7 + .github/workflows/auto-approve.yml | 29 - .github/workflows/auto-merge.yml | 25 - .github/workflows/cd.yml | 1 - docker/Dockerfile.train => Dockerfile | 16 +- docker/Dockerfile | 73 - docs/src/roughgan.ipynb | 232 +-- mkdocs.yml | 8 +- poetry.lock | 1906 ++++++++++++++++--------- pyproject.toml | 31 +- src/roughgan/app.py | 61 + src/roughgan/cli/model.py | 186 +++ src/roughgan/cli/train.py | 243 ---- 13 files changed, 1618 insertions(+), 1200 deletions(-) create mode 100644 .dockerignore delete mode 100644 .github/workflows/auto-approve.yml delete mode 100644 .github/workflows/auto-merge.yml rename docker/Dockerfile.train => Dockerfile (84%) delete mode 100644 docker/Dockerfile create mode 100644 src/roughgan/app.py create mode 100644 src/roughgan/cli/model.py delete mode 100644 src/roughgan/cli/train.py diff --git a/.dockerignore b/.dockerignore new file mode 100644 index 0000000..3a5b8b6 --- /dev/null +++ b/.dockerignore @@ -0,0 +1,7 @@ +# Ignore everything +** + +# ... except for dependencies and source +!pyproject.toml +!poetry.lock +!src diff --git a/.github/workflows/auto-approve.yml b/.github/workflows/auto-approve.yml deleted file mode 100644 index f7f6ee4..0000000 --- a/.github/workflows/auto-approve.yml +++ /dev/null @@ -1,29 +0,0 @@ -name: Auto approve -on: pull_request_target -jobs: - auto-approve: - runs-on: ubuntu-latest - steps: - - uses: hmarr/auto-approve-action@v2 - if: | - ( - github.event.pull_request.user.login == 'dependabot[bot]' || - github.event.pull_request.user.login == 'dependabot' || - github.event.pull_request.user.login == 'dependabot-preview[bot]' || - github.event.pull_request.user.login == 'dependabot-preview' || - github.event.pull_request.user.login == 'renovate[bot]' || - github.event.pull_request.user.login == 'renovate' || - github.event.pull_request.user.login == 'github-actions[bot]' - ) - && - ( - github.actor == 'dependabot[bot]' || - github.actor == 'dependabot' || - github.actor == 'dependabot-preview[bot]' || - github.actor == 'dependabot-preview' || - github.actor == 'renovate[bot]' || - github.actor == 'renovate' || - github.actor == 'github-actions[bot]' - ) - with: - github-token: ${{ secrets.GITHUB_TOKEN }} diff --git a/.github/workflows/auto-merge.yml b/.github/workflows/auto-merge.yml deleted file mode 100644 index f710c34..0000000 --- a/.github/workflows/auto-merge.yml +++ /dev/null @@ -1,25 +0,0 @@ -name: automerge -on: - check_suite: - types: - - completed -jobs: - automerge: - runs-on: ubuntu-latest - if: | - github.actor == 'dependabot[bot]' || - github.actor == 'dependabot' || - github.actor == 'dependabot-preview[bot]' || - github.actor == 'dependabot-preview' || - github.actor == 'renovate[bot]' || - github.actor == 'renovate' - steps: - - name: automerge - uses: pascalgn/automerge-action@v0.15.6 - env: - GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} - MERGE_METHOD: "rebase" - UPDATE_METHOD: "rebase" - MERGE_RETRIES: "6" - MERGE_RETRY_SLEEP: "100000" - MERGE_LABELS: "" diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml index d0c0b3c..0de5f9e 100644 --- a/.github/workflows/cd.yml +++ b/.github/workflows/cd.yml @@ -56,4 +56,3 @@ jobs: password: ${{ secrets.GITHUB_TOKEN }} image_name: ${{ github.repository }}/roughgan image_tag: ${{ env.RELEASE_TAG_VERSION }},latest - context: ./docker/ diff --git a/docker/Dockerfile.train b/Dockerfile similarity index 84% rename from docker/Dockerfile.train rename to Dockerfile index b48506b..6bc1a04 100644 --- a/docker/Dockerfile.train +++ b/Dockerfile @@ -1,4 +1,4 @@ -FROM nvidia/cuda:12.2.0-runtime-ubuntu22.04 as cuda-base +FROM nvidia/cuda:11.4.3-cudnn8-devel-ubuntu18.04 as cuda-base SHELL ["/bin/bash", "-o", "pipefail", "-c"] @@ -58,14 +58,14 @@ ENV PIP_NO_CACHE_DIR=off \ POETRY_HOME=/opt/poetry \ POETRY_NO_INTERACTION=1 \ POETRY_VIRTUALENVS_CREATE=0 \ - POETRY_VERSION=1.2.0b1 + POETRY_VERSION=1.2.2 ENV POETRY_CACHE_DIR=${POETRY_HOME}/.cache \ PATH=${POETRY_HOME}/bin:${PATH} COPY --from=python-base ${PYENV_ROOT} ${PYENV_ROOT} -RUN curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/install-poetry.py | python +RUN curl -sSL https://install.python-poetry.org | python - RUN mkdir -p ${POETRY_CACHE_DIR}/virtualenvs @@ -89,7 +89,8 @@ WORKDIR ${WORKSPACE} COPY pyproject.toml poetry.lock ${WORKSPACE} RUN poetry env use ${PYTHON_VERSION} && \ - poetry install --no-dev + poetry run pip install --upgrade pip && \ + poetry install --without dev FROM build-base as build @@ -99,7 +100,6 @@ COPY src ${WORKSPACE} USER ${USER} -# TODO: Template code -CMD poetry run python alpaca_mot/main.py train \ - --dataset ./data/small \ - --state ./models/model +CMD poetry run python roughgan/model.py train \ + --dataset data \ + --output output diff --git a/docker/Dockerfile b/docker/Dockerfile deleted file mode 100644 index e38a929..0000000 --- a/docker/Dockerfile +++ /dev/null @@ -1,73 +0,0 @@ -FROM python:3.8-slim-buster as python-base - -SHELL ["/bin/bash", "-o", "pipefail", "-c"] - -ENV LANG=C.UTF-8 \ - LC_ALL=C.UTF-8 \ - DEBIAN_FRONTEND=noninteractive - -RUN apt-get update \ - && apt-get install -y --no-install-recommends curl=7.64.0-4+deb10u2 - -FROM python-base as poetry-base - -ENV PYTHONFAULTHANDLER=1 \ - PYTHONDONTWRITEBYTECODE=1 \ - PYTHONUNBUFFERED=1 \ - PIP_NO_CACHE_DIR=off \ - PIP_DISABLE_PIP_VERSION_CHECK=on \ - PIP_DEFAULT_TIMEOUT=100 \ - POETRY_HOME=/opt/poetry \ - POETRY_NO_INTERACTION=1 \ - POETRY_VIRTUALENVS_CREATE=0 \ - POETRY_VERSION=1.2.0b1 - -ENV POETRY_CACHE_DIR=${POETRY_HOME}/.cache \ - PATH=${POETRY_HOME}/bin:${PATH} - -RUN curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/install-poetry.py | python - -RUN mkdir -p ${POETRY_CACHE_DIR}/virtualenvs - -FROM poetry-base as build-base - -ENV USER=app \ - GROUP=app - -ENV WORKSPACE=/home/${USER}/app - -RUN adduser ${USER} && \ - chown -R ${USER}:${GROUP} /home/${USER} - -COPY --from=poetry-base ${POETRY_HOME} ${POETRY_HOME} - -RUN mkdir -p ${WORKSPACE} - -WORKDIR ${WORKSPACE} - -COPY pyproject.toml poetry.lock ${WORKSPACE} - -RUN poetry install --no-dev --no-root - -FROM build-base as build - -ENV PORT=8080 - -COPY --from=build-base ${WORKSPACE} ${WORKSPACE} - -COPY src ${WORKSPACE} - -EXPOSE ${PORT} - -USER ${USER} - -CMD poetry run gunicorn \ - --bind 0.0.0.0:${PORT} \ - --access-logfile - \ - --graceful-timeout 10 \ - --keep-alive 10 \ - --log-file - \ - --timeout 30 \ - --worker-tmp-dir /dev/shm \ - --workers 2 \ - app.app:create_app\(\) diff --git a/docs/src/roughgan.ipynb b/docs/src/roughgan.ipynb index d19a7b6..093e7db 100644 --- a/docs/src/roughgan.ipynb +++ b/docs/src/roughgan.ipynb @@ -43,61 +43,86 @@ }, { "cell_type": "markdown", - "id": "94211220", - "metadata": { - "id": "19e0a6d0" - }, + "id": "7fd37610", + "metadata": {}, "source": [ - "## Determining the Current Working Directory" + "## Cloning the repository" ] }, { "cell_type": "code", "execution_count": null, - "id": "546ebc9f", - "metadata": { - "cellView": "code", - "id": "945a9ccd" - }, + "id": "5449bc2b", + "metadata": {}, "outputs": [], "source": [ - "from pathlib import Path\n", + "!git clone https://github.com/billsioros/RoughGAN.git" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cae1f363", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", "\n", - "BASE_DIR = Path.cwd()" + "!