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wip: Support UDF for spark-rapids-tools #1347

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wip: Support UDF for spark-rapids-tools #1347

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5dcc95b
Compatible with bd spark
Sep 14, 2024
1e5a8b4
EstimateEventRapidsUDF v1
Oct 20, 2023
7dfe11c
wip for new Qualification
Sep 14, 2024
1e12968
new version for rapids
Sep 14, 2024
cee6004
use local output for ml
Sep 14, 2024
096f5f6
use local output for ml
Sep 14, 2024
83341b2
try to fix loadClusterProps
Sep 14, 2024
a52f14d
find prediction file
Sep 14, 2024
49fcc56
fix local dir
Sep 14, 2024
3347da9
outputDirectory for tools should be hdfs
Sep 18, 2024
5cc3ce2
outputDirectory for tools should be hdfs
Sep 18, 2024
22152dc
outputDirectory for tools should be hdfs
Sep 18, 2024
9ab61af
refact output dir
Sep 18, 2024
b1131da
Support ml
Sep 20, 2024
6349290
Support ml
Sep 20, 2024
83d3273
Support ml
Sep 20, 2024
2412631
print log
Sep 24, 2024
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51 changes: 51 additions & 0 deletions core/pom.xml
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Original file line number Diff line number Diff line change
Expand Up @@ -160,6 +160,21 @@
<hadoop.version>3.3.6</hadoop.version>
</properties>
</profile>
<profile>
<id>bd321</id>
<activation>
<property>
<name>buildver</name>
<value>321</value>
</property>
</activation>
<properties>
<buildver>321</buildver>
<spark.version>${bdspark321.version}</spark.version>
<delta.core.version>${delta20x.version}</delta.core.version>
<hadoop.version>3.3.6</hadoop.version>
</properties>
</profile>
<profile>
<id>release322</id>
<activation>
Expand Down Expand Up @@ -443,6 +458,7 @@
<spark314.version>3.1.4-SNAPSHOT</spark314.version>
<spark320.version>3.2.0</spark320.version>
<spark321.version>3.2.1</spark321.version>
<bdspark321.version>3.2.1-bd1-SNAPSHOT</bdspark321.version>
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Is this available on mvn public repo?

<spark322.version>3.2.2</spark322.version>
<spark323.version>3.2.3</spark323.version>
<spark324.version>3.2.4</spark324.version>
Expand Down Expand Up @@ -502,6 +518,7 @@
<project.build.sourceEncoding>${platform-encoding}</project.build.sourceEncoding>
<project.reporting.sourceEncoding>${platform-encoding}</project.reporting.sourceEncoding>
<project.reporting.outputEncoding>${platform-encoding}</project.reporting.outputEncoding>
<hive.version>1.2.2-bd103</hive.version>
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Is this available on public mvn? and why do we need to define custom hive version to do basic functionalities? it will only run in a specific environment.

</properties>

<dependencies>
Expand Down Expand Up @@ -582,6 +599,40 @@
<version>${spark.version}</version>
<scope>test</scope>
</dependency>
<dependency>
<groupId>org.apache.hive</groupId>
<artifactId>hive-common</artifactId>
<version>${hive.version}</version>
<scope>provided</scope>
</dependency>
<dependency>
<groupId>org.apache.hive</groupId>
<artifactId>hive-exec</artifactId>
<version>${hive.version}</version>
<scope>provided</scope>
<!-- <exclusions>-->
<!-- <exclusion>-->
<!-- <groupId>org.codehaus.jackson</groupId>-->
<!-- <artifactId>jackson-core-asl</artifactId>-->
<!-- </exclusion>-->
<!-- <exclusion>-->
<!-- <groupId>org.codehaus.jackson</groupId>-->
<!-- <artifactId>jackson-mapper-asl</artifactId>-->
<!-- </exclusion>-->
<!-- <exclusion>-->
<!-- <groupId>org.codehaus.jackson</groupId>-->
<!-- <artifactId>jackson-jaxrs</artifactId>-->
<!-- </exclusion>-->
<!-- <exclusion>-->
<!-- <groupId>org.codehaus.jackson</groupId>-->
<!-- <artifactId>jackson-xc</artifactId>-->
<!-- </exclusion>-->
<!-- <exclusion>-->
<!-- <groupId>com.google.protobuf</groupId>-->
<!-- <artifactId>protobuf-java</artifactId>-->
<!-- </exclusion>-->
<!-- </exclusions>-->
Comment on lines +613 to +634
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remove commented code

