Charles Liu
09/20/2024, 12:16 AMMarvin
09/20/2024, 12:16 AMlocal-pool
in Prefect and set up a different environment for both local development and Prefect Cloud, you can achieve this through the Prefect CLI and not directly within the prefect.yaml
file.
Here are the steps to help you get started:
1. Initialize Deployment Configuration:
Run the command prefect init
in your project directory to create a default prefect.yaml
file.
2. Create Work Pool:
Use the Prefect CLI to create a new work pool. For instance, you can create a work pool named local-pool
by executing:
sh
prefect work-pool create local-pool
3. Check if Work Pool Exists (Optional):
You may want to add some automation to check if the work pool already exists. This can be done via scripting with Prefect's CLI commands.
For local development and cloud setup, you can then configure your prefect.yaml
to describe deployments specific to each environment. While Prefect does not support conditional logic directly in prefect.yaml
, you can manage different configs using environment variables or separate configuration files.
For more detailed examples and CLI options, refer to the following documentation:
- Prefect 2.x Work Pools
- Prefect 3.x Work Pools
- Prefect YAML Deployment Configuration
Feel free to ask if you need further assistance!Charles Liu
09/20/2024, 12:34 AMMarvin
09/20/2024, 12:34 AMlocal-pool
already exists and create it if it does not. This script can be executed as a standalone Python script or as part of your CI/CD pipeline.
Here’s how you can do it:
python
import subprocess
import json
def get_work_pools():
# Get the list of existing work pools using Prefect CLI
result = subprocess.run(["prefect", "work-pool", "ls", "--json"], capture_output=True, text=True)
if result.returncode != 0:
print(f"Error listing work pools: {result.stderr}")
return []
return json.loads(result.stdout)
def create_work_pool(pool_name):
# Create a new work pool using Prefect CLI
result = subprocess.run(["prefect", "work-pool", "create", pool_name])
if result.returncode != 0:
print(f"Error creating work pool: {result.stderr}")
else:
print(f"Work pool '{pool_name}' created successfully.")
def main():
pool_name = "local-pool"
# Check if the work pool already exists
work_pools = get_work_pools()
pool_names = [pool["name"] for pool in work_pools]
if pool_name in pool_names:
print(f"Work pool '{pool_name}' already exists.")
else:
print(f"Work pool '{pool_name}' does not exist. Creating it now...")
create_work_pool(pool_name)
if __name__ == "__main__":
main()
### How to Use the Script
1. Save the Script: Save the script to a file, for example, setup_work_pool.py
.
2. Run the Script: From your terminal, run the script using Python:
sh
python setup_work_pool.py
### Notes:
1. Ensure Prefect CLI is Installed: Make sure the Prefect CLI is installed and accessible from your terminal.
2. Permission: Ensure you have the appropriate permissions to create work pools in your Prefect environment.
This script first checks for the existence of the local-pool
by listing all work pools in JSON format and checking if local-pool
is among them. If it is not, it proceeds to create the work pool.