QTai
11/14/2024, 9:53 AMMarvin
11/14/2024, 9:54 AMrequirements.txt
in your Prefect flow, you can adjust the flow to execute a shell command to install the requirements. This can be done using a task that runs a shell command.
Let's assume you're using Prefect 2.x or later. First, you should write a task that will run the shell command to install the requirements.txt
.
Here's how you can adjust your flow:
python
from prefect import flow, task
from prefect.logging import get_run_logger
import subprocess
@task
def install_requirements():
try:
result = subprocess.run(['pip', 'install', '-r', 'requirements.txt'], check=True, capture_output=True, text=True)
return result.stdout
except subprocess.CalledProcessError as e:
return e.stderr
@flow
def test_training_flow():
logger = get_run_logger()
<http://logger.info|logger.info>("Hello from ECS!!")
# Install requirements
install_results = install_requirements()
<http://logger.info|logger.info>(f"Installation Results: {install_results}")
if __name__ == "__main__":
test_training_flow()
### Key Points:
- Task for Installation: A task named install_requirements
has been added to handle the installation of packages from requirements.txt
using pip
.
- Logging: The installation results are captured and logged.
This code will attempt to install the contents of requirements.txt
each time the test_training_flow
flow is run. Make sure your requirements.txt
is in the same directory as your script or provide the correct path.
If you have different preferences or additional constraints, do let me know! If you're using a particular version of Prefect, please specify, and I can adjust the solution accordingly.