├── .cursorrules ├── .github ├── CODEOWNERS ├── ISSUE_TEMPLATE │ ├── BUG_REPORT.md │ ├── FEATURE_REQUEST.md │ ├── LOCAL_TESTING_BUG_REPORT.md │ └── LOCAL_TESTING_FEATURE_REQUEST.md ├── labeler.yml ├── pull_request_template.md ├── repo_meta.yaml ├── scripts │ ├── decrypt_parameters.sh │ └── install_protoc.sh └── workflows │ ├── ast-check.yml │ ├── changedoc_snowpark_pandas.yml │ ├── changelog.yml │ ├── checkprs.yml │ ├── cla_bot.yml │ ├── create-test-branch-from-release.yml │ ├── daily_jupyter_nb_test.yml │ ├── daily_modin_precommit_py311_py312.yml │ ├── daily_modin_precommit_py39_py310.yml │ ├── daily_precommit.yml │ ├── enforce_localtest.yml │ ├── jira_close.yml │ ├── jira_comment.yml │ ├── jira_issue.yml │ ├── label_snowpark_pandas.yml │ ├── parameters │ ├── parameters_aws.py.gpg │ ├── parameters_azure.py.gpg │ ├── parameters_dbapi.py.gpg │ ├── parameters_gcp.py.gpg │ └── rsa_keys │ │ ├── rsa_key_aws.p8.gpg │ │ ├── rsa_key_azure.p8.gpg │ │ └── rsa_key_gcp.p8.gpg │ ├── precommit.yml │ ├── python-publish.yml │ ├── semgrep.yml │ └── threadsafe-check.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CHANGELOG.md ├── CONTRIBUTING.md ├── LICENSE.txt ├── MANIFEST.in ├── README.md ├── ci ├── check_standalone_function_snowpark_pandas_telemetry_decorator.py ├── docker │ └── snowpark_test_fips │ │ ├── Dockerfile │ │ └── scripts │ │ └── entrypoint.sh ├── snyk │ └── requirements.txt ├── test_fips.sh └── test_fips_docker.sh ├── docs ├── Makefile ├── README.md ├── make.bat ├── modin_api_coverage │ ├── API-Documentation-Generation.ipynb │ ├── DocumentedPandasAPI.csv │ ├── Supported_API.csv │ └── Supported_API.md └── source │ ├── _static │ ├── globe.svg │ ├── logo-white.svg │ └── snowflake-logo-blue.png │ ├── _templates │ └── autosummary │ │ ├── accessor_method.rst │ │ ├── base.rst │ │ ├── class.rst │ │ ├── modin_accessor.rst │ │ ├── modin_accessor_attribute.rst │ │ └── modin_accessor_method.rst │ ├── _themes │ └── empty │ │ ├── layout.html │ │ └── theme.conf │ ├── conf.py │ ├── doc_gen.py │ ├── index.rst │ ├── modin │ ├── dataframe.rst │ ├── general_functions.rst │ ├── groupby.rst │ ├── hybrid_execution.rst │ ├── index.rst │ ├── indexing.rst │ ├── interoperability.rst │ ├── io.rst │ ├── numpy.rst │ ├── performance.rst │ ├── resampling.rst │ ├── series.rst │ ├── session.rst │ ├── supported │ │ ├── agg_supp.rst │ │ ├── dataframe_supported.rst │ │ ├── datetime_index_supported.rst │ │ ├── general_supported.rst │ │ ├── groupby_supported.rst │ │ ├── index.rst │ │ ├── index_supported.rst │ │ ├── resampling_supported.rst │ │ ├── series_dt_supported.rst │ │ ├── series_str_supported.rst │ │ ├── series_supported.rst │ │ ├── timedelta_index_supported.rst │ │ └── window_supported.rst │ └── window.rst │ └── snowpark │ ├── async_job.rst │ ├── catalog.rst │ ├── column.rst │ ├── context.rst │ ├── dataframe.rst │ ├── exceptions.rst │ ├── files.rst │ ├── functions.rst │ ├── grouping.rst │ ├── index.rst │ ├── io.rst │ ├── lineage.rst │ ├── observability.rst │ ├── row.rst │ ├── secrets.rst │ ├── session.rst │ ├── stored_procedure_profiler.rst │ ├── stored_procedures.rst │ ├── table.rst │ ├── table_function.rst │ ├── testing.rst │ ├── types.rst │ ├── udaf.rst │ ├── udf.rst │ ├── udtf.rst │ └── window.rst ├── license_header.txt ├── mypy.ini ├── pyproject.toml ├── recipe └── meta.yaml ├── scripts ├── conda_build.sh ├── conda_build_verification │ ├── README.md │ ├── conda_build_verification.sh │ ├── docker_verify.sh │ └── smoke_test.py ├── copy-ast.sh ├── copy-remote-ast.sh ├── jenkins_regress.sh ├── jenkins_regress_snowpandas.sh ├── longprs.py ├── parameters.py.gpg ├── parameters_prod.py.gpg ├── parameters_qa.py.gpg ├── release │ ├── prepare_release_branch.py │ └── readme.md ├── run_snowparkpandasnotdoctest.sh └── tox_install_cmd.sh ├── setup.py ├── snowpark_style_guide.md ├── src ├── conftest.py └── snowflake │ └── snowpark │ ├── __init__.py │ ├── _functions │ ├── __init__.py │ ├── general_functions.py │ └── scalar_functions.py │ ├── _internal │ ├── __init__.py │ ├── analyzer │ │ ├── __init__.py │ │ ├── analyzer.py │ │ ├── analyzer_utils.py │ │ ├── binary_expression.py │ │ ├── binary_plan_node.py │ │ ├── datatype_mapper.py │ │ ├── expression.py │ │ ├── grouping_set.py │ │ ├── metadata_utils.py │ │ ├── query_plan_analysis_utils.py │ │ ├── schema_utils.py │ │ ├── select_statement.py │ │ ├── snowflake_plan.py │ │ ├── snowflake_plan_node.py │ │ ├── sort_expression.py │ │ ├── table_function.py │ │ ├── table_merge_expression.py │ │ ├── unary_expression.py │ │ ├── unary_plan_node.py │ │ └── window_expression.py │ ├── ast │ │ ├── __init__.py │ │ ├── batch.py │ │ ├── builder.py │ │ └── utils.py │ ├── code_generation.py │ ├── compiler │ │ ├── __init__.py │ │ ├── cte_utils.py │ │ ├── large_query_breakdown.py │ │ ├── plan_compiler.py │ │ ├── query_generator.py │ │ ├── repeated_subquery_elimination.py │ │ ├── telemetry_constants.py │ │ └── utils.py │ ├── data_source │ │ ├── __init__.py │ │ ├── datasource_partitioner.py │ │ ├── datasource_reader.py │ │ ├── datasource_typing.py │ │ ├── dbms_dialects │ │ │ ├── __init__.py │ │ │ ├── base_dialect.py │ │ │ ├── databricks_dialect.py │ │ │ ├── mysql_dialect.py │ │ │ ├── oracledb_dialect.py │ │ │ ├── postgresql_dialect.py │ │ │ ├── sqlite3_dialect.py │ │ │ └── sqlserver_dialect.py │ │ ├── drivers │ │ │ ├── __init__.py │ │ │ ├── base_driver.py │ │ │ ├── databricks_driver.py │ │ │ ├── oracledb_driver.py │ │ │ ├── psycopg2_driver.py │ │ │ ├── pymsql_driver.py │ │ │ ├── pyodbc_driver.py │ │ │ └── sqlite_driver.py │ │ ├── jdbc.py │ │ └── utils.py │ ├── debug_utils.py │ ├── error_message.py │ ├── event_table_telemetry.py │ ├── open_telemetry.py │ ├── packaging_utils.py │ ├── proto │ │ ├── README.md │ │ ├── ast.proto │ │ └── generated │ │ │ └── __init__.py │ ├── select_projection_complexity_utils.py │ ├── server_connection.py │ ├── snowpark_profiler.py │ ├── telemetry.py │ ├── temp_table_auto_cleaner.py │ ├── type_utils.py │ ├── udf_utils.py │ ├── utils.py │ ├── xml_reader.py │ └── xpath_handlers.py │ ├── async_job.py │ ├── catalog.py │ ├── column.py │ ├── context.py │ ├── dataframe.py │ ├── dataframe_ai_functions.py │ ├── dataframe_analytics_functions.py │ ├── dataframe_na_functions.py │ ├── dataframe_profiler.py │ ├── dataframe_reader.py │ ├── dataframe_stat_functions.py │ ├── dataframe_writer.py │ ├── exceptions.py │ ├── file_operation.py │ ├── files.py │ ├── functions.py │ ├── lineage.py │ ├── mock │ ├── __init__.py │ ├── _analyzer.py │ ├── _connection.py │ ├── _constants.py │ ├── _functions.py │ ├── _nop_analyzer.py │ ├── _nop_connection.py │ ├── _nop_plan.py │ ├── _options.py │ ├── _pandas_util.py │ ├── _plan.py │ ├── _plan_builder.py │ ├── _select_statement.py │ ├── _snowflake_data_type.py │ ├── _snowflake_to_pandas_converter.py │ ├── _stage_registry.py │ ├── _stored_procedure.py │ ├── _telemetry.py │ ├── _udaf.py │ ├── _udf.py │ ├── _udf_utils.py │ ├── _udtf.py │ ├── _util.py │ ├── _window_utils.py │ └── exceptions.py │ ├── modin │ ├── NOTICE │ ├── __init__.py │ ├── config │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── envvars.py │ │ └── pubsub.py │ ├── conftest.py │ ├── plugin │ │ ├── __init__.py │ │ ├── _internal │ │ │ ├── __init__.py │ │ │ ├── aggregation_utils.py │ │ │ ├── align_utils.py │ │ │ ├── apply_utils.py │ │ │ ├── binary_op_utils.py │ │ │ ├── concat_utils.py │ │ │ ├── cumulative_utils.py │ │ │ ├── cut_utils.py │ │ │ ├── frame.py │ │ │ ├── generator_utils.py │ │ │ ├── get_dummies_utils.py │ │ │ ├── groupby_utils.py │ │ │ ├── indexing_utils.py │ │ │ ├── io_utils.py │ │ │ ├── isin_utils.py │ │ │ ├── join_utils.py │ │ │ ├── ordered_dataframe.py │ │ │ ├── pivot_utils.py │ │ │ ├── resample_utils.py │ │ │ ├── row_count_estimation.py │ │ │ ├── session.py │ │ │ ├── snowpark_pandas_types.py │ │ │ ├── statement_params_constants.py │ │ │ ├── telemetry.py │ │ │ ├── timestamp_utils.py │ │ │ ├── transpose_utils.py │ │ │ ├── type_utils.py │ │ │ ├── unpivot_utils.py │ │ │ ├── utils.py │ │ │ ├── where_utils.py │ │ │ └── window_utils.py │ │ ├── _typing.py │ │ ├── compiler │ │ │ ├── __init__.py │ │ │ ├── doc_utils.py │ │ │ ├── ray_utils.py │ │ │ └── snowflake_query_compiler.py │ │ ├── dev-requirements.txt │ │ ├── docstrings │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── dataframe.py │ │ │ ├── datetime_index.py │ │ │ ├── general.py │ │ │ ├── groupby.py │ │ │ ├── index.py │ │ │ ├── io.py │ │ │ ├── resample.py │ │ │ ├── series.py │ │ │ ├── series_utils.py │ │ │ ├── shared_docs.py │ │ │ ├── timedelta_index.py │ │ │ └── window.py │ │ ├── extensions │ │ │ ├── __init__.py │ │ │ ├── base_overrides.py │ │ │ ├── dataframe_extensions.py │ │ │ ├── dataframe_groupby_overrides.py │ │ │ ├── dataframe_overrides.py │ │ │ ├── datetime_index.py │ │ │ ├── general_overrides.py │ │ │ ├── index.py │ │ │ ├── indexing_overrides.py │ │ │ ├── io_overrides.py │ │ │ ├── pd_extensions.py │ │ │ ├── resample_overrides.py │ │ │ ├── resampler_groupby_overrides.py │ │ │ ├── rolling_groupby_overrides.py │ │ │ ├── series_extensions.py │ │ │ ├── series_groupby_overrides.py │ │ │ ├── series_overrides.py │ │ │ ├── snow_partition_iterator.py │ │ │ ├── timedelta_index.py │ │ │ ├── utils.py │ │ │ └── window_overrides.py │ │ ├── io │ │ │ ├── __init__.py │ │ │ ├── factories.py │ │ │ └── snow_io.