PyDataBlog / ParallelKMeans.jl

Parallel & lightning fast implementation of available classic and contemporary variants of the KMeans clustering algorithm
MIT License
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Update travis setup #96

Closed PyDataBlog closed 4 years ago

PyDataBlog commented 4 years ago

Add Julia 1.5 support.

github-actions[bot] commented 4 years ago
Benchmark result # Judge result # Benchmark Report for */home/runner/work/ParallelKMeans.jl/ParallelKMeans.jl* ## Job Properties * Time of benchmarks: - Target: 19 Oct 2020 - 17:48 - Baseline: 19 Oct 2020 - 17:50 * Package commits: - Target: bccd91 - Baseline: 95b268 * Julia commits: - Target: 44fa15 - Baseline: 44fa15 * Julia command flags: - Target: None - Baseline: None * Environment variables: - Target: None - Baseline: None ## Results A ratio greater than `1.0` denotes a possible regression (marked with :x:), while a ratio less than `1.0` denotes a possible improvement (marked with :white_check_mark:). Only significant results - results that indicate possible regressions or improvements - are shown below (thus, an empty table means that all benchmark results remained invariant between builds). | ID | time ratio | memory ratio | |------------------------------------------|------------------------------|--------------| | `["distance", "100kx10"]` | 0.80 (5%) :white_check_mark: | 1.00 (1%) | | `["distance", "100kx3"]` | 0.94 (5%) :white_check_mark: | 1.00 (1%) | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 1.05 (5%) :x: | 1.00 (1%) | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 1.05 (5%) :x: | 1.00 (1%) | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 0.95 (5%) :white_check_mark: | 1.00 (1%) | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 0.94 (5%) :white_check_mark: | 1.00 (1%) | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 0.93 (5%) :white_check_mark: | 1.00 (1%) | ## Benchmark Group List Here's a list of all the benchmark groups executed by this job: - `["distance"]` - `["kmeans"]` ## Julia versioninfo ### Target ``` Julia Version 1.4.2 Commit 44fa15b150* (2020-05-23 18:35 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.5 LTS uname: Linux 5.4.0-1026-azure #26~18.04.1-Ubuntu SMP Thu Sep 10 16:19:25 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) Platinum 8171M CPU @ 2.60GHz: speed user nice sys idle irq #1 2095 MHz 13329 s 0 s 1474 s 15230 s 0 s #2 2095 MHz 12575 s 0 s 1388 s 16031 s 0 s Memory: 6.791393280029297 GB (3461.09375 MB free) Uptime: 317.0 sec Load Avg: 1.04296875 0.79150390625 0.37158203125 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, skylake) ``` ### Baseline ``` Julia Version 1.4.2 Commit 44fa15b150* (2020-05-23 18:35 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.5 LTS uname: Linux 5.4.0-1026-azure #26~18.04.1-Ubuntu SMP Thu Sep 10 16:19:25 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) Platinum 8171M CPU @ 2.60GHz: speed user nice sys idle irq #1 2095 MHz 15377 s 0 s 1511 s 22332 s 0 s #2 2095 MHz 19770 s 0 s 1427 s 17997 s 0 s Memory: 6.791393280029297 GB (3468.5703125 MB free) Uptime: 409.0 sec Load Avg: 1.0068359375 0.849609375 0.43310546875 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, skylake) ``` --- # Target result # Benchmark Report for */home/runner/work/ParallelKMeans.jl/ParallelKMeans.jl* ## Job Properties * Time of benchmark: 19 Oct 2020 - 17:48 * Package commit: bccd91 * Julia commit: 44fa15 * Julia command flags: None * Environment variables: None ## Results Below is a table of this job's results, obtained by running the benchmarks. The values listed in the `ID` column have the structure `[parent_group, child_group, ..., key]`, and can be used to index into the BaseBenchmarks suite to retrieve the corresponding benchmarks. The percentages accompanying time and memory values in the below table are noise tolerances. The "true" time/memory value for a given benchmark is expected to fall within this percentage of the reported value. An empty cell means that the value was zero. | ID | time | GC time | memory | allocations | |------------------------------------------|----------------:|--------:|-----------------:|------------:| | `["distance", "100kx10"]` | 516.398 μs (5%) | | | | | `["distance", "100kx3"]` | 224.999 μs (5%) | | | | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 1.811 s (5%) | | 785.67 KiB (1%) | 20 | | `["kmeans", "10x100_000x10x1 Hammerly"]` | 1.204 s (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 1.811 s (5%) | | 1011.20 KiB (1%) | 2545 | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 1.166 s (5%) | | 3.47 MiB (1%) | 12554 | | `["kmeans", "10x100_000x3x1 Lloyd"]` | 118.826 ms (5%) | | 783.84 KiB (1%) | 20 | | `["kmeans", "10x100_000x3x1 Hammerly"]` | 161.517 ms (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 113.468 ms (5%) | | 824.89 KiB (1%) | 478 | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 153.452 ms (5%) | | 2.47 