Faster.Map

The goal of Faster.Map is to create a more efficient and performant alternative to the Dictionary and ConcurrentDictionary classes provided by .NET. These standard collections are widely used for key-value pair storage in .NET applications, but they have certain limitations, particularly in high-performance and concurrent scenarios.

Available Implementations:

• DenseMap with SIMD Instructions: Harnesses SIMD (Single Instruction, Multiple Data) instructions for parallel processing, resulting in accelerated lookup times. Ideal for scenarios demanding high throughput and optimal CPU utilization.

• RobinHoodMap with Linear Probing: Employs linear probing to resolve hash collisions, reducing the likelihood of clustering and improving access speed. Suitable for applications where a balance between performance and simplicity is required.

• CMap is a high-performance, thread-safe, lockfree concurrent hashmap that uses open addressing, quadratic probing, and Fibonacci hashing to manage key-value pairs. The default load factor is set to 0.5, meaning the hash map will resize when it is half full. Note: this hashmap will only allocate once while resizing.

• Installation:

You can include Faster.Map in your C# project via NuGet Package Manager:

Install-Package Faster.Map

Basic Usage

Default Hasher

By default, DenseMap uses the DefaultHasher<TKey>, which computes hashes based on the .NET GetHashCode method and uses Knuth's Multiplicative Hashing

var map = new DenseMap<int, string>();
map.Emplace(1, "Value One");
map.Emplace(2, "Value Two");

if (map.Get(1, out var value))
{
    Console.WriteLine($"Key 1 has value: {value}");
}

map.Remove(1);

Custom Hasher

By default, Faster.Map provides four built-in hashers, each optimized for different performance characteristics:

DefaultHasher GxHasher XxHash3StringHasher XxHash3Hasher

You can provide your own IHasher<TKey> implementation to customize hash computation.

Step 1: Implement a Custom Hasher

public class CustomIntHasher : IHasher<int>
{
    public ulong ComputeHash(int key)
    {
        return (ulong)(key * 2654435761); // Multiplicative hashing
    }
}

Step 2: Use the Custom Hasher in DenseMap

var customHasher = new CustomIntHasher();
var map = new DenseMap<int, string>(customHasher);

map.Emplace(1, "Value One");
map.Emplace(42, "Value Two");

if (map.Get(42, out var value))
{
    Console.WriteLine($"Key 42 has value: {value}");
}

map.Update(42, "Updated Value Two");
map.Remove(1);

Advanced Example: Hashing Strings with XxHash

Custom String Hasher

public class XxHash3StringHasher : IHasher<string>
{
    public ulong ComputeHash(string key)
    {
        return XxHash3.HashToUInt64(MemoryMarshal.AsBytes(key.AsSpan()));
    }
}

Using the String Hasher

var stringHasher = new XxHash3StringHasher();
var stringMap = new DenseMap<string, int>(stringHasher);

stringMap.Emplace("Hello", 100);
stringMap.Emplace("World", 200);

if (stringMap.Get("Hello", out var value))
{
    Console.WriteLine($"Key 'Hello' has value: {value}");
}

stringMap.Remove("World");

---

Tested on platforms:

• x86
• x64
• arm
• arm64

Benchmark

BenchmarkDotNet v0.13.12, Windows 11 (10.0.22631.3880/23H2/2023Update/SunValley3)
12th Gen Intel Core i5-12500H, 1 CPU, 16 logical and 12 physical cores
.NET SDK 9.0.100-preview.2.24157.14
  [Host]     : .NET 9.0.0 (9.0.24.12805), X64 RyuJIT AVX2
  DefaultJob : .NET 9.0.0 (9.0.24.12805), X64 RyuJIT AVX2

