Omar Rizwani
01/13/2025, 4:26 PMDocker
deployment missing gcloud credentials
Marvin
01/13/2025, 4:26 PMgcloud
CLI is installed and properly configured on your system. You can install or update it using the instructions from the Google Cloud SDK page.
2. Authenticate with Google Cloud:
- Run gcloud auth login
to authenticate your account.
- Set the project using gcloud config set project PROJECT_ID
.
3. Provide Docker with gcloud Credentials:
- Use gcloud auth configure-docker
to allow the Docker CLI to authenticate with Google Cloud using the credentials from gcloud
.
4. Verify Docker Configuration:
- Ensure that your Docker daemon is configured to use the gcloud
credential helper. This is usually set in your ~/.docker/config.json
file.
5. Check for Errors in Logs:
- Review any error messages in the Prefect logs or Docker logs for further clues. Common issues include missing Python modules or corrupted installations, as noted in this GitHub issue.
6. Manual Image Pull:
- As a workaround, manually pull the Docker image using docker pull <http://gcr.io/YOUR_PROJECT/YOUR_IMAGE|gcr.io/YOUR_PROJECT/YOUR_IMAGE>
to ensure the image is available locally.
7. Review Permissions:
- Ensure that your service account has the necessary permissions to access the Google Container Registry.
For more detailed guidance, you might want to explore the Prefect documentation on GCP Worker Guide.
If these steps don't resolve the issue, consider checking out the related discussions and solutions in the Prefect GitHub issues here.Omar Rizwani
01/13/2025, 4:29 PMPrefect
deployment from Python
and my gcloud credentials
are ok there but when this deployment calls a Prefect
Docker
deployment which then doesn't have the correct gcloud crdentials
what am I missing?Marvin
01/13/2025, 4:29 PMgcloud auth configure-docker
on the machine where the Docker deployment is executed. This configures Docker to use your Google Cloud credentials for accessing Google Container Registry.
3. Volume Mount Credentials:
- If using a service account, ensure that the service account key file is available in the Docker container. You can achieve this by mounting the credentials file as a volume in Docker using -v /path/to/your/credentials.json:/path/in/container/credentials.json
.
4. Set Environment Variables:
- Set the necessary environment variables in your Docker container to point to the credentials file. For example, GOOGLE_APPLICATION_CREDENTIALS
should be set to the path where the credentials file is mounted inside the container.
5. Check Docker Configuration:
- Verify that your Docker configuration includes the necessary credential helpers and that the ~/.docker/config.json
file is correctly set up.
6. Manual Image Pull:
- As a temporary workaround, manually pull the required Docker images using docker pull
to ensure they are available locally before running the deployment.
For more detailed guidance, you can refer to the Prefect documentation on GCP Worker Guide or explore related discussions in the Prefect GitHub issues here.Omar Rizwani
01/13/2025, 4:38 PMPrefect
deployment from Python
and my gcloud credentials
are ok there but when this deployment calls a Prefect
Docker
deployment via a Prefect
workpool
that has a local Docker
worker which then doesn't have the correct gcloud crdentials
what am I missing?Marvin
01/13/2025, 4:39 PM-v
flag. For example: -v /path/to/credentials.json:/path/in/container/credentials.json
.
2. Set Environment Variables in Docker Worker:
- Inside the Docker container, set the GOOGLE_APPLICATION_CREDENTIALS
environment variable to point to the path where the credentials file is mounted. This allows Google Cloud libraries to automatically authenticate.
3. Configure Docker Credential Helper:
- Run gcloud auth configure-docker
on the machine running the Docker worker to ensure Docker can authenticate with Google services.
4. Start Docker Worker with Correct Configuration:
- When starting the Docker worker, ensure it is configured with the necessary environment variables and volume mounts. This can be done by passing these configurations in the docker run
command.
5. Verify Worker Setup:
- Double-check that the worker is correctly set up in the Prefect workpool. You can view and manage workers from the Prefect UI under the Work Pools tab.
For more detailed guidance, you can refer to the Prefect documentation on Docker Infrastructure Examples and the GCP Worker Guide.
If these steps don't resolve the issue, consider checking the Prefect GitHub issues for any related discussions or solutions.Omar Rizwani
01/14/2025, 4:50 PMMarvin
01/14/2025, 4:50 PMservice_account_info
method. This method involves passing the service account information as a dictionary, which can then be accessed within the container without relying on file paths. This approach is more container-friendly. You can see an example of this approach in the Prefect GCP integration guide.
2. Environment Variables: Ensure that the GOOGLE_APPLICATION_CREDENTIALS
environment variable is set correctly within the Docker container. This variable should point to the path of your credentials file within the container.
