192 lines
5.1 KiB
Markdown
192 lines
5.1 KiB
Markdown
# ADR-0014: Docker Build Best Practices
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## Status
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Accepted
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## Date
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2026-02-02
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## Context
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Our ML/AI platform relies heavily on containerized services, particularly GPU workers
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for KubeRay that include large dependencies (PyTorch, vLLM, ROCm, CUDA). These images
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can take 30+ minutes to build and exceed 10GB in size. We need standardized practices
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to ensure:
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1. **Fast rebuilds** - Avoid re-downloading dependencies on every build
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2. **Reproducibility** - Consistent builds across different machines
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3. **Security** - Non-root execution, minimal attack surface
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4. **Observability** - Proper metadata for image management
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5. **Consistency** - Same patterns across all Dockerfiles
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## Decision
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We adopt the following Docker build best practices across all repositories:
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### 1. BuildKit Syntax and Features
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```dockerfile
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# syntax=docker/dockerfile:1.7
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```
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All Dockerfiles use BuildKit syntax 1.7+ for cache mount support.
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### 2. Use uv for Python Package Installation
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Replace pip with uv for dramatically faster installs (10-100x):
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```dockerfile
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# Install uv
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COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
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# Install packages with cache mount
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RUN --mount=type=cache,target=/root/.cache/uv \
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uv pip install --system --no-cache \
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'package>=1.0,<2.0'
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```
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Benefits:
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- Parallel downloads and installs
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- Better dependency resolution
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- Consistent with ADR-0012 (uv for Python development)
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### 3. Cache Mounts for Package Managers
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```dockerfile
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# APT cache mount
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RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
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--mount=type=cache,target=/var/lib/apt,sharing=locked \
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apt-get update && apt-get install -y --no-install-recommends \
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package1 package2
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# uv/pip cache mount
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RUN --mount=type=cache,target=/home/ray/.cache/uv,uid=1000,gid=1000 \
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uv pip install --system 'package>=1.0'
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```
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### 4. OCI Image Specification Labels
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All images include standard metadata:
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```dockerfile
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LABEL org.opencontainers.image.title="Service Name"
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LABEL org.opencontainers.image.description="Service description"
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LABEL org.opencontainers.image.vendor="DaviesTechLabs"
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LABEL org.opencontainers.image.source="https://git.daviestechlabs.io/daviestechlabs/repo"
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LABEL org.opencontainers.image.licenses="MIT"
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```
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### 5. Health Checks
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All service images include HEALTHCHECK:
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```dockerfile
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HEALTHCHECK --interval=30s --timeout=10s --start-period=60s --retries=3 \
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CMD curl -f http://localhost:8000/health || exit 1
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```
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### 6. Non-Root Execution
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Services run as unprivileged users:
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```dockerfile
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USER ray # or appuser, 1000:1000
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```
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### 7. Version Pinning with Ranges
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Dependencies use minimum version with upper bound:
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```dockerfile
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RUN uv pip install --system \
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'transformers>=4.35.0,<5.0' \
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'torch>=2.0.0,<3.0'
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```
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### 8. Layer Optimization
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- Combine related commands into single RUN layers
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- Order from least to most frequently changing
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- Use multi-stage builds to reduce final image size
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- Use `COPY --link` for multi-stage `COPY --from` layers to make them independent
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of prior layers, improving cache reuse when base images change:
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```dockerfile
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# --link makes this layer reusable even if the base image changes
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COPY --link --from=rocm-source /opt/rocm /opt/rocm
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```
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### 9. Registry-Based BuildKit Cache
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Use `type=registry` cache instead of `type=gha` (which only works on GitHub Actions).
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This stores build cache layers directly in the container registry with zstd compression:
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```yaml
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- name: Build and push
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uses: docker/build-push-action@v5
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with:
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cache-from: type=registry,ref=${{ env.REGISTRY }}/image:buildcache
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cache-to: type=registry,ref=${{ env.REGISTRY }}/image:buildcache,mode=max,image-manifest=true,compression=zstd
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```
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Benefits:
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- Works on any CI system (Gitea Actions, Jenkins, etc.)
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- `mode=max` caches all layers, not just final image layers
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- `compression=zstd` is faster than gzip with similar compression ratios
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- Cache survives runner restarts (stored in registry, not ephemeral disk)
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**Important:** `type=gha` is a no-op on self-hosted Gitea runners — it requires
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GitHub's cache API. Always use `type=registry` for self-hosted CI.
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### 10. .dockerignore
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All repos include a `.dockerignore`:
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```
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.git
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.gitea
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*.md
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__pycache__/
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*.pyc
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.venv/
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.mypy_cache/
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.pytest_cache/
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.ruff_cache/
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```
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### 11. Makefile Integration
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Standard targets for building and linting:
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```makefile
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lint:
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hadolint Dockerfile
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build:
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docker buildx build --platform linux/amd64 --load -t image:tag .
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```
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## Consequences
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### Positive
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- **10-100x faster pip operations** with uv cache mounts
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- **Consistent builds** via lockfiles and version pinning
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- **Better observability** through OCI labels
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- **Improved security** with non-root execution
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- **Faster CI/CD** through BuildKit caching
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### Negative
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- **Requires Docker BuildKit** - Must use `DOCKER_BUILDKIT=1` or buildx
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- **Cache invalidation complexity** - Cache mounts persist across builds
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- **Learning curve** - Developers must understand BuildKit syntax
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## Related ADRs
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- [ADR-0011](0011-kuberay-unified-gpu-backend.md) - KubeRay GPU backend
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- [ADR-0012](0012-use-uv-for-python-development.md) - uv for Python development
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- [ADR-0013](0013-gitea-actions-for-ci.md) - Gitea Actions CI/CD
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