-
Notifications
You must be signed in to change notification settings - Fork 232
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Add in some benchmarks for get_json_object
Signed-off-by: Robert (Bobby) Evans <[email protected]>
- Loading branch information
Showing
2 changed files
with
350 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,258 @@ | ||
| /* | ||
| * Copyright (c) 2024, NVIDIA CORPORATION. | ||
| * | ||
| * Licensed under the Apache License, Version 2.0 (the "License"); | ||
| * you may not use this file except in compliance with the License. | ||
| * You may obtain a copy of the License at | ||
| * | ||
| * http://www.apache.org/licenses/LICENSE-2.0 | ||
| * | ||
| * Unless required by applicable law or agreed to in writing, software | ||
| * distributed under the License is distributed on an "AS IS" BASIS, | ||
| * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| * See the License for the specific language governing permissions and | ||
| * limitations under the License. | ||
| */ | ||
|
|
||
| spark.conf.set("spark.rapids.sql.enabled", false) | ||
|
|
||
| import org.apache.spark.sql.tests.datagen._ | ||
| import org.apache.spark.sql.types._ | ||
|
|
||
| val numRows = 3000000 | ||
| //val nullProbability = 0.1 | ||
| val nullProbability = 0.0001 | ||
| val output = "/data/tmp/SCALE_FROM_JSON" | ||
|
|
||
| def doIt(): Unit = { | ||
| val ts_0 = StructField("test_string_0", StringType) | ||
| val ts_1 = StructField("test_string_1", StringType) | ||
| val ts_2 = StructField("test_string_2", StringType) | ||
| val ts_3 = StructField("test_string_3", StringType) | ||
| val ts_4 = StructField("test_string_4", StringType) | ||
| val ts_5 = StructField("test_string_5", StringType) | ||
| val ts_6 = StructField("test_string_6", StringType) | ||
| val ts_7 = StructField("test_string_7", StringType) | ||
|
|
||
| val ti_0 = StructField("test_int_0", IntegerType) | ||
|
|
||
| val tl_0 = StructField("test_long_0", LongType) | ||
|
|
||
| val item001 = StructField("item001", StructType(Seq(ts_0, ts_1, ti_0))) | ||
| val item005 = StructField("item005", FloatType) | ||
| val item004 = StructField("item004", StructType(Seq(item005, ts_0))) | ||
| val t_struct_0 = StructField("test_struct_0", StructType(Seq(item005, ts_0))) | ||
| val item003 = StructField("item003", StructType(Seq(item004, t_struct_0, ts_2))) | ||
| val item002 = StructField("item002", ArrayType(StructType(Seq(item003)))) | ||
| val item006 = StructField("item006", StringType) | ||
| val t_struct_1 = StructField("test_struct_1", StructType(Seq(ts_0, ts_1, ts_2, ti_0))) | ||
| val t_struct_2 = StructField("test_struct_2", StructType(Seq(ts_0, ts_1, ts_2, ts_3, ts_4))) | ||
| val t_struct_3 = StructField("test_struct_3", StructType(Seq(ts_0, ts_1, ts_2, ts_3, ts_4, ts_5, ts_6))) | ||
| val t_struct_4 = StructField("test_struct_4", StructType(Seq(ts_0, ts_1, ts_2, ts_3, ts_4, ts_5, ts_6))) | ||
| val t_struct_5 = StructField("test_struct_5", StructType(Seq(t_struct_4))) | ||
| val item008 = StructField("item008", ArrayType(StructType(Seq(t_struct_2, t_struct_3)))) | ||
| val item007 = StructField("item007", StructType(Seq(t_struct_1, item008, t_struct_5))) | ||
| val item013 = StructField("item013", StringType) | ||
| val item014 = StructField("item014", StringType) | ||
| val item015 = StructField("item015", StringType) | ||
| val item012 = StructField("item012", StructType(Seq(item013, ts_0, item014, ts_1, ts_2, ts_3, ts_4, item015, ts_5, ts_6, ts_7))) | ||
| val t_struct_7 = StructField("test_struct_7", StructType(Seq(ts_0))) | ||
| val t_struct_8 = StructField("test_struct_8", StructType(Seq(ts_0, ts_1))) | ||
| val t_array_1 = StructField("test_array_1", ArrayType(StructType(Seq(t_struct_8)))) | ||
| val t_struct_6 = StructField("test_struct_6", StructType(Seq(t_struct_7, t_array_1))) | ||
| val item011 = StructField("item011", StringType) | ||
| val item084 = StructField("item084", ArrayType(StructType(Seq(item011)))) | ||
| val item010 = StructField("item010", StructType(Seq(t_struct_7, item084))) | ||
| val t_struct_9 = StructField("test_struct_9", StructType(Seq(t_struct_7, item084))) | ||
| val item009 = StructField("item009", StructType(Seq(t_struct_6, item010, t_struct_9))) | ||
| val item018 = StructField("item018", StringType) | ||
| val item030 = StructField("item030", LongType) | ||
| val item051 = StructField("item051", StringType) | ||
| val item052 = StructField("item052", StringType) | ||
