Abhishek Singh
09/26/2024, 10:08 AMMarvin
09/26/2024, 10:09 AMFROM python:3.12
RUN mkdir /usr/src/app
COPY your_script.py /usr/src/app
COPY requirements.txt /usr/src/app
WORKDIR /usr/src/app
RUN pip install -r requirements.txt
CMD ["python", "./your_script.py"]
Build this Dockerfile and run the container on the remote server.
2. Using prefect-shell
:
If you simply need to execute a shell command to run the script on the remote server, you might use a method from the prefect-shell
integration. You could set up SSH and then run the file:
python
from prefect_shell import shell_run_command
@flow
def run_remote_script():
return shell_run_command.run(command="ssh user@remote 'python /path/to/your_script.py'")
run_remote_script()
More details are available in the Prefect Shell documentation.
3. Remote Execution in Prefect 3.x:
Prefect 3.x supports remote execution where a worker runs your flow through a deployment, which can be set to execute on different infrastructure. Ensure you set up a worker and deployment correctly:
shell
prefect deployment build --name my-deployment my_flow.py:my_flow
prefect deployment apply my_flow-deployment.yaml
prefect agent start
For more details, see the Prefect 3.x documentation.
Feel free to check out the links to Prefect's documentation and blog for more in-depth guides.Abhishek Singh
09/26/2024, 10:13 AMMarvin
09/26/2024, 10:13 AMFROM python:3.12
RUN mkdir /usr/src/app
COPY your_script.py /usr/src/app
COPY requirements.txt /usr/src/app
WORKDIR /usr/src/app
RUN pip install -r requirements.txt
CMD ["python", "./your_script.py"]
- Build this Dockerfile and run the container on the remote server. More details here.
2. Remote Execution Using Prefect Agent:
- Prefect supports the execution of flows remotely. You'll need to deploy the flow to a Prefect agent running on the remote server. Here’s how you can do it:
python
from prefect import flow
@flow
def run_remote_script():
import subprocess
result = subprocess.run(["ssh", "user@remote_server", "python /path/to/your_script.py"], capture_output=True, text=True)
print(result.stdout)
run_remote_script()
- Ensure that you have set up a Prefect agent on the remote server and registered your flow. The agent will pick up the flow and execute it.
3. Using prefect-shell
Task:
- If you need to execute a shell command to run the script on the remote server, you might use Prefect’s `ShellTask`:
python
from prefect import flow
from prefect_shell import shell_run_command
@flow
def run_remote_script():
result = shell_run_command.run(command="ssh user@remote 'python /path/to/your_script.py'")
return result
run_remote_script()
- This method allows you to directly execute shell commands through a flow. More on `prefect-shell` here.
By following these approaches, you can run a Python file stored on another server while using Prefect v2. Make sure to choose the method that best fits your setup and requirements.