{sys.executable} -m pip install RoughGAN" ] }, { "cell_type": "markdown", - "id": "d58002fe", + "id": "08c97e49", + "metadata": {}, + "source": [ + "## Generate a toy dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6fa5c87b", + "metadata": {}, + "outputs": [], + "source": [ + "!python RoughGAN/src/roughgan/cli/dataset.py standard" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "922a9a80", + "metadata": {}, + "outputs": [], + "source": [ + "!mkdir -p Datasets\n", + "!mv dataset_1000_128_03_00_03_02_02_0.50.pt Datasets" + ] + }, + { + "cell_type": "markdown", + "id": "94211220", "metadata": { - "id": "94c4d99f" + "id": "19e0a6d0" }, "source": [ - "## Mounting Google Drive" + "## Determining the Current Working Directory" ] }, { "cell_type": "code", "execution_count": null, - "id": "8de4f9f9", + "id": "546ebc9f", "metadata": { "cellView": "code", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "e24f0051", - "outputId": "30ae6242-7890-45fb-97f4-7a3f98101b5c" + "id": "945a9ccd" }, "outputs": [], "source": [ - "GDRIVE_DIR = BASE_DIR / \"drive\"\n", - "\n", - "try:\n", - " from google.colab import drive\n", + "from pathlib import Path\n", "\n", - " drive.mount(f\"{GDRIVE_DIR}\")\n", - "except ImportError:\n", - " pass" + "BASE_DIR = Path.cwd()" ] }, { @@ -107,19 +132,8 @@ "metadata": {}, "outputs": [], "source": [ - "SECRETS_DIR = GDRIVE_DIR / \"MyDrive\" / \"Secrets\"\n", - "\n", - "if GDRIVE_DIR.is_dir():\n", - " THESIS_DIR = GDRIVE_DIR / \"MyDrive\" / \"Thesis\"\n", - "else:\n", - " THESIS_DIR = BASE_DIR\n", - "\n", - "OUTPUT_DIR = THESIS_DIR / \"Output\"\n", - "\n", - "if THESIS_DIR.is_dir():\n", - " DATASET_DIR = THESIS_DIR / \"Datasets\"\n", - "else:\n", - " DATASET_DIR = BASE_DIR / \"Datasets\"" + "OUTPUT_DIR = BASE_DIR / \"Output\"\n", + "DATASET_DIR = BASE_DIR / \"Datasets\"" ] }, { @@ -198,79 +212,6 @@ "!sudo apt-get install graphviz libgraphviz-dev 1> /dev/null" ] }, - { - "cell_type": "markdown", - "id": "84382a01", - "metadata": { - "id": "7f5668f4" - }, - "source": [ - "## Installing the required `pip` modules" - ] - }, - { - "cell_type": "markdown", - "id": "2b5f3570", - "metadata": { - "id": "aebad6f1" - }, - "source": [ - "- [torch](https://pytorch.org/) is our machine learning framework of choice.\n", - "- [numpy](https://numpy.org/), [sympy](https://www.sympy.org/en/index.html) and [scipy](https://www.scipy.org/) are used to in the context of nanorough surface generation.\n", - "- [plotly](https://plotly.com/) (which requires [pandas](https://pandas.pydata.org/)) as well as [matplotlib](https://matplotlib.org/) are used in order to plot various graphs." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8129b21a", - "metadata": {}, - "outputs": [], - "source": [ - "WHEEL_VERSION = \"3.0.1\"\n", - "WHEEL_FILE = \"roughgan-%s-py3-none-any.whl\" % (WHEEL_VERSION,)\n", - "WHEEL_PATH = THESIS_DIR / \"Binaries\" / WHEEL_FILE" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "73ac2f28", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import random" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b4c5ca41", - "metadata": { - "cellView": "code", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "1057687b", - "outputId": "2ab1f525-0235-4308-cabb-a7793277473b" - }, - "outputs": [], - "source": [ - "import subprocess\n", - "import sys\n", - "\n", - "import numpy as np\n", - "\n", - "pip_freeze_output = subprocess.check_output([sys.executable, \"-m\", \"pip\", \"freeze\"]).decode()\n", - "\n", - "if \"roughgan\" not in pip_freeze_output:\n", - " if WHEEL_PATH.is_file():\n", - " subprocess.check_call([sys.executable, \"-m\", \"pip\", \"install\", WHEEL_PATH])\n", - " else:\n", - " raise FileNotFoundError(WHEEL_PATH)" - ] - }, { "cell_type": "markdown", "id": "4c83d804", @@ -292,6 +233,10 @@ }, "outputs": [], "source": [ + "import os\n", + "import random\n", + "\n", + "import numpy as np\n", "import torch\n", "\n", "SEED = 1234\n", @@ -347,46 +292,6 @@ "## Setting up our callbacks" ] }, - { - "cell_type": "markdown", - "id": "7a006d71", - "metadata": {}, - "source": [ - "### End-of-training callback" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1407ead0", - "metadata": { - "lines_to_end_of_cell_marker": 2 - }, - "outputs": [], - "source": [ - "from datetime import datetime\n", - "\n", - "from roughgan.shared.notifiers import EndOfTrainingNotifier\n", - "\n", - "training_callback = None\n", - "if SECRETS_DIR.is_dir():\n", - " notifier = EndOfTrainingNotifier.from_json(SECRETS_DIR / \"credentials.json\")\n", - "\n", - " timestamp = datetime.now().strftime(\"%Y/%m/%d %H:%M:%S.%f\")\n", - "\n", - " def training_callback(log_file=None, **context):\n", - " notifier(\n", - " (\"Vasilis Sioros\", \"billsioros97@gmail.com\"),\n", - " log_file=log_file,\n", - " dataset=context[\"dataset\"],\n", - " generator=context[\"generator\"],\n", - " discriminator=context[\"discriminator\"],\n", - " elapsed_time=context[\"elapsed_time\"],\n", - " succeeded=context[\"succeeded\"],\n", - " identifier=timestamp,\n", - " )" - ] - }, { "cell_type": "markdown", "id": "9e33c933", @@ -534,9 +439,6 @@ " \"num_workers\": 0,\n", " },\n", " },\n", - " \"callbacks\": [\n", - " training_callback,\n", - " ],\n", " },\n", " content_loss={\n", " \"type\": NGramGraphContentLoss,\n", @@ -703,9 +605,6 @@ " \"num_workers\": 0,\n", " },\n", " },\n", - " \"callbacks\": [\n", - " training_callback,\n", - " ],\n", " },\n", " content_loss={\n", " \"type\": NGramGraphContentLoss,\n", @@ -784,7 +683,20 @@ }, "kernelspec": { "display_name": "", + "language": "python", "name": "" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.4" } }, "nbformat": 4, diff --git a/mkdocs.yml b/mkdocs.yml index d317d0d..077ffc4 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -45,15 +45,15 @@ theme: palette: - media: "(prefers-color-scheme: dark)" scheme: slate - primary: teal - accent: teal + primary: indigo + accent: indigo toggle: icon: material/weather-night name: Switch to light mode - media: "(prefers-color-scheme: light)" scheme: default - primary: teal - accent: teal + primary: indigo + accent: indigo toggle: icon: material/weather-sunny name: Switch to dark mode diff --git a/poetry.lock b/poetry.lock index 4ca8c62..cfd1083 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,3 +1,31 @@ +[[package]] +name = "aiofiles" +version = "23.1.0" +description = "File support for asyncio." +category = "main" +optional = false +python-versions = ">=3.7,<4.0" + +[[package]] +name = "aiohttp" +version = "3.8.5" +description = "Async http client/server framework (asyncio)" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +aiosignal = ">=1.1.2" +async-timeout = ">=4.0.0a3,<5.0" +attrs = ">=17.3.0" +charset-normalizer = ">=2.0,<4.0" +frozenlist = ">=1.1.1" +multidict = ">=4.5,<7.0" +yarl = ">=1.0,<2.0" + +[package.extras] +speedups = ["Brotli", "aiodns", "cchardet"] + [[package]] name = "aiosignal" version = "1.3.1" @@ -9,6 +37,44 @@ python-versions = ">=3.7" [package.dependencies] frozenlist = ">=1.1.0" +[[package]] +name = "altair" +version = "5.0.1" +description = "Vega-Altair: A declarative statistical visualization library for Python." +category = "main" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +jinja2 = "*" +jsonschema = ">=3.0" +numpy = "*" +pandas = ">=0.18" +toolz = "*" +typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""} + +[package.extras] +dev = ["black (<24)", "hatch", "ipython", "m2r", "mypy", "pandas-stubs", "pytest", "pytest-cov", "ruff", "types-jsonschema", "types-setuptools", "vega-datasets", "vl-convert-python"] +doc = ["docutils", "geopandas", "jinja2", "myst-parser", "numpydoc", "pillow", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"] + +[[package]] +name = "anyio" +version = "3.7.1" +description = "High level compatibility layer for multiple asynchronous event loop implementations" +category = "main" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +exceptiongroup = {version = "*", markers = "python_version < \"3.11\""} +idna = ">=2.8" +sniffio = ">=1.1" + +[package.extras] +doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"] +test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"] +trio = ["trio (<0.22)"] + [[package]] name = "appnope" version = "0.1.3" @@ -31,6 +97,14 @@ six = "*" [package.extras] test = ["astroid", "pytest"] +[[package]] +name = "async-timeout" +version = "4.0.2" +description = "Timeout context manager for asyncio programs" +category = "main" +optional = false +python-versions = ">=3.6" + [[package]] name = "attrs" version = "23.1.0" @@ -144,7 +218,7 @@ python-versions = ">=3.7.0" [[package]] name = "click" -version = "8.1.4" +version = "8.1.6" description = "Composable command line interface toolkit" category = "main" optional = false @@ -153,17 +227,6 @@ python-versions = ">=3.7" [package.dependencies] colorama = {version = "*", markers = "platform_system == \"Windows\""} -[[package]] -name = "click-log" -version = "0.4.0" -description = "Logging integration for Click" -category = "dev" -optional = false -python-versions = "*" - -[package.dependencies] -click = "*" - [[package]] name = "colorama" version = "0.4.6" @@ -220,27 +283,6 @@ tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.1 [package.extras] toml = ["tomli"] -[[package]] -name = "cryptography" -version = "41.0.2" -description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers." -category = "dev" -optional = false -python-versions = ">=3.7" - -[package.dependencies] -cffi = ">=1.12" - -[package.extras] -docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.1.1)"] -docstest = ["pyenchant (>=1.6.11)", "sphinxcontrib-spelling (>=4.0.1)", "twine (>=1.12.0)"] -nox = ["nox"] -pep8test = ["black", "check-sdist", "mypy", "ruff"] -sdist = ["build"] -ssh = ["bcrypt (>=3.1.5)"] -test = ["pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"] -test-randomorder = ["pytest-randomly"] - [[package]] name = "csscompressor" version = "0.9.5" @@ -283,20 +325,12 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" [[package]] name = "distlib" -version = "0.3.6" +version = "0.3.7" description = "Distribution utilities" category = "dev" optional = false python-versions = "*" -[[package]] -name = "docutils" -version = "0.20.1" -description = "Docutils -- Python Documentation Utilities" -category = "dev" -optional = false -python-versions = ">=3.7" - [[package]] name = "dotty-dict" version = "1.3.1" @@ -309,7 +343,7 @@ python-versions = ">=3.5,<4.0" name = "exceptiongroup" version = "1.1.2" description = "Backport of PEP 654 (exception groups)" -category = "dev" +category = "main" optional = false python-versions = ">=3.7" @@ -327,6 +361,22 @@ python-versions = "*" [package.extras] tests = ["asttokens", "littleutils", "pytest", "rich"] +[[package]] +name = "fastapi" +version = "0.100.1" +description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production" +category = "main" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<3.0.0" +starlette = ">=0.27.0,<0.28.0" +typing-extensions = ">=4.5.0" + +[package.extras] +all = ["email-validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.5)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"] + [[package]] name = "fastjsonschema" version = "2.17.1" @@ -338,6 +388,14 @@ python-versions = "*" [package.extras] devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"] +[[package]] +name = "ffmpy" +version = "0.3.1" +description = "A simple Python wrapper for ffmpeg" +category = "main" +optional = false +python-versions = "*" + [[package]] name = "filelock" version = "3.12.2" @@ -352,7 +410,7 @@ testing = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "diff-cover (>=7.5)", "p [[package]] name = "fonttools" -version = "4.40.0" +version = "4.41.0" description = "Tools to manipulate font files" category = "main" optional = false @@ -374,11 +432,43 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"] [[package]] name = "frozenlist" -version = "1.3.3" +version = "1.4.0" description = "A list-like structure which implements collections.abc.MutableSequence" category = "main" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" + +[[package]] +name = "fsspec" +version = "2023.6.0" +description = "File-system specification" +category = "main" +optional = false +python-versions = ">=3.8" + +[package.extras] +abfs = ["adlfs"] +adl = ["adlfs"] +arrow = ["pyarrow (>=1)"] +dask = ["dask", "distributed"] +devel = ["pytest", "pytest-cov"] +dropbox = ["dropbox", "dropboxdrivefs", "requests"] +full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"] +fuse = ["fusepy"] +gcs = ["gcsfs"] +git = ["pygit2"] +github = ["requests"] +gs = ["gcsfs"] +gui = ["panel"] +hdfs = ["pyarrow (>=1)"] +http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "requests"] +libarchive = ["libarchive-c"] +oci = ["ocifs"] +s3 = ["s3fs"] +sftp = ["paramiko"] +smb = ["smbprotocol"] +ssh = ["paramiko"] +tqdm = ["tqdm"] [[package]] name = "ghp-import" @@ -416,9 +506,63 @@ python-versions = ">=3.7" [package.dependencies] gitdb = ">=4.0.1,<5" +[[package]] +name = "gradio" +version = "3.39.0" +description = "Python library for easily interacting with trained machine learning models" +category = "main" +optional = false +python-versions = ">=3.8" + +[package.dependencies] +aiofiles = ">=22.0,<24.0" +aiohttp = ">=3.0,<4.0" +altair = ">=4.2.0,<6.0" +fastapi = "*" +ffmpy = "*" +gradio-client = ">=0.3.0" +httpx = "*" +huggingface-hub = ">=0.14.0" +jinja2 = "<4.0" +markdown-it-py = {version = ">=2.0.0", extras = ["linkify"]} +markupsafe = ">=2.0,<3.0" +matplotlib = ">=3.0,<4.0" +mdit-py-plugins = "<=0.3.3" +numpy = ">=1.0,<2.0" +orjson = ">=3.0,<4.0" +packaging = "*" +pandas = ">=1.0,<3.0" +pillow = ">=8.0,<11.0" +pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<3.0.0" +pydub = "*" +python-multipart = "*" +pyyaml = ">=5.0,<7.0" +requests = ">=2.0,<3.0" +semantic-version = ">=2.0,<3.0" +typing-extensions = ">=4.0,<5.0" +uvicorn = ">=0.14.0" +websockets = ">=10.0,<12.0" + +[[package]] +name = "gradio-client" +version = "0.3.0" +description = "Python library for easily interacting with trained machine learning models" +category = "main" +optional = false +python-versions = ">=3.8" + +[package.dependencies] +fsspec = "*" +httpx = "*" +huggingface-hub = ">=0.13.0" +packaging = "*" +requests = ">=2.0,<3.0" +typing-extensions = ">=4.0,<5.0" +websockets = ">=10.0,<12.0" + [[package]] name = "griffe" -version = "0.31.0" +version = "0.32.3" description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API." category = "dev" optional = false @@ -452,6 +596,14 @@ python-versions = ">=3.7" [package.extras] protobuf = ["grpcio-tools (>=1.51.3)"] +[[package]] +name = "h11" +version = "0.14.0" +description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1" +category = "main" +optional = false +python-versions = ">=3.7" + [[package]] name = "htmlmin2" version = "0.1.13" @@ -460,13 +612,80 @@ category = "dev" optional = false python-versions = "*" +[[package]] +name = "httpcore" +version = "0.17.3" +description = "A minimal low-level HTTP client." +category = "main" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +anyio = ">=3.0,<5.0" +certifi = "*" +h11 = ">=0.13,<0.15" +sniffio = ">=1.0.0,<2.0.0" + +[package.extras] +http2 = ["h2 (>=3,<5)"] +socks = ["socksio (>=1.0.0,<2.0.0)"] + +[[package]] +name = "httpx" +version = "0.24.1" +description = "The next generation HTTP client." +category = "main" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +certifi = "*" +httpcore = ">=0.15.0,<0.18.0" +idna = "*" +sniffio = "*" + +[package.extras] +brotli = ["brotli", "brotlicffi"] +cli = ["click (>=8.0.0,<9.0.0)", "pygments (>=2.0.0,<3.0.0)", "rich (>=10,<14)"] +http2 = ["h2 (>=3,<5)"] +socks = ["socksio (>=1.0.0,<2.0.0)"] + +[[package]] +name = "huggingface-hub" +version = "0.16.4" +description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub" +category = "main" +optional = false +python-versions = ">=3.7.0" + +[package.dependencies] +filelock = "*" +fsspec = "*" +packaging = ">=20.9" +pyyaml = ">=5.1" +requests = "*" +tqdm = ">=4.42.1" +typing-extensions = ">=3.7.4.3" + +[package.extras] +all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (>=23.1,<24.0)", "gradio", "jedi", "mypy (==0.982)", "numpy", "pydantic", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.0.241)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "urllib3 (<2.0)"] +cli = ["InquirerPy (==0.3.4)"] +dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (>=23.1,<24.0)", "gradio", "jedi", "mypy (==0.982)", "numpy", "pydantic", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.0.241)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "urllib3 (<2.0)"] +fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"] +inference = ["aiohttp", "pydantic"] +quality = ["black (>=23.1,<24.0)", "mypy (==0.982)", "ruff (>=0.0.241)"] +tensorflow = ["graphviz", "pydot", "tensorflow"] +testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "numpy", "pydantic", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"] +torch = ["torch"] +typing = ["pydantic", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"] + [[package]] name = "identify" -version = "2.5.24" +version = "2.5.25" description = "File identification library for Python" category = "dev" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" [package.extras] license = ["ukkonen"] @@ -497,18 +716,18 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs [[package]] name = "importlib-resources" -version = "6.0.0" +version = "5.7.0" description = "Read resources from Python packages" category = "main" optional = false -python-versions = ">=3.8" +python-versions = ">=3.7" [package.dependencies] zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""} [package.extras] -docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] -testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff"] +docs = ["jaraco.packaging (>=9)", "rst.linker (>=1.9)", "sphinx"] +testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-flake8", "pytest-mypy (>=0.9.1)"] [[package]] name = "iniconfig" @@ -518,14 +737,6 @@ category = "dev" optional = false python-versions = ">=3.7" -[[package]] -name = "invoke" -version = "2.1.3" -description = "Pythonic task execution" -category = "dev" -optional = false -python-versions = ">=3.6" - [[package]] name = "ipykernel" version = "6.24.0" @@ -606,21 +817,6 @@ pipfile-deprecated-finder = ["pip-shims (>=0.5.2)", "pipreqs", "requirementslib" plugins = ["setuptools"] requirements-deprecated-finder = ["pip-api", "pipreqs"] -[[package]] -name = "jaraco-classes" -version = "3.3.0" -description = "Utility functions for Python class constructs" -category = "dev" -optional = false -python-versions = ">=3.8" - -[package.dependencies] -more-itertools = "*" - -[package.extras] -docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] -testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff"] - [[package]] name = "jedi" version = "0.18.2" @@ -637,23 +833,11 @@ docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alab qa = ["flake8 (==3.8.3)", "mypy (==0.782)"] testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"] -[[package]] -name = "jeepney" -version = "0.8.0" -description = "Low-level, pure Python DBus protocol wrapper." -category = "dev" -optional = false -python-versions = ">=3.7" - -[package.extras] -test = ["async-timeout", "pytest", "pytest-asyncio (>=0.17)", "pytest-trio", "testpath", "trio"] -trio = ["async_generator", "trio"] - [[package]] name = "jinja2" version = "3.1.2" description = "A very fast and expressive template engine." -category = "dev" +category = "main" optional = false python-versions = ">=3.7" @@ -681,7 +865,7 @@ python-versions = "*" [[package]] name = "jsonschema" -version = "4.18.0" +version = "4.18.4" description = "An implementation of JSON Schema validation for Python" category = "main" optional = false @@ -699,7 +883,7 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339- [[package]] name = "jsonschema-specifications" -version = "2023.6.1" +version = "2023.7.1" description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry" category = "main" optional = false @@ -774,32 +958,12 @@ toml = ["toml"] [[package]] name = "kaleido" -version = "0.2.1.post1" +version = "0.2.1" description = "Static image export for web-based visualization libraries with zero dependencies" category = "main" optional = false python-versions = "*" -[[package]] -name = "keyring" -version = "24.2.0" -description = "Store and access your passwords safely." -category = "dev" -optional = false -python-versions = ">=3.8" - -[package.dependencies] -importlib-metadata = {version = ">=4.11.4", markers = "python_version < \"3.12\""} -"jaraco.classes" = "*" -jeepney = {version = ">=0.4.2", markers = "sys_platform == \"linux\""} -pywin32-ctypes = {version = ">=0.2.0", markers = "sys_platform == \"win32\""} -SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""} - -[package.extras] -completion = ["shtab"] -docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] -testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-mypy (>=0.9.1)", "pytest-ruff"] - [[package]] name = "kiwisolver" version = "1.4.4" @@ -808,6 +972,23 @@ category = "main" optional = false python-versions = ">=3.7" +[[package]] +name = "linkify-it-py" +version = "2.0.2" +description = "Links recognition library with FULL unicode support." +category = "main" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +uc-micro-py = "*" + +[package.extras] +benchmark = ["pytest", "pytest-benchmark"] +dev = ["black", "flake8", "isort", "pre-commit", "pyproject-flake8"] +doc = ["myst-parser", "sphinx", "sphinx-book-theme"] +test = ["coverage", "pytest", "pytest-cov"] + [[package]] name = "markdown" version = "3.3.7" @@ -824,13 +1005,14 @@ testing = ["coverage", "pyyaml"] [[package]] name = "markdown-it-py" -version = "3.0.0" +version = "2.2.0" description = "Python port of markdown-it. Markdown parsing, done right!" category = "main" optional = false -python-versions = ">=3.8" +python-versions = ">=3.7" [package.dependencies] +linkify-it-py = {version = ">=1,<3", optional = true, markers = "extra == \"linkify\""} mdurl = ">=0.1,<1.0" [package.extras] @@ -840,14 +1022,14 @@ compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0 linkify = ["linkify-it-py (>=1,<3)"] plugins = ["mdit-py-plugins"] profiling = ["gprof2dot"] -rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"] +rtd = ["attrs", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"] testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"] [[package]] name = "markupsafe" version = "2.1.3" description = "Safely add untrusted strings to HTML/XML markup." -category = "dev" +category = "main" optional = false python-versions = ">=3.7" @@ -885,18 +1067,18 @@ traitlets = "*" [[package]] name = "mdit-py-plugins" -version = "0.4.0" +version = "0.3.3" description = "Collection of plugins for markdown-it-py" -category = "dev" +category = "main" optional = false -python-versions = ">=3.8" +python-versions = ">=3.7" [package.dependencies] -markdown-it-py = ">=1.0.0,<4.0.0" +markdown-it-py = ">=1.0.0,<3.0.0" [package.extras] code-style = ["pre-commit"] -rtd = ["myst-parser", "sphinx-book-theme"] +rtd = ["attrs", "myst-parser (>=0.16.1,<0.17.0)", "sphinx-book-theme (>=0.1.0,<0.2.0)"] testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"] [[package]] @@ -1022,7 +1204,7 @@ test = ["coverage[toml]", "pymdown-extensions", "pytest", "pytest-cov"] [[package]] name = "mkdocs-material" -version = "9.1.18" +version = "9.1.19" description = "Documentation that simply works" category = "dev" optional = false @@ -1063,7 +1245,7 @@ mkdocs = ">=1.4.1" [[package]] name = "mkdocs-redirects" -version = "1.2.0" +version = "1.2.1" description = "A MkDocs plugin for dynamic page redirects to prevent broken links." category = "dev" optional = false @@ -1103,24 +1285,16 @@ python-legacy = ["mkdocstrings-python-legacy (>=0.2.1)"] [[package]] name = "mkdocstrings-python" -version = "1.1.2" +version = "1.2.1" description = "A Python handler for mkdocstrings." category = "dev" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" [package.dependencies] -griffe = ">=0.24" +griffe = ">=0.30" mkdocstrings = ">=0.20" -[[package]] -name = "more-itertools" -version = "9.1.0" -description = "More routines for operating on iterables, beyond itertools" -category = "dev" -optional = false -python-versions = ">=3.7" - [[package]] name = "mpmath" version = "1.3.0" @@ -1143,6 +1317,14 @@ category = "main" optional = false python-versions = "*" +[[package]] +name = "multidict" +version = "6.0.4" +description = "multidict implementation" +category = "main" +optional = false +python-versions = ">=3.7" + [[package]] name = "mypy" version = "1.4.1" @@ -1191,11 +1373,11 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>= [[package]] name = "nbconvert" -version = "7.6.0" +version = "7.7.2" description = "Converting Jupyter Notebooks" category = "dev" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" [package.dependencies] beautifulsoup4 = "*" @@ -1221,8 +1403,8 @@ docs = ["ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sp qtpdf = ["nbconvert[qtpng]"] qtpng = ["pyqtwebengine (>=5.15)"] serve = ["tornado (>=6.1)"] -test = ["ipykernel", "ipywidgets (>=7)", "pre-commit", "pytest", "pytest-dependency"] -webpdf = ["pyppeteer (>=1,<1.1)"] +test = ["flaky", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pytest", "pytest-dependency"] +webpdf = ["playwright"] [[package]] name = "nbformat" @@ -1284,6 +1466,14 @@ category = "main" optional = false python-versions = ">=3.9" +[[package]] +name = "orjson" +version = "3.9.2" +description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy" +category = "main" +optional = false +python-versions = ">=3.7" + [[package]] name = "packaging" version = "23.1" @@ -1400,20 +1590,9 @@ python-versions = ">=3.8" docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"] tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"] -[[package]] -name = "pkginfo" -version = "1.9.6" -description = "Query metadata from sdists / bdists / installed packages." -category = "dev" -optional = false -python-versions = ">=3.6" - -[package.extras] -testing = ["pytest", "pytest-cov"] - [[package]] name = "platformdirs" -version = "3.8.1" +version = "3.9.1" description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"." category = "dev" optional = false @@ -1449,7 +1628,7 @@ testing = ["pytest", "pytest-benchmark"] [[package]] name = "poethepoet" -version = "0.21.0" +version = "0.21.1" description = "A task runner that works well with poetry." category = "dev" optional = false @@ -1542,6 +1721,21 @@ category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" +[[package]] +name = "pydantic" +version = "1.10.11" +description = "Data validation and settings management using python type hints" +category = "main" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +typing-extensions = ">=4.2.0" + +[package.extras] +dotenv = ["python-dotenv (>=0.10.4)"] +email = ["email-validator (>=1.0.3)"] + [[package]] name = "pydot" version = "1.4.2" @@ -1564,6 +1758,14 @@ python-versions = "*" [package.dependencies] pyparsing = ">=2.0.1" +[[package]] +name = "pydub" +version = "0.25.1" +description = "Manipulate audio with an simple and easy high level interface" +category = "main" +optional = false +python-versions = "*" + [[package]] name = "pygments" version = "2.15.1" @@ -1601,7 +1803,7 @@ resolved_reference = "c6da0538efaf453b95305e1eee66f1b9ecf8ad2d" [[package]] name = "pymdown-extensions" -version = "10.0.1" +version = "10.1" description = "Extension pack for Python Markdown." category = "dev" optional = false @@ -1712,33 +1914,43 @@ requests-toolbelt = ">=0.10.1" autocompletion = ["argcomplete (>=1.10.0,<3)"] yaml = ["PyYaml (>=5.2)"] +[[package]] +name = "python-multipart" +version = "0.0.6" +description = "A streaming multipart parser for Python" +category = "main" +optional = false +python-versions = ">=3.7" + +[package.extras] +dev = ["atomicwrites (==1.2.1)", "attrs (==19.2.0)", "coverage (==6.5.0)", "hatch", "invoke (==1.7.3)", "more-itertools (==4.3.0)", "pbr (==4.3.0)", "pluggy (==1.0.0)", "py (==1.11.0)", "pytest (==7.2.0)", "pytest-cov (==4.0.0)", "pytest-timeout (==2.1.0)", "pyyaml (==5.1)"] + [[package]] name = "python-semantic-release" -version = "7.34.6" +version = "8.0.2" description = "Automatic Semantic Versioning for Python projects" category = "dev" optional = false -python-versions = "*" +python-versions = ">=3.7" [package.dependencies] -click = ">=7,<9" -click-log = ">=0.3,<1" +click = ">=8,<9" dotty-dict = ">=1.3.0,<2" gitpython = ">=3.0.8,<4" -invoke = ">=1.4.1,<3" -packaging = "*" +importlib-resources = "5.7" +jinja2 = ">=3.1.2,<4" +pydantic = ">=1.10.2,<2" python-gitlab = ">=2,<4" requests = ">=2.25,<3" -semver = ">=2.10,<3" +rich = ">=12.5.1" +shellingham = ">=1.5.0.post1" tomlkit = ">=0.10,<1.0" -twine = ">=3,<4" -wheel = "*" [package.extras] dev = ["black", "isort", "tox"] -docs = ["Jinja2 (==3.0.3)", "Sphinx (==1.8.6)"] +docs = ["Sphinx (<=6.0.0)", "furo (>=2023.3.27)", "sphinx-autobuild (==2021.03.14)", "sphinxcontrib-apidoc (==0.3.0)"] mypy = ["mypy", "types-requests"] -test = ["coverage (>=5,<6)", "mock (==1.3.0)", "pytest (>=7,<8)", "pytest-mock (>=2,<3)", "pytest-xdist (>=1,<2)", "responses (==0.13.3)"] +test = ["coverage[toml] (>=6,<7)", "pytest (>=7,<8)", "pytest-cov (>=4,<5)", "pytest-lazy-fixture (>=0.6.3,<0.7.0)", "pytest-mock (>=3,<4)", "pytest-xdist (>=2,<3)", "requests-mock (>=1.10.0,<2)", "responses (==0.21.0)", "types-pytest-lazy-fixture (>=0.6.3.3)"] [[package]] name = "pytz" @@ -1756,17 +1968,9 @@ category = "dev" optional = false python-versions = "*" -[[package]] -name = "pywin32-ctypes" -version = "0.2.2" -description = "A (partial) reimplementation of pywin32 using ctypes/cffi" -category = "dev" -optional = false -python-versions = ">=3.6" - [[package]] name = "pyyaml" -version = "6.0" +version = "6.0.1" description = "YAML parser and emitter for Python" category = "main" optional = false @@ -1835,25 +2039,9 @@ serve = ["aiohttp (>=3.7)", "aiohttp-cors", "aiorwlock", "colorful", "fastapi", train = ["pandas", "pyarrow (>=6.0.1)", "requests", "tensorboardX (>=1.9)"] tune = ["pandas", "pyarrow (>=6.0.1)", "requests", "tensorboardX (>=1.9)"] -[[package]] -name = "readme-renderer" -version = "40.0" 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bindings to Rust's persistent data structures (rpds)" category = "main" optional = false @@ -1936,7 +2113,7 @@ python-versions = ">=3.8" [[package]] name = "ruff" -version = "0.0.277" +version = "0.0.278" description = "An extremely fast Python linter, written in Rust." category = "dev" optional = false @@ -1979,24 +2156,16 @@ doc = ["matplotlib (>2)", "numpydoc", "pydata-sphinx-theme (==0.9.0)", "sphinx ( test = ["asv", "gmpy2", "mpmath", "pytest", "pytest-cov", "pytest-xdist", "scikit-umfpack", "threadpoolctl"] [[package]] -name = "secretstorage" -version = "3.3.3" -description = "Python bindings to FreeDesktop.org Secret Service API" -category = "dev" +name = "semantic-version" +version = "2.10.0" +description = "A library implementing the 'SemVer' scheme." +category = "main" optional = false -python-versions = ">=3.6" - -[package.dependencies] -cryptography = ">=2.0" -jeepney = ">=0.6" +python-versions = ">=2.7" -[[package]] -name = "semver" -version = "2.13.0" -description = 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false +python-versions = ">=3.7" + [[package]] name = "soupsieve" version = "2.4.1" @@ -2069,6 +2254,21 @@ pure-eval = "*" [package.extras] tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"] +[[package]] +name = "starlette" +version = "0.27.0" +description = "The little ASGI library that shines." +category = "main" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +anyio = ">=3.4.0,<5" +typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""} + +[package.extras] +full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyaml"] + [[package]] name = "sympy" version = "1.12" @@ -2104,11 +2304,11 @@ tests = ["pytest", "pytest-cov"] [[package]] name = "threadpoolctl" -version = "3.1.0" +version = "3.2.0" description = "threadpoolctl" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.8" [[package]] name = "tinycss2" @@ -2149,6 +2349,14 @@ category = "dev" optional = false python-versions = ">=3.7" +[[package]] +name = "toolz" +version = "0.12.0" +description = "List processing tools and functional utilities" +category = "main" +optional = false +python-versions = ">=3.5" + [[package]] name = "torch" version = "1.9.0" @@ -2213,26 +2421,6 @@ python-versions = ">=3.7" docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"] test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"] -[[package]] -name = "twine" -version = "3.8.0" -description = "Collection of utilities for publishing packages on PyPI" -category = "dev" -optional = false -python-versions = ">=3.6" - -[package.dependencies] -colorama = ">=0.4.3" -importlib-metadata = ">=3.6" -keyring = ">=15.1" -pkginfo = ">=1.8.1" -readme-renderer = ">=21.0" -requests = ">=2.20" -requests-toolbelt = ">=0.8.0,<0.9.0 || >0.9.0" -rfc3986 = ">=1.4.0" -tqdm = ">=4.14" -urllib3 = ">=1.26.0" - [[package]] name = "typing-extensions" version = "4.7.1" @@ -2249,9 +2437,20 @@ category = "main" optional = 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b1d50f4..d098c16 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ requires = [ [tool.black] line-length = 99 -target-version = ["py37", "py38"] +target-version = ["py39"] skip-string-normalization = true [tool.isort] @@ -88,9 +88,10 @@ ray = ">=2.5.1" click = ">=8.1.3" rich = ">=13.4.2" pyinsect = {git = "https://github.com/ggianna/PyINSECT"} +kaleido = "0.2.1" torch = "1.9.0" -torchvision = "0.15.2" -kaleido = "0.2.1.post1" +torchvision = "0.10.0" +gradio = "^3.39.0" [tool.poetry.group.dev.dependencies] python-semantic-release = "*" @@ -155,7 +156,7 @@ paths = ["src/roughgan", "tests"] help = "Build and serve the documentation" [[tool.poe.tasks.docs.sequence]] - ref = "_open --url http://127.0.0.1:8000/Alpaca-with-a-Mixture-of-Teachers/" + ref = "_open --url http://127.0.0.1:8000/RoughGAN/" [[tool.poe.tasks.docs.sequence]] cmd = "poetry run mkdocs serve --livereload --watch-theme" @@ -164,21 +165,13 @@ paths = ["src/roughgan", "tests"] help = "Export dependencies to requirements.txt format" cmd = "poetry export --without-hashes --dev -o requirements.txt" - [tool.poe.tasks.docker-build-api] - help = "Build the API docker image" - shell = "docker build . -t roughgan:$( git tag -l | tail -1 | cut -c2- ) -t build:api -f ./docker/Dockerfile" - - [tool.poe.tasks.docker-build-train] + [tool.poe.tasks.docker-build] help = "Build the model training docker image" - shell = "docker build . -t roughgan:$( git tag -l | tail -1 | cut -c2- ) -t build:train -f ./docker/Dockerfile.train" + shell = "docker build . -t roughgan:$( git tag -l | tail -1 | cut -c2- ) -t build:train -f Dockerfile" - [tool.poe.tasks.docker-run-train] + [tool.poe.tasks.docker-run] help = "Train the model using Docker" - shell = "docker run -v $(pwd)/data:/home/app/app/data -v $(pwd)/model:/home/app/app/model --gpus $(nvidia-smi --list-gpus | wc -l) roughgan:$( git tag -l | tail -1 | cut -c2- )" - - [tool.poe.tasks.docker-run-api] - help = "Run the docker image as a container" - shell = "docker run -p 8080:8080 mlogo:$( git tag -l | tail -1 | cut -c2- )" + shell = "docker run -v $(pwd)/data:/home/app/app/data -v $(pwd)/output:/home/app/app/output --gpus $(nvidia-smi --list-gpus | wc -l) roughgan:$( git tag -l | tail -1 | cut -c2- )" [tool.poe.tasks._open] help = "Open a URL" @@ -189,6 +182,10 @@ paths = ["src/roughgan", "tests"] options = ["-u", "--url"] help = "The url to open" + [tool.poe.tasks.train] + help = "Train the model" + cmd = "python src/roughgan/cli/model.py train" + [tool.ruff] select = ["A", "B", "C", "D", "E", "F", "G", "I", "N", "Q", "S", "T", "W", "ANN", "ARG", "BLE", "COM", "DJ", "DTZ", "EM", "ERA", "EXE", "FBT", "ICN", "INP", "ISC", "NPY", "PD", "PGH", "PIE", "PL", "PT", "PTH", "PYI", "RET", "RSE", "RUF", "SIM", "SLF", "TCH", "TID", "TRY", "UP", "YTT"] ignore = [] @@ -225,7 +222,7 @@ line-length = 99 dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$" -target-version = "py310" +target-version = "py39" [tool.ruff.mccabe] max-complexity = 10 diff --git a/src/roughgan/app.py b/src/roughgan/app.py new file mode 100644 index 0000000..e881f7b --- /dev/null +++ b/src/roughgan/app.py @@ -0,0 +1,61 @@ +from pathlib import Path + +import gradio as gr +import plotly.express as px +import torch + +from roughgan.models.cnn import CNNGenerator + + +def predict(): + load_state = Path.cwd() / "models" / "CNNGenerator.pt" + + device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + + model = CNNGenerator.from_state(load_state, device=device) + + model.eval() + with torch.no_grad(): + tokenizer = DistilBertTokenizerFast.from_pretrained("distilbert-base-uncased") + bert = DistilBertModel.from_pretrained("distilbert-base-uncased").to(device) + + inputs = tokenizer( + text, + return_tensors="pt", + padding="max_length", + max_length=56, + truncation=True, + ) + + input_ids = inputs["input_ids"].to(device) + attention_mask = inputs["attention_mask"].to(device) + + outputs = bert(input_ids=input_ids, attention_mask=attention_mask) + + image = model(outputs.last_hidden_state) + + def as_grayscale_image(array, save_path=None): + fig = px.imshow(array) + fig.update_layout(coloraxis_showscale=False) + fig.update_xaxes(showticklabels=False) + fig.update_yaxes(showticklabels=False) + + if save_path is None: + fig.show() + else: + with save_path.open("wb") as file: + fig.write_image(file) + + as_grayscale_image( + image.cpu().detach().numpy().squeeze().reshape(256, 256, 3), + save_path=Path.cwd() / f"{text}.png", + ) + + +gr.Interface( + predict, + inputs=[ + gr.Slider(0, 1000, label="Seed", default=42), + ], + outputs="image", +).launch() diff --git a/src/roughgan/cli/model.py b/src/roughgan/cli/model.py new file mode 100644 index 0000000..cc908d8 --- /dev/null +++ b/src/roughgan/cli/model.py @@ -0,0 +1,186 @@ +import functools +import os +from pathlib import Path + +import click +import plotly.express as px +import torch +from torch.nn import BCELoss +from torch.optim import Adam + +from roughgan.content.loss import ArrayGraph2DContentLoss +from roughgan.data.loaders import load_multiple_datasets_from_pt +from roughgan.data.transforms import To, View +from roughgan.models.cnn import CNNDiscriminator, CNNGenerator +from roughgan.training.epoch import per_epoch +from roughgan.training.flow import TrainingFlow + + +@click.group() +def cli(): + """An ML approach to generating logos from text.""" + + +@cli.command() +@click.option( + "-d", + "--dataset", + type=click.Path(exists=True), + default="data", + help="Where to load the dataset from.", +) +@click.option( + "-o", + "--output", + type=click.Path(exists=False), + default="output", + help="Where to store the model's state to.", +) +def train(dataset, output): + """Train the model.""" + device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + + def get_generator(): + return CNNGenerator.from_device(device) + + def get_discriminator(generator): + return CNNDiscriminator.from_generator(generator) + + criterion = BCELoss().to(device) + + def logging_callback(config, logging_dir): + level = config.handlers.file.level.lower() + + config.handlers.file.filename = logging_dir / f"{level}.log" + + return config + + LOGGING_LEVEL = os.environ.get("LOGGING_LEVEL", "CRITICAL").upper() + + LOGGING_CONFIG = { + "version": 1, + "disable_existing_loggers": False, + "formatters": { + "standard": {"format": "[%(asctime)s] %(levelname)s:%(name)s: %(message)s"}, + }, + "handlers": { + "default": { + "level": LOGGING_LEVEL, + "formatter": "standard", + "class": "logging.StreamHandler", + }, + "file": { + "level": LOGGING_LEVEL, + "formatter": "standard", + "class": "logging.FileHandler", + }, + }, + "loggers": {"": {"handlers": ["default", "file"], "level": LOGGING_LEVEL}}, + } + + training_flow = TrainingFlow( + output_dir=Path(output), + logging={"config": LOGGING_CONFIG, "callback": logging_callback}, + training={ + "manager": { + "benchmark": True, + # Uncomment if you want to enable checkpointing + "train_epoch": per_epoch, + "log_every_n": 10, + "criterion": {"instance": criterion}, + "n_epochs": 10, + "train_ratio": 0.8, + "optimizer": { + "type": Adam, + "params": {"lr": 0.0002, "betas": (0.5, 0.999)}, + }, + "dataloader": { + "batch_size": 256, + "shuffle": True, + "num_workers": 0, + }, + }, + }, + content_loss={ + "type": ArrayGraph2DContentLoss, + # Uncomment if you want to enable checkpointing + }, + data={ + "loader": functools.partial( + load_multiple_datasets_from_pt, + Path(dataset), + transforms=[To(device), View(1, 128, 128)], + limit=(2, 10), + ), + }, + animation={ + "indices": [ + 0, + ], + "save_path": "cnn_per_epoch_animation.mp4", + }, + plot={ + "grayscale": {"limit": 10, "save_path_fmt": "grayscale/%s_%02d.png"}, + "surface": {"limit": 10, "save_path_fmt": "surface/%s_%02d.png"}, + "against": {"save_path_fmt": "against_%s.png"}, + }, + suppress_exceptions=False, + ) + + training_flow(get_generator, get_discriminator) + + +@cli.command() +@click.option( + "-l", + "--load-state", + type=click.Path(exists=True), + required=True, + help="Where