Get Uint Benchmark

Method	Length	Mean (ms)	Error (ms)	StdDev (ms)	Median (ms)	Ratio	RatioSD	Code Size	Allocated	Alloc Ratio
DenseMap	100	0.000194	0.000001	0.000001	0.000194	0.96	0.01	431 B	-	NA
DenseMap_XXhash3	100	0.000261	0.000001	0.000001	0.000261	1.29	0.01	544 B	-	NA
DenseMap_FastHash	100	0.000181	0.000002	0.000002	0.000180	0.89	0.01	447 B	-	NA
DenseMap_GxHash	100	0.000301	0.000001	0.000001	0.000301	1.48	0.01	587 B	-	NA
RobinhoodMap 🏆	100	0.000130	0.000001	0.000001	0.000130	0.64	0.00	175 B	-	NA
Dictionary	100	0.000203	0.000001	0.000001	0.000203	1.00	0.01	390 B	-	NA
DenseMap	1000	0.001753	0.000008	0.000008	0.001755	0.64	0.01	431 B	-	NA
DenseMap_XXhash3	1000	0.002561	0.000004	0.000003	0.002560	0.94	0.01	549 B	-	NA
DenseMap_FastHash	1000	0.001736	0.000005	0.000005	0.001735	0.64	0.01	452 B	-	NA
DenseMap_GxHash	1000	0.010619	0.000005	0.000004	0.010617	3.89	0.03	595 B	-	NA
RobinhoodMap 🏆	1000	0.001357	0.000004	0.000003	0.001357	0.50	0.00	175 B	-	NA
Dictionary	1000	0.002732	0.000024	0.000021	0.002727	1.00	0.01	401 B	-	NA
DenseMap	10000	0.022729	0.000449	0.000749	0.022621	0.30	0.01	426 B	-	NA
DenseMap_XXhash3	10000	0.031829	0.000626	0.000814	0.031466	0.42	0.01	544 B	-	NA
DenseMap_FastHash	10000	0.023133	0.000453	0.000445	0.022998	0.31	0.01	447 B	-	NA
DenseMap_GxHash	10000	0.037798	0.000657	0.000615	0.037732	0.50	0.01	587 B	-	NA
RobinhoodMap 🏆	10000	0.013777	0.000196	0.000184	0.013766	0.18	0.00	175 B	-	NA
Dictionary	10000	0.075074	0.001470	0.001509	0.075345	1.00	0.03	401 B	-	NA
DenseMap	100000	0.589076	0.009191	0.008598	0.585025	0.49	0.01	431 B	1 B	1.00
DenseMap_XXhash3	100000	0.755758	0.011338	0.010605	0.750415	0.62	0.01	549 B	1 B	1.00
DenseMap_FastHash	100000	0.638576	0.012430	0.017015	0.637227	0.53	0.01	452 B	1 B	1.00
DenseMap_GxHash	100000	1.909495	0.013846	0.012274	1.902422	1.58	0.02	595 B	1 B	1.00
RobinhoodMap 🏆	100000	0.525858	0.009747	0.009117	0.523486	0.43	0.01	175 B	1 B	1.00
Dictionary	100000	1.211352	0.010631	0.009944	1.210796	1.00	0.01	401 B	1 B	1.00
DenseMap	200000	1.365416	0.025382	0.023742	1.363805	0.56	0.01	431 B	1 B	0.33
DenseMap_XXhash3	200000	1.681107	0.016207	0.014367	1.679022	0.69	0.01	549 B	1 B	0.33
DenseMap_FastHash	200000	1.413841	0.008123	0.007201	1.415798	0.58	0.00	452 B	1 B	0.33
DenseMap_GxHash	200000	4.816318	0.093553	0.111368	4.805059	1.97	0.05	595 B	3 B	1.00
RobinhoodMap 🏆	200000	1.094053	0.008370	0.007829	1.093887	0.45	0.00	175 B	1 B	0.33
Dictionary	200000	2.445983	0.009854	0.008736	2.447805	1.00	0.00	401 B	3 B	1.00
DenseMap	400000	2.837709	0.036080	0.031984	2.846067	0.55	0.01	431 B	3 B	0.50
DenseMap_XXhash3	400000	3.528719	0.040348	0.037741	3.518422	0.69	0.01	549 B	3 B	0.50
DenseMap_FastHash	400000	2.873634	0.019479	0.018221	2.868161	0.56	0.01	452 B	3 B	0.50
DenseMap_GxHash	400000	12.225273	0.145211	0.128726	12.230369	2.37	0.05	595 B	6 B	1.00
RobinhoodMap 🏆	400000	2.409849	0.036286	0.030301	2.414273	0.47	0.01	175 B	3 B	0.50
Dictionary	400000	5.152673	0.101303	0.099493	5.122177	1.00	0.03	401 B	6 B	1.00
DenseMap 🏆	800000	7.591542	0.150057	0.285499	7.657127	0.48	0.03	431 B	6 B	0.50
DenseMap_XXhash3	800000	10.558574	0.291804	0.832532	10.373517	0.67	0.06	549 B	12 B	1.00
DenseMap_FastHash	800000	7.851049	0.155718	0.228250	7.903258	0.50	0.02	452 B	7 B	0.58
DenseMap_GxHash	800000	9.982939	0.199132	0.495907	9.816153	0.64	0.04	595 B	1 B	0.08
RobinhoodMap	800000	8.672066	0.163641	0.175094	8.657665	0.55	0.02	175 B	12 B	1.00
Dictionary	800000	15.704979	0.309662	0.632557	15.698669	1.00	0.06	401 B	12 B	1.00
DenseMap	1000000	13.657758	0.269128	0.251743	13.658680	0.69	0.02	431 B	12 B	0.52
DenseMap_XXhash3	1000000	18.736959	0.374438	0.384520	18.775884	0.94	0.02	549 B	23 B	1.00
DenseMap_FastHash	1000000	13.895038	0.269635	0.369079	13.890234	0.70	0.02	452 B	12 B	0.52
DenseMap_GxHash	1000000	93.297906	1.801600	2.278448	92.519569	4.69	0.13	595 B	23 B	1.00
RobinhoodMap 🏆	1000000	12.220638	0.096660	0.085687	12.225982	0.61	0.01	175 B	12 B	0.52
Dictionary	1000000	19.900920	0.336682	0.314932	20.024941	1.00	0.02	401 B	23 B	1.00

