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feat: column mapping for Delta Lake #985

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@lonless9 lonless9 commented Oct 23, 2025 •
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@shehabgamin
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cc @santosh-d3vpl3x @zemin-piao

@lonless9 lonless9 added the run spark tests Label to trigger Spark tests on a pull request label Oct 27, 2025
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codecov bot commented Oct 27, 2025

Codecov Report

❌ Patch coverage is 62.68344% with 178 lines in your changes missing coverage. Please review.

Files with missing lines Patch % Lines
crates/sail-delta-lake/src/column_mapping.rs 44.26% 68 Missing ⚠️
...s/sail-delta-lake/src/physical_plan/writer_exec.rs 68.24% 67 Missing ⚠️
...s/sail-delta-lake/src/physical_plan/commit_exec.rs 74.19% 24 Missing ⚠️
crates/sail-delta-lake/src/datasource/provider.rs 50.00% 11 Missing ⚠️
crates/sail-delta-lake/src/kernel/snapshot/mod.rs 57.14% 3 Missing ⚠️
...-delta-lake/src/physical_plan/scan_by_adds_exec.rs 57.14% 3 Missing ⚠️
crates/sail-data-source/src/formats/delta.rs 85.71% 1 Missing ⚠️
...elta-lake/src/physical_plan/remove_actions_exec.rs 66.66% 1 Missing ⚠️
Files with missing lines Coverage Δ
...sail-delta-lake/src/kernel/transaction/protocol.rs 43.19% <100.00%> (+7.86%) ⬆️
...es/sail-spark-connect/src/proto/data_type_arrow.rs 69.23% <100.00%> (-15.54%) ⬇️
crates/sail-data-source/src/formats/delta.rs 91.07% <85.71%> (-3.05%) ⬇️
...elta-lake/src/physical_plan/remove_actions_exec.rs 83.33% <66.66%> (-4.17%) ⬇️
crates/sail-delta-lake/src/kernel/snapshot/mod.rs 43.96% <57.14%> (-10.00%) ⬇️
...-delta-lake/src/physical_plan/scan_by_adds_exec.rs 80.66% <57.14%> (-5.14%) ⬇️
crates/sail-delta-lake/src/datasource/provider.rs 51.37% <50.00%> (-19.40%) ⬇️
...s/sail-delta-lake/src/physical_plan/commit_exec.rs 78.44% <74.19%> (-7.06%) ⬇️
...s/sail-delta-lake/src/physical_plan/writer_exec.rs 67.27% <68.24%> (-8.84%) ⬇️
crates/sail-delta-lake/src/column_mapping.rs 44.26% <44.26%> (ø)

... and 5 files with indirect coverage changes

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Spark 3.5.5 Test Report

Commit Information

Commit Revision Branch
After 6687290 refs/pull/985/merge
Before 69ef383 refs/heads/main

Test Summary

Suite Commit Failed Passed Skipped Warnings Time (s)
doctest-catalog After 11 14 6 5.61
Before 11 14 6 5.61
doctest-column After 33 2 5.67
Before 33 2 5.54
doctest-dataframe After 25 80 2 3 8.71
Before 25 80 2 3 7.96
doctest-functions After 84 318 7 7 16.16
Before 84 318 7 7 14.50
test-connect After 177 837 157 628 139.31
Before 177 837 157 628 135.98

