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2 Fast 2 Furious (JSON Support) #27

Merged
merged 29 commits into from
Mar 27, 2023
Merged

2 Fast 2 Furious (JSON Support) #27

merged 29 commits into from
Mar 27, 2023

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@yv989c yv989c commented Mar 27, 2023

2 Fast 2 Furious data access

Summary

QueryableValues achieves high performance by using parameterized T-SQL queries, which rely on the XML data type support in SQL Server. However, SQL Server 2016 introduced support for JSON, which can provide even better query performance than XML.

This new version of QueryableValues includes support for JSON as an alternative to XML. When JSON support is available, certain scenarios may see a significant performance boost, as evidenced by the benchmarks below.

馃挕 To take advantage of JSON support, you need to make sure that your SQL Server instance is version 2016 or higher, and that the database's compatibility level is set to 130 or higher.

Configuration

By default, this version of QueryableValues automatically detects whether JSON can be used, and falls back to XML if necessary. However, you can configure this behavior by using the options parameter when calling UseQueryableValues during configuration:

...
builder.UseQueryableValues(options =>
{
    options.Serialization(SqlServerSerialization.UseJson);
})
...

馃挕 If your environment supports JSON, use SqlServerSerialization.UseJson. Otherwise, use SqlServerSerialization.UseXml. You can avoid the initial roundtrip that QueryableValues makes to detect JSON support by not using SqlServerSerialization.Auto (default). This roundtrip only happens once per connection string and for the life of the process.

Benchmarks

The following benchmarks consist of simple EF Core queries that have a dependency on a random sequence of Int32, Guid, and String values via the Contains LINQ method. It shows the performance differences between not using and using QueryableValues. In practice, the benefits of using QueryableValues are more dramatic on complex EF Core queries and busy environments.

BenchmarkDotNet System Specs and Configuration

BenchmarkDotNet=v0.13.5, OS=Windows 11 (10.0.22621.1413/22H2/2022Update/SunValley2)
AMD Ryzen 9 6900HS Creator Edition, 1 CPU, 16 logical and 8 physical cores
.NET SDK=7.0.202
  [Host]     : .NET 6.0.15 (6.0.1523.11507), X64 RyuJIT AVX2
  Job-OFVMJD : .NET 6.0.15 (6.0.1523.11507), X64 RyuJIT AVX2

Server=True  InvocationCount=200  IterationCount=25
RunStrategy=Monitoring  UnrollFactor=1  WarmupCount=1

SQL Server Instance Specs

Microsoft SQL Server 2022 (RTM) - 16.0.1000.6 (X64)
Oct  8 2022 05:58:25
Copyright (C) 2022 Microsoft Corporation
Express Edition (64-bit) on Windows 10 Pro 10.0 <X64> (Build 22621: ) (Hypervisor)
  • The SQL Server instance was running in the same system where the benchmarks were executed.
  • Shared Memory is the only network protocol that's enabled on this instance.

Query Duration - Without vs. With (XML) vs. With (JSON)

Legend:

