Certainly! Let’s take a step back and define more logical and well-defined environments tailored to your needs. We’ll create distinct Docker environments for JSON processing, API interactions, notebook visualizations, data analysis, web development, DevOps, and testing. ### Logical Environments 1. **JSON Processing Environment**: - **Purpose**: To handle JSON parsing, validation, and transformation. - **Dependencies**: Libraries for working with JSON data. 2. **API Interaction Environment**: - **Purpose**: To interact with APIs, handle requests, and manage responses. - **Dependencies**: HTTP clients and frameworks for API interactions. 3. **Notebook Visualization Environment**: - **Purpose**: To perform data analysis and visualization in Jupyter notebooks. - **Dependencies**: Libraries for data manipulation and visualization. 4. **General Data Analysis Environment**: - **Purpose**: To analyze and process data using various data science tools. - **Dependencies**: Libraries for data manipulation, analysis, and machine learning. 5. **Web Development Environment**: - **Purpose**: To develop web applications and APIs. - **Dependencies**: Web frameworks and tools for developing web services. 6. **DevOps Environment**: - **Purpose**: To manage infrastructure, automate tasks, and handle CI/CD pipelines. - **Dependencies**: Tools for infrastructure as code, automation, and cloud services. 7. **Testing Environment**: - **Purpose**: To run unit tests, integration tests, and other forms of automated testing. - **Dependencies**: Testing frameworks and tools for code coverage. ### Refactored Environments #### 1. JSON Processing Environment **Dockerfile.json-processing:** ```dockerfile FROM python:3.9 RUN apt-get update && \ apt-get install -y vim git curl RUN mkdir -p ~/.vim/pack/plugins/start && \ curl -fLo ~/.vim/autoload/plug.vim --create-dirs \ https://raw.githubusercontent.com/junegunn/vim-plug/master/plug.vim COPY .vimrc /root/.vimrc WORKDIR /app COPY requirements-json.txt /app/ RUN pip install --no-cache-dir -r requirements-json.txt COPY . /app CMD ["tail", "-f", "/dev/null"] ``` **requirements-json.txt:** ``` jsonschema pydantic ujson ``` #### 2. API Interaction Environment **Dockerfile.api-interaction:** ```dockerfile FROM python:3.9 RUN apt-get update && \ apt-get install -y vim git curl RUN mkdir -p ~/.vim/pack/plugins/start && \ curl -fLo ~/.vim/autoload/plug.vim --create-dirs \ https://raw.githubusercontent.com/junegunn/vim-plug/master/plug.vim COPY .vimrc /root/.vimrc WORKDIR /app COPY requirements-api.txt /app/ RUN pip install --no-cache-dir -r requirements-api.txt COPY . /app CMD ["tail", "-f", "/dev/null"] ``` **requirements-api.txt:** ``` requests httpx fastapi pydantic ujson ``` #### 3. Notebook Visualization Environment **Dockerfile.notebook-visualization:** ```dockerfile FROM python:3.9 RUN apt-get update && \ apt-get install -y vim git curl RUN mkdir -p ~/.vim/pack/plugins/start && \ curl -fLo ~/.vim/autoload/plug.vim --create-dirs \ https://raw.githubusercontent.com/junegunn/vim-plug/master/plug.vim COPY .vimrc /root/.vimrc WORKDIR /app COPY requirements-visualization.txt /app/ RUN pip install --no-cache-dir -r requirements-visualization.txt COPY . /app CMD ["jupyter", "notebook", "--ip=0.0.0.0", "--allow-root", "--no-browser"] ``` **requirements-visualization.txt:** ``` numpy pandas matplotlib seaborn jupyter plotly ``` #### 4. General Data Analysis Environment **Dockerfile.data-analysis:** ```dockerfile FROM python:3.9 RUN apt-get update && \ apt-get install -y vim git curl RUN mkdir -p ~/.vim/pack/plugins/start && \ curl -fLo ~/.vim/autoload/plug.vim --create-dirs \ https://raw.githubusercontent.com/junegunn/vim-plug/master/plug.vim COPY .vimrc /root/.vimrc WORKDIR /app COPY requirements-data-analysis.txt /app/ RUN pip install --no-cache-dir -r requirements-data-analysis.txt COPY . /app CMD ["tail", "-f", "/dev/null"] ``` **requirements-data-analysis.txt:** ``` numpy pandas scipy scikit-learn matplotlib seaborn jupyter ``` #### 5. Web Development Environment **Dockerfile.web-development:** ```dockerfile FROM python:3.9 RUN apt-get update && \ apt-get install -y vim git curl RUN mkdir -p ~/.vim/pack/plugins/start && \ curl -fLo ~/.vim/autoload/plug.vim --create-dirs \ https://raw.githubusercontent.com/junegunn/vim-plug/master/plug.vim COPY .vimrc /root/.vimrc WORKDIR /app COPY requirements-web-dev.txt /app/ RUN pip install --no-cache-dir -r requirements-web-dev.txt COPY . /app CMD ["tail", "-f", "/dev/null"] ``` **requirements-web-dev.txt:** ``` flask django fastapi requests httpx ``` #### 6. DevOps Environment **Dockerfile.devops:** ```dockerfile FROM python:3.9 RUN apt-get update && \ apt-get install -y vim git curl RUN mkdir -p ~/.vim/pack/plugins/start && \ curl -fLo ~/.vim/autoload/plug.vim --create-dirs \ https://raw.githubusercontent.com/junegunn/vim-plug/master/plug.vim COPY .vimrc /root/.vimrc WORKDIR /app COPY requirements-devops.txt /app/ RUN pip install --no-cache-dir -r requirements-devops.txt COPY . /app CMD ["tail", "-f", "/dev/null"] ``` **requirements-devops.txt:** ``` ansible terraform docker boto3 ``` #### 7. Testing Environment **Dockerfile.testing:** ```dockerfile FROM python:3.9 RUN apt-get update && \ apt-get install -y vim git curl RUN mkdir -p ~/.vim/pack/plugins/start && \ curl -fLo ~/.vim/autoload/plug.vim --create-dirs \ https://raw.githubusercontent.com/junegunn/vim-plug/master/plug.vim COPY .vimrc /root/.vimrc WORKDIR /app COPY requirements-testing.txt /app/ RUN pip install --no-cache-dir -r requirements-testing.txt COPY . /app CMD ["tail", "-f", "/dev/null"] ``` **requirements-testing.txt:** ``` pytest mock coverage tox ``` ### Managing Multiple Dockerfiles You can use descriptive names for the Dockerfiles and build commands specifying the Dockerfile to use. **Building Containers:** ```sh docker build -t json-processing-env -f Dockerfile.json-processing . docker build -t api-interaction-env -f Dockerfile.api-interaction . docker build -t notebook-visualization-env -f Dockerfile.notebook-visualization . docker build -t data-analysis-env -f Dockerfile.data-analysis . docker build -t web-development-env -f Dockerfile.web-development . docker build -t devops-env -f Dockerfile.devops . docker build -t testing-env -f Dockerfile.testing . ``` **Running Containers:** ```sh docker run -it --name json-processing-container json-processing-env docker run -it --name api-interaction-container api-interaction-env docker run -it --name notebook-visualization-container -p 8888:8888 notebook-visualization-env docker run -it --name data-analysis-container data-analysis-env docker run -it --name web-development-container web-development-env docker run -it --name devops-container devops-env docker run -it --name testing-container testing-env ``` This structure ensures each environment is well-defined, logical, and tailored to specific tasks, allowing you to work efficiently across different projects and avoid conflicts between dependencies.