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…eate DevOps deployment guide
The branch parameter was only used for the build display name, which made it misleading. Add a checkout-app stage that uses params.branch to switch the actual checkout, and move IMAGE_TAG computation after checkout so it reflects the requested branch.
The pinned versions were upstream release numbers, not Debian package versions, so apt couldn't resolve any of them and the build failed. The base image tag (python:3.12-slim-bookworm) already pins the Debian release; that's the meaningful pin. Also drop python3-dev — it would install Python 3.11 headers into a 3.12 image.
The +cpu local-version wheels aren't published on PyPI, only on download.pytorch.org/whl/cpu, so the build failed to resolve torch==2.4.1+cpu. Also COPY requirements.txt before pip install -r, which was missing entirely.
COPY commands ran before WORKDIR, so files landed in / instead of /app. Uvicorn then couldn't import main from /app — "Error loading ASGI app. Could not import module main".
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