t1ha
Fast Positive Hash, aka "Позитивный Хэш" by Positive Technologies.
The Future will Positive. Всё будет хорошо.
Briefly, it is a portable 64-bit hash function:
- Intended for 64-bit little-endian platforms, predominantly for x86_64, but portable and without penalties could run on any 64-bit CPU.
- In most cases up to 15% faster than City64, xxHash, mum-hash, metro-hash and all others portable hash-functions (which are not uses specific hardware tricks).
- Currently not suitable for cryptography.
Also pay attention to Erlang and Golang implementations.
Usage
The t1ha library provides several terraced hash functions
with the dissimilar properties and for a different cases.
These functions briefly described below, see t1ha.h for more API details.
Please, feel free to fill an issue or make pull request.
t1ha0 = 64 bits, "Just Only Faster"
Provides fast-as-possible hashing for current CPU, including 32-bit systems and engaging the available hardware acceleration. You can rest assured that t1ha0 faster than all other fast hashes (with comparable quality) so, otherwise we will extending and refine it time-to-time.
On the other hand, without warranty that the hash result will be same for particular key on another machine or another version. Moreover, is deliberately known that the result will be different for systems with different bitness or endianness. Briefly, such hash-results and their derivatives, should be used only in runtime, but should not be persist or transferred over a network.
Also should be noted, the quality of t1ha0() hashing is a subject for tradeoffs with performance. Therefore the quality and strength of t1ha0() may be lower than t1ha1(), especially on 32-bit targets, but then much faster. However, guaranteed that it passes all SMHasher tests.
Internally t1ha0() selects most faster implementation for current CPU, for now these are includes:
| Implementation | Platform/CPU |
|---|---|
t1ha_ia32aes_avx() |
x86 with AES-NI and AVX extensions |
t1ha_ia32aes_noavx() |
x86 with AES-NI without AVX extensions |
t1ha_32le() |
32-bit little-endian |
t1ha_32be() |
32-bit big-endian |
t1ha1_le() |
64-bit little-endian |
t1ha1_be() |
32-bit big-endian |
t1ha1 = 64 bits, fast portable hash
The main generic version of "Fast Positive Hash" with reasonable quality for checksum, hash tables and thin fingerprinting. It is stable, e.g. returns same result on all architectures and CPUs.
- Speed with the reasonable quality of hashing.
- Efficiency on modern 64-bit CPUs, but not in a hardware.
- Strong as possible, until no penalties on performance.
The main version is intended for little-endian systems and will runs slowly on big-endian. Therefore a dedicated big-endian version is also provided, but returns the different result than the main version.
t1ha2 = 64 bits, little more attention for quality and strength
The next-step version of "Fast Positive Hash", but not yet finished and therefore not available.
t1ha3 = 128 bits, fast non-cryptographic fingerprinting
The next-step version of "Fast Positive Hash", but not yet finished and therefore not available.
Planned: t1ha4 = 128 bits, fast alternative for SipHash
Planned: t1ha5 = 256 bits, fast insecure fingerprinting
Planned: t1ha6 = 256 bits, Cryptographic
Planned: t1ha7 = 256 bits, Cryptographic with reasonable resistance to acceleration on GPU and FPGA.
Requirements and Portability:
- t1ha designed for modern 64-bit architectures.
But on the other hand, t1ha doesn't require
instructions specific to a particular architecture:
- therefore t1ha could be used on any CPU for which compiler provides support 64-bit arithmetic.
- but unfortunately t1ha could be dramatically slowly on architectures without native 64-bit operations.
- This implementation of t1ha requires modern GNU C compatible compiler, includes Clang/LLVM, or Visual Studio 2015.
Acknowledgement:
The t1ha was originally developed by Leonid Yuriev (Леонид Юрьев) for The 1Hippeus project - zerocopy messaging in the spirit of Sparta!
Benchmarking and Testing
SMHasher is a wellknown test suite designed to test the distribution, collision, and performance properties of non-cryptographic hash functions.
Reini Urban provides extended version/fork of SMHasher which integrates a lot of modern hash functions, including t1ha.
So, the quality and speed of t1ha can be easily checked with the following scenario:
git clone https://github.com/rurban/smhasher
cd smhasher
cmake .
make
./SMHasher City64
./SMHasher metrohash64_1
./SMHasher xxHash64
...
