PyDataBlog / ParallelKMeans.jl

Parallel & lightning fast implementation of available classic and contemporary variants of the KMeans clustering algorithm
MIT License
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Updated benchmark files. Table & Plot left #108

Closed PyDataBlog closed 3 years ago

PyDataBlog commented 3 years ago

Almost set for public ANN. The plot and table should be updated with the latest figures.

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codecov-commenter commented 3 years ago

Codecov Report

Merging #108 (3645114) into master (33fc27d) will decrease coverage by 0.00%. The diff coverage is n/a.

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@@            Coverage Diff             @@
##           master     #108      +/-   ##
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- Coverage   98.34%   98.34%   -0.01%     
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  Files          10        9       -1     
  Lines         909      908       -1     
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- Hits          894      893       -1     
  Misses         15       15              
Impacted Files Coverage Δ
src/ParallelKMeans.jl

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github-actions[bot] commented 3 years ago
Benchmark result # Judge result # Benchmark Report for */home/runner/work/ParallelKMeans.jl/ParallelKMeans.jl* ## Job Properties * Time of benchmarks: - Target: 28 Apr 2021 - 21:32 - Baseline: 28 Apr 2021 - 21:34 * Package commits: - Target: 5b278f - Baseline: 33fc27 * 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"]` | 0.94 (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 20.04.2 LTS uname: Linux 5.4.0-1046-azure #48-Ubuntu SMP Tue Apr 13 07:18:42 UTC 2021 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 23295 s 0 s 1310 s 10561 s 0 s #2 2294 MHz 8287 s 0 s 1559 s 25388 s 0 s Memory: 6.791343688964844 GB (3703.14453125 MB free) Uptime: 358.0 sec Load Avg: 1.04296875 0.78076171875 0.36962890625 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, broadwell) ``` ### Baseline ``` Julia Version 1.4.2 Commit 44fa15b150* (2020-05-23 18:35 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 20.04.2 LTS uname: Linux 5.4.0-1046-azure #48-Ubuntu SMP Tue Apr 13 07:18:42 UTC 2021 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 31193 s 0 s 1361 s 12695 s 0 s #2 2294 MHz 10472 s 0 s 1587 s 33245 s 0 s Memory: 6.791343688964844 GB (3647.81640625 MB free) Uptime: 459.0 sec Load Avg: 1.03564453125 0.8603515625 0.443359375 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, broadwell) ``` --- # Target result # Benchmark Report for */home/runner/work/ParallelKMeans.jl/ParallelKMeans.jl* ## Job Properties * Time of benchmark: 28 Apr 2021 - 21:32 * Package commit: 5b278f * 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"]` | 623.305 μs (5%) | | | | | `["distance", "100kx3"]` | 225.602 μs (5%) | | | | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 2.225 s (5%) | | 785.67 KiB (1%) | 20 | | `["kmeans", "10x100_000x10x1 Hammerly"]` | 1.617 s (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 2.213 s (5%) | | 1011.20 KiB (1%) | 2545 | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 1.628 s (5%) | | 3.47 MiB (1%) | 12554 | | `["kmeans", "10x100_000x3x1 Lloyd"]` | 161.272 ms (5%) | | 783.84 KiB (1%) | 20 | | `["kmeans", "10x100_000x3x1 Hammerly"]` | 199.978 ms (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 161.686 ms (5%) | | 824.89 KiB (1%) | 478 | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 199.778 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 20.04.2 LTS uname: Linux 5.4.0-1046-azure #48-Ubuntu SMP Tue Apr 13 07:18:42 UTC 2021 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 23295 s 0 s 1310 s 10561 s 0 s #2 2294 MHz 8287 s 0 s 1559 s 25388 s 0 s Memory: 6.791343688964844 GB (3703.14453125 MB free) Uptime: 358.0 sec Load Avg: 1.04296875 0.78076171875 0.36962890625 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, broadwell) ``` --- # Baseline result # Benchmark Report for */home/runner/work/ParallelKMeans.jl/ParallelKMeans.jl* ## Job Properties * Time of benchmark: 28 Apr 2021 - 21:34 * Package commit: 33fc27 * 