3. Volume Mounting: If you prefer using a credentials file, make sure to mount the credentials file into the Docker container using Docker's volume mounting feature. This ensures that the file path is consistent between your host and the container.
4. Docker Image Issues: There have been issues reported with Docker agents failing to pull images from Google Container Registry due to credential problems. If you're experiencing similar issues, ensure that your Docker and gcloud installations are not corrupted, and that the Python interpreter used by gcloud is correctly configured. You might want to review related GitHub issues for more insights.
By addressing these areas, you should be able to resolve the credential path discrepancies between your host and Docker container.Omar Rizwani
01/14/2025, 5:02 PMVM
host. I have run a Prefect Docker Container
from this VM
host & successfully mounted my gcloud
credentials to it. A Docker workpool
is defined via YAML with a volume mount for host gcloud credentials to worker. A worker
has been started on the Prefect Docker Container
. It is this worker
that is missing some of the expected gcloud
credentials. How can I fix this specific scenario?Marvin
01/14/2025, 5:02 PMgcloud
credentials file is correctly mounted into the Docker container where the worker is running. The path specified in the Docker workpool YAML for volume mounting should match the path used by the worker to access the credentials.
2. Environment Variables: Ensure that the GOOGLE_APPLICATION_CREDENTIALS
environment variable is set within the Docker container to point to the correct path of the credentials file. This can be specified in your Docker workpool configuration.
3. Service Account Info: Consider using the service_account_info
method to pass credentials directly, bypassing the need for file paths. This method can be more reliable across different environments. For more details, refer to the Prefect GCP Worker Guide.
4. Configuration Consistency: Double-check that the Prefect worker configuration, including any API keys and environment variables, is consistent between your host and container setups.
These steps should help resolve the credential discrepancies. If issues persist, reviewing your Docker and Prefect configurations for any inconsistencies or errors might be necessary.Marvin
01/14/2025, 5:07 PMGOOGLE_APPLICATION_CREDENTIALS
environment variable within the Docker container to point to the credentials file's path inside the container. This can be done in your YAML configuration for the worker.
3. Service Account Configuration: Make sure your service account has the necessary permissions and is properly configured in the GCP project. This includes permissions like iam.serviceAccounts.create
and iam.serviceAccountKeys.create
. The Prefect documentation suggests setting up a GCPCredentials block for managing service account keys, which might be useful.
4. Check Prefect API and Worker Configuration: Ensure that all necessary Prefect environment variables, such as PREFECT_API_URL
and PREFECT_API_KEY
, are correctly set for the worker. This is crucial for the worker to communicate with Prefect Cloud.
For more detailed guidance, you can refer to the Prefect GCP Worker Guide and the Work Pools Documentation. These resources provide insights into setting up and configuring work pools and workers in a cloud environment.Marvin
01/14/2025, 5:08 PMservice_account_info
method instead of a file path. This method embeds the credentials directly in your configuration, making them accessible across containers. Here's an example of how to set it up:
python
service_account_info = {
"type": "service_account",
"project_id": "PROJECT_ID",
"private_key_id": "KEY_ID",
"private_key": "-----BEGIN PRIVATE KEY-----\nPRIVATE_KEY\n-----END PRIVATE KEY-----\n",
"client_email": "SERVICE_ACCOUNT_EMAIL",
"client_id": "CLIENT_ID",
"auth_uri": "<https://accounts.google.com/o/oauth2/auth>",
"token_uri": "<https://accounts.google.com/o/oauth2/token>",
"auth_provider_x509_cert_url": "<https://www.googleapis.com/oauth2/v1/certs>",
"client_x509_cert_url": "<https://www.googleapis.com/robot/v1/metadata/x509/SERVICE_ACCOUNT_EMAIL>"
}
GcpCredentials(service_account_info=service_account_info).save("BLOCK-NAME-PLACEHOLDER")
2. Environment Variables: Ensure that the GOOGLE_APPLICATION_CREDENTIALS
environment variable is set correctly within the Docker container to point to the credentials file's path, if you're using file-based credentials.
3. Volume Mounts: Double-check the volume mounts in your YAML configuration to ensure they map the host credentials correctly to the container. The path inside the container should match where your worker expects to find the credentials.
4. Permissions: Verify that the service account has the necessary permissions in your GCP project, such as iam.serviceAccounts.create
and iam.serviceAccountKeys.create
.
5. Prefect Worker Configuration: Ensure all necessary Prefect environment variables, such as PREFECT_API_URL
and PREFECT_API_KEY
, are set correctly for the worker.
Refer to the Prefect GCP Integration Guide for more details on configuring GCP credentials.