| val item085 = StructField("item085", ArrayType(StructType(Seq(item018, item030, item051, item052)))) | ||
| val item028 = StructField("item028", StringType) | ||
| val item029 = StructField("item029", StringType) | ||
| val item027 = StructField("item027", StructType(Seq(item028, item029))) | ||
| val item017 = StructField("item017", StructType(Seq(item027, item085))) | ||
| val item019 = StructField("item019", StructType(Seq(item027, item085))) | ||
| val item020 = StructField("item020", StructType(Seq(item027, item085))) | ||
| val item021 = StructField("item021", StructType(Seq(item027, item085))) | ||
| val item022 = StructField("item022", StructType(Seq(item027, item085))) | ||
| val item023 = StructField("item023", StructType(Seq(item027, item085))) | ||
| val item024 = StructField("item024", StructType(Seq(item027, item085))) | ||
| val item025 = StructField("item025", StructType(Seq(item027, item085))) | ||
| val item026 = StructField("item026", StructType(Seq(item027, item085))) | ||
| val item031 = StructField("item031", StructType(Seq(item027, item085))) | ||
| val item032 = StructField("item032", StructType(Seq(item027, item085))) | ||
| val item033 = StructField("item033", StructType(Seq(item027, item085))) | ||
| val item034 = StructField("item034", StructType(Seq(item027, item085))) | ||
| val item035 = StructField("item035", StructType(Seq(item027, item085))) | ||
| val item036 = StructField("item036", StructType(Seq(item027, item085))) | ||
| val item037 = StructField("item037", StructType(Seq(item027, item085))) | ||
| val item038 = StructField("item038", StructType(Seq(item027, item085))) | ||
| val item039 = StructField("item039", StructType(Seq(item027, item085))) | ||
| val item040 = StructField("item040", StructType(Seq(item027, item085))) | ||
| val item041 = StructField("item041", StructType(Seq(item027, item085))) | ||
| val item042 = StructField("item042", StructType(Seq(item027, item085))) | ||
| val item043 = StructField("item043", StructType(Seq(item027, item085))) | ||
| val item044 = StructField("item044", StructType(Seq(item027, item085))) | ||
| val item045 = StructField("item045", StructType(Seq(item027, item085))) | ||
| val item046 = StructField("item046", StructType(Seq(item027, item085))) | ||
| val item047 = StructField("item047", StructType(Seq(item027, item085))) | ||
| val item048 = StructField("item048", StructType(Seq(item027, item085))) | ||
| val item049 = StructField("item049", StructType(Seq(item027, item085))) | ||
| val item050 = StructField("item050", StructType(Seq(item027, item085))) | ||
| val item053 = StructField("item053", StructType(Seq(item027, item085))) | ||
| val item054 = StructField("item054", StructType(Seq(item027, item085))) | ||
| val item055 = StructField("item055", StructType(Seq(item027, item085))) | ||
| val item056 = StructField("item056", StructType(Seq(item027, item085))) | ||
| val item057 = StructField("item057", StructType(Seq(item027, item085))) | ||
| val item058 = StructField("item058", StructType(Seq(item027, item085))) | ||
| val item059 = StructField("item059", StructType(Seq(item027, item085))) | ||
| val item060 = StructField("item060", StructType(Seq(item027, item085))) | ||
| val item061 = StructField("item061", StructType(Seq(item027, item085))) | ||
| val item062 = StructField("item062", StructType(Seq(item027, item085))) | ||
| val item016 = StructField("item016", StructType(Seq(item017, item019, | ||
| item020, item021, item022, item023, item024, item025, item026, | ||
| item031, item032, item033, item034, item035, item036, item037, item038, item039, | ||
| item040, item041, item042, item043, item044, item045, item046, item047, item048, item049, | ||
| item050, item053, item054, item055, item056, item057, item058, item059, | ||
| item060, item061, item062))) | ||
|
|
||
| val item063 = StructField("item063", StringType) | ||
|
|
||
| val item065 = StructField("item065", StringType) | ||
| val item064 = StructField("item064", ArrayType(StructType(Seq(ti_0, ts_0, ts_1, item065, tl_0)))) | ||
|
|
||
| val columnA = StructField("columnA", StructType(Seq(item001))) | ||
| val columnB = StructField("columnB", ArrayType(StructType(Seq(item002)))) | ||
| val columnC = StructField("columnC", StructType(Seq(ts_0, item063, ts_2, ti_0, tl_0, ts_3, item006, t_struct_4, item016, item012, item009, item007, item064))) | ||
|
|
||
| val jsonTable = DBGen().addTable("json_data", StructType(Seq(columnA, columnB, columnC)), numRows) | ||
|
|
||
| jsonTable("columnB").setLength(1,3) | ||
