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.Bring your towel and join one of the fastest growing data communities. Welcome to our second-generation open source orchestration platform, a completely rethought approach to dataflow automation.
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