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# Git | ||
.git | ||
.gitignore | ||
.gitattributes | ||
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# CI | ||
.codeclimate.yml | ||
.travis.yml | ||
.taskcluster.yml | ||
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# Docker | ||
docker-compose.yml | ||
Dockerfile | ||
.docker | ||
.dockerignore | ||
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# Byte-compiled / optimized / DLL files | ||
**/__pycache__/ | ||
**/*.py[cod] | ||
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# C extensions | ||
*.so | ||
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# Distribution / packaging | ||
.Python | ||
env/ | ||
build/ | ||
develop-eggs/ | ||
dist/ | ||
downloads/ | ||
eggs/ | ||
lib/ | ||
lib64/ | ||
parts/ | ||
sdist/ | ||
var/ | ||
*.egg-info/ | ||
.installed.cfg | ||
*.egg | ||
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# PyInstaller | ||
# Usually these files are written by a python script from a template | ||
# before PyInstaller builds the exe, so as to inject date/other infos into it. | ||
*.manifest | ||
*.spec | ||
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# Installer logs | ||
pip-log.txt | ||
pip-delete-this-directory.txt | ||
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# Unit test / coverage reports | ||
htmlcov/ | ||
.tox/ | ||
.coverage | ||
.cache | ||
nosetests.xml | ||
coverage.xml | ||
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# Translations | ||
*.mo | ||
*.pot | ||
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# Django stuff: | ||
*.log | ||
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# Sphinx documentation | ||
docs/_build/ | ||
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# PyBuilder | ||
target/ | ||
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# Virtual environment | ||
.env | ||
.venv/ | ||
venv/ | ||
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# PyCharm | ||
.idea | ||
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# Python mode for VIM | ||
.ropeproject | ||
**/.ropeproject | ||
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# Vim swap files | ||
**/*.swp | ||
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# VS Code | ||
.vscode/ |
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# Byte-compiled / optimized / DLL files | ||
__pycache__/ | ||
*.py[cod] | ||
*$py.class | ||
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# C extensions | ||
*.so | ||
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||
# Distribution / packaging | ||
.Python | ||
build/ | ||
develop-eggs/ | ||
dist/ | ||
downloads/ | ||
eggs/ | ||
.eggs/ | ||
lib/ | ||
lib64/ | ||
parts/ | ||
sdist/ | ||
var/ | ||
wheels/ | ||
share/python-wheels/ | ||
*.egg-info/ | ||
.installed.cfg | ||
*.egg | ||
MANIFEST | ||
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# PyInstaller | ||
# Usually these files are written by a python script from a template | ||
# before PyInstaller builds the exe, so as to inject date/other infos into it. | ||
*.manifest | ||
*.spec | ||
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# Installer logs | ||
pip-log.txt | ||
pip-delete-this-directory.txt | ||
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# Unit test / coverage reports | ||
htmlcov/ | ||
.tox/ | ||
.nox/ | ||
.coverage | ||
.coverage.* | ||
.cache | ||
nosetests.xml | ||
coverage.xml | ||
*.cover | ||
*.py,cover | ||
.hypothesis/ | ||
.pytest_cache/ | ||
cover/ | ||
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# Translations | ||
*.mo | ||
*.pot | ||
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# Django stuff: | ||
*.log | ||
local_settings.py | ||
db.sqlite3 | ||
db.sqlite3-journal | ||
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# Flask stuff: | ||
instance/ | ||
.webassets-cache | ||
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# Scrapy stuff: | ||
.scrapy | ||
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# Sphinx documentation | ||
docs/_build/ | ||
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# PyBuilder | ||
.pybuilder/ | ||
target/ | ||
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# Jupyter Notebook | ||
.ipynb_checkpoints | ||
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# IPython | ||
profile_default/ | ||
ipython_config.py | ||
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# pyenv | ||
# For a library or package, you might want to ignore these files since the code is | ||
# intended to run in multiple environments; otherwise, check them in: | ||
# .python-version | ||
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# pipenv | ||
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. | ||
# However, in case of collaboration, if having platform-specific dependencies or dependencies | ||
# having no cross-platform support, pipenv may install dependencies that don't work, or not | ||
# install all needed dependencies. | ||
#Pipfile.lock | ||
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# poetry | ||
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. | ||
# This is especially recommended for binary packages to ensure reproducibility, and is more | ||
# commonly ignored for libraries. | ||
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control | ||
#poetry.lock | ||
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# pdm | ||