| jsonTable("columnB")("data")("item002").setLength(1,2) | ||
| jsonTable("columnB")("data")("item002")("data")("item003")("item004")("test_string_0").setLength(2) | ||
| jsonTable("columnB")("data")("item002")("data")("item003")("test_struct_0")("test_string_0").setLength(2) | ||
|
|
||
| jsonTable("columnC")("item007")("item008").setLength(2) | ||
| jsonTable("columnC")("item007")("item008")("data")("test_struct_2")("test_string_0").setLength(140,200) | ||
| jsonTable("columnC")("item007")("item008")("data")("test_struct_2")("test_string_1").setLength(140,200) | ||
| jsonTable("columnC")("item007")("item008")("data")("test_struct_2")("test_string_2").setLength(140,200) | ||
| jsonTable("columnC")("item007")("item008")("data")("test_struct_2")("test_string_3").setLength(140,200) | ||
| jsonTable("columnC")("item007")("item008")("data")("test_struct_2")("test_string_4").setLength(140,200) | ||
|
|
||
| jsonTable("columnC")("item009")("item010")("item084").setLength(2,5) | ||
| jsonTable("columnC")("item009")("test_struct_9")("item084").setLength(2,4) | ||
| jsonTable("columnC")("item016")("item017")("item085").setLength(2,3) | ||
| jsonTable("columnC")("item016")("item019")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item020")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item021")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item022")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item023")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item024")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item025")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item026")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item031")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item032")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item033")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item034")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item035")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item036")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item037")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item038")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item039")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item040")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item041")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item042")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item043")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item044")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item045")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item046")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item047")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item048")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item049")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item050")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item053")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item054")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item055")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item056")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item057")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item058")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item059")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item060")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item061")("item085").setLength(1,2) | ||
| jsonTable("columnC")("item016")("item062")("item085").setLength(1,2) | ||
|
|
||
| jsonTable.setNullProbabilityRecursively(nullProbability) | ||
|
|
||
| jsonTable.toDF(spark).selectExpr("to_json(columnA) as columnA", "to_json(columnB) as columnB", | ||
| "to_json(columnC) as columnC").write.mode("overwrite").parquet(output) | ||
|
|
||
| spark.time(spark.read.parquet(output).selectExpr("get_json_object(columnA, '$.item001') as A_001").show()) | ||
| spark.time(spark.read.parquet(output).selectExpr("get_json_object(columnB, '$[0].item002[0].item003.item004.item005') as B_005").show()) | ||
| spark.time(spark.read.parquet(output).selectExpr("get_json_object(columnC, '$.item006') as C_006", | ||
| "get_json_object(columnC, '$.item007.item008') as C_008", | ||
| "get_json_object(columnC, '$.item009.item010.item084[0].item011') as C_011", | ||
| "get_json_object(columnC, '$.item012.item013') as C_013", | ||
| "get_json_object(columnC, '$.item012.item014') as C_014", | ||
| "get_json_object(columnC, '$.item012.item015') as C_015", | ||