Test Details

Error Counts 
          297 Total
          154 Total Unique
-------- ---- ----------------------------------------------------------------------------------------------------------
           22 DocTestFailure
           14 AssertionError: AnalysisException not raised
           14 UnsupportedOperationException: lambda function
           13 PySparkAssertionError: [DIFFERENT_PANDAS_DATAFRAME] DataFrames are not almost equal:
           10 handle add artifacts
            9 UnsupportedOperationException: hint
            6 AssertionError: False is not true
            6 UnsupportedOperationException: PlanNode::CacheTable
            6 UnsupportedOperationException: function: window
            5 UnsupportedOperationException: function: monotonically_increasing_id
            4 AssertionError: "TABLE_OR_VIEW_NOT_FOUND" does not match "view not found: v"
            4 AssertionError: Attributes of DataFrame.iloc[:, 7] (column name="8_timestamp_t") are different
            4 PySparkNotImplementedError: [NOT_IMPLEMENTED] rdd() is not implemented.
            4 UnsupportedOperationException: function: input_file_name
            4 UnsupportedOperationException: unknown aggregate function: hll_sketch_agg
            3 AnalysisException: No files found in the specified paths: file:///home/runner/work/sail/sail/.venvs/test-spark.spark-3.5.5/lib/python3.11/site-packages/pyspark/python/test_support/sql/ages_newlines.cs...
            3 AssertionError: Attributes of DataFrame.iloc[:, 0] (column name="time") are different
            3 UnsupportedOperationException: handle analyze input files
            3 ValueError: Converting to Python dictionary is not supported when duplicate field names are present
            2 AnalysisException: Could not find config namespace "spark"
            2 AnalysisException: No table format found for: orc
            2 AnalysisException: not supported: list functions
            2 AnalysisException: two values expected: [Column(Column { relation: None, name: "#2" }), Column(Column { relation: None, name: "#3" }), Literal(Utf8("/"), None)]
            2 AssertionError
            2 AssertionError: AnalysisException not raised by <lambda>
            2 AssertionError: Lists differ: [Row([22 chars](key=1, value='1'), Row(key=10, value='10'), R[2402 chars]99')] != [Row([22 chars](key=0, value='0'), Row(key=1, value='1'), Row[4882 chars]99')]
            2 IllegalArgumentException: expected value at line 1 column 1
            2 IllegalArgumentException: invalid argument: found FUNCTION at 5:13 expected 'DATABASE', 'SCHEMA', 'TABLE', 'VIEW', 'TEMP', 'TEMPORARY', or 'FUNCTIONS'
            2 UnsupportedOperationException: Aggregate can not be used as a sliding accumulator because `retract_batch` is not implemented: avg@6jabwh68iuheayv3cstdmwtmp(#9) PARTITION BY [#8] ORDER BY [#9 ASC NULLS...
            2 UnsupportedOperationException: approx quantile
            2 UnsupportedOperationException: collect metrics
            2 UnsupportedOperationException: freq items
            2 UnsupportedOperationException: function: array_sort
            2 UnsupportedOperationException: function: format_number
            2 UnsupportedOperationException: function: from_json
            2 UnsupportedOperationException: function: schema_of_csv
            2 UnsupportedOperationException: handle analyze is local
            2 UnsupportedOperationException: handle analyze same semantics
            2 UnsupportedOperationException: pivot
            2 UnsupportedOperationException: unresolved regex
            2 UnsupportedOperationException: user defined data type should only exist in a field
            2 UnsupportedOperationException: with watermark
            2 handle artifact statuses
            2 received metadata size exceeds hard limit (19714 vs. 16384);  :status:42B content-type:60B grpc-status:45B grpc-message:9084B grpc-status-details-bin:7876B ValueError: Code in Status proto (StatusCode...
            1 AnalysisException: Error parsing timestamp from '2023-01-01' using format '%d-%m-%Y': input contains invalid characters
            1 AnalysisException: Failed to parse placeholder id: cannot parse integer from empty string
            1 AnalysisException: No files found in the specified paths: file:///home/runner/work/sail/sail/.venvs/test-spark.spark-3.5.5/lib/python3.11/site-packages/pyspark/sql/functions.py
(+1)        1 AnalysisException: No files found in the specified paths: file:///tmp/tmp9q4p7cac/
(+1)        1 AnalysisException: No files found in the specified paths: file:///tmp/tmpebx1wg9x/
(+1)        1 AnalysisException: No files found in the specified paths: file:///tmp/tmpxd68045a/text-0.text, file:///tmp/tmpxd68045a/text-1.text, file:///tmp/tmpxd68045a/text-2.text
            1 AnalysisException: UNION queries have different number of columns: left has 3 columns whereas right has 2 columns
            1 AnalysisException: not supported: function exists
            1 AnalysisException: table already exists: tbl1
            1 AnalysisException: temporary view not found: tab2
            1 AssertionError: "2000000" does not match "raise_error expects a single UTF-8 string argument"
(+1)        1 AssertionError: "Database 'memory:04ea93e0-cd4e-4a47-82d6-884235c727db' dropped." does not match "No table format found for: jdbc"
(+1)        1 AssertionError: "Database 'memory:8c61ec0c-1bc7-4534-bae3-e1afbc75ed17' dropped." does not match "No table format found for: jdbc"
            1 AssertionError: "attribute.*missing" does not match "cannot resolve attribute: ObjectName([Identifier("b")])"
            1 AssertionError: "foobar" does not match "raise_error expects a single UTF-8 string argument"
            1 AssertionError: '+--------------------------------+-------------------[411 chars]-+\n' != '+-----------+-----------+\n|from_csv(a)|from_csv(b)|\[105 chars]-+\n'
            1 AssertionError: '+---[102 chars] c -> NULL}|\n|           {c -> de}|\n+--------------------+\n' != '+---[102 chars] c -> NULL}|\n|                NULL|\n+--------------------+\n'
            1 AssertionError: '+---[17 chars]-----+\n|                        x|\n+--------[132 chars]-+\n' != '+---[17 chars]----------+\n|update_fields(x, WithField(e))|\[167 chars]-+\n'
            1 AssertionError: '4.0.0' != '3.5.5'
            1 AssertionError: 2 != 6
            1 AssertionError: ArrayIndexOutOfBoundsException not raised
            1 AssertionError: Attributes of DataFrame.iloc[:, 0] (column name="a") are different
            1 AssertionError: Attributes of DataFrame.iloc[:, 0] (column name="ts") are different
            1 AssertionError: Exception not raised
            1 AssertionError: Exception not raised by <lambda>
            1 AssertionError: Lists differ: [(1, 2), (3, 4), (None, 5), (0, 0)] != [(1, 2), (3, 4), (None, 5), (None, None)]
            1 AssertionError: Lists differ: [Row([14 chars] _c1=25, _c2='I am Hyukjin\n\nI love Spark!'),[86 chars]om')] != [Row([14 chars] _c1='25', _c2='I am Hyukjin\n\nI love Spark!'[92 chars]om')]
            1 AssertionError: Lists differ: [Row(id=90, name='90'), Row(id=91, name='91'), Ro[176 chars]99')] != [Row(id=15, name='15'), Row(id=16, name='16'), Ro[176 chars]24')]
            1 AssertionError: Lists differ: [Row(key='0'), Row(key='1'), Row(key='10'), Row(ke[1435 chars]99')] != [Row(key=0), Row(key=1), Row(key=10), Row(key=11),[1235 chars]=99)]
            1 AssertionError: Lists differ: [Row(ln(id)=0.0, ln(id)=0.0, struct(id, name)=Row(id=[1232 chars]0'))] != [Row(ln(id)=4.31748811353631, ln(id)=4.31748811353631[1312 chars]4'))]
            1 AssertionError: Lists differ: [Row(name='Andy', age=30), Row(name='Justin', [34 chars]one)] != [Row(_corrupt_record=' "age":19}\n', name=None[104 chars]el')]
            1 AssertionError: Row(point='[1.0, 2.0]', pypoint='[3.0, 4.0]') != Row(point='(1.0, 2.0)', pypoint='[3.0, 4.0]')
            1 AssertionError: StorageLevel(False, True, True, False, 1) != StorageLevel(False, False, False, False, 1)
            1 AssertionError: Struc[30 chars]estampType(), True), StructField('val', IntegerType(), True)]) != Struc[30 chars]estampType(), True), StructField('val', IntegerType(), False)])
            1 AssertionError: Struc[32 chars]e(), False), StructField('b', DoubleType(), Fa[158 chars]ue)]) != Struc[32 chars]e(), True), StructField('b', DoubleType(), Tru[154 chars]ue)])
            1 AssertionError: Struc[40 chars]ue), StructField('val', ArrayType(DoubleType(), False), True)]) != Struc[40 chars]ue), StructField('val', PythonOnlyUDT(), True)])
            1 AssertionError: Struc[64 chars]Type(), True), StructField('i', StringType(), True)]), False)]) != Struc[64 chars]Type(), True), StructField('i', StringType(), True)]), True)])
            1 AssertionError: Struc[69 chars]e(), True), StructField('name', StringType(), True)]), True)]) != Struc[69 chars]e(), True), StructField('name', StringType(), True)]), False)])
            1 AssertionError: YearMonthIntervalType(0, 1) != YearMonthIntervalType(0, 0)
            1 AssertionError: [1.0, 2.0] != ExamplePoint(1.0,2.0)
            1 AssertionError: dtype('<M8[us]') != 'datetime64[ns]'
            1 AttributeError: 'DataFrame' object has no attribute '_ipython_key_completions_'
            1 AttributeError: 'DataFrame' object has no attribute '_joinAsOf'
            1 IllegalArgumentException: invalid argument: found FUNCTION at 7:15 expected 'DATABASE', 'SCHEMA', 'OR', 'TEMP', 'TEMPORARY', 'EXTERNAL', 'TABLE', 'GLOBAL', or 'VIEW'
            1 PySparkNotImplementedError: [NOT_IMPLEMENTED] foreach() is not implemented.
            1 PySparkNotImplementedError: [NOT_IMPLEMENTED] foreachPartition() is not implemented.
            1 PySparkNotImplementedError: [NOT_IMPLEMENTED] localCheckpoint() is not implemented.
            1 PySparkNotImplementedError: [NOT_IMPLEMENTED] sparkContext() is not implemented.
            1 PySparkNotImplementedError: [NOT_IMPLEMENTED] toJSON() is not implemented.
            1 PythonException:  AttributeError: 'NoneType' object has no attribute 'partitionId'
            1 PythonException:  AttributeError: 'list' object has no attribute 'x'
            1 PythonException:  AttributeError: 'list' object has no attribute 'y'
            1 SparkRuntimeException: Cast error: Cannot cast string 'abc' to value of Float64 type
            1 SparkRuntimeException: Cast error: Cannot cast to Decimal128(30, 15). Overflowing on NaN
            1 SparkRuntimeException: Invalid argument error: 83140 is too large to store in a Decimal128 of precision 4. Max is 9999
            1 SparkRuntimeException: Invalid argument error: column types must match schema types, expected Int64 but found List(Field { name: "item", data_type: Int64, nullable: true, dict_id: 0, dict_is_ordered: ...
            1 SparkRuntimeException: Invalid argument error: column types must match schema types, expected LargeUtf8 but found Utf8 at column index 0
            1 SparkRuntimeException: Json error: Not valid JSON: EOF while parsing a list at line 1 column 1
            1 SparkRuntimeException: Json error: Not valid JSON: expected value at line 1 column 2
            1 SparkRuntimeException: Parser error: Error parsing timestamp from '1997/02/28 10:30:00': error parsing date
            1 SparkRuntimeException: Parser error: Error while parsing value '0
            1 UnsupportedOperationException: Aggregate can not be used as a sliding accumulator because `retract_batch` is not implemented: avg@6jabwh68iuheayv3cstdmwtmp(#9) PARTITION BY [#8] ORDER BY [#9 ASC NULLS...
            1 UnsupportedOperationException: Aggregate can not be used as a sliding accumulator because `retract_batch` is not implemented: avg@6jabwh68iuheayv3cstdmwtmp(plus_one@3fz6es6jadwlqp420cnsho3cq(#9)) PART...
            1 UnsupportedOperationException: PlanNode::ClearCache
            1 UnsupportedOperationException: PlanNode::IsCached
            1 UnsupportedOperationException: PlanNode::RecoverPartitions
            1 UnsupportedOperationException: SHOW FUNCTIONS
            1 UnsupportedOperationException: Support for 'approx_distinct' for data type Float64 is not implemented
            1 UnsupportedOperationException: bucketing for writing listing table format
            1 UnsupportedOperationException: deduplicate within watermark
            1 UnsupportedOperationException: function: format_string
            1 UnsupportedOperationException: function: java_method
            1 UnsupportedOperationException: function: json_tuple
            1 UnsupportedOperationException: function: printf
            1 UnsupportedOperationException: function: reflect
            1 UnsupportedOperationException: function: regexp_extract
            1 UnsupportedOperationException: function: regexp_extract_all
            1 UnsupportedOperationException: function: regexp_substr
            1 UnsupportedOperationException: function: schema_of_json
            1 UnsupportedOperationException: function: sentences
            1 UnsupportedOperationException: function: session_window
            1 UnsupportedOperationException: function: soundex
            1 UnsupportedOperationException: function: spark_partition_id
            1 UnsupportedOperationException: function: to_char
            1 UnsupportedOperationException: function: to_csv
            1 UnsupportedOperationException: function: to_json
            1 UnsupportedOperationException: function: to_varchar
            1 UnsupportedOperationException: function: xpath
            1 UnsupportedOperationException: function: xpath_boolean
            1 UnsupportedOperationException: function: xpath_double
            1 UnsupportedOperationException: function: xpath_float
            1 UnsupportedOperationException: function: xpath_int
            1 UnsupportedOperationException: function: xpath_long
            1 UnsupportedOperationException: function: xpath_number
            1 UnsupportedOperationException: function: xpath_short
            1 UnsupportedOperationException: function: xpath_string
            1 UnsupportedOperationException: handle analyze semantic hash
            1 UnsupportedOperationException: unknown aggregate function: bitmap_construct_agg
            1 UnsupportedOperationException: unknown aggregate function: bitmap_or_agg
            1 UnsupportedOperationException: unknown aggregate function: count_min_sketch
            1 UnsupportedOperationException: unknown aggregate function: grouping_id
            1 UnsupportedOperationException: unknown aggregate function: histogram_numeric
            1 UnsupportedOperationException: unknown aggregate function: percentile
            1 UnsupportedOperationException: unknown aggregate function: try_avg
            1 UnsupportedOperationException: unknown aggregate function: try_sum
            1 UnsupportedOperationException: unknown function: distributed_sequence_id
            1 UnsupportedOperationException: unknown function: product
            1 ValueError: Code in Status proto (StatusCode.INTERNAL) doesn't match status code (StatusCode.RESOURCE_EXHAUSTED)
            1 ValueError: The column label 'id' is not unique.
            1 ValueError: The column label 'struct' is not unique.
(-1)        0 AnalysisException: No files found in the specified paths: file:///tmp/tmpfcqn0fkv/
(-1)        0 AnalysisException: No files found in the specified paths: file:///tmp/tmpm5drvtos/text-0.text, file:///tmp/tmpm5drvtos/text-1.text, file:///tmp/tmpm5drvtos/text-2.text
(-1)        0 AnalysisException: No files found in the specified paths: file:///tmp/tmptm6iw1h9/
(-1)        0 AssertionError: "Database 'memory:63486a76-e674-4ccd-a261-c61f0f0e5c4c' dropped." does not match "No table format found for: jdbc"
(-1)        0 AssertionError: "Database 'memory:ef3d1862-1617-46e2-907d-58caaff4732e' dropped." does not match "No table format found for: jdbc"
Passed Tests Diff

(empty)

