Vicente Costa
02/01/2024, 4:53 PMMarvin
02/01/2024, 4:53 PMDockerfile
that specifies how to build the Docker image.
3. Additional files like requirements.txt
for Python dependencies.
Here is a basic template you can use to get started:
Dockerfile
Dockerfile
# Use the official Prefect image as a parent image
FROM prefecthq/prefect:latest-python3.9
# Set the working directory in the container
WORKDIR /usr/src/app
# Copy the dependencies file to the working directory
COPY requirements.txt .
# Install any dependencies
RUN pip install --no-cache-dir -r requirements.txt
# Copy the content of the local src directory to the working directory
COPY src/ .
# Command to run when starting the container
CMD ["python", "./your_flow_script.py"]
requirements.txt
prefect>=2.0.0
...
# [Other dependencies as required for your flow]
src/your_flow_script.py
python
from prefect import flow
@flow
def your_prefect_flow():
# Your flow logic here
print("This is a Prefect flow within a Docker container.")
if __name__ == "__main__":
your_prefect_flow()
To build and run the Docker container, you would use the following commands:
docker build -t your-prefect-image .
docker run your-prefect-image
This is quite a rudimentary template and could be greatly improved upon depending on your specific requirements and preferences, such as adding environment variable support, using a non-root user for better security, or integrating with Prefect Cloud or Server for flow orchestration.Nate
02/01/2024, 4:54 PMNate
02/01/2024, 4:54 PMVicente Costa
02/01/2024, 4:56 PMNate
02/01/2024, 4:57 PMfrom prefect import flow
@flow
def your_prefect_flow():
# Your flow logic here
print("This is a Prefect flow within a Docker container.")
if __name__ == "__main__":
your_prefect_flow.serve("my-served-deployment") # starts a long-lived process
Nate
02/01/2024, 4:59 PMFROM prefecthq/prefect:2-latest-python3.SOMEMINORVERSION
as opposed to
FROM prefecthq/prefect:latest-python3.9
Vicente Costa
02/01/2024, 5:14 PMERROR: failed to solve: prefecthq/prefect:2-latest-python3.9: <http://docker.io/prefecthq/prefect:2-latest-python3.9|docker.io/prefecthq/prefect:2-latest-python3.9>: not found