to load the model's state from.", +) +def generate(load_state): + """Generate an image from a given text.""" + device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + + model = CNNGenerator.from_state(load_state, device=device) + + model.eval() + with torch.no_grad(): + tokenizer = DistilBertTokenizerFast.from_pretrained("distilbert-base-uncased") + bert = DistilBertModel.from_pretrained("distilbert-base-uncased").to(device) + + inputs = tokenizer( + text, + return_tensors="pt", + padding="max_length", + max_length=56, + truncation=True, + ) + + input_ids = inputs["input_ids"].to(device) + attention_mask = inputs["attention_mask"].to(device) + + outputs = bert(input_ids=input_ids, attention_mask=attention_mask) + + image = model(outputs.last_hidden_state) + + def as_grayscale_image(array, save_path=None): + fig = px.imshow(array) + fig.update_layout(coloraxis_showscale=False) + fig.update_xaxes(showticklabels=False) + fig.update_yaxes(showticklabels=False) + + if save_path is None: + fig.show() + else: + with save_path.open("wb") as file: + fig.write_image(file) + + as_grayscale_image( + image.cpu().detach().numpy().squeeze().reshape(256, 256, 3), + save_path=Path.cwd() / f"{text}.png", + ) + + +if __name__ == "__main__": + cli() diff --git a/src/roughgan/cli/train.py b/src/roughgan/cli/train.py deleted file mode 100644 index 4cbf403..0000000 --- a/src/roughgan/cli/train.py +++ /dev/null @@ -1,243 +0,0 @@ -from pathlib import Path - -BASE_DIR = Path.cwd() -GDRIVE_DIR = BASE_DIR / "drive" - -try: - from google.colab import drive - - drive.mount(f"{GDRIVE_DIR}") -except ImportError: - pass -SECRETS_DIR = GDRIVE_DIR / "MyDrive" / "Secrets" - -THESIS_DIR = GDRIVE_DIR / "MyDrive" / "Thesis" if GDRIVE_DIR.is_dir() else BASE_DIR - -OUTPUT_DIR = THESIS_DIR / "Output" - -DATASET_DIR = THESIS_DIR / "data" if THESIS_DIR.is_dir() else BASE_DIR / "data" -import os - -LOGGING_LEVEL = os.environ.get("LOGGING_LEVEL", "CRITICAL").upper() - -LOGGING_CONFIG = { - "version": 1, - "disable_existing_loggers": False, - "formatters": {"standard": {"format": "[%(asctime)s] %(levelname)s:%(name)s: %(message)s"}}, - "handlers": { - "default": { - "level": LOGGING_LEVEL, - "formatter": "standard", - "class": "logging.StreamHandler", - }, - "file": { - "level": LOGGING_LEVEL, - "formatter": "standard", - "class": "logging.FileHandler", - }, - }, - "loggers": {"": {"handlers": ["default", "file"], "level": LOGGING_LEVEL}}, -} - -WHEEL_VERSION = "3.0.1" -WHEEL_FILE = f"roughgan-{WHEEL_VERSION}-py3-none-any.whl" -WHEEL_PATH = THESIS_DIR / "Binaries" / WHEEL_FILE - -import os -import random -import subprocess -import sys - -import numpy as np - -pip_freeze_output = subprocess.check_output([sys.executable, "-m", "pip", "freeze"]).decode() - -if "roughgan" not in pip_freeze_output: - if WHEEL_PATH.is_file(): - subprocess.check_call([sys.executable, "-m", "pip", "install", WHEEL_PATH]) - else: - raise FileNotFoundError(WHEEL_PATH) -import torch - -SEED = 1234 - -if SEED is not None: - np.random.seed(SEED) - random.seed(SEED) - torch.manual_seed(SEED) - torch.cuda.manual_seed(SEED) - torch.backends.cudnn.deterministic = True - os.environ["PYTHONHASHSEED"] = str(SEED) - -device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") - - -training_callback = None - - -def logging_callback(config, logging_dir): - level = config.handlers.file.level.lower() - - config.handlers.file.filename = logging_dir / f"{level}.log" - - return config - - -from roughgan.models import PerceptronGenerator - - -def get_generator(): - return PerceptronGenerator.from_device(device) - - -from roughgan.models import PerceptronDiscriminator - - -def get_discriminator(generator): - return PerceptronDiscriminator.from_generator(generator) - - -from torch.nn import BCELoss - -criterion = BCELoss().to(device) -import functools - -from torch.optim import Adam - -from roughgan.content.loss import NGramGraphContentLoss -from roughgan.data.loaders import load_multiple_datasets_from_pt -from roughgan.data.transforms import To, View -from roughgan.training.epoch import per_epoch -from roughgan.training.flow import TrainingFlow - -training_flow = TrainingFlow( - output_dir=OUTPUT_DIR, - logging={"config": LOGGING_CONFIG, "callback": logging_callback}, - training={ - "manager": { - "benchmark": True, - "train_epoch": per_epoch, - "log_every_n": 10, - "criterion": {"instance": criterion}, - "n_epochs": 10, - "train_ratio": 0.8, - "optimizer": { - "type": Adam, - "params": {"lr": 0.1, "weight_decay": 0}, - }, - "dataloader": { - "batch_size": 256, - "shuffle": True, - "num_workers": 0, - }, - }, - "callbacks": [ - training_callback, - ], - }, - content_loss={ - "type": NGramGraphContentLoss, - }, - data={ - "loader": functools.partial( - load_multiple_datasets_from_pt, - DATASET_DIR, - transforms=[To(device), View(1, 128, 128)], - limit=(2, 10), - ), - }, - animation={ - "indices": [ - 0, - ], - "save_path": "perceptron_per_epoch_animation.mp4", - }, - plot={ - "grayscale": {"limit": 10, "save_path_fmt": "grayscale/%s_%02d.png"}, - "surface": {"limit": 10, "save_path_fmt": "surface/%s_%02d.png"}, - "against": {"save_path_fmt": "against_%s.png"}, - }, - suppress_exceptions=False, -) -from roughgan.models import CNNGenerator - - -def get_generator(): - return CNNGenerator.from_device(device) - - -from roughgan.models import CNNDiscriminator - - -def get_discriminator(generator): - return CNNDiscriminator.from_generator(generator) - - -from torch.nn import BCELoss - -criterion = BCELoss().to(device) -import functools - -from torch.optim import Adam - -from roughgan.content.loss import ArrayGraph2DContentLoss -from roughgan.data.transforms import To, View -from roughgan.training.epoch import per_epoch - -training_flow = TrainingFlow( - output_dir=OUTPUT_DIR, - logging={"config": LOGGING_CONFIG, "callback": logging_callback}, - training={ - "manager": { - "benchmark": True, - "train_epoch": per_epoch, - "log_every_n": 10, - "criterion": {"instance": criterion}, - "n_epochs": 10, - "train_ratio": 0.8, - "optimizer": { - "type": Adam, - "params": {"lr": 0.0002, "betas": (0.5, 0.999)}, - }, - "dataloader": { - "batch_size": 32, - "shuffle": True, - "num_workers": 0, - }, - }, - "callbacks": [ - training_callback, - ], - }, - content_loss={ - "type": ArrayGraph2DContentLoss, - }, - data={ - "loader": functools.partial( - load_multiple_datasets_from_pt, - DATASET_DIR, - transforms=[To(device), View(1, 128, 128)], - limit=(2, 10), - ), - }, - animation={ - "indices": [ - 0, - ], - "save_path": "cnn_per_epoch_animation.mp4", - }, - plot={ - "grayscale": {"limit": 10, "save_path_fmt": "grayscale/%s_%02d.png"}, - "surface": {"limit": 10, "save_path_fmt": "surface/%s_%02d.png"}, - "against": {"save_path_fmt": "against_%s.png"}, - }, - suppress_exceptions=False, -) -training_flow(get_generator, get_discriminator) - -try: - from google.colab import drive - - drive.flush_and_unmount() -except ImportError: - pass