  • Without: Plain EF.
  • With (XML): EF with QueryableValues using the XML serializer.
  • With (JSON): EF with QueryableValues using the JSON serializer.
    benchmarks chart
Method Type NumberOfValues Mean Error StdDev Median Ratio RatioSD Gen0 Gen1 Gen2 Allocated Alloc Ratio
Without Int32 2 824.3 us 26.03 us 34.75 us 808.9 us 1.00 0.00 - - - 20.26 KB 1.00
WithXml Int32 2 508.7 us 32.46 us 43.34 us 504.3 us 0.62 0.04 - - - 41.37 KB 2.04
WithJson Int32 2 431.7 us 35.52 us 47.41 us 446.8 us 0.52 0.05 - - - 41.5 KB 2.05
Without Int32 8 964.8 us 25.05 us 33.44 us 954.6 us 1.00 0.00 - - - 21.17 KB 1.00
WithXml Int32 8 548.2 us 34.29 us 45.78 us 537.0 us 0.57 0.04 - - - 41.33 KB 1.95
WithJson Int32 8 445.1 us 34.28 us 45.76 us 453.6 us 0.46 0.04 - - - 41.56 KB 1.96
Without Int32 32 1,519.3 us 34.23 us 45.69 us 1,494.4 us 1.00 0.00 - - - 25.45 KB 1.00
WithXml Int32 32 687.5 us 32.29 us 43.10 us 664.9 us 0.45 0.03 - - - 41.52 KB 1.63
WithJson Int32 32 448.1 us 38.22 us 51.03 us 425.9 us 0.30 0.04 - - - 41.61 KB 1.63
Without Int32 128 5,470.2 us 25.34 us 33.83 us 5,473.2 us 1.00 0.00 - - - 41.18 KB 1.00
WithXml Int32 128 1,334.4 us 37.80 us 50.47 us 1,316.5 us 0.24 0.01 - - - 44.02 KB 1.07
WithJson Int32 128 498.9 us 33.69 us 44.97 us 498.1 us 0.09 0.01 - - - 42.53 KB 1.03
Without Int32 512 17,572.2 us 68.50 us 91.45 us 17,566.4 us 1.00 0.00 - - - 105.67 KB 1.00
WithXml Int32 512 4,016.2 us 30.74 us 41.04 us 4,014.4 us 0.23 0.00 - - - 52.18 KB 0.49
WithJson Int32 512 685.0 us 30.40 us 40.59 us 661.9 us 0.04 0.00 - - - 46.37 KB 0.44
Without Int32 2048 71,616.8 us 677.00 us 903.77 us 71,227.6 us 1.00 0.00 - - - 363.17 KB 1.00
WithXml Int32 2048 14,045.8 us 50.55 us 67.48 us 14,029.9 us 0.20 0.00 - - - 84.85 KB 0.23
WithJson Int32 2048 1,577.1 us 32.17 us 42.95 us 1,564.8 us 0.02 0.00 - - - 61.07 KB 0.17
Without Guid 2 788.9 us 20.31 us 27.11 us 778.1 us 1.00 0.00 - - - 20.74 KB 1.00
WithXml Guid 2 487.6 us 30.51 us 40.74 us 487.7 us 0.62 0.04 - - - 41.23 KB 1.99
WithJson Guid 2 434.7 us 33.42 us 44.61 us 443.3 us 0.55 0.04 - - - 41.19 KB 1.99
Without Guid 8 939.1 us 29.24 us 39.04 us 921.1 us 1.00 0.00 - - - 23.49 KB 1.00
WithXml Guid 8 515.1 us 32.95 us 43.99 us 509.2 us 0.55 0.04 - - - 42.23 KB 1.80
WithJson Guid 8 450.0 us 33.55 us 44.79 us 461.4 us 0.48 0.04 - - - 41.98 KB 1.79
Without Guid 32 1,566.2 us 43.12 us 57.56 us 1,551.3 us 1.00 0.00 - - - 33.24 KB 1.00
WithXml Guid 32 607.3 us 33.01 us 44.07 us 587.0 us 0.39 0.03 - - - 43.58 KB 1.31
WithJson Guid 32 488.4 us 32.86 us 43.87 us 487.3 us 0.31 0.03 - - - 43.48 KB 1.31
Without Guid 128 5,140.0 us 52.22 us 69.71 us 5,138.2 us 1.00 0.00 - - - 74.11 KB 1.00