| "get_json_object(columnC, '$.item016.item017.item085[*].item018') as C_017", | ||
| "get_json_object(columnC, '$.item016.item019.item085[0].item018') as C_019", | ||
| "get_json_object(columnC, '$.item016.item020.item085[0].item018') as C_020", | ||
| "get_json_object(columnC, '$.item016.item021.item085[0].item018') as C_021", | ||
| "get_json_object(columnC, '$.item016.item022.item085[0].item018') as C_022", | ||
| "get_json_object(columnC, '$.item016.item023.item085[0].item018') as C_023", | ||
| "get_json_object(columnC, '$.item016.item024.item085[0].item018') as C_024", | ||
| "get_json_object(columnC, '$.item016.item025.item085[0].item018') as C_025", | ||
| "get_json_object(columnC, '$.item016.item026.item085[0].item018') as C_026_18", | ||
| "get_json_object(columnC, '$.item016.item026.item085[0].item030') as C_026_30", | ||
| "get_json_object(columnC, '$.item016.item026.item027.item028') as C_028", | ||
| "get_json_object(columnC, '$.item016.item026.item027.item029') as C_029", | ||
| "get_json_object(columnC, '$.item016.item031.item085[0].item018') as C_031", | ||
| "get_json_object(columnC, '$.item016.item032.item085[0].item018') as C_032", | ||
| "get_json_object(columnC, '$.item016.item033.item085[0].item018') as C_033", | ||
| "get_json_object(columnC, '$.item016.item034.item085[0].item018') as C_034", | ||
| "get_json_object(columnC, '$.item016.item035.item085[0].item018') as C_035", | ||
| "get_json_object(columnC, '$.item016.item036.item085[0].item018') as C_036", | ||
| "get_json_object(columnC, '$.item016.item037.item085[0].item018') as C_037", | ||
| "get_json_object(columnC, '$.item016.item038.item085[0].item018') as C_038", | ||
| "get_json_object(columnC, '$.item016.item039.item085[0].item018') as C_039", | ||
| "get_json_object(columnC, '$.item016.item040.item085[0].item018') as C_040", | ||
| "get_json_object(columnC, '$.item016.item041.item085[0].item018') as C_041", | ||
| "get_json_object(columnC, '$.item016.item042.item085[0].item018') as C_042", | ||
| "get_json_object(columnC, '$.item016.item043.item085[0].item018') as C_043", | ||
| "get_json_object(columnC, '$.item016.item044.item085[0].item018') as C_044", | ||
| "get_json_object(columnC, '$.item016.item045.item085[0].item018') as C_045", | ||
| "get_json_object(columnC, '$.item016.item046.item085[0].item018') as C_046", | ||
| "get_json_object(columnC, '$.item016.item047.item085[0].item018') as C_047", | ||
| "get_json_object(columnC, '$.item016.item048.item085[0].item018') as C_048", | ||
| "get_json_object(columnC, '$.item016.item049.item085[0].item018') as C_049", | ||
| "get_json_object(columnC, '$.item016.item050.item085[0].item051') as C_051", | ||
| "get_json_object(columnC, '$.item016.item050.item085[0].item052') as C_052", | ||
| "get_json_object(columnC, '$.item016.item053.item085[0].item018') as C_053", | ||
| "get_json_object(columnC, '$.item016.item054.item085[0].item018') as C_054", | ||
| "get_json_object(columnC, '$.item016.item055.item027.item028') as C_055_28", | ||
| "get_json_object(columnC, '$.item016.item055.item027.item029') as C_055_29", | ||
| "get_json_object(columnC, '$.item016.item055.item085[0].item030') as C_055_30", | ||
| "get_json_object(columnC, '$.item016.item055.item085[0].item018') as C_055_18", | ||
| "get_json_object(columnC, '$.item016.item056.item027.item028') as C_056_28", | ||
| "get_json_object(columnC, '$.item016.item056.item027.item029') as C_056_29", | ||
| "get_json_object(columnC, '$.item016.item056[0].item018') as C_056_29", | ||
| "get_json_object(columnC, '$.item016.item057.item085[0].item018') as C_057", | ||
| "get_json_object(columnC, '$.item016.item058.item085[0].item018') as C_058", | ||
| "get_json_object(columnC, '$.item016.item059.item085[0].item018') as C_059", | ||
| "get_json_object(columnC, '$.item016.item060.item085[0].item051') as C_60_51", | ||
| "get_json_object(columnC, '$.item016.item060.item085[0].item052') as C_60_52", | ||
| "get_json_object(columnC, '$.item016.item061.item085[0].item018') as C_061", | ||
| "get_json_object(columnC, '$.item016.item062.item085[0].item018') as C_062", | ||
| "get_json_object(columnC, '$.item063') as C_063", | ||
| "get_json_object(columnC, '$.item064[*].item065') as C_065" | ||
| ).show()) | ||
|
|
||
| spark.read.parquet(output).selectExpr("AVG(octet_length(columnA))", "AVG(octet_length(columnB))", | ||
| "AVG(octet_length(columnC))").show() | ||
| } | ||
|
|
||
| doIt() | ||
|
|
Oops, something went wrong.