</dependency>
</dependencies>

<build>
Expand Down
283 changes: 283 additions & 0 deletions core/src/main/resources/opScore-onprem-bytedance0325.csv
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -0,0 +1,283 @@
CPUOperator,Score
CoalesceExec,3.0
CollectLimitExec,3.0
ExpandExec,2.68
FileSourceScanExec,0.5
FilterExec,22.04
GenerateExec,3.0
GlobalLimitExec,3.0
LocalLimitExec,3.0
ProjectExec,1.5
RangeExec,3.0
SampleExec,3.0
SortExec,6.64
SubqueryBroadcastExec,3.0
TakeOrderedAndProjectExec,3.0
UnionExec,3.0
CustomShuffleReaderExec,3.0
HashAggregateExec,10.55
ObjectHashAggregateExec,3.0
SortAggregateExec,3.0
InMemoryTableScanExec,3.0
DataWritingCommandExec,3.0
ExecutedCommandExec,3.0
BatchScanExec,0.5
BroadcastExchangeExec,30.0
ShuffleExchangeExec,1.0
BroadcastHashJoinExec,40.00
BroadcastNestedLoopJoinExec,3.0
CartesianProductExec,3.0
ShuffledHashJoinExec,22.29
SortMergeJoinExec,22.33
AggregateInPandasExec,1.2
ArrowEvalPythonExec,1.2
FlatMapCoGroupsInPandasExec,3.0
FlatMapGroupsInPandasExec,1.2
MapInPandasExec,1.2
WindowInPandasExec,1.2
WindowExec,127.61
HiveTableScanExec,0.5
Abs,4
Acos,4
Acosh,4
Add,4
AggregateExpression,4
Alias,4
And,4
ApproximatePercentile,4
ArrayContains,4
ArrayExcept,4
ArrayExists,4
ArrayIntersect,4
ArrayMax,4
ArrayMin,4
ArrayRemove,4
ArrayRepeat,4
ArrayTransform,4
ArrayUnion,4
ArraysOverlap,4
ArraysZip,4
Asin,4
Asinh,4
AtLeastNNonNulls,4
Atan,4
Atanh,4
AttributeReference,4
Average,4
BRound,4
BitLength,4
BitwiseAnd,4
BitwiseNot,4
BitwiseOr,4
BitwiseXor,4
CaseWhen,4
Cbrt,4
Ceil,4
CheckOverflow,4
Coalesce,4
CollectList,4
CollectSet,4
Concat,4
ConcatWs,4
Contains,4
Conv,4
Cos,4
Cosh,4
Cot,4
Count,4
CreateArray,4
CreateMap,4
CreateNamedStruct,4
CurrentRow$,4
DateAdd,4
DateAddInterval,4
DateDiff,4
DateFormatClass,4
DateSub,4
DayOfMonth,4
DayOfWeek,4
DayOfYear,4
DenseRank,4
Divide,4
DynamicPruningExpression,4
ElementAt,4
EndsWith,4
EqualNullSafe,4
EqualTo,4
Exp,4
Explode,4
Expm1,4
First,4
Flatten,4
Floor,4
FormatNumber,4
FromUTCTimestamp,4
FromUnixTime,4
GetArrayItem,4
GetArrayStructFields,4
GetJsonObject,4
GetMapValue,4
GetStructField,4
GetTimestamp,4
GreaterThan,4
GreaterThanOrEqual,4
Greatest,4
HiveGenericUDF,4
HiveSimpleUDF,4
Hour,4
Hypot,4
If,4
In,4
InSet,4
InitCap,4
InputFileBlockLength,4
InputFileBlockStart,4
InputFileName,4
IntegralDivide,4
IsNaN,4
IsNotNull,4
IsNull,4
JsonToStructs,4
JsonTuple,4
KnownFloatingPointNormalized,4
KnownNotNull,4
Lag,4
LambdaFunction,4
Last,4
LastDay,4