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. | ||
#pdm.lock | ||
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it | ||
# in version control. | ||
# https://pdm.fming.dev/#use-with-ide | ||
.pdm.toml | ||
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm | ||
__pypackages__/ | ||
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# Celery stuff | ||
celerybeat-schedule | ||
celerybeat.pid | ||
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# SageMath parsed files | ||
*.sage.py | ||
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# Environments | ||
.env | ||
.venv | ||
env/ | ||
venv/ | ||
ENV/ | ||
env.bak/ | ||
venv.bak/ | ||
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# Spyder project settings | ||
.spyderproject | ||
.spyproject | ||
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# Rope project settings | ||
.ropeproject | ||
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# mkdocs documentation | ||
/site | ||
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# mypy | ||
.mypy_cache/ | ||
.dmypy.json | ||
dmypy.json | ||
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# Pyre type checker | ||
.pyre/ | ||
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# pytype static type analyzer | ||
.pytype/ | ||
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# Cython debug symbols | ||
cython_debug/ | ||
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# PyCharm | ||
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can | ||
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore | ||
# and can be added to the global gitignore or merged into this file. For a more nuclear | ||
# option (not recommended) you can uncomment the following to ignore the entire idea folder. | ||
.idea/ | ||
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# VSCode | ||
.vscode/ |
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FROM python:3.9.13-slim as requirements-stage | ||
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WORKDIR /tmp | ||
RUN pip install poetry | ||
COPY ./pyproject.toml ./poetry.lock* /tmp/ | ||
RUN poetry export -f requirements.txt --output requirements.txt --without-hashes | ||
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FROM python:3.9.13-slim | ||
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WORKDIR /code | ||
COPY --from=requirements-stage /tmp/requirements.txt /code/requirements.txt | ||
RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt | ||
COPY . /code | ||
CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "80"] |
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# CV Serving Example through Web Single Pattern | ||
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CV 모델을 Web Single Pattern으로 서빙하는 예제입니다. | ||
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## Pre-requisites | ||
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- Python >= 3.9 | ||
- Poetry >= 1.1.4 | ||
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## Installation | ||
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```bash | ||
poetry install | ||
``` | ||
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## Run | ||
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먼저 `.env` 파일을 생성하고, 아래와 같이 모델 경로를 설정합니다. | ||
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```bash | ||
# .env | ||
MODEL_PATH=./model/model.pkl | ||
``` | ||
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그리고 아래와 같이 실행합니다. | ||
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```bash | ||
PYTHONPATH=. | ||
poetry run python main.py | ||
``` | ||
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## Usage | ||
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### Predict | ||
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```bash | ||
curl -X POST -F "file=@./example_images/0a101263343a4a60a8dcd94d1fc8e8e253dadf14.jpg" http://0.0.0.0:8000/predict | ||
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{"id":1,"result":4}% | ||
``` | ||
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### Get all predictions | ||
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```bash | ||
curl "http://0.0.0.0:8000/predict" | ||
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[{"id":1,"result":0},{"id":2,"result":4},{"id":3,"result":3}] | ||
``` | ||
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### Get a prediction | ||
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```bash | ||
curl "http://0.0.0.0:8000/predict/1" | ||
{"id":1,"result":0} | ||
``` | ||
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## Build | ||
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```bash | ||
docker build -t web_single_example . | ||
``` | ||
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## Project Structure | ||
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```bash | ||
. | ||
├── .dockerignore # 도커 이미지 빌드 시 제외할 파일 목록 | ||
├── .gitignore # git에서 제외할 파일 목록 | ||
├── Dockerfile # 도커 이미지 빌드 설정 파일 | ||
├── README.md # 프로젝트 설명 파일 | ||
├── __init__.py | ||
├── api.py # API 엔드포인트 정의 파일 | ||
├── config.py # Config 정의 파일 | ||
├── database.py # 데이터베이스 연결 파일 | ||
├── dependencies.py # 앱 의존성 관련 로직 파일 | ||
├── main.py # 앱 실행 파일 | ||
├── model/ # 모델 관련 디렉토리 | ||
├── poetry.lock # Poetry 라이브러리 버전 관리 파일 | ||
└── pyproject.toml # Poetry 프로젝트 설정 파일 | ||
``` |
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