Adding a million keys

Method	Length	Mean	Error	StdDev	Median	Allocated
DenseMap	10000	0.06526 ms	0.00130 ms	0.00286 ms	0.06490 ms	736 B
RobinhoodMap	10000	0.06092 ms	0.00212 ms	0.00602 ms	0.06100 ms	736 B
Dictionary	10000	0.23942 ms	0.00471 ms	0.00691 ms	0.23980 ms	736 B
DenseMap	100000	0.46808 ms	0.00830 ms	0.01019 ms	0.46855 ms	736 B
RobinhoodMap	100000	0.61636 ms	0.01201 ms	0.01430 ms	0.61195 ms	448 B
Dictionary	100000	2.41674 ms	0.04790 ms	0.10104 ms	2.38790 ms	736 B
DenseMap	400000	2.09803 ms	0.04190 ms	0.08746 ms	2.08300 ms	736 B
RobinhoodMap	400000	3.50303 ms	0.06982 ms	0.09079 ms	3.48000 ms	736 B
Dictionary	400000	6.47455 ms	0.33964 ms	0.95238 ms	6.73420 ms	736 B
DenseMap	800000	6.37665 ms	0.28745 ms	0.79651 ms	5.82920 ms	736 B
RobinhoodMap	800000	8.28828 ms	0.16465 ms	0.27052 ms	8.30780 ms	736 B
Dictionary	800000	16.27052 ms	0.89353 ms	2.59229 ms	16.42450 ms	736 B
DenseMap	900000	6.79059 ms	0.13023 ms	0.13934 ms	6.74320 ms	736 B
RobinhoodMap	900000	9.87488 ms	0.19034 ms	0.26054 ms	9.80475 ms	736 B
Dictionary	900000	18.87343 ms	1.00306 ms	2.95755 ms	18.42155 ms	736 B

Add and resize

Method	Length	Mean	Error	StdDev	Median	Gen0	Gen1	Gen2	Allocated
DenseMap	1000	0.08942 ms	0.00234 ms	0.00675 ms	0.08880 ms	-	-	-	37.75 KB
RobinhoodMap	1000	0.09152 ms	0.00414 ms	0.01181 ms	0.08890 ms	-	-	-	37.51 KB
Dictionary	1000	0.06777 ms	0.00519 ms	0.01522 ms	0.06260 ms	-	-	-	72.09 KB
DenseMap	10000	0.22937 ms	0.00458 ms	0.01061 ms	0.22780 ms	-	-	-	290.31 KB
RobinhoodMap	10000	0.34865 ms	0.00692 ms	0.00769 ms	0.34860 ms	-	-	-	578.18 KB
Dictionary	10000	0.39528 ms	0.01529 ms	0.04484 ms	0.37380 ms	-	-	-	657.93 KB
DenseMap	100000	1.29055 ms	0.01850 ms	0.01545 ms	1.29280 ms	-	-	-	2306.88 KB
RobinhoodMap	100000	2.34004 ms	0.03486 ms	0.05428 ms	2.32295 ms	-	-	-	4610.78 KB
Dictionary	100000	3.32307 ms	0.06625 ms	0.11776 ms	3.29280 ms	-	-	-	5896.77 KB
DenseMap	400000	5.04851 ms	0.09965 ms	0.25364 ms	5.05355 ms	-	-	-	9219.25 KB
RobinhoodMap	400000	9.31596 ms	0.18625 ms	0.30602 ms	9.23980 ms	-	-	-	18435.23 KB
Dictionary	400000	11.52668 ms	0.40434 ms	1.12042 ms	11.20910 ms	-	-	-	25374.59 KB
DenseMap	900000	12.38025 ms	0.22981 ms	0.62521 ms	12.22785 ms	-	-	-	18435.44 KB
RobinhoodMap	900000	22.62544 ms	0.69841 ms	2.01507 ms	21.66310 ms	-	-	-	36867.18 KB
Dictionary	900000	31.53625 ms	0.85001 ms	2.43885 ms	31.31300 ms	1000.0000	1000.0000	1000.0000	52626.84 KB
DenseMap	1000000	21.15451 ms	0.40257 ms	0.43075 ms	21.11780 ms	-	-	-	36867.63 KB
RobinhoodMap	1000000	26.03638 ms	0.41907 ms	0.37149 ms	26.13220 ms	-	-	-	36867.46 KB
Dictionary	1000000	34.51489 ms	0.68455 ms	0.89011 ms	34.59730 ms	1000.0000	1000.0000	1000.0000	52626.84 KB