Lead,4
Least,4
Length,4
LessThan,4
LessThanOrEqual,4
Like,4
Literal,4
Log,4
Log10,4
Log1p,4
Log2,4
Logarithm,4
Lower,4
MakeDecimal,4
MapConcat,4
MapEntries,4
MapFilter,4
MapKeys,4
MapValues,4
Max,4
Md5,4
MicrosToTimestamp,4
MillisToTimestamp,4
Min,4
Minute,4
MonotonicallyIncreasingID,4
Month,4
Multiply,4
Murmur3Hash,4
NaNvl,4
NamedLambdaVariable,4
NormalizeNaNAndZero,4
Not,4
NthValue,4
OctetLength,4
Or,4
ParseUrl,4
Percentile,4
PercentRank,4
PivotFirst,4
Pmod,4
PosExplode,4
Pow,4
PreciseTimestampConversion,4
PromotePrecision,4
PythonUDF,4
Quarter,4
RLike,4
RaiseError,4
Rand,4
Rank,4
RegExpExtract,4
RegExpExtractAll,4
RegExpReplace,4
Remainder,4
ReplicateRows,4
Reverse,4
Rint,4
Round,4
RowNumber,4
ScalaUDF,4
ScalarSubquery,4
Second,4
SecondsToTimestamp,4
Sequence,4
ShiftLeft,4
ShiftRight,4
ShiftRightUnsigned,4
Signum,4
Sin,4
Sinh,4
Size,4
SortArray,4
SortOrder,4
SparkPartitionID,4
SpecifiedWindowFrame,100
Sqrt,4
Stack,4
StartsWith,4
StddevPop,4
StddevSamp,4
StringInstr,4
StringLPad,4
StringLocate,4
StringRPad,4
StringRepeat,4
StringReplace,4
StringSplit,4
StringToMap,4
StringTranslate,4
StringTrim,4
StringTrimLeft,4
StringTrimRight,4
StructsToJson,4
Substring,4
SubstringIndex,4
Subtract,4
Sum,4
Tan,4
Tanh,4
TimeAdd,4
ToDegrees,4
ToRadians,4
ToUnixTimestamp,4
TransformKeys,4
TransformValues,4
UnaryMinus,4
UnaryPositive,4
UnboundedFollowing$,4
UnboundedPreceding$,4
UnixTimestamp,4
UnscaledValue,4
Upper,4
VariancePop,4
VarianceSamp,4
WeekDay,4
WindowExpression,100
WindowSpecDefinition,100
XxHash64,4
Year,4
WriteFilesExec,4
Empty2Null,4
Ascii,4
ToUTCTimestamp,4
KMeans-pyspark,8.86
KMeans-scala,1
PCA-pyspark,2.24
PCA-scala,2.69
LinearRegression-pyspark,2
LinearRegression-scala,1
RandomForestClassifier-pyspark,6.31
RandomForestClassifier-scala,1
RandomForestRegressor-pyspark,3.66
RandomForestRegressor-scala,1
XGBoost-pyspark,1
XGBoost-scala,3.31
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This file is going to be deprecated and removed anyway since we rely on qualx for speedups.
FWIW, it is missing some expressions added recently to the qualification tool (i.e., RoundCeil,4
RoundFloor,4
BloomFilterMightContain,4
BloomFilterAggregate,4
EphemeralSubstring,4
KnownNullable,4
InSubqueryExec,4
AQEShuffleReadExec,4
CheckOverflowInTableInsert,4
ArrayFilter,1.5
BoundReference,1.5
HiveHash,1.5
MapFromArrays,1.5
DecimalSum,1.5
MaxBy,1.5
MinBy,1.5
ArrayJoin,1.5

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