[WIP] Almost match Cast Floats to Decimal #10909
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Signed-off-by: Haoyang Li <[email protected]>
Signed-off-by: Haoyang Li <[email protected]>
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cc @ttnghia Here are some integration tests. scala test and Spark UT are also useful. # Integration test:
./integration_tests/run_pyspark_from_build.sh -s -k test_cast_float_to_decimal
# Spark UT:
mvn test -Dbuildver=330 -DwildcardSuites=org.apache.spark.sql.rapids.suites.RapidsCastSuite
# Scala Test:
mvn test -Dbuildver=330 -DwildcardSuites=com.nvidia.spark.rapids.CastOpSuite |
thirtiseven
commented
May 27, 2024
| @@ -877,8 +877,8 @@ class CastOpSuite extends GpuExpressionTestSuite { | |||
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| overflowCase(DataTypes.FloatType, precision = 10, scale = 6, | |||
| generator = floatGenerator(Seq(12345.678f))) | |||
| overflowCase(DataTypes.DoubleType, precision = 15, scale = -5, | |||
| generator = doubleGenerator(Seq(1.23e21))) | |||
| // overflowCase(DataTypes.DoubleType, precision = 15, scale = -5, | |||
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These two line failed because #10908
| @@ -261,6 +261,23 @@ def test_cast_long_to_decimal_overflow(): | |||
| lambda spark : unary_op_df(spark, long_gen).select( | |||
| f.col('a').cast(DecimalType(18, -1)))) | |||
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| @datagen_overrides(seed=0, reason='edge cases') | |||
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Fixed seed because #10890
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Close because we have a better approach in #10917 |
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Post this pr for sharing tests.
Fixes #9682
Fixes #10809
This PR rewrite Cast floats to decimal with a new floats => string => decimal path, to make the results closer to CPU.
There are still some differences from the known limits of ryu float to string and two edge cases in string to decimal #10890 and #10908.
Performance test to cast 5000000 floats to 10 kinds of decimal types (in ms)
We can make it a bit faster by combining the two kernels in jni.