Release 0.6.0

0.6.0 (2024-04-23)

Features

• Add BM colors to interpretability plot
• Add interpret function for use in scripts
• Add methods for weighting training examples
• Adjust hive to use ini files
• Enable setting 'ignore_entities_without_events' flag.
• Extract queries from connectors
• Create common mechanism for query execution
• Refactor query builders
• Add treemap visualization
• Add treemap generation from predefined hierarchy
• Replace sampling method with actual sampling
• Make attribution average optional.
• Introduce Python 3.11
• Add regression task to interpretability
• Support training resuming
• Create chunks based on partition column
• Support booleans in fit stage

Fixes

• Add quotation marks around table names in dialect providers
• Add quotation marks to entity ids subquery
• Add reset method to LongCastingMetric
• Add return statement to FM get trainable module
• Cast Hive decimal columns to float
• Change cache dir type
• Fixing id info parsing
• Handle empty iterator while caching
• Hash sketches hashing function and tests
• Add options to change interpretability sample size
• Fix time shift when caching datetimes.
• Handle decimal types in Hive training iterator.
• Fix ignore_entities_without_events flag
• Fix combining tiles with the same name and different id
• Catching prediction on None object and fixing runtime threshold
• Remove dask-ml, bump ray, use compatible dask version
• Set enable_checkpointing flag accordingly to the callbacks setup
• Small fix in one-hot-encoders
• Stop logging warnings for uppercase unquoted columns in snowflake