Failed Tests 
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.cacheTable
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.clearCache
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.createTable
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.functionExists
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.getFunction
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.isCached
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.listFunctions
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.recoverPartitions
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.refreshByPath
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.refreshTable
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.uncacheTable
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame._ipython_key_completions_
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame._joinAsOf
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.checkpoint
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.coalesce
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.colRegex
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.dropDuplicatesWithinWatermark
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.explain
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.foreach
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.foreachPartition
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.hint
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.inputFiles
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.isLocal
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.isStreaming
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.localCheckpoint
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.observe
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.randomSplit
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.rdd
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.repartition
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.repartitionByRange
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.sameSemantics
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.sampleBy
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.storageLevel
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.toJSON
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.withWatermark
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrameStatFunctions.sampleBy
pyspark/sql/functions.py::pyspark.sql.functions.aggregate
pyspark/sql/functions.py::pyspark.sql.functions.approx_percentile
pyspark/sql/functions.py::pyspark.sql.functions.array_position
pyspark/sql/functions.py::pyspark.sql.functions.array_sort
pyspark/sql/functions.py::pyspark.sql.functions.array_union
pyspark/sql/functions.py::pyspark.sql.functions.arrays_zip
pyspark/sql/functions.py::pyspark.sql.functions.bitmap_construct_agg
pyspark/sql/functions.py::pyspark.sql.functions.bitmap_or_agg
pyspark/sql/functions.py::pyspark.sql.functions.broadcast
pyspark/sql/functions.py::pyspark.sql.functions.collect_set
pyspark/sql/functions.py::pyspark.sql.functions.count_min_sketch
pyspark/sql/functions.py::pyspark.sql.functions.exists
pyspark/sql/functions.py::pyspark.sql.functions.filter
pyspark/sql/functions.py::pyspark.sql.functions.first
pyspark/sql/functions.py::pyspark.sql.functions.forall
pyspark/sql/functions.py::pyspark.sql.functions.format_number
pyspark/sql/functions.py::pyspark.sql.functions.format_string
pyspark/sql/functions.py::pyspark.sql.functions.from_csv
pyspark/sql/functions.py::pyspark.sql.functions.from_json
pyspark/sql/functions.py::pyspark.sql.functions.grouping_id
pyspark/sql/functions.py::pyspark.sql.functions.histogram_numeric
pyspark/sql/functions.py::pyspark.sql.functions.hll_sketch_agg
pyspark/sql/functions.py::pyspark.sql.functions.hll_sketch_estimate
pyspark/sql/functions.py::pyspark.sql.functions.hll_union
pyspark/sql/functions.py::pyspark.sql.functions.hll_union_agg
pyspark/sql/functions.py::pyspark.sql.functions.ilike
pyspark/sql/functions.py::pyspark.sql.functions.input_file_block_length
pyspark/sql/functions.py::pyspark.sql.functions.input_file_block_start
pyspark/sql/functions.py::pyspark.sql.functions.input_file_name
pyspark/sql/functions.py::pyspark.sql.functions.java_method
pyspark/sql/functions.py::pyspark.sql.functions.json_tuple
pyspark/sql/functions.py::pyspark.sql.functions.kurtosis
pyspark/sql/functions.py::pyspark.sql.functions.like
pyspark/sql/functions.py::pyspark.sql.functions.make_timestamp
pyspark/sql/functions.py::pyspark.sql.functions.map_entries
pyspark/sql/functions.py::pyspark.sql.functions.map_filter
pyspark/sql/functions.py::pyspark.sql.functions.map_zip_with
pyspark/sql/functions.py::pyspark.sql.functions.mode
pyspark/sql/functions.py::pyspark.sql.functions.monotonically_increasing_id
pyspark/sql/functions.py::pyspark.sql.functions.percentile
pyspark/sql/functions.py::pyspark.sql.functions.percentile_approx
pyspark/sql/functions.py::pyspark.sql.functions.printf
pyspark/sql/functions.py::pyspark.sql.functions.product
pyspark/sql/functions.py::pyspark.sql.functions.rand
pyspark/sql/functions.py::pyspark.sql.functions.randn
pyspark/sql/functions.py::pyspark.sql.functions.reduce
pyspark/sql/functions.py::pyspark.sql.functions.reflect
pyspark/sql/functions.py::pyspark.sql.functions.regexp_extract
pyspark/sql/functions.py::pyspark.sql.functions.regexp_extract_all
pyspark/sql/functions.py::pyspark.sql.functions.regexp_instr
pyspark/sql/functions.py::pyspark.sql.functions.regexp_substr
pyspark/sql/functions.py::pyspark.sql.functions.regr_avgy
pyspark/sql/functions.py::pyspark.sql.functions.regr_intercept
pyspark/sql/functions.py::pyspark.sql.functions.regr_r2
pyspark/sql/functions.py::pyspark.sql.functions.regr_slope
pyspark/sql/functions.py::pyspark.sql.functions.regr_sxy
pyspark/sql/functions.py::pyspark.sql.functions.regr_syy
pyspark/sql/functions.py::pyspark.sql.functions.schema_of_csv
pyspark/sql/functions.py::pyspark.sql.functions.schema_of_json
pyspark/sql/functions.py::pyspark.sql.functions.sentences
pyspark/sql/functions.py::pyspark.sql.functions.session_window
pyspark/sql/functions.py::pyspark.sql.functions.soundex
pyspark/sql/functions.py::pyspark.sql.functions.spark_partition_id
pyspark/sql/functions.py::pyspark.sql.functions.to_char
pyspark/sql/functions.py::pyspark.sql.functions.to_csv
pyspark/sql/functions.py::pyspark.sql.functions.to_json
pyspark/sql/functions.py::pyspark.sql.functions.to_varchar
pyspark/sql/functions.py::pyspark.sql.functions.transform
pyspark/sql/functions.py::pyspark.sql.functions.transform_keys
pyspark/sql/functions.py::pyspark.sql.functions.transform_values
pyspark/sql/functions.py::pyspark.sql.functions.try_avg
pyspark/sql/functions.py::pyspark.sql.functions.try_sum
pyspark/sql/functions.py::pyspark.sql.functions.window
pyspark/sql/functions.py::pyspark.sql.functions.window_time
pyspark/sql/functions.py::pyspark.sql.functions.xpath
pyspark/sql/functions.py::pyspark.sql.functions.xpath_boolean
pyspark/sql/functions.py::pyspark.sql.functions.xpath_double
pyspark/sql/functions.py::pyspark.sql.functions.xpath_float
pyspark/sql/functions.py::pyspark.sql.functions.xpath_int
pyspark/sql/functions.py::pyspark.sql.functions.xpath_long
pyspark/sql/functions.py::pyspark.sql.functions.xpath_number
pyspark/sql/functions.py::pyspark.sql.functions.xpath_short
pyspark/sql/functions.py::pyspark.sql.functions.xpath_string
pyspark/sql/functions.py::pyspark.sql.functions.zip_with
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_add_archive
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_add_file
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_add_pyfile
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_add_zipped_package
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_basic_requests
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_cache_artifact
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_copy_from_local_to_fs
pyspark/sql/tests/connect/client/test_artifact.py::LocalClusterArtifactTests::test_add_archive
pyspark/sql/tests/connect/client/test_artifact.py::LocalClusterArtifactTests::test_add_file
pyspark/sql/tests/connect/client/test_artifact.py::LocalClusterArtifactTests::test_add_pyfile
pyspark/sql/tests/connect/client/test_artifact.py::LocalClusterArtifactTests::test_add_zipped_package
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_collect
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_collect_timestamp
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_column_regexp
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_create_global_temp_view
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_deduplicate_within_watermark_in_batch
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_describe
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_explain_string
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_extended_hint_types
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_grouped_data
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_hint
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_input_files
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_invalid_column
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_is_local
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_join_hint
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_json
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_multi_paths
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_namedargs_with_global_limit
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_numeric_aggregation
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_observe
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_orc
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_random_split
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_same_semantics
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_schema
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_semantic_hash
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_simple_read_without_schema
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_simple_udt_from_read
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_sql_with_command
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_sql_with_pos_args
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_stat_approx_quantile
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_stat_freq_items
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_stat_sample_by
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_streaming_local_relation
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_tail
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_to
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_version
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_with_local_list
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_with_local_ndarray
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_write_operations
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectSessionTests::test_error_stack_trace
pyspark/sql/tests/connect/test_connect_column.py::SparkConnectColumnTests::test_column_accessor