./SMHasher t1ha
For properly performance please use at least GCC 5.4 or Clang 3.8, at the worst Visual Studio 2015 (MSVC 19).
Scores
Please take in account that the results is significantly depends on actual CPU, compiler version and CFLAGS. The results below were obtained on:
- CPU:
Intel(R) Core(TM) i7-6700K CPU; - Compiler:
gcc version 5.4.0 20160609 (Ubuntu 5.4.0-6ubuntu1~16.04.4); - CFLAGS:
-march=native -O3 -fPIC;
The SMALL KEYS case
Order by average Cycles per Hash for 1..31 bytes (less is better).
| Function | MiB/Second | Cycles/Hash | Notes (quality, portability) |
|---|---|---|---|
| donothing | 15747227.36 | 6.00 | not a hash (just for reference) |
| sumhash32 | 43317.86 | 16.69 | not a hash (just for reference) |
| FNV1a_YoshimitsuTRIAD | 13000.49 | 24.96 | poor (100% bias, collisions, distrib) |
| crc64_hw | 7308.06 | 28.37 | poor (insecure, 100% bias, collisions, distrib), non-portable (SSE4.2) |
| crc32_hw | 5577.64 | 29.10 | poor (insecure, 100% bias, collisions, distrib), non-portable (SSE4.2) |
| NOP_OAAT_read64 | 1991.31 | 30.46 | poor (100% bias, 2.17x collisions) |
| Crap8 | 2743.80 | 32.50 | poor (2.42% bias, collisions, 2% distrib) |
| t1ha_aes | 34636.42 | 33.03 | non-portable (AES-NI) |
| t1ha | 12228.80 | 35.55 | |
| MUM | 10246.20 | 37.25 | non-portable (different result, machine specific) |
| Murmur2 | 2789.89 | 38.37 | poor (1.7% bias, 81x coll, 1.7% distrib) |
| t1ha_32le | 5958.54 | 38.54 | alien (designed for 32-bit CPU) |
| t1ha_64be | 9321.23 | 38.29 | alien (designed for big-endian CPU) |
| lookup3 | 1817.11 | 39.30 | poor (28% bias, collisions, 30% distrib) |
| t1ha_32be | 5873.45 | 39.81 | alien (designed for 32-bit big-endian CPU) |
| Murmur2C | 3655.60 | 42.68 | poor (91% bias, collisions, distrib) |
| fasthash64 | 5578.06 | 43.42 | |
| Murmur2A | 2789.85 | 43.38 | poor (12.7% bias) |
| xxHash32 | 5513.55 | 43.72 | |
| Murmur2B | 5578.21 | 44.13 | weak (1.8% bias, collisions, distrib) |
| fasthash32 | 5381.46 | 45.50 | |
| cmetrohash64_1_optshort | 11808.92 | 46.33 | seems weak (likely cyclic collisions) |
| metrohash64_2 | 12113.12 | 46.88 | seems weak (likely cyclic collisions) |
| cmetrohash64_1 | 12081.32 | 47.28 | seems weak (likely cyclic collisions) |
| metrohash64_1 | 12024.68 | 47.21 | seems weak (likely cyclic collisions) |
| Murmur3F | 5473.62 | 47.37 | |
| superfast | 1860.25 | 47.45 | poor (91% bias, 5273.01x collisions, 37% distrib) |
| cmetrohash64_2 | 12052.58 | 48.66 | |
| Murmur3A | 2232.00 | 48.16 | |
| City32 | 5014.33 | 51.13 | far to perfect (2 minor collisions) |
| City64 | 11041.72 | 51.77 | |
| metrohash64crc_2 | 20582.76 | 51.39 | seems weak (likely cyclic collisions), non-portable (SSE4.2) |
| sumhash | 9668.13 | 51.31 | not a hash (just for reference) |
| metrohash64crc_1 | 21319.23 | 52.36 | weak (cyclic collisions), non-portable (SSE4.2) |
| PMurHash32 | 2232.26 | 53.18 | |
| Murmur3C | 3719.22 | 54.05 | |
| bernstein | 921.43 | 55.17 | poor (100% bias, collisions, distrib) |
| xxHash64 | 11123.15 | 56.17 | |
| Spooky32 | 11464.20 | 59.45 | |
| City128 | 12551.54 | 60.93 | |
