The aim of this repo is to keep track of the optimization efforts in super_mass.
Short Bench time: [2.8952 ms 2.9133 ms 2.9316 ms]
change: [-3.7135% -2.9009% -2.0424%] (p = 0.00 < 0.05)
Performance has improved.
batch_size N/8 -> N/16 : increase batch count to get better load balancing. Short Bench time: [3.1212 ms 3.1328 ms 3.1444 ms]
use jemallocator as main memory allocator.
Short Bench time: [3.4873 ms 3.5116 ms 3.5364 ms]
change: [-4.9792% -4.2555% -3.4013%] (p = 0.00 < 0.05)
Performance has improved.
Found 1 outliers among 100 measurements (1.00%)
1 (1.00%) high mild
jobs count = 1 -> 8 : previously, the jobs parameter had no effect and always used all logical cores. There is no job parameter anymore by default and always uses all logical cores. Manually setting the thread count requires to disable the "auto" feature and calling init_pool to init the global pool.
Short Bench time: [3.6855 ms 3.7184 ms 3.7708 ms]
change: [-6.0322% -5.0202% -3.4818%] (p = 0.00 < 0.05)
Performance has improved.
Found 2 outliers among 100 measurements (2.00%)
2 (2.00%) high severe
Parallelize the distance loop with a par_bridge from rayon_rs. Reduced batch size to N/8 for load balancing purposes.
Short Bench time: [3.8908 ms 3.9097 ms 3.9293 ms]
change: [-72.125% -71.896% -71.677%] (p = 0.00 < 0.05)
Performance has improved.
Found 1 outliers among 100 measurements (1.00%)
1 (1.00%) high mild
JIT mean and standard deviation; complexity goes from O(nm) down to O(n) for m << n. Time complexity dominated by fft with O(nlogn).
Short Bench time: [12.870 ms 12.905 ms 12.946 ms]
change: [-35.648% -34.853% -34.165%] (p = 0.00 < 0.05)
Performance has improved.
Found 9 outliers among 100 measurements (9.00%)
5 (5.00%) high mild
4 (4.00%) high severe
MASS V3 algorithm. Bug fixes in batch size partition.
Short Bench time: [19.244 ms 19.295 ms 19.353 ms]
change: [-25.106% -24.806% -24.521%] (p = 0.00 < 0.05)
Performance has improved.
Found 2 outliers among 100 measurements (2.00%)
2 (2.00%) high severe
Initial release.
Short Bench time: [25.724 ms 25.957 ms 26.209 ms]
Found 2 outliers among 100 measurements (2.00%)
2 (2.00%) high mild
$ echo -1 | sudo tee /proc/sys/kernel/perf_event_paranoid
$ echo 0 | sudo tee /proc/sys/kernel/kptr_restrictArchitecture: x86_64
CPU op-mode(s): 32-bit, 64-bit
Byte Order: Little Endian
Address sizes: 39 bits physical, 48 bits virtual
CPU(s): 8
On-line CPU(s) list: 0-7
Thread(s) per core: 2
Core(s) per socket: 4
Socket(s): 1
NUMA node(s): 1
Vendor ID: GenuineIntel
CPU family: 6
Model: 142
Model name: Intel(R) Core(TM) i5-8265U CPU @ 1.60GHz
Stepping: 11
CPU MHz: 3779.794
CPU max MHz: 3900.0000
CPU min MHz: 400.0000
BogoMIPS: 3600.00
Virtualisation: VT-x
L1d cache: 128 KiB
L1i cache: 128 KiB
L2 cache: 1 MiB
L3 cache: 6 MiB
NUMA node0 CPU(s): 0-7
Vulnerability Itlb multihit: KVM: Mitigation: Split huge pages
Vulnerability L1tf: Not affected
Vulnerability Mds: Mitigation; Clear CPU buffers; SMT vulnerable
Vulnerability Meltdown: Not affected
Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl and seccomp
Vulnerability Spectre v1: Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2: Mitigation; Full generic retpoline, IBPB conditional, IBRS_FW, STIBP conditional, RSB fil > > ling
Vulnerability Srbds: Mitigation; Microcode
Vulnerability Tsx async abort: Not affected
Flags: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush dts acpi mmx fxsr sse sse2 ss ht tm pbe syscall nx pdpe1gb rdtscp lm constant_tsc art arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc cpuid aperfmperf pni pclmulqdq dtes64 monitor ds_cpl vmx est tm2 ssse3 sdbg fma cx16 xtpr pdcm pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm abm 3dnowprefetch cpuid_fault epb invpcid_single ssbd ibrs ibpb stibp tpr_shadow vnmi flexpriority ept vpid ept_ad fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid mpx rdseed adx smap clflushopt intel_pt xsav eopt xsavec xgetbv1 xsaves dtherm ida arat pln pts hwp hwp_notify hwp_act_window hwp_epp md_clear flush_l1d arch_capabilities