pyspark/sql/tests/connect/test_connect_column.py::SparkConnectColumnTests::test_column_arithmetic_ops
pyspark/sql/tests/connect/test_connect_column.py::SparkConnectColumnTests::test_column_field_ops
pyspark/sql/tests/connect/test_connect_column.py::SparkConnectColumnTests::test_columns
pyspark/sql/tests/connect/test_connect_column.py::SparkConnectColumnTests::test_decimal
pyspark/sql/tests/connect/test_connect_column.py::SparkConnectColumnTests::test_distributed_sequence_id
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_aggregation_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_broadcast
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_collection_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_csv_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_date_ts_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_generator_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_json_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_lambda_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_map_collection_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_math_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_nested_lambda_function
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_normal_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_string_functions_multi_args
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_string_functions_one_arg
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_time_window_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_udf
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_udtf
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_window_functions
pyspark/sql/tests/connect/test_parity_arrow.py::ArrowParityTests::test_createDataFrame_duplicate_field_names
pyspark/sql/tests/connect/test_parity_arrow.py::ArrowParityTests::test_createDataFrame_with_schema
pyspark/sql/tests/connect/test_parity_arrow.py::ArrowParityTests::test_pandas_round_trip
pyspark/sql/tests/connect/test_parity_arrow.py::ArrowParityTests::test_pandas_self_destruct
pyspark/sql/tests/connect/test_parity_arrow.py::ArrowParityTests::test_timestamp_dst
pyspark/sql/tests/connect/test_parity_arrow.py::ArrowParityTests::test_timestamp_nat
pyspark/sql/tests/connect/test_parity_arrow.py::ArrowParityTests::test_toPandas_arrow_toggle
pyspark/sql/tests/connect/test_parity_arrow.py::ArrowParityTests::test_toPandas_duplicate_field_names
pyspark/sql/tests/connect/test_parity_arrow.py::ArrowParityTests::test_toPandas_nested_timestamp
pyspark/sql/tests/connect/test_parity_arrow.py::ArrowParityTests::test_toPandas_respect_session_timezone
pyspark/sql/tests/connect/test_parity_arrow.py::ArrowParityTests::test_toPandas_timestmap_tzinfo
pyspark/sql/tests/connect/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_nondeterministic_udf_in_aggregate
pyspark/sql/tests/connect/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_udf_in_join_condition
pyspark/sql/tests/connect/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_udf_not_supported_in_join_condition
pyspark/sql/tests/connect/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_udf_with_input_file_name
pyspark/sql/tests/connect/test_parity_arrow_python_udf.py::UDFParityTests::test_nondeterministic_udf_in_aggregate
pyspark/sql/tests/connect/test_parity_arrow_python_udf.py::UDFParityTests::test_udf_in_join_condition
pyspark/sql/tests/connect/test_parity_arrow_python_udf.py::UDFParityTests::test_udf_not_supported_in_join_condition
pyspark/sql/tests/connect/test_parity_arrow_python_udf.py::UDFParityTests::test_udf_with_input_file_name
pyspark/sql/tests/connect/test_parity_catalog.py::CatalogParityTests::test_function_exists
pyspark/sql/tests/connect/test_parity_catalog.py::CatalogParityTests::test_get_function
pyspark/sql/tests/connect/test_parity_catalog.py::CatalogParityTests::test_list_functions
pyspark/sql/tests/connect/test_parity_catalog.py::CatalogParityTests::test_refresh_table
pyspark/sql/tests/connect/test_parity_catalog.py::CatalogParityTests::test_table_cache
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_cache_dataframe
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_cache_table
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_create_dataframe_from_pandas_with_dst
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_duplicate_field_names
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_extended_hint_types
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_freqItems
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_generic_hints
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_input_files
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_join_without_on
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_require_cross
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_to
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_to_pandas
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_checking_csv_header
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_encoding_json
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_ignore_column_of_all_nulls
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_ignorewhitespace_csv
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_jdbc
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_jdbc_format
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_linesep_json
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_linesep_text
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_multiline_csv
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_multiline_json
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_read_multiple_orc_file
pyspark/sql/tests/connect/test_parity_errors.py::ErrorsParityTests::test_array_index_out_of_bounds_exception
pyspark/sql/tests/connect/test_parity_errors.py::ErrorsParityTests::test_date_time_exception
pyspark/sql/tests/connect/test_parity_errors.py::ErrorsParityTests::test_number_format_exception
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_approxQuantile
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_assert_true
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_functions_broadcast
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_inline
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_input_file_name_udf
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_nested_higher_order_function
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_raise_error
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_sampleby
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_window_time
pyspark/sql/tests/connect/test_parity_pandas_grouped_map.py::GroupedApplyInPandasTests::test_grouped_over_window
pyspark/sql/tests/connect/test_parity_pandas_grouped_map.py::GroupedApplyInPandasTests::test_grouped_over_window_with_key
pyspark/sql/tests/connect/test_parity_pandas_grouped_map_with_state.py::GroupedApplyInPandasWithStateTests::test_apply_in_pandas_with_state_python_worker_random_failure
pyspark/sql/tests/connect/test_parity_pandas_map.py::MapInPandasParityTests::test_large_variable_types
pyspark/sql/tests/connect/test_parity_pandas_udf_grouped_agg.py::PandasUDFGroupedAggParityTests::test_invalid_args
pyspark/sql/tests/connect/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_nondeterministic_vectorized_udf_in_aggregate
pyspark/sql/tests/connect/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_scalar_iter_udf_init
pyspark/sql/tests/connect/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_vectorized_udf_check_config
pyspark/sql/tests/connect/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_vectorized_udf_invalid_length
pyspark/sql/tests/connect/test_parity_pandas_udf_window.py::PandasUDFWindowParityTests::test_bounded_mixed
pyspark/sql/tests/connect/test_parity_pandas_udf_window.py::PandasUDFWindowParityTests::test_bounded_simple
pyspark/sql/tests/connect/test_parity_pandas_udf_window.py::PandasUDFWindowParityTests::test_shrinking_window
pyspark/sql/tests/connect/test_parity_pandas_udf_window.py::PandasUDFWindowParityTests::test_sliding_window
pyspark/sql/tests/connect/test_parity_readwriter.py::ReadwriterParityTests::test_bucketed_write
pyspark/sql/tests/connect/test_parity_readwriter.py::ReadwriterParityTests::test_insert_into
pyspark/sql/tests/connect/test_parity_readwriter.py::ReadwriterParityTests::test_save_and_load
pyspark/sql/tests/connect/test_parity_readwriter.py::ReadwriterParityTests::test_save_and_load_builder
pyspark/sql/tests/connect/test_parity_readwriter.py::ReadwriterV2ParityTests::test_create_without_provider
pyspark/sql/tests/connect/test_parity_readwriter.py::ReadwriterV2ParityTests::test_table_overwrite
pyspark/sql/tests/connect/test_parity_types.py::TypesParityTests::test_cast_to_string_with_udt
pyspark/sql/tests/connect/test_parity_types.py::TypesParityTests::test_cast_to_udt_with_udt
pyspark/sql/tests/connect/test_parity_types.py::TypesParityTests::test_complex_nested_udt_in_df
pyspark/sql/tests/connect/test_parity_types.py::TypesParityTests::test_negative_decimal
pyspark/sql/tests/connect/test_parity_types.py::TypesParityTests::test_parquet_with_udt
pyspark/sql/tests/connect/test_parity_types.py::TypesParityTests::test_udf_with_udt
pyspark/sql/tests/connect/test_parity_types.py::TypesParityTests::test_udt_with_none
pyspark/sql/tests/connect/test_parity_types.py::TypesParityTests::test_yearmonth_interval_type
pyspark/sql/tests/connect/test_parity_udf.py::UDFParityTests::test_nondeterministic_udf_in_aggregate
pyspark/sql/tests/connect/test_parity_udf.py::UDFParityTests::test_udf_in_join_condition
pyspark/sql/tests/connect/test_parity_udf.py::UDFParityTests::test_udf_not_supported_in_join_condition
pyspark/sql/tests/connect/test_parity_udf.py::UDFParityTests::test_udf_with_input_file_name
pyspark/sql/tests/connect/test_parity_udtf.py::ArrowUDTFParityTests::test_udtf_arrow_sql_conf
pyspark/sql/tests/connect/test_parity_udtf.py::ArrowUDTFParityTests::test_udtf_with_table_argument_malformed_query
pyspark/sql/tests/connect/test_parity_udtf.py::ArrowUDTFParityTests::test_udtf_with_table_argument_multiple
pyspark/sql/tests/connect/test_parity_udtf.py::ArrowUDTFParityTests::test_udtf_with_table_argument_unknown_identifier
pyspark/sql/tests/connect/test_parity_udtf.py::UDTFParityTests::test_udtf_with_table_argument_malformed_query
pyspark/sql/tests/connect/test_parity_udtf.py::UDTFParityTests::test_udtf_with_table_argument_multiple
pyspark/sql/tests/connect/test_parity_udtf.py::UDTFParityTests::test_udtf_with_table_argument_unknown_identifier
pyspark/sql/tests/connect/test_utils.py::ConnectUtilsTests::test_assert_approx_equal_decimaltype_custom_rtol_pass
pyspark/sql/tests/connect/test_utils.py::ConnectUtilsTests::test_assert_equal_approx_pandas_on_spark_df
pyspark/sql/tests/connect/test_utils.py::ConnectUtilsTests::test_assert_equal_exact_pandas_on_spark_df
pyspark/sql/tests/connect/test_utils.py::ConnectUtilsTests::test_assert_equal_nested_struct_str_duplicate
pyspark/sql/tests/connect/test_utils.py::ConnectUtilsTests::test_assert_error_pandas_pyspark_df
pyspark/sql/tests/connect/test_utils.py::ConnectUtilsTests::test_assert_type_error_pandas_df

