0.6.4

Changed

• Convert predictions back to Python objects asynchronously to take advantage of any concurrency magic in low-level pandas code.

Fixed

• Convert requests to pandas dataframe asynchronously to take advantage of any concurrency magic in low-level pandas code.

Removed

• Support for Python 3.8

Full Changelog: 0.6.3...0.6.4

0.6.3

[0.6.3] - 2023-11-08

Added

• Emit error message when an exception is handled by the built application. Add X-Request-ID header value to log message when present

0.6.2

[0.6.2] - 2023-08-23

Fixed

• Adapt to pydantic 2.x API changes
• Assume naive datetimes to be UTC

0.6.1

[0.6.1] - 2023-08-23

Fixed

• Generic error handling passes correct request and exception arguments

0.6.0

[0.6.0] - 2023-08-23

Changed

• Return an asynchronous function from build_predictor
• Use orjson to serialize responses from app returned by build_app
• Improved error handling in app returned by build_app; will catch and format generic Exceptions
• Use newer pydantic and fastapi for potential performance improvements

0.5.0

[0.5.0] - 2023-06-09

Added

• Support for Python 3.10, 3.11

Security

• mlflow 2.x
• fastapi 0.96.x

0.4.1

[0.4.1] - 2023-04-17

Fixed

• Raise an error for unsupported field types. Previously would silently return a None resulting in request time errors.
• Support objects for predictions in array-like structures by mapping them to strings
• Improve support for models that return 1d arrays / tensors of strings
• Catch errors when model result does not conform to expected schema, and format as JSON response

0.4.0

[0.4.0] - 2023-01-31

Added

• Catch errors raised by ML model's predict method, format them as JSON, and return as the body of the 500 status response.

0.3.2

See Changelog

0.3.1

Bug fix release to support ML models that can return null predictions.

See CHANGELOG for full details.