Fixing BaseSettings
ImportError When Using vaex
Problem
When importing the vaex
library (version 4.16.0) in a SageMaker notebook environment, you encounter the following error:
PydanticImportError: `BaseSettings` has been moved to the `pydantic-settings` package.
See https://docs.pydantic.dev/2.0.2/migration/#basesettings-has-moved-to-pydantic-settings for more details.
This error occurs due to recent changes in pydantic
version 2, where the BaseSettings
class has been moved to a separate package. Since vaex
(or one of its dependencies) tries to import BaseSettings
from the old location, you need to manually resolve the dependency conflict.
Solutions
Install pydantic-settings (Recommended)
The most reliable solution is to install the pydantic-settings
package:
pip install pydantic-settings
This creates a smooth upgrade path by providing the required module while maintaining compatibility with other packages.
Use Pydantic's v1 Compatibility Import (Alternative)
If you need to maintain other dependencies that require pydantic
v1:
# Replace old import:
# from pydantic import BaseSettings
from pydantic.v1 import BaseSettings # Use v1 compatibility layer
Update Third-Party Libraries
For library maintainers migrating their codebase, replace imports:
# Replace old import:
# from pydantic import BaseSettings
from pydantic_settings import BaseSettings # New import path
Verify Installation in SageMaker
After installing dependencies, validate your environment in SageMaker:
# Check installed versions
import vaex
import pydantic
print(f"vaex version: {vaex.__version__}")
print(f"pydantic version: {pydantic.version.VERSION}")
Explanation
The error occurs because pydantic
version 2 introduced breaking changes:
BaseSettings
moved to the separatepydantic-settings
package- Applications using this class must either:
- Install the new package OR
- Use pydantic's v1 compatibility layer
Best Practices
Explicit Version Pinning
Add requirements to yourrequirements.txt
::requirements.txtpydantic>=2.0 pydantic-settings>=2.0
Test Compatibility
Verify library compatibility before deployment:bashpip install pytest pytest tests/test_pydantic_compatibility.py
Monitor Updates
Check vaex GitHub for pydantic v2 compatibility updates. Newer versions are likely to resolve this dependency natively.