Changelog
All notable changes to this project will be documented in this file.
The format is based on Keep a Changelog, and this project adheres to Semantic Versioning.
[v0.2.1b1] - 2024-03-11
Added
- Ability to set the number of CPU cores used when scoring Pandas data frames. For more information, see Scoring Pandas Data Frames .
[v0.2.0b1] - 2024-02-27
Added
- Ability to request prediction intervals. For more information, see Request Prediction Intervals.
Changed
pyspark
is now an optional dependency. It is no longer installed by default. For more information, see Install.
[0.1.5b1] - 2024-02-09
Changed
- Warning instead of error if
SPARK_CONF_DIR
is set butspark-defaults.conf
is not found.
Fixed
- Detection of Spark master.
- Scoring Pandas data frames in environments that don't allow multiprocessing.
[0.1.4b1] - 2023-12-14
Fixed
- NaNs in returned Pandas data frame
id_column
.
[0.1.3b1] - 2023-11-13
Fixed
- ID column being coerced to float. This could result in errors such as:
pyarrow.lib.ArrowTypeError: Expected a string or bytes dtype, got float64
- Hang when getting schema for DAI Python scoring pipeline models with prediction intervals.
[0.1.0b1] - 2023-08-29
Added
- Ability to request SHAP contributions for original and transformed features.
Fixed
- Use generators where possible for Pandas data frame scoring to improve memory usage.
- Don't send unused columns for Pandas data frame scoring to minimize network request sizes.
[0.0.11b1] - 2023-08-24
Changed
- Scoring a Pandas data frame does not use Spark.
[0.0.10b1] - 2023-07-17
Changed
- Nullable integer data types in Pandas data frames are converted to float before scoring. Addresses potential errors when missing values are present, like
TypeError: Invalid value '' for dtype Int64
.
[0.0.9b1] - 2023-08-10
Added
- Support for directly scoring Spark data frames.
Changed
- Snowflake scoring no longer checks for password or warehouse options.
- Spark log level changed to "error" when scoring in local mode.
[0.0.8b1] - 2023-05-30
Fixed
SPARK_CONF_DIR
check when not running in local mode.
[0.0.7b1] - 2023-05-22
Added
- Support for Snowflake queries and tables.
Added
[0.0.6b1] - 2023-05-05
Added
- Support for passphrase protected endpoints.
__version__
attribute.- Check for existence of spark-defaults.conf if a Spark configuration directory is specified.
- Unset
SPARK_HOME
if running in local mode. - Documentation site.
[0.0.5b1] - 2023-04-14
Initial public release.
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