| FarmHash64 | 12145.36 | 60.12 | non-portable (SSE4.2) |
| Spooky128 | 11735.99 | 60.45 | weak (collisions with 4bit diff) |
| Spooky64 | 11820.20 | 60.39 | |
| CityCrc128 | 14821.82 | 62.38 | non-portable (SSE4.2) |
| MicroOAAT | 826.32 | 62.06 | poor (100% bias, distrib) |
| metrohash128_1 | 11063.78 | 66.58 | seems weak (likely cyclic collisions) |
| metrohash128_2 | 11465.18 | 66.72 | weak (cyclic collisions) |
| GoodOAAT | 930.18 | 68.24 | |
| metrohash128crc_1 | 21322.80 | 70.33 | seems weak (likely cyclic collisions), non-portable (SSE4.2) |
| metrohash128crc_2 | 20990.70 | 70.40 | seems weak (likely cyclic collisions), non-portable (SSE4.2) |
| farmhash64_c | 12033.13 | 71.30 | non-portable (SSE4.2) |
| sdbm | 695.29 | 71.76 | poor (100% bias, collisions, distrib) |
| FNV1a | 684.17 | 72.75 | poor (zeros, 100% bias, collisions, distrib) |
| FNV64 | 697.67 | 72.70 | poor (100% bias, collisions, distrib) |
| FarmHash128 | 12515.98 | 77.43 | non-portable (SSE4.2) |
| hasshe2 | 2587.39 | 81.23 | poor (insecure, 100% bias, collisions, distrib), non-portable (SSE2) |
| BadHash | 558.14 | 87.87 | not a hash (just for reference) |
| x17 | 551.99 | 89.24 | poor (99.98% bias, collisions, distrib) |
| JenkinsOOAT_perl | 558.14 | 95.26 | poor (1.5-11.5% bias, 7.2x collisions) |
| farmhash128_c | 12709.06 | 96.42 | non-portable (SSE4.1) |
| MurmurOAAT | 465.12 | 107.61 | poor (collisions, 99.99% distrib) |
| JenkinsOOAT | 558.13 | 116.75 | poor (53.5% bias, collisions, distrib) |
| falkhash | 8909.54 | 124.48 | non-portable (AES-NI) |
| crc32 | 342.27 | 142.06 | poor (insecure, 8589.93x collisions, distrib) |
| SipHash | 962.35 | 147.36 | |
| md5_32a | 433.03 | 508.98 | |
| sha1_32a | 531.44 | 1222.44 |
The LARGE KEYS case
Order by hashing speed in Mi-bytes (2^20 = 1048576) per second for 262144-byte block (more is better).
| Function | MiB/Second | Cycles/Hash | Notes (quality, portability) |
|---|---|---|---|
| donothing | 15747227.36 | 6.00 | not a hash (just for reference) |
| sumhash32 | 43317.86 | 16.69 | not a hash (just for reference) |
| t1ha_aes | 34636.42 | 33.03 | non-portable (AES-NI) |
| metrohash128crc_1 | 21322.80 | 70.33 | seems weak (likely cyclic collisions), non-portable (SSE4.2) |
| metrohash64crc_1 | 21319.23 | 52.36 | seems weak (cyclic collisions), non-portable (SSE4.2) |
| metrohash128crc_2 | 20990.70 | 70.40 | seems weak (likely cyclic collisions), non-portable (SSE4.2) |
| metrohash64crc_2 | 20582.76 | 51.39 | seems weak (likely cyclic collisions), non-portable (SSE4.2) |
| CityCrc128 | 14821.82 | 62.38 | non-portable (SSE4.2) |
| FNV1a_YoshimitsuTRIAD | 13000.49 | 24.96 | poor (100% bias, collisions, distrib) |
| farmhash128_c | 12709.06 | 96.42 | non-portable (SSE4.1) |
| City128 | 12551.54 | 60.93 | |
| FarmHash128 | 12515.98 | 77.43 | non-portable (SSE4.2) |
| t1ha | 12228.80 | 35.55 | |
| FarmHash64 | 12145.36 | 60.12 | non-portable (SSE4.2) |
| metrohash64_2 | 12113.12 | 46.88 | seems weak (likely cyclic collisions) |
| cmetrohash64_1 | 12081.32 | 47.28 | seems weak (likely cyclic collisions) |
