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Auto-generated via RandomPerformanceTests.Benchmark. Run the test to refresh these summary and detail tables.
| Random | NextUint (ops/s) | Speed | Quality | Notes |
|---|---|---|---|---|
| LinearCongruentialGenerator | 1,309,300,000 | Fastest | Poor | Minimal standard LCG; fails spectral tests and exhibits lattice artifacts beyond small dimensions. |
| WaveSplatRandom | 1,159,700,000 | Very Fast | Experimental | Single-word chaotic generator; author notes period 2^64 but provides no formal test results—treat as experimental. |
| SplitMix64 | 1,048,800,000 | Very Fast | Very Good | Well-known SplitMix64 mixer; passes TestU01 BigCrush and PractRand up to large data sizes in literature. Vigna 2014 |
| BlastCircuitRandom | 1,037,300,000 | Very Fast | Good | Empirical PractRand testing to 32GB shows strong diffusion; designed as a chaotic ARX mixer rather than a proven statistically optimal generator. |
| FlurryBurstRandom | 938,900,000 | Fast | Excellent | Hybrid Xoshiro/PCG variant tuned for all-around use; passes TestU01 BigCrush per upstream reference implementation. Blackman & Vigna 2019 |
| PcgRandom | 905,200,000 | Fast | Excellent | PCG XSH RR 64/32 variant; passes TestU01 BigCrush and PractRand in published results. O'Neill 2014 |
| IllusionFlow | 882,600,000 | Fast | Excellent | Hybridized PCG + xorshift design; upstream PractRand 64GB passes with no anomalies per author. |
| RomuDuo | 757,300,000 | Fast | Very Good | ROMU family member (RomuDuo); authors report strong BigCrush results with minor low-bit weaknesses in some rotations. |
| XoroShiroRandom | 755,300,000 | Fast | Very Good | xoshiro128** variant; authors recommend for general-purpose use and report clean BigCrush performance with jump functions. Blackman & Vigna 2019 |
| StormDropRandom | 699,700,000 | Moderate | Excellent | 20-word ARX generator derived from SHISHUA; author reports excellent PractRand performance and long periods. |
| XorShiftRandom | 593,700,000 | Moderate | Fair | Classic 32-bit xorshift; known to fail portions of TestU01 and PractRand, acceptable for lightweight effects only. Marsaglia 2003 |
| WyRandom | 448,600,000 | Slow | Very Good | Wyhash-based generator; published testing shows it clears BigCrush/PractRand with wide seed coverage. Wang Yi 2019 |
| SquirrelRandom | 401,900,000 | Slow | Good | Hash-based generator built on Squirrel3; good equidistribution for table lookups but not extensively tested beyond moderate ranges. Squirrel Eiserloh |
| PhotonSpinRandom | 260,200,000 | Very Slow | Excellent | SHISHUA-inspired generator; independent testing (PractRand 128GB) by author indicates excellent distribution properties. |
| UnityRandom | 84,200,000 | Very Slow | Fair | Mirrors UnityEngine.Random (Xorshift196 + additive); suitable for legacy compatibility but not high-stakes simulation. Unity Random Internals |
| SystemRandom | 63,500,000 | Very Slow | Poor | Thin wrapper over System.Random; inherits same LCG weaknesses and fails modern statistical batteries. System.Random considered harmful |
| DotNetRandom | 58,200,000 | Very Slow | Poor | Linear congruential generator (mod 2^31) with known correlation failures; unsuitable for high-quality simulations. System.Random considered harmful |
| Random | NextBool | Next | NextUint | NextFloat | NextDouble | NextUint (Range) | NextInt (Range) |
|---|---|---|---|---|---|---|---|
| LinearCongruentialGenerator | 796,900,000 | 832,800,000 | 1,309,300,000 | 210,800,000 | 408,400,000 | 586,000,000 | 502,500,000 |
| WaveSplatRandom | 778,800,000 | 792,200,000 | 1,159,700,000 | 204,400,000 | 375,300,000 | 515,100,000 | 454,700,000 |
| SplitMix64 | 776,700,000 | 751,900,000 | 1,048,800,000 | 210,200,000 | 367,100,000 | 479,400,000 | 439,800,000 |
| BlastCircuitRandom | 767,700,000 | 704,200,000 | 1,037,300,000 | 207,800,000 | 330,500,000 | 468,300,000 | 416,200,000 |
| FlurryBurstRandom | 775,300,000 | 642,400,000 | 938,900,000 | 210,500,000 | 332,300,000 | 446,500,000 | 406,900,000 |
| PcgRandom | 780,500,000 | 656,800,000 | 905,200,000 | 205,900,000 | 334,400,000 | 450,400,000 | 408,500,000 |
| IllusionFlow | 778,400,000 | 631,100,000 | 882,600,000 | 202,800,000 | 320,100,000 | 442,100,000 | 391,700,000 |
| RomuDuo | 773,500,000 | 581,000,000 | 757,300,000 | 187,500,000 | 251,600,000 | 439,100,000 | 376,300,000 |
| XoroShiroRandom | 762,900,000 | 584,600,000 | 755,300,000 | 186,000,000 | 249,600,000 | 420,200,000 | 372,300,000 |
| StormDropRandom | 754,700,000 | 548,500,000 | 699,700,000 | 206,400,000 | 248,700,000 | 398,000,000 | 353,200,000 |
| XorShiftRandom | 771,000,000 | 580,900,000 | 593,700,000 | 208,300,000 | 246,400,000 | 437,500,000 | 380,900,000 |
| WyRandom | 744,500,000 | 384,500,000 | 448,600,000 | 181,800,000 | 185,600,000 | 288,100,000 | 276,700,000 |
| SquirrelRandom | 766,500,000 | 388,600,000 | 401,900,000 | 192,500,000 | 197,600,000 | 355,700,000 | 330,700,000 |
| PhotonSpinRandom | 693,700,000 | 247,300,000 | 260,200,000 | 129,200,000 | 113,400,000 | 212,200,000 | 201,800,000 |
| UnityRandom | 636,500,000 | 82,000,000 | 84,200,000 | 63,500,000 | 39,600,000 | 78,900,000 | 78,600,000 |
| SystemRandom | 140,300,000 | 145,000,000 | 63,500,000 | 129,300,000 | 135,600,000 | 58,500,000 | 58,200,000 |
| DotNetRandom | 538,000,000 | 55,200,000 | 58,200,000 | 48,300,000 | 27,600,000 | 53,500,000 | 54,100,000 |