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Dockerfile + Makefile + GitHub Action
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name: Deploy | |
on: | |
push: | |
branches: | |
- main | |
jobs: | |
deploy: | |
runs-on: ubuntu-20.04 | |
steps: | |
- name: Checkout | |
uses: actions/checkout@master | |
- name: Install dependencies | |
run: make install-deps | |
working-directory: ./my_model | |
- name: Deploy | |
run: make deploy | |
working-directory: ./my_model | |
env: | |
AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
AWS_ECR_ACCOUNT_URL: ${{ secrets.AWS_ECR_ACCOUNT_URL }} | |
AWS_REGION: us-west-2 | |
PULUMI_ACCESS_TOKEN: ${{ secrets.PULUMI_ACCESS_TOKEN }} |
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FROM python:3.8-slim | |
WORKDIR /my_model | |
STOPSIGNAL SIGINT | |
ENV LISTEN_PORT 80 | |
# System dependencies | |
RUN apt update && apt install -y libgomp1 | |
RUN pip3 install poetry | |
# Project dependencies | |
COPY poetry.lock pyproject.toml ./ | |
RUN poetry config virtualenvs.create false | |
RUN poetry install --no-interaction --no-ansi --no-dev | |
COPY . . | |
WORKDIR /my_model/src | |
ENTRYPOINT uvicorn my_model.serving.__main__:app --host 0.0.0.0 --port $LISTEN_PORT --workers 2 |
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SHELL := /bin/bash | |
STACK_NAME=dev | |
BASE_STACK_NAME=alongubkin/ml-infra/dev | |
PULUMI_CMD=pulumi --non-interactive --stack $(STACK_NAME) --cwd infra/ | |
install-deps: | |
curl -fsSL https://get.pulumi.com | sh | |
npm install -C infra/ | |
sudo pip3 install poetry --upgrade | |
poetry install | |
train: | |
poetry run train | |
deploy: | |
$(PULUMI_CMD) stack init $(STACK_NAME) || true | |
$(PULUMI_CMD) config set aws:region $(AWS_REGION) | |
$(PULUMI_CMD) config set baseStackName $(BASE_STACK_NAME) | |
$(PULUMI_CMD) config set runID $(shell poetry run train | awk '/Run ID/{print $$NF}') | |
$(PULUMI_CMD) up --yes --skip-preview |
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