WithXml Guid 128 987.8 us 37.30 us 49.79 us 965.0 us 0.19 0.01 - - - 51.97 KB 0.70
WithJson Guid 128 665.9 us 38.37 us 51.23 us 636.8 us 0.13 0.01 - - - 51.12 KB 0.69
Without Guid 512 16,031.0 us 74.08 us 98.89 us 16,023.7 us 1.00 0.00 - - - 219.5 KB 1.00
WithXml Guid 512 2,528.8 us 38.80 us 51.79 us 2,517.7 us 0.16 0.00 - - - 84.36 KB 0.38
WithJson Guid 512 1,368.8 us 22.42 us 29.93 us 1,355.1 us 0.09 0.00 - - - 80.08 KB 0.36
Without Guid 2048 71,956.6 us 688.35 us 918.93 us 72,148.6 us 1.00 0.00 - - - 801.13 KB 1.00
WithXml Guid 2048 9,399.9 us 76.33 us 101.90 us 9,359.8 us 0.13 0.00 5.0000 5.0000 5.0000 213.42 KB 0.27
WithJson Guid 2048 4,463.6 us 36.90 us 49.26 us 4,442.6 us 0.06 0.00 - - - 197.4 KB 0.25
Without String 2 858.7 us 23.34 us 31.16 us 846.2 us 1.00 0.00 - - - 21.44 KB 1.00
WithXml String 2 637.4 us 35.57 us 47.48 us 626.0 us 0.74 0.04 - - - 55.52 KB 2.59
WithJson String 2 534.5 us 30.81 us 41.13 us 528.7 us 0.62 0.03 - - - 42.83 KB 2.00
Without String 8 1,028.9 us 24.07 us 32.13 us 1,015.2 us 1.00 0.00 - - - 25.55 KB 1.00
WithXml String 8 737.8 us 44.23 us 59.05 us 727.5 us 0.72 0.04 - - - 56.98 KB 2.23
WithJson String 8 641.8 us 34.63 us 46.23 us 640.1 us 0.62 0.04 - - - 43.64 KB 1.71
Without String 32 1,692.5 us 23.43 us 31.27 us 1,684.7 us 1.00 0.00 - - - 41.84 KB 1.00
WithXml String 32 1,016.7 us 56.75 us 75.76 us 976.6 us 0.60 0.04 - - - 60.35 KB 1.44
WithJson String 32 871.5 us 39.02 us 52.10 us 843.8 us 0.51 0.03 - - - 47.29 KB 1.13
Without String 128 7,665.5 us 28.53 us 38.09 us 7,662.0 us 1.00 0.00 - - - 103.65 KB 1.00
WithXml String 128 2,392.2 us 35.64 us 47.57 us 2,379.7 us 0.31 0.01 - - - 74.85 KB 0.72
WithJson String 128 2,063.6 us 26.61 us 35.53 us 2,063.5 us 0.27 0.01 - - - 61.2 KB 0.59
Without String 512 26,444.7 us 102.44 us 136.75 us 26,421.0 us 1.00 0.00 - - - 343.51 KB 1.00
WithXml String 512 8,134.2 us 32.51 us 43.41 us 8,125.8 us 0.31 0.00 - - - 132.34 KB 0.39
WithJson String 512 7,210.9 us 33.10 us 44.18 us 7,199.6 us 0.27 0.00 - - - 116.42 KB 0.34
Without String 2048 112,512.8 us 443.78 us 592.43 us 112,461.1 us 1.00 0.00 5.0000 - - 1310.32 KB 1.00
WithXml String 2048 32,080.3 us 138.18 us 184.47 us 32,075.1 us 0.29 0.00 - - - 361.05 KB 0.28
WithJson String 2048 28,929.1 us 84.67 us 113.03 us 28,917.8 us 0.26 0.00 - - - 336.47 KB 0.26

Closes #19 鉁岋笍

@yv989c yv989c self-assigned this Mar 27, 2023
@yv989c yv989c linked an issue Mar 27, 2023 that may be closed by this pull request
@yv989c yv989c merged commit 4fb79e8 into main Mar 27, 2023
@yv989c yv989c deleted the feature/2-fast-2-furious branch March 27, 2023 03:11
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