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Spark 4.0.0 Test Report

Commit Information

Commit Revision Branch
After 6687290 refs/pull/985/merge
Before 69ef383 refs/heads/main

Test Summary

Suite Commit Failed Passed Skipped Warnings Time (s)
doctest-catalog After 11 14 2 5.73
Before 11 14 2 5.66
doctest-column After 35 6.15
Before 35 6.15
doctest-dataframe After 30 86 4 2 9.78
Before 30 86 4 2 9.65
doctest-functions After 110 332 10 7 24.47
Before 110 332 10 7 24.31
test-connect After 515 1180 227 441 268.04
Before 515 1180 227 441 268.69

Test Details

Error Counts 
          666 Total
          238 Total Unique
-------- ---- ----------------------------------------------------------------------------------------------------------
           41 IllegalArgumentException: missing argument: Python UDTF return type
           25 register data source command
           24 DocTestFailure
           23 UnsupportedOperationException: function: parse_json
           23 UnsupportedOperationException: with relations
           18 UnsupportedOperationException: handle add artifacts
           18 UnsupportedOperationException: named argument expression
           14 AssertionError: 1 != 0 : dict_keys([])
           14 UnsupportedOperationException: lambda function
           13 UnsupportedOperationException: variant data type
           12 AssertionError: AnalysisException not raised
           12 AssertionError: False is not true
           12 IllegalArgumentException: expected value at line 1 column 1
           12 PySparkAssertionError: [DIFFERENT_PANDAS_DATAFRAME] DataFrames are not almost equal:
           12 UnsupportedOperationException: unresolved table valued function
           11 IllegalArgumentException: invalid argument: expected function for lateral table factor
           10 UnsupportedOperationException: hint
           10 UnsupportedOperationException: lateral join
            9 AssertionError: 3 != 0 : []
            8 AssertionError
            6 UnsupportedOperationException: PlanNode::CacheTable
            6 UnsupportedOperationException: collect metrics
            6 UnsupportedOperationException: function: spark_partition_id
            6 UnsupportedOperationException: function: window
            6 UnsupportedOperationException: handle analyze is local
            5 AssertionError: `query_context_type` is required when QueryContext exists. QueryContext: [].
            5 UnsupportedOperationException: named function arguments
            5 UnsupportedOperationException: user defined data type should only exist in a field
            5 checkpoint command
            4 AnalysisException: temporary view not found: t2
            4 AssertionError: "TABLE_OR_VIEW_NOT_FOUND" does not match "view not found: v"
            4 AssertionError: AnalysisException not raised by <lambda>
            4 PythonException:  PySparkRuntimeError: [UDTF_EVAL_METHOD_ARGUMENTS_DO_NOT_MATCH_SIGNATURE] Failed to evaluate the user-defined table function '' because the function arguments did not match the expect...
            4 UnsupportedOperationException: approx quantile
            4 UnsupportedOperationException: function: input_file_name
            4 UnsupportedOperationException: function: monotonically_increasing_id
            4 UnsupportedOperationException: unknown aggregate function: hll_sketch_agg
            3 AnalysisException: No files found in the specified paths: file:///home/runner/work/sail/sail/.venvs/test-spark.spark-4.0.0/lib/python3.11/site-packages/pyspark/python/test_support/sql/ages_newlines.cs...
            3 AssertionError: 1 != 0
            3 IllegalArgumentException: invalid argument: extraction must be a literal
            3 UnsupportedOperationException: function: from_json
            3 UnsupportedOperationException: function: shuffle
            3 UnsupportedOperationException: handle analyze input files
            3 UnsupportedOperationException: pivot
            3 UnsupportedOperationException: transpose
            3 UnsupportedOperationException: unknown table function: IDENTIFIER
            3 ValueError: Converting to Python dictionary is not supported when duplicate field names are present
            2 AnalysisException: Failed to parse placeholder id: cannot parse integer from empty string
            2 AnalysisException: Invalid Python user-defined table function return type. Expect a struct type, but got Int32.
            2 AnalysisException: No table format found for: orc
            2 AnalysisException: ambiguous attribute: ObjectName([Identifier("id")])
            2 AnalysisException: not supported: list functions
            2 AnalysisException: temporary view not found: variant_table
            2 AnalysisException: two values expected: [Column(Column { relation: None, name: "#2" }), Column(Column { relation: None, name: "#3" }), Literal(Utf8("/"), None)]
            2 AssertionError: 3 != 0 : dict_keys([])
            2 AssertionError: unexpectedly None
            2 IllegalArgumentException: invalid argument: found FUNCTION at 5:13 expected 'DATABASE', 'SCHEMA', 'TABLE', 'VIEW', 'TEMP', 'TEMPORARY', or 'FUNCTIONS'
            2 IllegalArgumentException: invalid argument: found PARTITION at 281:290 expected '.', '[', '::', 'ESCAPE', 'IS', 'NOT', 'IN', '*', '/', '%', 'DIV', '+', '-', '||', '>>>', '>>', '<<', '&', '^', '|', '!=...
            2 IllegalArgumentException: invalid argument: found PARTITION at 295:304 expected '.', '[', '::', 'ESCAPE', 'IS', 'NOT', 'IN', '*', '/', '%', 'DIV', '+', '-', '||', '>>>', '>>', '<<', '&', '^', '|', '!=...
            2 IllegalArgumentException: invalid argument: found PARTITION at 59:68 expected '.', '[', '::', 'ESCAPE', 'IS', 'NOT', 'IN', '*', '/', '%', 'DIV', '+', '-', '||', '>>>', '>>', '<<', '&', '^', '|', '!=',...
            2 IllegalArgumentException: invalid argument: found WITH at 171:175 expected '.', '[', '::', 'ESCAPE', 'IS', 'NOT', 'IN', '*', '/', '%', 'DIV', '+', '-', '||', '>>>', '>>', '<<', '&', '^', '|', '!=', '!...
            2 IllegalArgumentException: invalid argument: found WITH at 279:283 expected '.', '[', '::', 'ESCAPE', 'IS', 'NOT', 'IN', '*', '/', '%', 'DIV', '+', '-', '||', '>>>', '>>', '<<', '&', '^', '|', '!=', '!...
            2 PySparkAssertionError: [DIFFERENT_ROWS] Results do not match: ( 99.50000 % )
            2 PythonException:  AssertionError: assert None is not None
            2 PythonException:  AttributeError: 'NoneType' object has no attribute 'cpus'
            2 PythonException:  KeyError: 'a'
            2 UnsupportedOperationException: Aggregate can not be used as a sliding accumulator because `retract_batch` is not implemented: avg@1lyeq07trczbg3c9ihccuvt1t(#9) PARTITION BY [#8] ORDER BY [#9 ASC NULLS...
            2 UnsupportedOperationException: Aggregate can not be used as a sliding accumulator because `retract_batch` is not implemented: mean_udf@2yjkzpz26kl3afqanhvf3n18m(#3) PARTITION BY [#2] ORDER BY [#3 ASC ...
            2 UnsupportedOperationException: CLUSTER BY for write
            2 UnsupportedOperationException: LATERAL JOIN with criteria
            2 UnsupportedOperationException: Physical plan does not support logical expression Wildcard { qualifier: None, options: WildcardOptions { ilike: None, exclude: None, except: None, replace: None, rename:...
            2 UnsupportedOperationException: freq items
            2 UnsupportedOperationException: function: format_number
            2 UnsupportedOperationException: function: from_xml
            2 UnsupportedOperationException: function: randstr
            2 UnsupportedOperationException: function: to_variant_object
            2 UnsupportedOperationException: function: try_make_interval
            2 UnsupportedOperationException: function: try_make_timestamp
            2 UnsupportedOperationException: function: try_make_timestamp_ltz
            2 UnsupportedOperationException: function: try_make_timestamp_ntz
            2 UnsupportedOperationException: function: try_parse_json
            2 UnsupportedOperationException: handle analyze same semantics
            2 UnsupportedOperationException: unknown function: distributed_sequence_id
            2 UnsupportedOperationException: unresolved regex
            2 UnsupportedOperationException: wildcard with plan ID
            2 UnsupportedOperationException: with watermark
            2 create resource profile command
            2 handle artifact statuses
            2 received metadata size exceeds hard limit (19714 vs. 16384);  :status:42B content-type:60B grpc-status:45B grpc-message:9084B grpc-status-details-bin:7876B ValueError: Code in Status proto (StatusCode...
            1 AnalysisException: Could not find config namespace "mapred"
            1 AnalysisException: Error parsing timestamp from '082017' using format '%m%Y': input is not enough for unique date and time
            1 AnalysisException: Error parsing timestamp from '2014-31-12' using format '%Y-%d-%pa': input contains invalid characters
            1 AnalysisException: Error parsing timestamp from '2023-01-01' using format '%d-%m-%Y': input contains invalid characters
            1 AnalysisException: No files found in the specified paths: file:///home/runner/work/sail/sail/.venvs/test-spark.spark-4.0.0/lib/python3.11/site-packages/pyspark/sql/functions/builtin.py
(+1)        1 AnalysisException: No files found in the specified paths: file:///tmp/test_multi_paths11w_uqib5/text-0.text, file:///tmp/test_multi_paths11w_uqib5/text-1.text, file:///tmp/test_multi_paths11w_uqib5/te...
(+1)        1 AnalysisException: No files found in the specified paths: file:///tmp/tmp1mn2ccm7/
(+1)        1 AnalysisException: No files found in the specified paths: file:///tmp/tmpd841cvqo/
            1 AnalysisException: No table format found for: xml
            1 AnalysisException: Schema contains duplicate unqualified field name "nth_value(#5,Int32(2)) RESPECT NULLS PARTITION BY [#3] ORDER BY [#4 ASC NULLS FIRST] RANGE BETWEEN UNBOUNDED PRECEDING AND CURRENT ...
            1 AnalysisException: UNION queries have different number of columns: left has 2 columns whereas right has 3 columns
            1 AnalysisException: ambiguous attribute: ObjectName([Identifier("b")])
            1 AnalysisException: ambiguous attribute: ObjectName([Identifier("i")])
            1 AnalysisException: cannot resolve attribute: ObjectName([Identifier("x")])
            1 AnalysisException: element_at expects List or Map type as first argument, got Null
            1 AnalysisException: not supported: function exists
            1 AnalysisException: table already exists: tbl1
            1 AnalysisException: temporary view not found: tab2
            1 AnalysisException: temporary view not found: v2
            1 AnalysisException: too big
(+1)        1 AssertionError: "Database 'memory:1c66c901-2a0c-403d-9b4f-d202692e24f2' dropped." does not match "No table format found for: jdbc"
(+1)        1 AssertionError: "Database 'memory:3bab5a12-8785-4695-961a-761b7ee76bbe' dropped." does not match "No table format found for: jdbc"
            1 AssertionError: "Invalid return type" does not match " AttributeError: 'Series' object has no attribute 'columns'
            1 AssertionError: "PARTITION_TRANSFORM_EXPRESSION_NOT_IN_PARTITIONED_BY" does not match "unknown function: years"
            1 AssertionError: "UNRESOLVED_COLUMN.WITH_SUGGESTION" does not match "cannot resolve attribute: ObjectName([Identifier("b")])"
            1 AssertionError: "foobar" does not match "raise_error expects a single UTF-8 string argument"
            1 AssertionError: "requirement failed: Cogroup keys must have same size: 2 != 1" does not match "invalid argument: child plan grouping expressions must have the same length"
            1 AssertionError: '+--------------------------------+-------------------[411 chars]-+\n' != '+-----------+-----------+\n|from_csv(a)|from_csv(b)|\[105 chars]-+\n'
            1 AssertionError: '+---[102 chars] c -> NULL}|\n|           {c -> de}|\n+--------------------+\n' != '+---[102 chars] c -> NULL}|\n|                NULL|\n+--------------------+\n'
            1 AssertionError: '+---[17 chars]-----+\n|                        x|\n+--------[132 chars]-+\n' != '+---[17 chars]----------+\n|update_fields(x, WithField(e))|\[167 chars]-+\n'
            1 AssertionError: '+---[23 chars]---+-----+\n|  1|    1|\n+---+-----+\nonly showing top 1 row' != '+---[23 chars]---+-----+\n|  1|    1|\n+---+-----+\nonly showing top 1 row\n'
            1 AssertionError: 'deadbeef' is not None
