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Create R Dockerfile
ASecurityCreate a Dockerfile for R projects using rocker base images. Covers system dependency installation, R package installation, renv integration, and optimized layer ordering for fast rebuilds. Use when containerizing an R application or analysis, creating reproducible R environments, deploying R-based services (Shiny, Plumber, MCP server), or setting up consistent development environments across machines.
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[](https://www.skillsdirectory.com/skills/pjt222-create-r-dockerfile-2fc9be57)---
name: create-r-dockerfile
locale: wenyan
source_locale: en
source_commit: 82c77053
fence_basis_commit: 82c77053
translator: "Julius Brussee homage — caveman"
translation_date: "2026-04-19"
description: >
Create a Dockerfile for R projects using rocker base images. Covers
system dependency installation, R package installation, renv
integration, and optimized layer ordering for fast rebuilds. Use when
containerizing an R application or analysis, creating reproducible R
environments, deploying R-based services (Shiny, Plumber, MCP server),
or setting up consistent development environments across machines.
license: MIT
allowed-tools: Read Write Edit Bash Grep Glob
metadata:
author: Philipp Thoss
version: "1.0"
domain: containerization
complexity: intermediate
language: Docker
tags: docker, r, rocker, container, reproducibility
---
# 建 R Dockerfile
為 R 項目以 rocker 基像建 Dockerfile,含正依管。
## 用時
- 將 R 應用或析入容器
- 建可重現之 R 境
- 布 R 服(Shiny、Plumber、MCP 服)
- 建一致之開發境
## 入
- **必要**:有依之 R 項目(DESCRIPTION 或 renv.lock)
- **必要**:志(開發、產、服)
- **可選**:R 版(默最新穩)
- **可選**:所需他系庫
## 法
### 第一步:擇基像
| 用案 | 基像 | 尺 |
|---|---|---|
| 最小 R 運 | `rocker/r-ver:4.5.0` | ~800MB |
| 含 tidyverse | `rocker/tidyverse:4.5.0` | ~1.8GB |
| 含 RStudio Server | `rocker/rstudio:4.5.0` | ~1.9GB |
| Shiny 服 | `rocker/shiny-verse:4.5.0` | ~2GB |
**得:** 擇合項需之基像而無贅。
**敗則:** 若疑用何像,始於 `rocker/r-ver`(最小),需時加包。全像目參 [rocker-org](https://github.com/rocker-org/rocker-versioned2)。
### 第二步:書 Dockerfile
```dockerfile
FROM rocker/r-ver:4.5.0
# Install system dependencies
# Group by purpose for clarity
RUN apt-get update && apt-get install -y \
# HTTP/SSL
libcurl4-openssl-dev \
libssl-dev \
# XML processing
libxml2-dev \
# Git integration
libgit2-dev \
libssh2-1-dev \
# Graphics
libfontconfig1-dev \
libharfbuzz-dev \
libfribidi-dev \
libfreetype6-dev \
libpng-dev \
libtiff5-dev \
libjpeg-dev \
# Utilities
git \
curl \
&& rm -rf /var/lib/apt/lists/*
# Install R packages
# Order: least-changing first for cache efficiency
RUN R -e "install.packages(c( \
'remotes', \
'devtools', \
'renv' \
), repos='https://cloud.r-project.org/')"
# Set working directory
WORKDIR /workspace
# Copy renv files first (cache layer)
COPY renv.lock renv.lock
COPY renv/activate.R renv/activate.R
# Restore packages from lockfile
RUN R -e "renv::restore()"
# Copy project files
COPY . .
# Default command
CMD ["R"]
```
**得:** Dockerfile 以 `docker build -t myproject .` 成建。
**敗則:** 若 `apt-get install` 建時敗,察目標發行(Debian)之包名。若 `renv::restore()` 敗,確 `renv.lock` 與 `renv/activate.R` 於 restore 前已複。
### 第三步:建 .dockerignore
```text
.git
.Rproj.user
.Rhistory
.RData
renv/library
renv/cache
renv/staging
docs/
*.tar.gz
```
**得:** `.dockerignore` 排 Git 史、IDE 文件、本 renv 庫、建物於 Docker 脈之外。
**敗則:** 若 Docker 仍複不欲之文件,驗 `.dockerignore` 與 Dockerfile 同目錄,用正 glob 式。
### 第四步:建而試
```bash
docker build -t r-project:latest .
docker run --rm -it r-project:latest R -e "sessionInfo()"
```
**得:** 容器起,R 版正而諸包可用。`sessionInfo()` 驗期 R 版。
**敗則:** 察建誌之系依訛。加缺 `-dev` 包於 `apt-get install` 層。
### 第五步:為產優化
產布宜用多階建:
```dockerfile
# Build stage
FROM rocker/r-ver:4.5.0 AS builder
RUN apt-get update && apt-get install -y libcurl4-openssl-dev libssl-dev
COPY renv.lock .
RUN R -e "install.packages('renv'); renv::restore()"
# Runtime stage
FROM rocker/r-ver:4.5.0
COPY --from=builder /usr/local/lib/R/site-library /usr/local/lib/R/site-library
COPY . /app
WORKDIR /app
CMD ["Rscript", "main.R"]
```
**得:** 多階建生更小之終像。運階唯含編譯之 R 包,無建具。
**敗則:** 若包於運階加載敗,確 `COPY --from=builder` 之庫路合 R 所裝處。於二階以 `R -e ".libPaths()"` 察。
## 驗
- [ ] `docker build` 無訛而畢
- [ ] 容器起而 R 會話行
- [ ] 諸需包可得
- [ ] `.dockerignore` 排無謂之文件
- [ ] 像尺合用案
- [ ] 唯碼變時重建速(層緩行)
## 陷
- **缺系依**:有編譯碼之 R 包需 `-dev` 庫。察 `install.packages()` 之誤
- **層緩失效**:裝包前複諸文件則每變碼而失緩。宜先複 lockfile。
- **大像**:`apt-get install` 後用 `rm -rf /var/lib/apt/lists/*`。考多階建。
- **時區問**:加 `ENV TZ=UTC` 或裝 `tzdata` 以時區感操作
- **根運**:產境加非根用者:`RUN useradd -m appuser && USER appuser`
## 例
```bash
# Development container with mounted source
docker run --rm -it -v $(pwd):/workspace r-project:latest R
# Plumber API service
docker run -d -p 8000:8000 r-api:latest
# Shiny app
docker run -d -p 3838:3838 r-shiny:latest
```
## 參
- `setup-docker-compose` — 協多容器
- `containerize-mcp-server` — MCP R 服之特例
- `optimize-docker-build-cache` — 進階緩策
- `manage-renv-dependencies` — renv.lock 饋入 Docker 建
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