| cmetrohash64_2 | 12052.58 | 48.66 | seems weak (likely cyclic collisions) |
| farmhash64_c | 12033.13 | 71.30 | non-portable (SSE4.2) |
| metrohash64_1 | 12024.68 | 47.21 | seems weak (likely cyclic collisions) |
| Spooky64 | 11820.20 | 60.39 | |
| cmetrohash64_1_optshort | 11808.92 | 46.33 | seems weak (likely cyclic collisions) |
| Spooky128 | 11735.99 | 60.45 | weak (collisions with 4-bit diff) |
| metrohash128_2 | 11465.18 | 66.72 | weak (cyclic collisions) |
| Spooky32 | 11464.20 | 59.45 | |
| xxHash64 | 11123.15 | 56.17 | |
| metrohash128_1 | 11063.78 | 66.58 | seems weak (likely cyclic collisions) |
| City64 | 11041.72 | 51.77 | |
| MUM | 10246.20 | 37.25 | non-portable (different result, machine specific) |
| sumhash | 9668.13 | 51.31 | not a hash (just for reference) |
| t1ha_64be | 9321.23 | 38.29 | alien (designed for big-endian CPU) |
| falkhash | 8909.54 | 124.48 | non-portable (AES-NI) |
| crc64_hw | 7308.06 | 28.37 | poor (insecure, 100% bias, collisions, distrib), non-portable (SSE4.2) |
| t1ha_32le | 5958.54 | 38.54 | alien (designed for 32-bit CPU) |
| t1ha_32be | 5873.45 | 39.81 | alien (designed for 32-bit big-endian CPU) |
| fasthash64 | 5578.06 | 43.42 | |
| Murmur2B | 5578.21 | 44.13 | weak (1.8% bias, collisions, distrib) |
| crc32_hw | 5577.64 | 29.10 | poor (insecure, 100% bias, collisions, distrib), non-portable (SSE4.2) |
| xxHash32 | 5513.55 | 43.72 | |
| Murmur3F | 5473.62 | 47.37 | |
| fasthash32 | 5381.46 | 45.50 | |
| City32 | 5014.33 | 51.13 | far to perfect (2 minor collisions) |
| Murmur3C | 3719.22 | 54.05 | |
| Murmur2C | 3655.60 | 42.68 | poor (91% bias, collisions, distrib) |
| Murmur2 | 2789.89 | 38.37 | poor (1.7% bias, 81x coll, 1.7% distrib) |
| Murmur2A | 2789.85 | 43.38 | poor (12.7% bias) |
| Crap8 | 2743.80 | 32.50 | poor (2.42% bias, collisions, 2% distrib) |
| hasshe2 | 2587.39 | 81.23 | poor (insecure, 100% bias, collisions, distrib), non-portable (SSE2) |
| Murmur3A | 2232.00 | 48.16 | |
| PMurHash32 | 2232.26 | 53.18 | |
| NOP_OAAT_read64 | 1991.31 | 30.46 | poor (100% bias, 2.17x collisions) |
| superfast | 1860.25 | 47.45 | poor (91% bias, 5273.01x collisions, 37% distrib) |
| lookup3 | 1817.11 | 39.30 | poor (28% bias, collisions, 30% distrib) |
| SipHash | 962.35 | 147.36 | |
| GoodOAAT | 930.18 | 68.24 | |
| bernstein | 921.43 | 55.17 | poor (100% bias, collisions, distrib) |
| MicroOAAT | 826.32 | 62.06 | poor (100% bias, distrib) |
| FNV64 | 697.67 | 72.70 | poor (100% bias, collisions, distrib) |
| sdbm | 695.29 | 71.76 | poor (100% bias, collisions, distrib) |
| FNV1a | 684.17 | 72.75 | poor (zeros, 100% bias, collisions, distrib) |
| BadHash | 558.14 | 87.87 | not a hash (just for reference) |
| JenkinsOOAT | 558.13 | 116.75 | poor (53.5% bias, collisions, distrib) |
| JenkinsOOAT_perl | 558.14 | 95.26 | poor (1.5-11.5% bias, 7.2x collisions) |
| x17 | 551.99 | 89.24 | poor (99.98% bias, collisions, distrib) |
| sha1_32a | 531.44 | 1222.44 | |
| MurmurOAAT | 465.12 | 107.61 | poor (collisions, 99.99% distrib) |
| md5_32a | 433.03 | 508.98 | |
| crc32 | 342.27 | 142.06 | poor (insecure, 8589.93x collisions, distrib) |