            1 AssertionError: 0 not greater than 0
            1 AssertionError: 0.40248566366484795 != 0.9531453492357947 : Column<'rand(1)'>
            1 AssertionError: 2 != 6
            1 AssertionError: 6 != 0 : []
            1 AssertionError: ArrayIndexOutOfBoundsException not raised
            1 AssertionError: Exception not raised
            1 AssertionError: Exception not raised by <lambda>
            1 AssertionError: Lists differ: [(1, 2), (3, 4), (None, 5), (0, 0)] != [(1, 2), (3, 4), (None, 5), (None, None)]
            1 AssertionError: Lists differ: [Row([14 chars] _c1=25, _c2='I am Hyukjin\n\nI love Spark!'),[86 chars]om')] != [Row([14 chars] _c1='25', _c2='I am Hyukjin\n\nI love Spark!'[92 chars]om')]
            1 AssertionError: Lists differ: [Row(id=90, name='90'), Row(id=91, name='91'), Ro[176 chars]99')] != [Row(id=15, name='15'), Row(id=16, name='16'), Ro[176 chars]24')]
            1 AssertionError: Lists differ: [Row(key='0'), Row(key='1'), Row(key='10'), Row(ke[1435 chars]99')] != [Row(key=0), Row(key=1), Row(key=10), Row(key=11),[1235 chars]=99)]
            1 AssertionError: Lists differ: [Row(ln(id)=0.0, ln(id)=0.0, struct(id, name)=Row(id=[1232 chars]0'))] != [Row(ln(id)=4.31748811353631, ln(id)=4.31748811353631[1312 chars]4'))]
            1 AssertionError: Lists differ: [Row(name='Andy', age=30), Row(name='Justin', [34 chars]one)] != [Row(_corrupt_record=' "age":19}\n', name=None[104 chars]el')]
            1 AssertionError: Row(point='[1.0, 2.0]', pypoint='[3.0, 4.0]') != Row(point='(1.0, 2.0)', pypoint='[3.0, 4.0]')
            1 AssertionError: SparkConnectGrpcException not raised
            1 AssertionError: StorageLevel(False, True, True, False, 1) != StorageLevel(False, False, False, False, 1)
            1 AssertionError: Struc[30 chars]estampType(), True), StructField('val', IntegerType(), True)]) != Struc[30 chars]estampType(), True), StructField('val', IntegerType(), False)])
            1 AssertionError: Struc[32 chars]e(), False), StructField('b', DoubleType(), Fa[158 chars]ue)]) != Struc[32 chars]e(), True), StructField('b', DoubleType(), Tru[154 chars]ue)])
            1 AssertionError: Struc[40 chars]ue), StructField('val', ArrayType(DoubleType(), False), True)]) != Struc[40 chars]ue), StructField('val', PythonOnlyUDT(), True)])
            1 AssertionError: True is not false : Default URL is not secure
            1 AssertionError: YearMonthIntervalType(0, 1) != YearMonthIntervalType(0, 0)
            1 AssertionError: [1.0, 2.0] != ExamplePoint(1.0,2.0)
            1 AttributeError: 'NoneType' object has no attribute 'extract_graph'
            1 AttributeError: 'NoneType' object has no attribute 'toText'
            1 FileNotFoundError: [Errno 2] No such file or directory: '/home/runner/work/sail/sail/.venvs/test-spark.spark-4.0.0/lib/python3.11/site-packages/pyspark/data/artifact-tests/junitLargeJar.jar'
(+1)        1 FileNotFoundError: [Errno 2] No such file or directory: '/tmp/tmpv4stexnw'
            1 IllegalArgumentException: data did not match any variant of untagged enum JsonDataType
            1 IllegalArgumentException: invalid argument: empty data type
            1 IllegalArgumentException: invalid argument: field not found in input schema: col1
            1 IllegalArgumentException: invalid argument: found ( at 114:115 expected ':', data type, ',', or ')'
            1 IllegalArgumentException: invalid argument: found FUNCTION at 7:15 expected 'DATABASE', 'SCHEMA', 'OR', 'TEMP', 'TEMPORARY', 'EXTERNAL', 'TABLE', 'GLOBAL', or 'VIEW'
            1 IllegalArgumentException: invalid argument: found abc at 0:3 expected something else, ';', statement, or end of input
            1 IllegalArgumentException: invalid argument: found collate at 13:20 expected string, '.', '[', '::', 'ESCAPE', 'IS', 'NOT', 'IN', '*', '/', '%', 'DIV', '+', '-', '||', '>>>', '>>', '<<', '&', '^', '|',...
            1 IllegalArgumentException: invalid argument: grouping sets with grouping expressions
            1 IllegalArgumentException: invalid argument: invalid user-defined window function type
            1 IllegalArgumentException: invalid argument: table does not exist: ObjectName([Identifier("test_table")])
(+1)        1 PySparkAssertionError: Received incorrect server side session identifier for request. Please create a new Spark Session to reconnect. (c0ab0e83-e646-4290-a068-3e7385a697ec != 4068e5bd-3b58-4997-ab59-0...
(+1)        1 PySparkAssertionError: Received incorrect server side session identifier for request. Please create a new Spark Session to reconnect. (cad43aff-991c-4553-987d-310c6106080e != b138ea5b-399b-468e-bc90-9...
            1 PySparkNotImplementedError: [NOT_IMPLEMENTED] rdd is not implemented.
            1 PySparkNotImplementedError: [NOT_IMPLEMENTED] toJSON() is not implemented.
            1 PythonException:  AttributeError: 'NoneType' object has no attribute 'partitionId'
            1 PythonException:  AttributeError: 'list' object has no attribute 'x'
            1 PythonException:  AttributeError: 'list' object has no attribute 'y'
            1 PythonException:  TypeError: net.razorvine.pickle.PickleException: expected zero arguments for construction of ClassDict (for pyspark.sql.types._create_row).
            1 SparkRuntimeException: Cast error: Cannot cast string 'abc' to value of Float64 type
            1 SparkRuntimeException: Cast error: Cannot cast to Decimal128(30, 15). Overflowing on NaN
            1 SparkRuntimeException: Compute error: Cannot perform a binary operation on arrays of different length
            1 SparkRuntimeException: Invalid argument error: column types must match schema types, expected Int64 but found List(Field { name: "item", data_type: Int64, nullable: true, dict_id: 0, dict_is_ordered: ...
            1 SparkRuntimeException: Invalid argument error: column types must match schema types, expected LargeUtf8 but found Utf8 at column index 0
            1 SparkRuntimeException: Json error: Not valid JSON: EOF while parsing a list at line 1 column 1
            1 SparkRuntimeException: Json error: Not valid JSON: expected value at line 1 column 2
            1 SparkRuntimeException: Parser error: Error while parsing value '0
            1 UnsupportedOperationException: Aggregate can not be used as a sliding accumulator because `retract_batch` is not implemented: avg@1lyeq07trczbg3c9ihccuvt1t(#9) PARTITION BY [#8] ORDER BY [#9 ASC NULLS...
            1 UnsupportedOperationException: Aggregate can not be used as a sliding accumulator because `retract_batch` is not implemented: avg@1lyeq07trczbg3c9ihccuvt1t(plus_one@6u0mz3nm98p9nxyf30cgvjry(#9)) PARTI...
            1 UnsupportedOperationException: PlanNode::ClearCache
            1 UnsupportedOperationException: PlanNode::IsCached
            1 UnsupportedOperationException: PlanNode::RecoverPartitions
            1 UnsupportedOperationException: SHOW FUNCTIONS
            1 UnsupportedOperationException: Support for 'approx_distinct' for data type Float64 is not implemented
            1 UnsupportedOperationException: Support for 'approx_distinct' for data type Struct(name Utf8, value Int64) is not implemented
            1 UnsupportedOperationException: as of join
            1 UnsupportedOperationException: bucketing for writing listing table format
            1 UnsupportedOperationException: deduplicate within watermark
            1 UnsupportedOperationException: function: array_sort
            1 UnsupportedOperationException: function: collate
            1 UnsupportedOperationException: function: collation
            1 UnsupportedOperationException: function: format_string
            1 UnsupportedOperationException: function: java_method
            1 UnsupportedOperationException: function: json_tuple
            1 UnsupportedOperationException: function: printf
            1 UnsupportedOperationException: function: reflect
            1 UnsupportedOperationException: function: regexp_extract
            1 UnsupportedOperationException: function: regexp_extract_all
            1 UnsupportedOperationException: function: regexp_substr
            1 UnsupportedOperationException: function: schema_of_csv
            1 UnsupportedOperationException: function: schema_of_json
            1 UnsupportedOperationException: function: schema_of_xml
            1 UnsupportedOperationException: function: sentences
            1 UnsupportedOperationException: function: session_window
            1 UnsupportedOperationException: function: soundex
            1 UnsupportedOperationException: function: to_char
            1 UnsupportedOperationException: function: to_csv
            1 UnsupportedOperationException: function: to_json
            1 UnsupportedOperationException: function: to_varchar
            1 UnsupportedOperationException: function: to_xml
            1 UnsupportedOperationException: function: try_reflect
            1 UnsupportedOperationException: function: try_url_decode
            1 UnsupportedOperationException: function: uniform
            1 UnsupportedOperationException: function: xpath
            1 UnsupportedOperationException: function: xpath_boolean
            1 UnsupportedOperationException: function: xpath_double
            1 UnsupportedOperationException: function: xpath_float
            1 UnsupportedOperationException: function: xpath_int
            1 UnsupportedOperationException: function: xpath_long
            1 UnsupportedOperationException: function: xpath_number
            1 UnsupportedOperationException: function: xpath_short
            1 UnsupportedOperationException: function: xpath_string
            1 UnsupportedOperationException: handle analyze json to ddl
            1 UnsupportedOperationException: handle analyze semantic hash
            1 UnsupportedOperationException: named window function arguments
            1 UnsupportedOperationException: unknown aggregate function: bitmap_construct_agg
            1 UnsupportedOperationException: unknown aggregate function: bitmap_or_agg
            1 UnsupportedOperationException: unknown aggregate function: count_min_sketch
            1 UnsupportedOperationException: unknown aggregate function: grouping_id
            1 UnsupportedOperationException: unknown aggregate function: histogram_numeric
            1 UnsupportedOperationException: unknown aggregate function: percentile
            1 UnsupportedOperationException: unknown aggregate function: try_avg
            1 UnsupportedOperationException: unknown aggregate function: try_sum
            1 UnsupportedOperationException: unknown function: product
            1 UnsupportedOperationException: unknown function: timestampadd
            1 UnsupportedOperationException: unknown function: timestampdiff
            1 ValueError: Code in Status proto (StatusCode.INTERNAL) doesn't match status code (StatusCode.RESOURCE_EXHAUSTED)
            1 ValueError: The column label 'id' is not unique.
            1 ValueError: The column label 'struct' is not unique.
            1 failed to decode Protobuf message: WithColumns.input: Relation.rel_type: WithColumns.input: Relation.rel_type: WithColumns.input: Relation.rel_type: WithColumns.input: Relation.rel_type: WithColumns.i...
            1 handle add artifacts
            1 received metadata size exceeds hard limit (value length 25049 vs. 16384)
(-1)        0 AnalysisException: No files found in the specified paths: file:///tmp/test_multi_paths1s35bs5sm/text-0.text, file:///tmp/test_multi_paths1s35bs5sm/text-1.text, file:///tmp/test_multi_paths1s35bs5sm/te...
(-1)        0 AnalysisException: No files found in the specified paths: file:///tmp/tmphupvtngc/
(-1)        0 AnalysisException: No files found in the specified paths: file:///tmp/tmprqzb84qj/
(-1)        0 AssertionError: "Database 'memory:57317874-c5f5-48d9-a4e4-abfae53daaed' dropped." does not match "No table format found for: jdbc"
(-1)        0 AssertionError: "Database 'memory:cd531906-4e7a-4822-aeb2-65c7a6b0f36d' dropped." does not match "No table format found for: jdbc"
(-1)        0 FileNotFoundError: [Errno 2] No such file or directory: '/tmp/tmp8veiq3h7'
(-1)        0 PySparkAssertionError: Received incorrect server side session identifier for request. Please create a new Spark Session to reconnect. (c5d9a795-3f1a-45c5-888e-c407e47d43f9 != 5f383ad2-9791-4bcf-95c2-9...
(-1)        0 PySparkAssertionError: Received incorrect server side session identifier for request. Please create a new Spark Session to reconnect. (ecbd0309-c132-44a5-aba9-77f446668d45 != ecd60452-5989-40c8-ab7a-d...
Passed Tests Diff