MiB (1%) | 1946 | ## Benchmark Group List Here's a list of all the benchmark groups executed by this job: - `["distance"]` - `["kmeans"]` ## Julia versioninfo ``` Julia Version 1.4.2 Commit 44fa15b150* (2020-05-23 18:35 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.5 LTS uname: Linux 5.4.0-1026-azure #26~18.04.1-Ubuntu SMP Thu Sep 10 16:19:25 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) Platinum 8171M CPU @ 2.60GHz: speed user nice sys idle irq #1 2095 MHz 13329 s 0 s 1474 s 15230 s 0 s #2 2095 MHz 12575 s 0 s 1388 s 16031 s 0 s Memory: 6.791393280029297 GB (3461.09375 MB free) Uptime: 317.0 sec Load Avg: 1.04296875 0.79150390625 0.37158203125 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, skylake) ``` --- # Baseline result # Benchmark Report for */home/runner/work/ParallelKMeans.jl/ParallelKMeans.jl* ## Job Properties * Time of benchmark: 19 Oct 2020 - 17:50 * Package commit: 95b268 * Julia commit: 44fa15 * Julia command flags: None * Environment variables: None ## Results Below is a table of this job's results, obtained by running the benchmarks. The values listed in the `ID` column have the structure `[parent_group, child_group, ..., key]`, and can be used to index into the BaseBenchmarks suite to retrieve the corresponding benchmarks. The percentages accompanying time and memory values in the below table are noise tolerances. The "true" time/memory value for a given benchmark is expected to fall within this percentage of the reported value. An empty cell means that the value was zero. | ID | time | GC time | memory | allocations | |------------------------------------------|----------------:|--------:|-----------------:|------------:| | `["distance", "100kx10"]` | 642.199 μs (5%) | | | | | `["distance", "100kx3"]` | 239.800 μs (5%) | | | | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 1.724 s (5%) | | 785.67 KiB (1%) | 20 | | `["kmeans", "10x100_000x10x1 Hammerly"]` | 1.267 s (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 1.719 s (5%) | | 1011.20 KiB (1%) | 2545 | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 1.234 s (5%) | | 3.47 MiB (1%) | 12554 | | `["kmeans", "10x100_000x3x1 Lloyd"]` | 118.507 ms (5%) | | 783.84 KiB (1%) | 20 | | `["kmeans", "10x100_000x3x1 Hammerly"]` | 158.468 ms (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 120.338 ms (5%) | | 824.89 KiB (1%) | 478 | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 165.134 ms (5%) | | 2.47 MiB (1%) | 1946 | ## Benchmark Group List Here's a list of all the benchmark groups executed by this job: - `["distance"]` - `["kmeans"]` ## Julia versioninfo ``` Julia Version 1.4.2 Commit 44fa15b150* (2020-05-23 18:35 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.5 LTS uname: Linux 5.4.0-1026-azure #26~18.04.1-Ubuntu SMP Thu Sep 10 16:19:25 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) Platinum 8171M CPU @ 2.60GHz: speed user nice sys idle irq #1 2095 MHz 15377 s 0 s 1511 s 22332 s 0 s #2 2095 MHz 19770 s 0 s 1427 s 17997 s 0 s Memory: 6.791393280029297 GB (3468.5703125 MB free) Uptime: 409.0 sec Load Avg: 1.0068359375 0.849609375 0.43310546875 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, skylake) ``` --- # Runtime information | Runtime Info | | |:--|:--| | BLAS #threads | 2 | | `BLAS.vendor()` | `openblas64` | | `Sys.CPU_THREADS` | 2 | `lscpu` output: Architecture: x86_64 CPU op-mode(s): 32-bit, 64-bit Byte Order: Little Endian CPU(s): 2 On-line CPU(s) list: 0,1 Thread(s) per core: 1 Core(s) per socket: 2 Socket(s): 1 NUMA node(s): 1 Vendor ID: GenuineIntel CPU family: 6 Model: 85 Model name: Intel(R) Xeon(R) Platinum 8171M CPU @ 2.60GHz Stepping: 4 CPU MHz: 2095.073 BogoMIPS: 4190.14 Hypervisor vendor: Microsoft Virtualization type: full L1d cache: 32K L1i cache: 32K L2 cache: 1024K L3 cache: 36608K NUMA node0 CPU(s): 0,1 Flags: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology cpuid pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single pti fsgsbase bmi1 hle avx2 smep bmi2 erms invpcid rtm mpx avx512f avx512dq rdseed adx smap clflushopt avx512cd avx512bw avx512vl xsaveopt xsavec xsaves md_clear | Cpu Property | Value | |:------------------ |:------------------------------------------------------- | | Brand | Intel(R) Xeon(R) Platinum 8171M CPU @ 2.60GHz | | Vendor | :Intel | | Architecture | :Skylake | | Model | Family: 0x06, Model: 0x55, Stepping: 0x04, Type: 0x00 | | Cores | 2 physical cores, 2 logical cores (on executing CPU) | | | No Hyperthreading detected | | Clock Frequencies | Not supported by CPU | | Data Cache | Level 1:3 : (32, 1024, 36608) kbytes | | | 64 byte cache line size | | Address Size | 48 bits virtual, 46 bits physical | | SIMD | 512 bit = 64 byte max. SIMD vector size | | Time Stamp Counter | TSC is accessible via `rdtsc` | | | TSC increased at every clock cycle (non-invariant TSC) | | Perf. Monitoring | Performance Monitoring Counters (PMC) are not supported | | Hypervisor | Yes, Microsoft |