Updating a million keys

Method	Length	Mean	Error	StdDev	Median	Allocated
RobinhoodMap	1000	0.00122 ms	0.00001 ms	0.00001 ms	0.00122 ms	-
DenseMap	1000	0.00172 ms	0.00003 ms	0.00003 ms	0.00171 ms	-
Dictionary	1000	0.00324 ms	0.00003 ms	0.00003 ms	0.00325 ms	-
DenseMap	10000	0.02178 ms	0.00013 ms	0.00012 ms	0.02181 ms	-
RobinhoodMap	10000	0.01164 ms	0.00004 ms	0.00003 ms	0.01164 ms	-
Dictionary	10000	0.08113 ms	0.00027 ms	0.00023 ms	0.08122 ms	-
DenseMap	100000	0.71209 ms	0.01294 ms	0.01211 ms	0.71421 ms	1 B
RobinhoodMap	100000	0.46221 ms	0.00153 ms	0.00143 ms	0.46254 ms	-
Dictionary	100000	1.16354 ms	0.00492 ms	0.00436 ms	1.16436 ms	1 B
DenseMap	400000	3.22005 ms	0.28612 ms	0.84362 ms	2.97777 ms	6 B
RobinhoodMap	400000	2.21473 ms	0.01258 ms	0.00982 ms	2.21459 ms	3 B
Dictionary	400000	5.35118 ms	0.03751 ms	0.03325 ms	5.34191 ms	6 B
DenseMap	900000	9.97496 ms	0.07694 ms	0.07197 ms	9.96754 ms	12 B
RobinhoodMap	900000	7.88940 ms	0.07391 ms	0.06913 ms	7.88264 ms	12 B
Dictionary	900000	15.75044 ms	0.10900 ms	0.09102 ms	15.72190 ms	23 B
DenseMap	1000000	11.15543 ms	0.11340 ms	0.10607 ms	11.14867 ms	12 B
RobinhoodMap	1000000	9.78328 ms	0.11723 ms	0.10966 ms	9.73837 ms	12 B
Dictionary	1000000	17.87004 ms	0.11745 ms	0.10412 ms	17.90677 ms	23 B

Removing a million keys

Method	Length	Mean	Error	StdDev	Median	Allocated
DenseMap	100	0.00455 ms	0.00009 ms	0.00023 ms	0.00460 ms	448 B
RobinhoodMap	100	0.00482 ms	0.00024 ms	0.00069 ms	0.00460 ms	736 B
Dictionary	100	0.00510 ms	0.00029 ms	0.00086 ms	0.00470 ms	448 B
DenseMap	10000	0.07086 ms	0.00140 ms	0.00219 ms	0.07105 ms	736 B
RobinhoodMap	10000	0.07587 ms	0.00150 ms	0.00321 ms	0.07550 ms	736 B
Dictionary	10000	0.15835 ms	0.00860 ms	0.02494 ms	0.15090 ms	736 B
DenseMap	100000	0.52464 ms	0.01039 ms	0.01197 ms	0.52030 ms	736 B
RobinhoodMap	100000	0.80547 ms	0.01996 ms	0.05824 ms	0.81955 ms	736 B
Dictionary	100000	1.20308 ms	0.02320 ms	0.03016 ms	1.19430 ms	736 B
DenseMap	400000	4.15055 ms	0.16913 ms	0.49869 ms	4.35160 ms	736 B
RobinhoodMap	400000	4.75463 ms	0.12934 ms	0.37730 ms	4.77535 ms	736 B
Dictionary	400000	5.94284 ms	0.11669 ms	0.21918 ms	5.91770 ms	736 B
DenseMap	900000	14.50084 ms	0.26427 ms	0.28276 ms	14.55160 ms	18875296 B
RobinhoodMap	900000	12.61194 ms	0.24400 ms	0.27121 ms	12.56030 ms	736 B
Dictionary	900000	17.13184 ms	0.29442 ms	0.22987 ms	17.20345 ms	736 B
DenseMap	1000000	14.90536 ms	0.29377 ms	0.53717 ms	14.76885 ms	736 B
RobinhoodMap	1000000	14.54652 ms	0.24280 ms	0.27960 ms	14.55285 ms	736 B
Dictionary	1000000	19.09788 ms	0.37338 ms	0.39952 ms	19.06965 ms	736 B