(empty)

Failed Tests 
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.cacheTable
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.clearCache
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.createTable
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.functionExists
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.getFunction
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.isCached
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.listFunctions
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.recoverPartitions
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.refreshByPath
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.refreshTable
pyspark/sql/catalog.py::pyspark.sql.catalog.Catalog.uncacheTable
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame._joinAsOf
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.approxQuantile
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.cache
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.coalesce
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.colRegex
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.dropDuplicatesWithinWatermark
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.exists
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.explain
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.groupingSets
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.hint
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.inputFiles
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.isLocal
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.isStreaming
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.lateralJoin
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.localCheckpoint
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.observe
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.persist
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.randomSplit
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.rdd
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.repartition
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.repartitionByRange
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.sameSemantics
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.sampleBy
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.scalar
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.storageLevel
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.toJSON
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.transpose
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrame.withWatermark
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrameStatFunctions.approxQuantile
pyspark/sql/dataframe.py::pyspark.sql.dataframe.DataFrameStatFunctions.sampleBy
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.aggregate
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.approx_count_distinct
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.approx_percentile
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.array_sort
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.bitmap_construct_agg
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.bitmap_or_agg
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.broadcast
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.collation
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.corr
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.cosh
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.count_if
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.count_min_sketch
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.degrees
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.exists
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.exp
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.filter
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.first
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.forall
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.format_number
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.format_string
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.from_csv
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.from_json
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.from_xml
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.grouping_id
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.hash
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.histogram_numeric
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.hll_sketch_agg
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.hll_sketch_estimate
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.hll_union
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.hll_union_agg
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.ilike
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.inline_outer
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.input_file_block_length
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.input_file_block_start
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.input_file_name
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.is_variant_null
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.java_method
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.json_tuple
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.kurtosis
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.like
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.log2
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.map_filter
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.map_zip_with
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.mode
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.monotonically_increasing_id
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.parse_json
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.percentile
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.percentile_approx
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.printf
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.product
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.rand
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.randn
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pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.reflect
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.regexp_extract
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.regexp_extract_all
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.regexp_substr
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.schema_of_csv
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pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.schema_of_variant
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.schema_of_variant_agg
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.schema_of_xml
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.sentences
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.session_window
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.shuffle
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.sin
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.soundex
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.spark_partition_id
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.tan
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.timestamp_add
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.timestamp_diff
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.to_char
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.to_csv
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.to_json
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.to_varchar
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.to_variant_object
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.to_xml
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.transform
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.transform_keys
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.transform_values
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pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.try_avg
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.try_make_interval
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pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.try_make_timestamp_ltz
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pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.try_parse_json
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.try_reflect
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pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.try_sum
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.try_url_decode
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pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.udtf
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pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.variant_get
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.window
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.window_time
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.xpath
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.xpath_boolean
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.xpath_double
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.xpath_float
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pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.xpath_string
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.xxhash64
pyspark/sql/functions/builtin.py::pyspark.sql.functions.builtin.zip_with
pyspark/sql/tests/connect/arrow/test_parity_arrow.py::ArrowParityTests::test_createDataFrame_pandas_duplicate_field_names
pyspark/sql/tests/connect/arrow/test_parity_arrow.py::ArrowParityTests::test_pandas_self_destruct
pyspark/sql/tests/connect/arrow/test_parity_arrow.py::ArrowParityTests::test_toPandas_duplicate_field_names
pyspark/sql/tests/connect/arrow/test_parity_arrow_map.py::ArrowMapParityTests::test_map_in_arrow_with_barrier_mode
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_chained_udfs_with_variant
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_kwargs
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_named_arguments
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_named_arguments_and_defaults
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_named_arguments_negative
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_nondeterministic_udf_in_aggregate
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_udf_cache
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_udf_in_join_condition
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_udf_not_supported_in_join_condition
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_udf_with_complex_variant_input
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_udf_with_complex_variant_output
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_udf_with_input_file_name
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_udf_with_udt
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_udf_with_variant_input
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::ArrowPythonUDFParityTests::test_udf_with_variant_output
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_chained_udfs_with_variant
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_kwargs
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_named_arguments
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_named_arguments_and_defaults
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_named_arguments_negative
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_nondeterministic_udf_in_aggregate
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_udf_cache
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_udf_in_join_condition
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_udf_not_supported_in_join_condition
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_udf_with_complex_variant_input
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_udf_with_complex_variant_output
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_udf_with_input_file_name
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_udf_with_udt
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_udf_with_variant_input
pyspark/sql/tests/connect/arrow/test_parity_arrow_python_udf.py::UDFParityTests::test_udf_with_variant_output
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_add_archive
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_add_file
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_add_pyfile
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_add_zipped_package
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_artifacts_cannot_be_overwritten
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_cache_artifact
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_copy_from_local_to_fs
pyspark/sql/tests/connect/client/test_artifact.py::ArtifactTests::test_single_chunked_and_chunked_artifact
pyspark/sql/tests/connect/client/test_artifact_localcluster.py::LocalClusterArtifactTests::test_add_archive
pyspark/sql/tests/connect/client/test_artifact_localcluster.py::LocalClusterArtifactTests::test_add_file
pyspark/sql/tests/connect/client/test_artifact_localcluster.py::LocalClusterArtifactTests::test_add_pyfile
pyspark/sql/tests/connect/client/test_artifact_localcluster.py::LocalClusterArtifactTests::test_add_zipped_package
pyspark/sql/tests/connect/client/test_artifact_localcluster.py::LocalClusterArtifactTests::test_artifacts_cannot_be_overwritten
pyspark/sql/tests/connect/client/test_client.py::SparkConnectClientTestCase::test_properties
pyspark/sql/tests/connect/pandas/test_parity_pandas_cogrouped_map.py::CogroupedApplyInPandasTests::test_case_insensitive_grouping_column
pyspark/sql/tests/connect/pandas/test_parity_pandas_cogrouped_map.py::CogroupedApplyInPandasTests::test_different_group_key_cardinality
pyspark/sql/tests/connect/pandas/test_parity_pandas_cogrouped_map.py::CogroupedApplyInPandasTests::test_self_join
pyspark/sql/tests/connect/pandas/test_parity_pandas_grouped_map.py::GroupedApplyInPandasTests::test_case_insensitive_grouping_column
pyspark/sql/tests/connect/pandas/test_parity_pandas_grouped_map.py::GroupedApplyInPandasTests::test_grouped_over_window
pyspark/sql/tests/connect/pandas/test_parity_pandas_grouped_map.py::GroupedApplyInPandasTests::test_grouped_over_window_with_key
pyspark/sql/tests/connect/pandas/test_parity_pandas_grouped_map_with_state.py::GroupedApplyInPandasWithStateTests::test_apply_in_pandas_with_state_basic
pyspark/sql/tests/connect/pandas/test_parity_pandas_grouped_map_with_state.py::GroupedApplyInPandasWithStateTests::test_apply_in_pandas_with_state_basic_fewer_data
pyspark/sql/tests/connect/pandas/test_parity_pandas_grouped_map_with_state.py::GroupedApplyInPandasWithStateTests::test_apply_in_pandas_with_state_basic_more_data
pyspark/sql/tests/connect/pandas/test_parity_pandas_grouped_map_with_state.py::GroupedApplyInPandasWithStateTests::test_apply_in_pandas_with_state_basic_no_state
pyspark/sql/tests/connect/pandas/test_parity_pandas_grouped_map_with_state.py::GroupedApplyInPandasWithStateTests::test_apply_in_pandas_with_state_basic_no_state_no_data
pyspark/sql/tests/connect/pandas/test_parity_pandas_grouped_map_with_state.py::GroupedApplyInPandasWithStateTests::test_apply_in_pandas_with_state_basic_with_null
pyspark/sql/tests/connect/pandas/test_parity_pandas_grouped_map_with_state.py::GroupedApplyInPandasWithStateTests::test_apply_in_pandas_with_state_python_worker_random_failure
pyspark/sql/tests/connect/pandas/test_parity_pandas_map.py::MapInPandasParityTests::test_large_variable_types
pyspark/sql/tests/connect/pandas/test_parity_pandas_map.py::MapInPandasParityTests::test_map_in_pandas_with_barrier_mode
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf.py::PandasUDFParityTests::test_pandas_udf_basic_with_return_type_string
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf.py::PandasUDFParityTests::test_pandas_udf_return_type_error
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf.py::PandasUDFParityTests::test_udf_wrong_arg
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_grouped_agg.py::PandasUDFGroupedAggParityTests::test_invalid_args
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_grouped_agg.py::PandasUDFGroupedAggParityTests::test_kwargs
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_grouped_agg.py::PandasUDFGroupedAggParityTests::test_named_arguments
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_grouped_agg.py::PandasUDFGroupedAggParityTests::test_named_arguments_and_defaults
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_grouped_agg.py::PandasUDFGroupedAggParityTests::test_named_arguments_negative
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_chained_udfs_with_complex_variant
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_chained_udfs_with_variant
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_kwargs