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── error_message.py │ │ │ ├── exceptions.py │ │ │ ├── frontend_constants.py │ │ │ ├── numpy_to_pandas.py │ │ │ └── warning_message.py │ └── utils.py │ ├── py.typed │ ├── query_history.py │ ├── relational_grouped_dataframe.py │ ├── row.py │ ├── secrets.py │ ├── session.py │ ├── stored_procedure.py │ ├── stored_procedure_profiler.py │ ├── table.py │ ├── table_function.py │ ├── testing.py │ ├── types.py │ ├── udaf.py │ ├── udf.py │ ├── udf_profiler.py │ ├── udtf.py │ ├── version.py │ └── window.py ├── tests ├── .gitignore ├── README.md ├── __init__.py ├── ast │ ├── README.md │ ├── ast_test_utils.py │ ├── conftest.py │ ├── data │ │ ├── DataFrame.agg.test │ │ ├── DataFrame.ai.test │ │ ├── DataFrame.col_ilike.test │ │ ├── DataFrame.collect.test │ │ ├── DataFrame.count.test │ │ ├── DataFrame.count2.test │ │ ├── DataFrame.create_or_replace.test │ │ ├── DataFrame.cross_join.lsuffix.test │ │ ├── DataFrame.cross_join.rsuffix.test │ │ ├── DataFrame.cross_join.suffix.test │ │ ├── DataFrame.describe.test │ │ ├── DataFrame.flatten.test │ │ ├── DataFrame.indexers.test │ │ ├── DataFrame.join.inner.column.test │ │ ├── DataFrame.join.inner.column_list.test │ │ ├── DataFrame.join.inner.column_list_predicate.test │ │ ├── DataFrame.join.inner.predicate.test │ │ ├── DataFrame.join.inner.predicate_rsuffix.test │ │ ├── DataFrame.join.left_outer.column.test │ │ ├── DataFrame.join.right_outer.predicate.test │ │ ├── DataFrame.join_table_function.test │ │ ├── DataFrame.lateral_join.test │ │ ├── DataFrame.natural_join.test │ │ ├── DataFrame.pivot.test │ │ ├── DataFrame.select_expr.test │ │ ├── DataFrame.stat.test │ │ ├── DataFrame.to_df.test │ │ ├── DataFrame.to_local_iterator.test │ │ ├── DataFrame.to_pandas.test │ │ ├── DataFrame.to_pandas_batch.test │ │ ├── DataFrame.unpivot.test │ │ ├── DataFrame.write.test │ │ ├── Dataframe.cube.test │ │ ├── Dataframe.distinct.test │ │ ├── Dataframe.drop_duplicates.test │ │ ├── Dataframe.drop_duplicates_snow1874622.test │ │ ├── Dataframe.filter.test │ │ ├── Dataframe.getitem.test │ │ ├── Dataframe.group_by.test │ │ ├── Dataframe.group_by_grouping_sets.test │ │ ├── Dataframe.join.asof.test │ │ ├── Dataframe.join.prefix.test │ │ ├── Dataframe.rollup.test │ │ ├── Dataframe.show.test │ │ ├── Dataframe.to_snowpark_pandas.test.DISABLED │ │ ├── Dataframe.with_col_fns.test │ │ ├── DataframeNaFunctions.test │ │ ├── RelationalGroupedDataFrame.agg.test │ │ ├── RelationalGroupedDataFrame.ai_agg.test │ │ ├── RelationalGroupedDataFrame.test │ │ ├── Session.call.test │ │ ├── Session.create_dataframe.test │ │ ├── Session.create_dataframe_from_pandas.test │ │ ├── Session.flatten.test │ │ ├── Session.table_function.test │ │ ├── Table.delete.test │ │ ├── Table.drop_table.test │ │ ├── Table.init.test │ │ ├── Table.merge.test │ │ ├── Table.sample.test │ │ ├── Table.update.test │ │ ├── case_when.test │ │ ├── col_alias.test │ │ ├── col_asc.test │ │ ├── col_between.test │ │ ├── col_binops.test │ │ ├── col_bitops.test │ │ ├── col_cast.test │ │ ├── col_cast_coll.test │ │ ├── col_desc.test │ │ ├── col_getitem.test │ │ ├── col_in_.test │ │ ├── col_lit.test │ │ ├── col_literal.test │ │ ├── col_null_nan.test │ │ ├── col_rbinops.test │ │ ├── col_star.test │ │ ├── col_string.test │ │ ├── col_try_cast.test │ │ ├── col_udf.test │ │ ├── col_unary_ops.test │ │ ├── col_within_group.test │ │ ├── df_alias.test │ │ ├── df_analytics_functions.test │ │ ├── df_col.test │ │ ├── df_copy.test │ │ ├── df_drop.test │ │ ├── df_except.test │ │ ├── df_first.test │ │ ├── df_intersect.test │ │ ├── df_limit.test │ │ ├── df_map.test │ │ ├── df_random_split.test │ │ ├── df_sample.test │ │ ├── df_sort.test │ │ ├── df_union.test │ │ ├── functions.table_functions.test │ │ ├── functions1.test │ │ ├── functions2.test │ │ ├── interval.test │ │ ├── select.test │ │ ├── session.read.test │ │ ├── session.sql.test │ │ ├── session_directory.test │ │ ├── session_generator.test │ │ ├── session_range.test │ │ ├── session_table_dq_abs_l.test │ │ ├── session_table_dq_abs_s.test │ │ ├── session_table_dq_rs_l.test │ │ ├── session_table_dq_rs_s.test │ │ ├── session_table_dq_rt_l.test │ │ ├── session_table_dq_rt_s.test │ │ ├── session_table_temp_table_cleanup.test │ │ ├── session_table_uq_abs_l.test │ │ ├── session_table_uq_abs_s.test │ │ ├── session_table_uq_rs_l.test │ │ ├── session_table_uq_rs_s.test │ │ ├── session_table_uq_rt_l.test │ │ ├── session_table_uq_rt_s.test │ │ ├── session_transaction.test │ │ ├── session_write_pandas.test │ │ ├── shadowed_local_name.test │ │ ├── smoke1.test │ │ ├── smoke2.test │ │ ├── sproc.test │ │ ├── test.json │ │ ├── udaf.test │ │ ├── udtf.test │ │ └── windows.test │ ├── test_ast_batch.py │ ├── test_ast_driver.py │ ├── test_ast_mode.py │ ├── test_ast_parameter.py │ └── test_ast_setup.py ├── conftest.py ├── integ │ ├── __init__.py │ ├── compiler │ │ └── test_query_generator.py │ ├── conftest.py │ ├── datasource │ │ ├── test_data_source_sp.py │ │ ├── test_databricks.py │ │ ├── test_jdbc.py │ │ ├── test_mysql.py │ │ ├── test_oracledb.py │ │ ├── test_postgres.py │ │ └── test_sql_server.py │ ├── modin │ │ ├── __init__.py │ │ ├── binary │ │ │ ├── __init__.py │ │ │ ├── test_binary_not_implemented.py │ │ │ ├── test_binary_op.py │ │ │ └── test_timedelta.py │ │ ├── conftest.py │ │ ├── crosstab │ │ │ ├── conftest.py │ │ │ └── test_crosstab.py │ │ ├── data.py │ │ ├── extensions │ │ │ ├── __init__.py │ │ │ ├── test_dataframe_extensions.py │ │ │ └── test_series_extensions.py │ │ ├── frame │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ ├── test_add_prefix.py │ │ │ ├── test_add_suffix.py │ │ │ ├── test_aggregate.py │ │ │ ├── test_align.py │ │ │ ├── test_all_any.py │ │ │ ├── test_apply.py │ │ │ ├── test_apply_axis_0.py │ │ │ ├── test_applymap.py │ │ │ ├── test_assign.py │ │ │ ├── test_astype.py │ │ │ ├── test_at.py │ │ │ ├── test_attrs.py │ │ │ ├── test_axis.py │ │ │ ├── test_bfill_ffill.py │ │ │ ├── test_boxplot.py │ │ │ ├── test_cache_result.py │ │ │ ├── test_compare.py │ │ │ ├── test_copy.py │ │ │ ├── test_create_or_replace_dynamic_table.py │ │ │ ├── test_create_or_replace_view.py │ │ │ ├── test_cumulative.py │ │ │ ├── test_describe.py │ │ │ ├── test_diff.py │ │ │ ├── test_drop.py │ │ │ ├── test_drop_duplicates.py │ │ │ ├── test_dropna.py │ │ │ ├── test_dtypes.py │ │ │ ├── test_duplicated.py │ │ │ ├── test_empty.py │ │ │ ├── test_equals.py │ │ │ ├── test_eval_and_query │ │ │ │ ├── __init__.py │ │ │ │ ├── conftest.py │ │ │ │ ├── test_eval.py │ │ │ │ ├── test_query.py │ │ │ │ └── utils.py │ │ │ ├── test_fillna.py │ │ │ ├── test_filter.py │ │ │ ├── test_first_last_valid_index.py │ │ │ ├── test_from_dict.py │ │ │ ├── test_from_records.py │ │ │ ├── test_get_dummies.py │ │ │ ├── test_getattr.py │ │ │ ├── test_getitem.py │ │ │ ├── test_head_tail.py │ │ │ ├── test_iat.py │ │ │ ├── test_idxmax_idxmin.py │ │ │ ├── test_iloc.py │ │ │ ├── test_info.py │ │ │ ├── test_insert.py │ │ │ ├── test_interchange_protocol.py │ │ │ ├── test_interpolate.py │ │ │ ├── test_isin.py │ │ │ ├── test_isna.py │ │ │ ├── test_items.py │ │ │ ├── test_iterrows.py │ │ │ ├── test_itertuples.py │ │ │ ├── test_join.py │ │ │ ├── test_len.py │ │ │ ├── test_loc.py │ │ │ ├── test_mask.py │ │ │ ├── test_melt.py │ │ │ ├── test_memory_usage.py │ │ │ ├── test_merge.py │ │ │ ├── test_name.py │ │ │ ├── test_ndim.py │ │ │ ├── test_nlargest_nsmallest.py │ │ │ ├── test_nunique.py │ │ │ ├── test_pct_change.py │ │ │ ├── test_pop.py │ │ │ ├── test_quantile.py │ │ │ ├── test_rank.py │ │ │ ├── test_reindex.py │ │ │ ├── test_rename.py │ │ │ ├── test_replace.py │ │ │ ├── test_repr.py │ │ │ ├── test_reset_index.py │ │ │ ├── test_round.py │ │ │ ├── test_sample.py │ │ │ ├── test_select_dtypes.py │ │ │ ├── test_set_index.py │ │ │ ├── test_setitem.py │ │ │ ├── test_shape.py │ │ │ ├── test_shift.py │ │ │ ├── test_size.py │ │ │ ├── test_skew.py │ │ │ ├── test_sort_index.py │ │ │ ├── test_sort_values.py │ │ │ ├── test_squeeze.py │ │ │ ├── test_stack.py │ │ │ ├── test_style.py │ │ │ ├── test_take.py │ │ │ ├── test_to_dynamic_table.py │ │ │ ├── test_to_excel.py │ │ │ ├── test_to_html.py │ │ │ ├── test_to_iceberg.py │ │ │ ├── test_to_snowflake.py │ │ │ ├── test_to_snowpark.py │ │ │ ├── test_to_string.py │ │ │ ├── test_to_view.py │ │ │ ├── test_transpose.py │ │ │ ├── test_tz_convert.py │ │ │ ├── test_tz_localize.py │ │ │ ├── test_unary_op.py │ │ │ ├── test_unstack.py │ │ │ ├── test_value_counts.py │ │ │ └── test_where.py │ │ ├── groupby │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ ├── test_all_any.py │ │ │ ├── test_groupby___iter__.py │ │ │ ├── test_groupby_apply.py │ │ │ ├── test_groupby_basic_agg.py │ │ │ ├── test_groupby_bfill_ffill.py │ │ │ ├── test_groupby_dataframe_cumulative.py │ │ │ ├── test_groupby_dataframe_rank.py │ │ │ ├── test_groupby_dataframe_shift.py │ │ │ ├── test_groupby_default2pandas.py │ │ │ ├── test_groupby_fillna.py │ │ │ ├── test_groupby_first_last.py │ │ │ ├── test_groupby_get_group.py │ │ │ ├── test_groupby_getitem.py │ │ │ ├── test_groupby_head_tail.py │ │ │ ├── test_groupby_idxmax_idxmin.py │ │ │ ├── test_groupby_named_agg.py │ │ │ ├── test_groupby_negative.py │ │ │ ├── test_groupby_ngroups___len__.py │ │ │ ├── test_groupby_nunique.py │ │ │ ├── test_groupby_property.py │ │ │ ├── test_groupby_resample.py │ │ │ ├── test_groupby_rolling.py │ │ │ ├── test_groupby_series.py │ │ │ ├── test_groupby_series_cumulative.py │ │ │ ├── test_groupby_series_rank.py │ │ │ ├── test_groupby_series_shift.py │ │ │ ├── test_groupby_size.py │ │ │ ├── test_groupby_transform.py │ │ │ ├── test_groupby_unique.py │ │ │ ├── test_groupby_with_grouper.py │ │ │ ├── test_grouping.py │ │ │ ├── test_min_max.py │ │ │ ├── test_pct_change.py │ │ │ ├── test_quantile.py │ │ │ └── test_value_counts.py │ │ ├── hybrid │ │ │ ├── auto_switch_backend │ │ │ │ ├── conftest.py │ │ │ │ ├── test_environment_variable_disabled.py │ │ │ │ ├── test_environment_variable_enabled.py │ │ │ │ ├── test_plugin_default.py │ │ │ │ ├── test_user_sets_to_false.py │ │ │ │ └── test_user_sets_to_true.py │ │ │ ├── conftest.py │ │ │ ├── test_data_movement.py │ │ │ ├── test_df_creation_backend.py │ │ │ ├── test_extensions.py │ │ │ └── test_switch_operations.py │ │ ├── index │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ ├── test_all_any.py │ │ │ ├── test_argmax_argmin.py │ │ │ ├── test_astype.py │ │ │ ├── test_datetime_index_methods.py │ │ │ ├── test_df_series_creation_with_index.py │ │ │ ├── test_drop_duplicates.py │ │ │ ├── test_equals.py │ │ │ ├── test_index_methods.py │ │ │ ├── test_index_ops.py │ │ │ ├── test_indexing.py │ │ │ ├── test_monotonic.py │ │ │ ├── test_name.py │ │ │ ├── test_reindex.py │ │ │ ├── test_repr.py │ │ │ ├── test_sort_values.py │ │ │ ├── test_timedelta_index_methods.py │ │ │ ├── test_transpose.py │ │ │ ├── test_unique.py │ │ │ └── test_value_counts.py │ │ ├── interoperability │ │ │ ├── plotly │ │ │ │ └── test_plotly.py │ │ │ └── scikit-learn │ │ │ │ └── test_scikit_learn.py │ │ ├── io │ │ │ ├── test_json_normalize.py │ │ │ ├── test_read_csv.py │ │ │ ├── test_read_excel.py │ │ │ ├── test_read_feather.py │ │ │ ├── test_read_html.py │ │ │ ├── test_read_json.py │ │ │ ├── test_read_orc.py │ │ │ ├── test_read_parquet.py │ │ │ ├── test_read_pickle.py │ │ │ ├── test_read_sas.py │ │ │ ├── test_read_snowflake.py │ │ │ ├── test_read_snowflake_iceberg.py │ │ │ ├── test_read_snowflake_query_call.py │ │ │ ├── test_read_snowflake_query_cte.py │ │ │ ├── test_read_snowflake_query_order_by.py │ │ │ ├── test_read_snowflake_select_query.py │ │ │ ├── test_read_stata.py │ │ │ ├── test_read_xml.py │ │ │ ├── test_to_csv.py │ │ │ ├── test_to_dict.py │ │ │ └── test_to_pandas.py │ │ ├── modin_hybrid_integ_results.csv │ │ ├── pandas_api_coverage.py │ │ ├── pivot │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ ├── pivot_utils.py │ │ │ ├── test_pivot.py │ │ │ ├── test_pivot_table_dropna.py │ │ │ ├── test_pivot_table_fill_value.py │ │ │ ├── test_pivot_table_margins.py │ │ │ ├── test_pivot_table_multiple.py │ │ │ ├── test_pivot_table_negative.py │ │ │ ├── test_pivot_table_single.py │ │ │ └── test_pivot_utils.py │ │ ├── resample │ │ │ ├── __init__.py │ │ │ ├── test_resample.py │ │ │ ├── test_resample_asfreq.py │ │ │ ├── test_resample_fillna.py │ │ │ ├── test_resample_negative.py │ │ │ ├── test_resample_on.py │ │ │ └── test_resample_property.py │ │ ├── series │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ ├── test_add_prefix.py │ │ │ ├── test_add_suffix.py │ │ │ ├── test_aggregate.py │ │ │ ├── test_align.py │ │ │ ├── test_all_any.py │ │ │ ├── test_apply_and_map.py │ │ │ ├── test_argmax_argmin.py │ │ │ ├── test_astype.py │ │ │ ├── test_at.py │ │ │ ├── test_axis.py │ │ │ ├── test_between.py │ │ │ ├── test_bfill_ffill.py │ │ │ ├── test_bitwise_operators.py │ │ │ ├── test_cache_result.py │ │ │ ├── test_case_when.py │ │ │ ├── test_compare.py │ │ │ ├── test_convert_dtype.py │ │ │ ├── test_copy.py │ │ │ ├── test_create_or_replace_dynamic_table.py │ │ │ ├── test_create_or_replace_view.py │ │ │ ├── test_cumulative.py │ │ │ ├── test_describe.py │ │ │ ├── test_diff.py │ │ │ ├── test_drop_duplicates.py │ │ │ ├── test_dropna.py │ │ │ ├── test_dt_accessor.py │ │ │ ├── test_dt_accessor_unsupported.py │ │ │ ├── test_duplicated.py │ │ │ ├── test_empty.py │ │ │ ├── test_equals.py │ │ │ ├── test_fillna.py │ │ │ ├── test_first_last_valid_index.py │ │ │ ├── test_get_dummies.py │ │ │ ├── test_getattr.py │ │ │ ├── test_getitem.py │ │ │ ├── test_head_tail.py │ │ │ ├── test_hist.py │ │ │ ├── test_iat.py │ │ │ ├── test_idxmax_idxmin.py │ │ │ ├── test_iloc.py │ │ │ ├── test_interpolate.py │ │ │ ├── test_isin.py │ │ │ ├── test_isna.py │ │ │ ├── test_items.py │ │ │ ├── test_len.py │ │ │ ├── test_loc.py │ │ │ ├── test_mask.py │ │ │ ├── test_monotonic.py │ │ │ ├── test_name.py │ │ │ ├── test_ndim.py │ │ │ ├── test_nlargest_nsmallest.py │ │ │ ├── test_nunique.py │ │ │ ├── test_pct_change.py │ │ │ ├── test_pop.py │ │ │ ├── test_quantile.py │ │ │ ├── test_rank.py │ │ │ ├── test_reindex.py │ │ │ ├── test_rename.py │ │ │ ├── test_rename_axis.py │ │ │ ├── test_replace.py │ │ │ ├── test_repr.py │ │ │ ├── test_reset_index.py │ │ │ ├── test_round.py │ │ │ ├── test_sample.py │ │ │ ├── test_setitem.py │ │ │ ├── test_shape.py │ │ │ ├── test_shift.py │ │ │ ├── test_size.py │ │ │ ├── test_sort_index.py │ │ │ ├── test_sort_values.py │ │ │ ├── test_squeeze.py │ │ │ ├── test_str_accessor.py │ │ │ ├── test_take.py │ │ │ ├── test_to_dynamic_table.py │ │ │ ├── test_to_excel.py │ │ │ ├── test_to_iceberg.py │ │ │ ├── test_to_list.py │ │ │ ├── test_to_snowflake.py │ │ │ ├── test_to_snowpark.py │ │ │ ├── test_to_string.py │ │ │ ├── test_to_view.py │ │ │ ├── test_transpose.py │ │ │ ├── test_tz_convert.py │ │ │ ├── test_tz_localize.py │ │ │ ├── test_unary_op.py │ │ │ ├── test_unique.py │ │ │ ├── test_unstack.py │ │ │ ├── test_value_counts.py │ │ │ └── test_where.py │ │ ├── strings │ │ │ ├── __init__.py │ │ │ ├── test_case_justify.py │ │ │ ├── test_cat.py │ │ │ ├── test_extract.py │ │ │ ├── test_get_dummies.py │ │ │ ├── test_strings.py │ │ │ └── test_translate.py │ │ ├── test_apply_persist.py │ │ ├── test_apply_snowflake_cortex_functions.py │ │ ├── test_apply_snowpark_python_functions.py │ │ ├── test_chained_operations.py │ │ ├── test_classes.py │ │ ├── test_concat.py │ │ ├── test_cut.py │ │ ├── test_df_to_snowpark_pandas.py │ │ ├── test_dtype_mapping.py │ │ ├── test_faster_pandas.py │ │ ├── test_from_pandas_to_pandas.py │ │ ├── test_internal_frame.py │ │ ├── test_merge.py │ │ ├── test_merge_asof.py │ │ ├── test_modin_extra_without_pandas_extra.py │ │ ├── test_modin_stored_procedures.py │ │ ├── test_numpy.py │ │ ├── test_old_numpy_aliases.py │ │ ├── test_ordered_dataframe.py │ │ ├── test_plot.py │ │ ├── test_qcut.py │ │ ├── test_session.py │ │ ├── test_session_cte_optimization.py │ │ ├── test_session_write_pandas.py │ │ ├── test_sql_counter.py │ │ ├── test_telemetry.py │ │ ├── test_timedelta_ops.py │ │ ├── test_to_numpy.py │ │ ├── test_unimplemented.py │ │ ├── test_unique.py │ │ ├── test_utils.py │ │ ├── tools │ │ │ ├── __init__.py │ │ │ ├── test_date_range.py │ │ │ ├── test_to_datetime.py │ │ │ ├── test_to_numeric.py │ │ │ └── test_to_timedelta.py │ │ ├── types │ │ │ ├── test_timedelta.py │ │ │ └── test_timedelta_indexing.py │ │ ├── utils.py │ │ └── window │ │ │ ├── __init__.py │ │ │ ├── test_expanding.py │ │ │ ├── test_rolling.py │ │ │ └── utils.py │ ├── scala │ │ ├── __init__.py │ │ ├── test_async_job_suite.py │ │ ├── test_column_suite.py │ │ ├── test_complex_dataframe_suite.py │ │ ├── test_dataframe_aggregate_suite.py │ │ ├── test_dataframe_copy_into.py │ │ ├── test_dataframe_join_suite.py │ │ ├── test_dataframe_range_suite.py │ │ ├── test_dataframe_reader_suite.py │ │ ├── test_dataframe_set_operations_suite.py │ │ ├── test_dataframe_suite.py │ │ ├── test_dataframe_writer_suite.py │ │ ├── test_datatype_suite.py │ │ ├── test_file_operation_suite.py │ │ ├── test_function_suite.py │ │ ├── test_large_dataframe_suite.py │ │ ├── test_literal_suite.py │ │ ├── test_permanent_udf_suite.py │ │ ├── test_query_tag_suite.py │ │ ├── test_result_attributes_suite.py │ │ ├── test_result_schema_suite.py │ │ ├── test_session_suite.py │ │ ├── test_snowflake_plan_suite.py │ │ ├── test_sql_suite.py │ │ ├── test_table_function_suite.py │ │ ├── test_table_suite.py │ │ ├── test_udf_suite.py │ │ ├── test_udtf_suite.py │ │ ├── test_update_delete_merge_suite.py │ │ ├── test_view_suite.py │ │ ├── test_window_frame_suite.py │ │ └── test_window_spec_suite.py │ ├── test_bind_variable.py │ ├── test_catalog.py │ ├── test_column.py │ ├── test_column_names.py │ ├── test_context.py │ ├── test_cte.py │ ├── test_data_source_api.py │ ├── test_dataframe.py │ ├── test_dataframe_ai.py │ ├── test_dataframe_profiler.py │ ├── test_dataframe_reader_file.py │ ├── test_datatypes.py │ ├── test_deepcopy.py │ ├── test_df_aggregate.py │ ├── test_df_analytics.py │ ├── test_df_ast_id_map.py │ ├── test_df_debug_trace.py │ ├── test_df_sort.py │ ├── test_df_to_arrow.py │ ├── test_df_to_pandas.py │ ├── test_df_to_snowpark_pandas.py │ ├── test_eager_schema_validation.py │ ├── test_external_telemetry.py │ ├── test_files.py │ ├── test_function.py │ ├── test_large_query_breakdown.py │ ├── test_lineage.py │ ├── test_multithreading.py │ ├── test_nested_select_plan_analysis.py │ ├── test_open_telemetry.py │ ├── test_packaging.py │ ├── test_pandas_to_df.py │ ├── test_query_history.py │ ├── test_query_line_intervals.py │ ├── test_query_plan_analysis.py │ ├── test_reduce_describe_query.py │ ├── test_scoped_temp_objects.py │ ├── test_secrets.py │ ├── test_session.py │ ├── test_simplifier_suite.py │ ├── test_stored_procedure.py │ ├── test_stored_procedure_profiler.py │ ├── test_table_function.py │ ├── test_telemetry.py │ ├── test_temp_table_cleanup.py │ ├── test_testing.py │ ├── test_trace_sql_errors_to_df.py │ ├── test_udaf.py │ ├── test_udf.py │ ├── test_udf_profiler.py │ ├── test_udtf.py │ ├── test_xml_reader_row_tag.py │ ├── test_xpath.py │ └── utils │ │ └── sql_counter.py ├── mock │ ├── README.md │ ├── conftest.py │ ├── files │ │ ├── test_file_1 │ │ ├── test_file_2 │ │ └── udf_file.py │ ├── test_column.py │ ├── test_exception.py │ ├── test_file_operations.py │ ├── test_filter.py │ ├── test_functions.py │ ├── test_multithreading.py │ ├── test_not_implemented_error.py │ ├── test_oob_telemetry.py │ ├── test_pandas_util.py │ ├── test_session.py │ ├── test_snowflake_data_type.py │ ├── test_sort.py │ ├── test_stage_registry.py │ ├── test_udf.py │ ├── test_udf_files.py │ ├── test_union.py │ └── test_util.py ├── notebooks │ ├── README.md │ ├── modin │ │ ├── MIMICHealthcareDemo.ipynb │ │ ├── SnowflakeChainTesting.ipynb │ │ ├── SnowparkPandasAPIDemo.ipynb │ │ ├── TimeSeriesTesting.ipynb │ │ ├── VisualizingTaxiTripData.ipynb │ │ └── data │ │ │ ├── ADMISSIONS.csv │ │ │ ├── ICUSTAYS.csv │ │ │ ├── PATIENTS.csv │ │ │ └── yellow_tripdata_2015-01.csv │ └── test_requirements.txt ├── perf │ ├── README.md │ ├── data_source │ │ ├── README.md │ │ ├── dbapi_test_framework │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── config.py │ │ │ ├── connections.py │ │ │ ├── db_setup_util │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── base_setup.py │ │ │ │ ├── common_schema.py │ │ │ │ ├── databricks_setup.py │ │ │ │ ├── large_query_generation │ │ │ │ │ ├── README.md │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── generate_large_queries.py │ │ │ │ │ ├── query_templates.py │ │ │ │ │ └── validate_queries.py │ │ │ │ ├── mssql_setup.py │ │ │ │ ├── mysql_setup.py │ │ │ │ ├── oracle_setup.py │ │ │ │ ├── postgres_setup.py │ │ │ │ └── setup_all.py │ │ │ ├── drivers │ │ │ │ └── jdbc_drivers_readme.md │ │ │ ├── main.py │ │ │ ├── requirement.txt │ │ │ ├── results │ │ │ │ └── .gitkeep │ │ │ └── runner.py │ │ └── dev_requirements.txt │ ├── long_runner.py │ └── perf_runner.py ├── resources │ ├── audio.ogg │ ├── books.xml │ ├── books.xsd │ ├── books2.xml │ ├── broken.csv │ ├── cat.jpeg │ ├── conversation.ogg │ ├── declared_namespace.xml │ ├── diamonds.csv │ ├── doc.pdf │ ├── dog.jpg │ ├── fias_house.large.xml │ ├── fias_house.xml │ ├── invoice.pdf │ ├── iris.csv │ ├── kitchen.png │ ├── malformed_no_closing_tag.xml │ ├── malformed_not_self_closing.xml │ ├── malformed_record.xml │ ├── nested.xml │ ├── null_value.xml │ ├── test.avro │ ├── test.orc │ ├── test.parquet │ ├── test.xml │ ├── test2CSV.csv │ ├── testCSV.csv │ ├── testCSVcolon.csv │ ├── testCSVformattedTime.csv │ ├── testCSVheader.csv │ ├── testCSVquotes.csv │ ├── testCSVquotesSpecial.csv │ ├── testCSVspecialFormat.csv │ ├── testCSVvariousData.csv │ ├── testJSONspecialFormat.json.gz │ ├── testJson.json │ ├── testJsonDupeColumnID.jsonl │ ├── testJsonNewSchema.json │ ├── testJsonSameSchema.json │ ├── test_all_data_types.parquet │ ├── test_concat_file1.csv │ ├── test_concat_file2.csv │ ├── test_data_source_dir │ │ ├── mssql-jdbc-13.2.1.jre11.jar │ │ ├── mysql-connector-j-9.5.0.jar │ │ ├── ojdbc17-23.9.0.25.07.jar │ │ ├── postgresql-42.7.7.jar │ │ ├── test_data_source_data.py │ │ ├── test_databricks_data.py │ │ ├── test_jdbc_data.py │ │ ├── test_mysql_data.py │ │ ├── test_postgres_data.py │ │ └── test_sql_server_data.py │ ├── test_debug_utils_dir │ │ ├── dataframe_generator1.py │ │ ├── dataframe_generator2.py │ │ ├── sample_read_file.txt │ │ └── sample_write_file.txt │ ├── test_environment.yml │ ├── test_excel.xlsx │ ├── test_file_with_special_characters.parquet │ ├── test_requirements.txt │ ├── test_requirements_py313.txt │ ├── test_requirements_unsupported.txt │ ├── test_sas.sas7bdat │ ├── test_sas.xpt │ ├── test_sp_dir │ │ ├── test_sp_file.py │ │ ├── test_sp_mod3_file.py │ │ └── test_table_sp_file.py │ ├── test_udaf_dir │ │ └── test_udaf_file.py │ ├── test_udf_dir │ │ ├── test_another_udf_file.py │ │ ├── test_pandas_udf_file.py │ │ └── test_udf_file.py │ ├── test_udtf_dir │ │ ├── test_udtf_file.py │ │ └── test_vectorized_udtf.py │ ├── undeclared_attr_namespace.xml │ ├── undeclared_namespace.xml │ └── xxe.xml ├── thin-client │ └── .gitignore ├── unit │ ├── __init__.py │ ├── ast │ │ ├── test_ast_proto.py │ │ ├── test_batch.py │ │ └── test_utils.py │ ├── compiler │ │ ├── test_large_query_breakdown.py │ │ └── test_replace_child_and_update_node.py │ ├── conftest.py │ ├── mock_module.py │ ├── modin │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── default2pandas │ │ │ └── __init__.py │ │ ├── extensions │ │ │ ├── __init__.py │ │ │ └── test_pd_extensions.py │ │ ├── modin │ │ │ ├── __init__.py │ │ │ ├── docs_module │ │ │ │ ├── __init__.py │ │ │ │ ├── classes.py │ │ │ │ └── functions.py │ │ │ ├── docs_module_with_just_base │ │ │ │ ├── __init__.py │ │ │ │ └── classes.py │ │ │ ├── test_envvars.py │ │ │ └── test_parameter.py │ │ ├── test_aggregation_utils.py │ │ ├── test_apply_utils.py │ │ ├── test_binary_op_utils.py │ │ ├── test_class.py │ │ ├── test_docstrings.py │ │ ├── test_frontend_utils.py │ │ ├── test_groupby_unsupported.py │ │ ├── test_groupby_utils.py │ │ ├── test_internal_frame.py │ │ ├── test_io.py │ │ ├── test_join_utils.py │ │ ├── test_modin_version.py │ │ ├── test_modin_version_notebooks.py │ │ ├── test_ordered_dataframe.py │ │ ├── test_pandas_module.py │ │ ├── test_pandas_version.py │ │ ├── test_pandas_version_notebooks.py │ │ ├── test_python_version.py │ │ ├── test_series_cat.py │ │ ├── test_series_dt.py │ │ ├── test_series_strings.py │ │ ├── test_snowflake_query_compiler.py │ │ ├── test_snowpark_pandas_types.py │ │ ├── test_telemetry.py │ │ ├── test_test_utils.py │ │ ├── test_type_annotations.py │ │ ├── test_type_utils.py │ │ ├── test_unsupported.py │ │ └── test_utils.py │ ├── scala │ │ ├── __init__.py │ │ ├── test_datatype_suite.py │ │ ├── test_df_suite.py │ │ ├── test_error_message.py │ │ ├── test_expression_and_plan_node_suite.py │ │ └── test_utils_suite.py │ ├── test_analyzer_util_suite.py │ ├── test_ast_utils.py │ ├── test_async_job.py │ ├── test_code_generation.py │ ├── test_column.py │ ├── test_cte.py │ ├── test_data_source.py │ ├── test_dataframe.py │ ├── test_datatype_mapper.py │ ├── test_debug_utils.py │ ├── test_deepcopy.py │ ├── test_deprecation.py │ ├── test_error_message.py │ ├── test_expression_dependent_columns.py │ ├── test_expressions.py │ ├── test_file_operation.py │ ├── test_files.py │ ├── test_function.py │ ├── test_generated_udf_lock.py │ ├── test_internal_utils.py │ ├── test_lineage.py │ ├── test_open_telemetry.py │ ├── test_packaging_utils.py │ ├── test_pandas_to_df.py │ ├── test_query_history.py │ ├── test_query_plan_analysis.py │ ├── test_query_tag.py │ ├── test_row.py │ ├── test_secrets.py │ ├── test_selectable_queries.py │ ├── test_server_connection.py │ ├── test_session.py │ ├── test_stored_proc_telemetry.py │ ├── test_stored_procedure.py │ ├── test_telemetry.py │ ├── test_types.py │ ├── test_udaf.py │ ├── test_udf.py │ ├── test_udf_utils.py │ ├── test_udtf.py │ ├── test_utils.py │ ├── test_xml_reader.py │ └── test_xpath_handlers.py └── utils.py └── tox.ini /.cursorrules: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snowflakedb/snowpark-python/HEAD/.cursorrules -------------------------------------------------------------------------------- /.github/CODEOWNERS: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snowflakedb/snowpark-python/HEAD/.github/CODEOWNERS -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/BUG_REPORT.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snowflakedb/snowpark-python/HEAD/.github/ISSUE_TEMPLATE/BUG_REPORT.md 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