Get String Benchmark

This benchmark compares the performance of different hash map implementations for various input sizes. The Mean (ms) column represents the average time taken for each operation. The fastest implementation for each input size is highlighted in bold.

Method	Length	Mean (ms)	Error (ms)	StdDev (ms)	Allocated
DenseMap_Default	100	0.000788	0.000005	0.000004	-
DenseMap_Xxhash3	100	0.000564	0.000002	0.000002	-
DenseMap_GxHash	100	0.000493	0.000005	0.000005	-
DenseMap_FastHash 🏆	100	0.000442	0.000002	0.000001	-
RobinhoodMap	100	0.000676	0.000008	0.000008	-
Dictionary	100	0.000657	0.000013	0.000014	-
DenseMap_Default	1000	0.007954	0.000155	0.000138	-
DenseMap_Xxhash3	1000	0.005986	0.000112	0.000110	-
DenseMap_GxHash	1000	0.005258	0.000036	0.000034	-
DenseMap_FastHash 🏆	1000	0.004514	0.000086	0.000096	-
RobinhoodMap	1000	0.007829	0.000056	0.000049	-
Dictionary	1000	0.007406	0.000138	0.000129	-
DenseMap_Default	10000	0.115767	0.000376	0.000334	-
DenseMap_Xxhash3	10000	0.089334	0.000304	0.000237	-
DenseMap_GxHash	10000	0.089310	0.000520	0.000461	-
DenseMap_FastHash 🏆	10000	0.081797	0.000617	0.000547	-
RobinhoodMap	10000	0.111006	0.001039	0.000972	-
Dictionary	10000	0.142746	0.000562	0.000498	-
DenseMap_Default	100000	1.567090	0.017383	0.014516	1 B
DenseMap_Xxhash3	100000	1.154352	0.003083	0.002733	1 B
DenseMap_GxHash	100000	1.215479	0.004052	0.003163	1 B
DenseMap_FastHash 🏆	100000	1.032067	0.010772	0.008995	1 B
RobinhoodMap	100000	1.864259	0.022853	0.019083	1 B
Dictionary	100000	1.882831	0.035338	0.042068	1 B
DenseMap_Default	200000	3.627338	0.068771	0.086973	3 B
DenseMap_Xxhash3	200000	2.558172	0.010472	0.008744	3 B
DenseMap_GxHash	200000	2.661878	0.049537	0.043914	3 B
DenseMap_FastHash 🏆	200000	2.252369	0.035632	0.033330	3 B
RobinhoodMap	200000	5.201667	0.055903	0.049556	6 B
Dictionary	200000	3.900861	0.018599	0.015531	3 B
DenseMap_Default	400000	8.787456	0.102671	0.096039	12 B
DenseMap_Xxhash3	400000	6.620002	0.101268	0.089771	12 B
DenseMap_GxHash	400000	6.252525	0.024024	0.022472	6 B
DenseMap_FastHash 🏆	400000	5.609309	0.028098	0.023463	6 B
RobinhoodMap	400000	17.440620	0.115656	0.108185	23 B
Dictionary	400000	8.838593	0.052306	0.046368	12 B
DenseMap_Default	800000	29.897668	0.183720	0.162863	23 B
DenseMap_Xxhash3	800000	23.740642	0.461064	0.512471	23 B
DenseMap_GxHash	800000	18.662838	0.163517	0.136544	23 B
DenseMap_FastHash 🏆	800000	17.516771	0.173695	0.145043	23 B
RobinhoodMap	800000	45.399041	0.752472	0.703863	67 B
Dictionary	800000	26.328634	0.122597	0.095716	23 B
DenseMap_Default	1000000	43.746846	0.255447	0.238945	67 B
DenseMap_Xxhash3	1000000	30.988997	0.138941	0.129965	46 B
DenseMap_GxHash	1000000	23.901505	0.091898	0.081465	23 B
DenseMap_FastHash 🏆	1000000	22.579233	0.060223	0.050289	23 B
RobinhoodMap	1000000	62.235292	0.339288	0.317370	92 B
Dictionary	1000000	34.091925	0.387376	0.343398	49 B

