optimize-docker-build-cache（optimize Docker 构建缓存）

Optimize Docker Build Cache

Reduce Docker build times through effective layer caching and build optimization.

When to Use

• Docker builds are slow due to repeated package installations
• Rebuilds reinstall all dependencies on every code change
• Image sizes are unnecessarily large
• CI/CD pipeline builds are a bottleneck

Inputs

• Required: Existing Dockerfile to optimize
• Optional: Target build time improvement
• Optional: Target image size reduction

Procedure

Step 1: Order Layers by Change Frequency

Place least-changing layers first:

# 1. Base image (rarely changes)
FROM rocker/r-ver:4.5.0

# 2. System dependencies (change occasionally)
RUN apt-get update && apt-get install -y \
    libcurl4-openssl-dev \
    libssl-dev \
    && rm -rf /var/lib/apt/lists/*

# 3. Dependency files only (change when deps change)
COPY renv.lock renv.lock
COPY renv/activate.R renv/activate.R
RUN R -e "renv::restore()"

# 4. Source code (changes frequently)
COPY . .

Key principle: Docker caches each layer. When a layer changes, all subsequent layers are rebuilt. Dependency installation should come before source code copy.

Expected: The Dockerfile layers are ordered from least-changing (base image, system deps) to most-changing (source code), with dependency lockfiles copied before the full source.

On failure: If builds still reinstall dependencies on every code change, verify that COPY.. comes after the dependency installation RUN command, not before.

Step 2: Separate Dependency Installation from Code

Bad (rebuilds packages on every code change):

COPY . .
RUN R -e "renv::restore()"

Good (only rebuilds packages when lockfile changes):

COPY renv.lock renv.lock
RUN R -e "renv::restore()"
COPY . .

Same pattern for Node.js:

COPY package.json package-lock.json ./
RUN npm ci
COPY . .

Expected: Dependency lockfile (renv.lock, package-lock.json, requirements.txt) is copied and installed in a separate layer before the full source code COPY...

On failure: If the lockfile copy fails, ensure the file exists in the build context and is not excluded by .dockerignore.

Step 3: Use Multi-Stage Builds

Separate build dependencies from runtime:

# Build stage - includes dev tools
FROM rocker/r-ver:4.5.0 AS builder
RUN apt-get update && apt-get install -y \
    libcurl4-openssl-dev libssl-dev build-essential
COPY renv.lock .
RUN R -e "install.packages('renv'); renv::restore()"

# Runtime stage - minimal image
FROM rocker/r-ver:4.5.0
RUN apt-get update && apt-get install -y \
    libcurl4 libssl3 \
    && rm -rf /var/lib/apt/lists/*
COPY --from=builder /usr/local/lib/R/site-library /usr/local/lib/R/site-library
COPY . /app
WORKDIR /app
CMD ["Rscript", "main.R"]

Expected: The Dockerfile has a builder stage with dev tools and a runtime stage with only production dependencies. The final image is significantly smaller than a single-stage build.

On failure: If COPY --from=builder fails to find libraries, verify the install path matches between stages. Use docker build --target builder. to debug the build stage independently.

Step 4: Combine RUN Commands

Each RUN creates a layer. Combine related commands:

Bad (3 layers, apt cache persists):

RUN apt-get update
RUN apt-get install -y curl git
RUN rm -rf /var/lib/apt/lists/*

Good (1 layer, clean cache):

RUN apt-get update && apt-get install -y \
    curl \
    git \
    && rm -rf /var/lib/apt/lists/*

Expected: Related apt-get or package install commands are combined into single RUN instructions, each ending with cache cleanup (rm -rf /var/lib/apt/lists/*).

On failure: If a combined RUN command fails midway, temporarily split it to identify the failing command, then recombine after fixing.

Step 5: Use.dockerignore

Prevent unnecessary files from entering the build context:

.git
.Rproj.user
.Rhistory
.RData
renv/library
renv/cache
node_modules
docs/
*.tar.gz
.env

Expected: A .dockerignore file exists in the project root excluding .git, node_modules, renv/library, build artifacts, and environment files. Build context size is noticeably smaller.

On failure: If needed files are missing in the container, check .dockerignore for overly broad patterns. Use docker build verbose output to verify which files are sent to the daemon.

Step 6: Enable BuildKit

DOCKER_BUILDKIT=1 docker build -t myimage .

Or in docker-compose.yml:

services:
  app:
    build:
      context: .
      dockerfile: Dockerfile

With COMPOSE_DOCKER_CLI_BUILD=1 and DOCKER_BUILDKIT=1 environment variables.

BuildKit enables:

• Parallel stage builds
• Better cache management
• --mount=type=cache for persistent package caches

Expected: Builds run with BuildKit enabled (indicated by #1 [internal] load build definition style output). Multi-stage builds execute stages in parallel where possible.

On failure: If BuildKit is not active, verify the environment variables are exported before the build command. On older Docker versions, upgrade Docker Engine to 18.09+ for BuildKit support.

Step 7: Use Cache Mounts for Package Managers

# R packages with persistent cache
RUN --mount=type=cache,target=/usr/local/lib/R/site-library \
    R -e "install.packages('dplyr')"

# npm with persistent cache
RUN --mount=type=cache,target=/root/.npm \
    npm ci

Expected: Subsequent builds reuse cached packages from the mount, dramatically reducing install times even when the layer is invalidated. Cache persists across builds.

On failure: If --mount=type=cache is not recognized, ensure BuildKit is enabled (DOCKER_BUILDKIT=1). The syntax requires BuildKit and is not supported by the legacy builder.

Validation

• Rebuilds after code-only changes are significantly faster
• Dependency installation layer is cached when lockfile hasn't changed
• .dockerignore excludes unnecessary files
• Image size is reduced compared to unoptimized build
• Multi-stage build (if used) separates build and runtime dependencies

Common Pitfalls

• Copying all files before installing deps: Invalidates the dependency cache on every code change
• Forgetting .dockerignore: Large build contexts slow down every build
• Too many layers: Each RUN, COPY, ADD creates a layer. Combine where logical.
• Not cleaning apt cache: Always end apt-get installs with && rm -rf /var/lib/apt/lists/*
• Platform-specific caches: Cache layers are platform-specific. CI runners may not benefit from local caches.

Related Skills

• create-r-dockerfile - initial Dockerfile creation
• setup-docker-compose - compose build configuration
• containerize-mcp-server - apply optimizations to MCP server builds