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_named_arguments
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_named_arguments_and_defaults
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_named_arguments_negative
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_nondeterministic_vectorized_udf_in_aggregate
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_scalar_iter_udf_init
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_udafs_with_complex_variant_input
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_udafs_with_complex_variant_output
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_udafs_with_variant_input
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_udafs_with_variant_output
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_udf_with_nested_variant_input
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_udf_with_variant_input
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_udf_with_variant_nested_output
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_udf_with_variant_output
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_vectorized_udf_check_config
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_scalar.py::PandasUDFScalarParityTests::test_vectorized_udf_invalid_length
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_window.py::PandasUDFWindowParityTests::test_bounded_mixed
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_window.py::PandasUDFWindowParityTests::test_bounded_simple
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_window.py::PandasUDFWindowParityTests::test_invalid_args
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_window.py::PandasUDFWindowParityTests::test_kwargs
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_window.py::PandasUDFWindowParityTests::test_named_arguments
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_window.py::PandasUDFWindowParityTests::test_named_arguments_negative
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_window.py::PandasUDFWindowParityTests::test_shrinking_window
pyspark/sql/tests/connect/pandas/test_parity_pandas_udf_window.py::PandasUDFWindowParityTests::test_sliding_window
pyspark/sql/tests/connect/shell/test_progress.py::SparkConnectProgressHandlerE2E::test_custom_handler_works
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_column_regexp
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_create_global_temp_view
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_explain_string
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_extended_hint_types
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_hint
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_input_files
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_is_local
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_join_hint
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_observe
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_same_semantics
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_schema
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_self_join
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_semantic_hash
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_sql_with_command
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_sql_with_named_args
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_sql_with_pos_args
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_tail
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectBasicTests::test_to
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectGCTests::test_garbage_collection_checkpoint
pyspark/sql/tests/connect/test_connect_basic.py::SparkConnectGCTests::test_garbage_collection_derived_checkpoint
pyspark/sql/tests/connect/test_connect_collection.py::SparkConnectCollectionTests::test_collect
pyspark/sql/tests/connect/test_connect_collection.py::SparkConnectCollectionTests::test_collect_timestamp
pyspark/sql/tests/connect/test_connect_column.py::SparkConnectColumnTests::test_column_accessor
pyspark/sql/tests/connect/test_connect_column.py::SparkConnectColumnTests::test_column_arithmetic_ops
pyspark/sql/tests/connect/test_connect_column.py::SparkConnectColumnTests::test_column_field_ops
pyspark/sql/tests/connect/test_connect_column.py::SparkConnectColumnTests::test_column_string_ops
pyspark/sql/tests/connect/test_connect_column.py::SparkConnectColumnTests::test_columns
pyspark/sql/tests/connect/test_connect_column.py::SparkConnectColumnTests::test_decimal
pyspark/sql/tests/connect/test_connect_column.py::SparkConnectColumnTests::test_distributed_sequence_id
pyspark/sql/tests/connect/test_connect_creation.py::SparkConnectCreationTests::test_streaming_local_relation
pyspark/sql/tests/connect/test_connect_creation.py::SparkConnectCreationTests::test_with_local_list
pyspark/sql/tests/connect/test_connect_creation.py::SparkConnectCreationTests::test_with_local_ndarray
pyspark/sql/tests/connect/test_connect_dataframe_property.py::SparkConnectDataFramePropertyTests::test_cached_schema_cogroup_apply_in_arrow
pyspark/sql/tests/connect/test_connect_dataframe_property.py::SparkConnectDataFramePropertyTests::test_cached_schema_cogroup_apply_in_pandas
pyspark/sql/tests/connect/test_connect_dataframe_property.py::SparkConnectDataFramePropertyTests::test_cached_schema_group_apply_in_arrow
pyspark/sql/tests/connect/test_connect_dataframe_property.py::SparkConnectDataFramePropertyTests::test_cached_schema_group_apply_in_pandas
pyspark/sql/tests/connect/test_connect_dataframe_property.py::SparkConnectDataFramePropertyTests::test_cached_schema_map_in_arrow
pyspark/sql/tests/connect/test_connect_dataframe_property.py::SparkConnectDataFramePropertyTests::test_cached_schema_map_in_pandas
pyspark/sql/tests/connect/test_connect_error.py::SparkConnectErrorTests::test_deduplicate_within_watermark_in_batch
pyspark/sql/tests/connect/test_connect_error.py::SparkConnectErrorTests::test_invalid_column
pyspark/sql/tests/connect/test_connect_error.py::SparkConnectErrorTests::test_invalid_star
pyspark/sql/tests/connect/test_connect_error.py::SparkConnectErrorTests::test_recursion_handling_for_plan_logging
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_aggregation_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_broadcast
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_collection_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_csv_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_date_ts_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_json_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_lambda_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_map_collection_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_math_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_nested_lambda_function
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_non_deterministic_with_seed
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_normal_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_string_functions_multi_args
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_string_functions_one_arg
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_time_window_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_udf
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_udtf
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_window_functions
pyspark/sql/tests/connect/test_connect_function.py::SparkConnectFunctionTests::test_xml_functions
pyspark/sql/tests/connect/test_connect_readwriter.py::SparkConnectReadWriterTests::test_json
pyspark/sql/tests/connect/test_connect_readwriter.py::SparkConnectReadWriterTests::test_multi_paths
pyspark/sql/tests/connect/test_connect_readwriter.py::SparkConnectReadWriterTests::test_orc
pyspark/sql/tests/connect/test_connect_readwriter.py::SparkConnectReadWriterTests::test_simple_read_without_schema
pyspark/sql/tests/connect/test_connect_readwriter.py::SparkConnectReadWriterTests::test_simple_udt_from_read
pyspark/sql/tests/connect/test_connect_readwriter.py::SparkConnectReadWriterTests::test_write_operations
pyspark/sql/tests/connect/test_connect_readwriter.py::SparkConnectReadWriterTests::test_xml
pyspark/sql/tests/connect/test_connect_session.py::ChannelBuilderTests::test_sensible_defaults
pyspark/sql/tests/connect/test_connect_session.py::SparkConnectSessionTests::test_authentication
pyspark/sql/tests/connect/test_connect_session.py::SparkConnectSessionTests::test_error_enrichment_jvm_stacktrace
pyspark/sql/tests/connect/test_connect_session.py::SparkConnectSessionTests::test_error_enrichment_message
pyspark/sql/tests/connect/test_connect_session.py::SparkConnectSessionTests::test_error_stack_trace
pyspark/sql/tests/connect/test_connect_session.py::SparkConnectSessionTests::test_get_message_parameters_without_enriched_error
pyspark/sql/tests/connect/test_connect_session.py::SparkConnectSessionTests::test_reset_when_server_and_client_sessionids_mismatch
pyspark/sql/tests/connect/test_connect_session.py::SparkConnectSessionTests::test_reset_when_server_session_id_mismatch
pyspark/sql/tests/connect/test_connect_stat.py::SparkConnectStatTests::test_describe
pyspark/sql/tests/connect/test_connect_stat.py::SparkConnectStatTests::test_grouped_data
pyspark/sql/tests/connect/test_connect_stat.py::SparkConnectStatTests::test_numeric_aggregation
pyspark/sql/tests/connect/test_connect_stat.py::SparkConnectStatTests::test_random_split
pyspark/sql/tests/connect/test_connect_stat.py::SparkConnectStatTests::test_stat_approx_quantile
pyspark/sql/tests/connect/test_connect_stat.py::SparkConnectStatTests::test_stat_freq_items
pyspark/sql/tests/connect/test_connect_stat.py::SparkConnectStatTests::test_stat_sample_by
pyspark/sql/tests/connect/test_df_debug.py::SparkConnectDataFrameDebug::test_df_debug_basics
pyspark/sql/tests/connect/test_df_debug.py::SparkConnectDataFrameDebug::test_query_execution_text_format
pyspark/sql/tests/connect/test_parity_catalog.py::CatalogParityTests::test_function_exists
pyspark/sql/tests/connect/test_parity_catalog.py::CatalogParityTests::test_get_function
pyspark/sql/tests/connect/test_parity_catalog.py::CatalogParityTests::test_list_functions
pyspark/sql/tests/connect/test_parity_catalog.py::CatalogParityTests::test_refresh_table
pyspark/sql/tests/connect/test_parity_catalog.py::CatalogParityTests::test_table_cache
pyspark/sql/tests/connect/test_parity_column.py::ColumnParityTests::test_access_column
pyspark/sql/tests/connect/test_parity_column.py::ColumnParityTests::test_getitem_column
pyspark/sql/tests/connect/test_parity_creation.py::DataFrameCreationParityTests::test_schema_inference_from_pandas_with_dict
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_cache_dataframe
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_cache_table
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_coalesce_hints_with_string_parameter
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_create_df_with_collation
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_dataframe_star
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_duplicate_field_names
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_extended_hint_types
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_generic_hints
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_input_files
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_join_without_on
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_lateral_column_alias
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_local_checkpoint_dataframe
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_local_checkpoint_dataframe_with_storage_level
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_metadata_column
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_pandas_api
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_repr_behaviors
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_require_cross
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_self_join_II
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_self_join_III
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_self_join_IV
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_to
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_transpose
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_transpose_with_invalid_index_columns
pyspark/sql/tests/connect/test_parity_dataframe.py::DataFrameParityTests::test_with_column_and_generator
pyspark/sql/tests/connect/test_parity_dataframe_query_context.py::DataFrameQueryContextParityTests::test_dataframe_query_context
pyspark/sql/tests/connect/test_parity_dataframe_query_context.py::DataFrameQueryContextParityTests::test_dataframe_query_context_col
pyspark/sql/tests/connect/test_parity_dataframe_query_context.py::DataFrameQueryContextParityTests::test_query_context_complex
pyspark/sql/tests/connect/test_parity_dataframe_query_context.py::DataFrameQueryContextParityTests::test_sql_query_context
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_checking_csv_header
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_encoding_json
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_ignore_column_of_all_nulls
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_ignorewhitespace_csv
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_jdbc
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_jdbc_format
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_linesep_json
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_linesep_text
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_multiline_csv
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_multiline_json
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_read_multiple_orc_file
pyspark/sql/tests/connect/test_parity_datasources.py::DataSourcesParityTests::test_xml
pyspark/sql/tests/connect/test_parity_errors.py::ErrorsParityTests::test_array_index_out_of_bounds_exception
pyspark/sql/tests/connect/test_parity_errors.py::ErrorsParityTests::test_date_time_exception
pyspark/sql/tests/connect/test_parity_errors.py::ErrorsParityTests::test_number_format_exception
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_approxQuantile
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_assert_true
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_collation
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_enum_literals
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_functions_broadcast
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_inline
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_input_file_name_udf
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_nested_higher_order_function
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_non_deterministic_with_seed
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_nth_value
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_parse_json
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_raise_error
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_randstr_uniform
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_sampleby
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_to_variant_object
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_try_make_interval
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_try_make_timestamp
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_try_make_timestamp_ltz
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_try_make_timestamp_ntz
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_try_parse_json
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_variant_expressions
pyspark/sql/tests/connect/test_parity_functions.py::FunctionsParityTests::test_window_time
pyspark/sql/tests/connect/test_parity_group.py::GroupParityTests::test_agg_func
pyspark/sql/tests/connect/test_parity_observation.py::DataFrameObservationParityTests::test_observe
pyspark/sql/tests/connect/test_parity_observation.py::DataFrameObservationParityTests::test_observe_on_commands
pyspark/sql/tests/connect/test_parity_observation.py::DataFrameObservationParityTests::test_observe_str
pyspark/sql/tests/connect/test_parity_observation.py::DataFrameObservationParityTests::test_observe_with_same_name_on_different_dataframe
pyspark/sql/tests/connect/test_parity_python_datasource.py::PythonDataSourceParityTests::test_arrow_batch_data_source
pyspark/sql/tests/connect/test_parity_python_datasource.py::PythonDataSourceParityTests::test_arrow_batch_sink
pyspark/sql/tests/connect/test_parity_python_datasource.py::PythonDataSourceParityTests::test_custom_json_data_source_abort
pyspark/sql/tests/connect/test_parity_python_datasource.py::PythonDataSourceParityTests::test_custom_json_data_source_commit
pyspark/sql/tests/connect/test_parity_python_datasource.py::PythonDataSourceParityTests::test_custom_json_data_source_read
pyspark/sql/tests/connect/test_parity_python_datasource.py::PythonDataSourceParityTests::test_custom_json_data_source_write
pyspark/sql/tests/connect/test_parity_pyt

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@lonless9 @shehabgamin