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Added the following new functions in snowflake.snowpark.dataframe:
map
Added support for passing parameter include_error to Session.query_history to record queries that have error during execution.
Improvements
When target stage is not set in profiler, a default stage from Session.get_session_stage is used instead of raising SnowparkSQLException.
Allowed lower case or mixed case input when calling Session.stored_procedure_profiler.set_active_profiler.
Added distributed tracing using open telemetry APIs for action function in DataFrame:
cache_result
Removed opentelemetry warning from logging.
Bug Fixes
Fixed the pre-action and post-action query propagation when In expression were used in selects.
Fixed a bug that raised error AttributeError while calling Session.stored_procedure_profiler.get_output when Session.stored_procedure_profiler is disabled.
Dependency Updates
Added a dependency on protobuf>=5.28 and tzlocal at runtime.
Added a dependency on protoc-wheel-0 for the development profile.
Added support for DataFrame.align and Series.align for axis=0.
Added support for size in GroupBy.aggregate, DataFrame.aggregate, and Series.aggregate.
Added support for snowflake.snowpark.functions.window
Added support for pd.read_pickle (Uses native pandas for processing).
Added support for pd.read_html (Uses native pandas for processing).
Added support for pd.read_xml (Uses native pandas for processing).
Added support for aggregation functions "size" and len in GroupBy.aggregate, DataFrame.aggregate, and Series.aggregate.
Added support for list values in Series.str.len.
Bug Fixes
Fixed a bug where aggregating a single-column dataframe with a single callable function (e.g. pd.DataFrame([0]).agg(np.mean)) would fail to transpose the result.
Fixed bugs where DataFrame.dropna() would:
Treat an empty subset (e.g. []) as if it specified all columns instead of no columns.
Raise a TypeError for a scalar subset instead of filtering on just that column.
Raise a ValueError for a subset of type pandas.Index instead of filtering on the columns in the index.
Disable creation of scoped read only table to mitigate Disable creation of scoped read only table to mitigate TableNotFoundError when using dynamic pivot in notebook environment.
Fixed a bug when concat dataframe or series objects are coming from the same dataframe when axis = 1.
Improvements
Improve np.where with scalar x value by eliminating unnecessary join and temp table creation.
Improve get_dummies performance by flattening the pivot with join.
Snowpark Local Testing Updates
New Features
Added support for patching functions that are unavailable in the snowflake.snowpark.functions module.
Added support for snowflake.snowpark.functions.any_value
Bug Fixes
Fixed a bug where Table.update could not handle VariantType, MapType, and ArrayType data types.
Fixed a bug where column aliases were incorrectly resolved in DataFrame.join, causing errors when selecting columns from a joined DataFrame.
Fixed a bug where Table.update and Table.merge could fail if the target table's index was not the default RangeIndex.