Adeel Shakir
07/31/2024, 2:56 PMMarvin
07/31/2024, 2:56 PMbash
prefect agent start -p my-ec2-pool
- If the work pool does not exist, it will be created automatically.
5. Verify the Agent is Running:
- Check your Prefect Cloud dashboard to ensure the agent appears under your newly created work pool.
For more details, refer to the Prefect docs:
- Agent Configuration
- Prefect Cloud Guide
Should you encounter any issues, visiting Prefect's GitHub issues page might provide additional context and solutions.
Let me know if you need more assistance!Adeel Shakir
07/31/2024, 4:06 PMMarvin
07/31/2024, 4:06 PMPREFECT_API_URL
and PREFECT_API_KEY
on your EC2 instance, you will need to configure these as environment variables. Here’s how you can do it:
1. Retrieve Necessary Information:
- PREFECT_API_URL: This should be in the format: <https://api.prefect.cloud/api/accounts/[ACCOUNT-ID]/workspaces/[WORKSPACE-ID]>
.
- PREFECT_API_KEY: You can generate this from Prefect Cloud by navigating to your account settings.
2. Set Environment Variables on EC2:
- You can add these environment variables directly in your shell or permanently in your shell configuration file.
3. Setting Environment Variables in Shell:
bash
export PREFECT_API_URL="<https://api.prefect.cloud/api/accounts/[ACCOUNT-ID]/workspaces/[WORKSPACE-ID]>"
export PREFECT_API_KEY="your-prefect-api-key"
4. Permanently Setting in Shell Configuration File (e.g., .bashrc
or .zshrc
):
- Open the file in an editor:
bash
nano ~/.bashrc # or ~/.zshrc for zsh users
- Add the environment variables:
bash
export PREFECT_API_URL="<https://api.prefect.cloud/api/accounts/[ACCOUNT-ID]/workspaces/[WORKSPACE-ID]>"
export PREFECT_API_KEY="your-prefect-api-key"
- Save and close the editor, then apply the changes:
bash
source ~/.bashrc # or ~/.zshrc
For more details on setting up Prefect environment variables, refer to the Prefect documentation here:
- Prefect Settings Guide
Let me know if you need further help!Adeel Shakir
07/31/2024, 4:16 PMMarvin
07/31/2024, 4:16 PMPREFECT_API_URL
and PREFECT_API_KEY
are correctly set in your environment.
4. Logs and Errors:
- Look for any logs or error messages from the agent/worker. Sometimes, the issue might be due to connectivity problems or misconfigurations that appear in the logs.
For additional context and resolutions to similar issues, here are some GitHub issues that might be relevant:
- Confusing work queue status in the UI
- Add deployment status events on deployment edit and creation
By following these steps, you should be able to determine the cause of the issue and take appropriate corrective actions. If problems persist, referring to the detailed documentation on Work Pools and Agents may help.Adeel Shakir
07/31/2024, 4:26 PMMarvin
07/31/2024, 4:26 PMbash
pip install prefect
3. Install Prefect-Docker:
Prefect-Docker is required for creating and running deployments using Docker.
bash
pip install prefect-docker
### 2. Configure Prefect API on Your Local Machine
Ensure your local machine can communicate with your Prefect Cloud account:
bash
export PREFECT_API_URL="<https://api.prefect.cloud/api/accounts/[ACCOUNT-ID]/workspaces/[WORKSPACE-ID]>"
export PREFECT_API_KEY="your-prefect-api-key"
Replace [ACCOUNT-ID]
, [WORKSPACE-ID]
, and your-prefect-api-key
with your actual Prefect Cloud account details.
### 3. Create Your First Prefect Job
Here is a simple Prefect flow example:
Example Flow (basic.py
):
python
from prefect import flow
@flow(log_prints=True) # logs `print` statements as INFO logs
def my_workflow():
print("I can call any python code here, including prefect tasks or flows")
if __name__ == "__main__":
my_workflow() # call it like a normal python function
# or serve it as a long-lived process
# my_workflow.serve("my-deployment-name")
### 4. Build Docker Image and Run Your Flow
1. Create a Dockerfile:
Dockerfile
FROM prefecthq/prefect:latest-python3.9
COPY . /usr/src/app
WORKDIR /usr/src/app
CMD ["python", "basic.py"]
2. Build Your Docker Image:
Run this command in the directory containing basic.py
and the `Dockerfile`:
bash
docker build -t my-prefect-job .
3. Run Your Docker Container:
bash
docker run --env PREFECT_API_URL=$PREFECT_API_URL --env PREFECT_API_KEY=$PREFECT_API_KEY my-prefect-job
For more in-depth information, you can refer to the official documentation here:
- Prefect Docker Integration
By following these steps, you should be able to get started with Prefect, Docker, and create your first job. Let me know if you need further assistance!Adeel Shakir
08/01/2024, 8:03 AMMarvin
08/01/2024, 8:04 AMbash
prefect worker start -p default-agent-pool
- Refer to Transition guide from agents to workers.
2. Check Work Queue Status:
- Ensure that the respective work queue in the work pool is not paused. If paused, the worker will not execute any flow runs.
- Example command to unpause:
bash
prefect work-queue resume -n <work-queue-name>
3. Verify Agent/Worker Configuration:
- Ensure the environment variables are correctly set: PREFECT_API_URL
and PREFECT_API_KEY
.
4. Logs and Warnings:
- Look at the logs for any warnings or errors. For example, if you see something like:
All work queues in the work pool 'default-agent-pool' are currently paused. This agent will not execute any flow runs until the work queues are unpaused.
### Example Command to Start Worker:
bash
prefect worker start -p default-agent-pool
### Reference Documentation:
- Work Pools and Workers
- GitHub Issue on Warn when work queues paused when starting a worker or agent
- GitHub Issue on Deprecate `PrefectAgent` and `prefect agent` command group
If you follow these steps and the issue persists, check the Prefect Cloud dashboard and logs for additional information. If required, you may need to restart the service or reconfigure your setup based on any messages provided.Marvin
08/01/2024, 8:12 AMdefault-agent-pool
of type ecs
is not ready. Here are some suggestions to help resolve the issue:
### Key Actions to Take:
1. Check Work Pool Settings:
- Navigate to the Prefect Cloud dashboard and verify the default-agent-pool
settings. Ensure it is configured correctly.
2. Check Work Queue Status:
- Make sure the work queues within this work pool are not paused or experiencing issues. You can resume any paused queues:
bash
prefect work-queue resume -n <work-queue-name>
3. Start Worker Instead of Agent:
- As mentioned earlier, agents are deprecated. Start a worker using:
bash
prefect worker start -p default-agent-pool
4. Verify Environment Variables:
- Ensure your EC2 instance has the necessary environment variables (PREFECT_API_URL
and PREFECT_API_KEY
) set correctly.
### Example Command to Start Worker:
bash
prefect worker start -p default-agent-pool
### Additional Resources:
- Prefect Work Pools and Workers: Consult the Prefect documentation for comprehensive guidance.
- Upgrade Guide: Review Prefect's upgrade guide to transition from agents to workers effectively.
If these steps don't resolve the issue, consult your work pool logs and Prefect Cloud notifications for more detailed error messages, which might provide further insights.