🏆 indicates the fastest implementation for each input size.

---

Add string benchmark

Method	Length	Mean (ms)	Error (ms)	StdDev (ms)	Median (ms)	Allocated
DenseMap	800	0.04059	0.007124	0.020892	0.05355	64 B
DenseMap_Xxhash3	800	0.01706	0.000616	0.001758	0.01660	64 B
DenseMap_GxHash	800	0.05274	0.000956	0.002363	0.05270	3040 B
DenseMap_FastHash	800	0.04192	0.000721	0.001504	0.04210	64 B
RobinhoodMap	800	0.03995	0.000797	0.001832	0.04000	64 B
DenseMap_Xxhash3 🏆	800	0.01706	0.000616	0.001758	0.01660	64 B
DenseMap	10000	0.12274	0.002461	0.006861	0.12135	3040 B
DenseMap_Xxhash3	10000	0.11998	0.003871	0.010918	0.12040	3040 B
DenseMap_GxHash	10000	0.11572	0.003281	0.009572	0.11295	3040 B
DenseMap_FastHash	10000	0.10445	0.003452	0.010125	0.10110	3040 B
RobinhoodMap	10000	0.17132	0.003413	0.007910	0.17180	3040 B
Dictionary	10000	0.15904	0.002961	0.002625	0.15925	3040 B
DenseMap_FastHash 🏆	10000	0.10445	0.003452	0.010125	0.10110	3040 B
DenseMap	100000	1.35808	0.027144	0.069090	1.35985	3040 B
DenseMap_Xxhash3	100000	1.28464	0.025021	0.041804	1.26875	3040 B
DenseMap_GxHash	100000	1.36449	0.033564	0.095760	1.33085	3040 B
DenseMap_FastHash 🏆	100000	1.15728	0.022744	0.061489	1.14390	3040 B
RobinhoodMap	100000	2.21979	0.043974	0.101916	2.19720	3040 B
Dictionary	100000	1.94669	0.027539	0.021501	1.94855	3040 B
DenseMap	200000	2.98278	0.059115	0.137009	2.94060	3040 B
DenseMap_Xxhash3	200000	3.18936	0.087598	0.254139	3.06625	3040 B
DenseMap_GxHash	200000	3.15534	0.094124	0.271570	3.03850	3040 B
DenseMap_FastHash 🏆	200000	2.95021	0.157610	0.464717	2.71500	3040 B
RobinhoodMap	200000	5.64369	0.138519	0.395203	5.53480	3040 B
Dictionary	200000	4.68717	0.112804	0.321835	4.62610	3040 B
DenseMap	400000	7.68123	0.151588	0.253270	7.61775	3040 B
DenseMap_Xxhash3	400000	7.78637	0.138350	0.326108	7.73170	3040 B
DenseMap_GxHash	400000	7.51799	0.149517	0.219160	7.49140	3040 B
DenseMap_FastHash 🏆	400000	7.15870	0.183103	0.510418	7.07320	3040 B
RobinhoodMap	400000	15.24456	0.304043	0.647941	15.07110	3040 B
Dictionary	400000	11.70488	0.542859	1.504260	11.32320	3040 B
DenseMap	800000	19.18497	0.464368	1.369201	18.31950	3040 B
DenseMap_Xxhash3	800000	18.79378	0.374126	0.292093	18.75695	3040 B
DenseMap_GxHash	800000	17.75575	0.196469	0.164060	17.74450	3040 B
DenseMap_FastHash 🏆	800000	16.90848	0.336720	0.360287	16.74990	3040 B
RobinhoodMap	800000	36.95577	0.720106	1.121118	36.45030	3040 B
Dictionary	800000	28.71253	0.567615	1.413559	28.26150	3040 B

🏆 indicates the fastest implementation for each input size.