-
Notifications
You must be signed in to change notification settings - Fork 232
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
WIP: Some Benchmarks for get_json_object #10729
Open
revans2
wants to merge
2
commits into
NVIDIA:branch-24.12
Choose a base branch
from
revans2:get_json_object_bench
base: branch-24.12
Could not load branches
Branch not found: {{ refName }}
Loading
Could not load tags
Nothing to show
Loading
Are you sure you want to change the base?
Some commits from the old base branch may be removed from the timeline,
and old review comments may become outdated.
Open
Changes from all commits
Commits
Show all changes
2 commits
Select commit
Hold shift + click to select a range
File filter
Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
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.
Oops, something went wrong.
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
both input and output assume there's a
/data/
folder. That may be fine and can be improved upon later, but perhaps a note would be good?