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"]` | 664.605 μs (5%) | | | | | `["distance", "100kx3"]` | 224.301 μs (5%) | | | | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 2.194 s (5%) | | 785.67 KiB (1%) | 20 | | `["kmeans", "10x100_000x10x1 Hammerly"]` | 1.620 s (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 2.193 s (5%) | | 1011.20 KiB (1%) | 2545 | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 1.628 s (5%) | | 3.47 MiB (1%) | 12554 | | `["kmeans", "10x100_000x3x1 Lloyd"]` | 156.266 ms (5%) | | 783.84 KiB (1%) | 20 | | `["kmeans", "10x100_000x3x1 Hammerly"]` | 197.013 ms (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 159.677 ms (5%) | | 824.89 KiB (1%) | 478 | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 200.314 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 20.04.2 LTS uname: Linux 5.4.0-1046-azure #48-Ubuntu SMP Tue Apr 13 07:18:42 UTC 2021 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 31193 s 0 s 1361 s 12695 s 0 s #2 2294 MHz 10472 s 0 s 1587 s 33245 s 0 s Memory: 6.791343688964844 GB (3647.81640625 MB free) Uptime: 459.0 sec Load Avg: 1.03564453125 0.8603515625 0.443359375 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, broadwell) ``` --- # 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 Address sizes: 46 bits physical, 48 bits virtual 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: 79 Model name: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz Stepping: 1 CPU MHz: 2294.690 BogoMIPS: 4589.38 Hypervisor vendor: Microsoft Virtualization type: full L1d cache: 64 KiB L1i cache: 64 KiB L2 cache: 512 KiB L3 cache: 50 MiB NUMA node0 CPU(s): 0,1 Vulnerability Itlb multihit: KVM: Vulnerable Vulnerability L1tf: Mitigation; PTE Inversion Vulnerability Mds: Mitigation; Clear CPU buffers; SMT Host state unknown Vulnerability Meltdown: Mitigation; PTI Vulnerability Spec store bypass: Vulnerable Vulnerability Spectre v1: Mitigation; usercopy/swapgs barriers and __user pointer sanitization Vulnerability Spectre v2: Mitigation; Full generic retpoline, STIBP disabled, RSB filling Vulnerability Srbds: Not affected Vulnerability Tsx async abort: Mitigation; Clear CPU buffers; SMT Host state unknown 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 rdseed adx smap xsaveopt md_clear | Cpu Property | Value | |:------------------ |:------------------------------------------------------- | | Brand | Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz | | Vendor | :Intel | | Architecture | :Broadwell | | Model | Family: 0x06, Model: 0x4f, Stepping: 0x01, Type: 0x00 | | Cores | 2 physical cores, 2 logical cores (on executing CPU) | | | No Hyperthreading hardware capability detected | | Clock Frequencies | Not supported by CPU | | Data Cache | Level 1:3 : (32, 256, 51200) kbytes | | | 64 byte cache line size | | Address Size | 48 bits virtual, 46 bits physical | | SIMD | 256 bit = 32 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 |
github-actions[bot] commented 3 years ago
Benchmark result # Judge result # Benchmark Report for */home/runner/work/ParallelKMeans.jl/ParallelKMeans.jl* ## Job Properties * Time of benchmarks: - Target: 1 May 2021 - 21:58 - Baseline: 1 May 2021 - 21:59 * Package commits: - Target: f9bc8d - Baseline: 33fc27 * 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 | |------------------------------------------|------------|--------------| ## 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 20.04.2 LTS uname: Linux 5.4.0-1046-azure #48-Ubuntu SMP Tue Apr 13 07:18:42 UTC 2021 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 19916 s 14 s 1274 s 19472 s 0 s #2 2294 MHz 9350 s 13 s 1516 s 29966 s 0 s Memory: 6.791343688964844 GB (3723.3828125 MB free) Uptime: 413.0 sec Load Avg: 1.02685546875 0.716796875 0.3408203125 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, broadwell) ``` ### Baseline ``` Julia Version 1.4.2 Commit 44fa15b150* (2020-05-23 18:35 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 20.04.2 LTS uname: Linux 5.4.0-1046-azure #48-Ubuntu SMP Tue Apr 13 07:18:42 UTC 2021 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 29163 s 14 s 1312 s 19543 s 0 s #2 2294 MHz 9464 s 13 s 1539 s 39168 s 0 s Memory: 6.791343688964844 GB (3610.44921875 MB free) Uptime: 507.0 sec Load Avg: 1.02587890625 0.81103515625 0.41357421875 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, broadwell) ``` --- # Target result # Benchmark Report for */home/runner/work/ParallelKMeans.jl/ParallelKMeans.jl* ## Job Properties * Time of benchmark: 1 May 2021 - 21:58 * Package commit: f9bc8d * 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"]` | 618.596 μs (5%) | | | | | `["distance", "100kx3"]` | 224.099 μs (5%) | | | | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 1.881 s (5%) | | 785.67 KiB (1%) | 20 | | `["kmeans", "10x100_000x10x1 Hammerly"]` | 1.565 s (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 1.838 s (5%) | | 1011.20 KiB (1%) | 2545 | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 1.562 s (5%) | | 3.47 MiB (1%) | 12554 | | `["kmeans", "10x100_000x3x1 Lloyd"]` | 136.184 ms (5%) | | 783.84 KiB (1%) | 20 | | `["kmeans", "10x100_000x3x1 Hammerly"]` | 189.609 ms (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 137.806 ms (5%) | | 824.89 KiB (1%) | 478 | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 191.429 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 20.04.2 LTS uname: Linux 5.4.0-1046-azure #48-Ubuntu SMP Tue Apr 13 07:18:42 UTC 2021 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 19916 s 14 s 1274 s 19472 s 0 s #2 2294 MHz 9350 s 13 s 1516 s 29966 s 0 s Memory: 6.791343688964844 GB (3723.3828125 MB free) Uptime: 413.0 sec Load Avg: 1.02685546875 0.716796875 0.3408203125 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, broadwell) ``` --- # Baseline result # Benchmark Report for */home/runner/work/ParallelKMeans.jl/ParallelKMeans.jl* ## Job Properties * Time of benchmark: 1 May 2021 - 21:59 * Package commit: 33fc27 * 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"]` | 620.297 μs (5%) | | | | | `["distance", "100kx3"]` | 223.598 μs (5%) | | | | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 1.949 s (5%) | | 785.67 KiB (1%) | 20 | | `["kmeans", "10x100_000x10x1 Hammerly"]` | 1.575 s (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 1.888 s (5%) | | 1011.20 KiB (1%) | 2545 | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 1.605 s (5%) | | 3.47 MiB (1%) | 12554 | | `["kmeans", "10x100_000x3x1 Lloyd"]` | 138.607 ms (5%) | | 783.84 KiB (1%) | 20 | | `["kmeans", "10x100_000x3x1 Hammerly"]` | 191.964 ms (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 140.702 ms (5%) | | 824.89 KiB (1%) | 478 | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 193.220 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 20.04.2 LTS uname: Linux 5.4.0-1046-azure #48-Ubuntu SMP Tue Apr 13 07:18:42 UTC 2021 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 29163 s 14 s 1312 s 19543 s 0 s #2 2294 MHz 9464 s 13 s 1539 s 39168 s 0 s Memory: 6.791343688964844 GB (3610.44921875 MB free) Uptime: 507.0 sec Load Avg: 1.02587890625 0.81103515625 0.41357421875 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, broadwell) ``` --- # 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 Address sizes: 46 bits physical, 48 bits virtual 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: 79 Model name: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz Stepping: 1 CPU MHz: 2294.684 BogoMIPS: 4589.36 Hypervisor vendor: Microsoft Virtualization type: full L1d cache: 64 KiB L1i cache: 64 KiB L2 cache: 512 KiB L3 cache: 50 MiB NUMA node0 CPU(s): 0,1 Vulnerability Itlb multihit: KVM: Vulnerable Vulnerability L1tf: Mitigation; PTE Inversion Vulnerability Mds: Mitigation; Clear CPU buffers; SMT Host state unknown Vulnerability Meltdown: Mitigation; PTI Vulnerability Spec store bypass: Vulnerable Vulnerability Spectre v1: Mitigation; usercopy/swapgs barriers and __user pointer sanitization Vulnerability Spectre v2: Mitigation; Full generic retpoline, STIBP disabled, RSB filling Vulnerability Srbds: Not affected Vulnerability Tsx async abort: Mitigation; Clear CPU buffers; SMT Host state unknown 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 rdseed adx smap xsaveopt md_clear | Cpu Property | Value | |:------------------ |:------------------------------------------------------- | | Brand | Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz | | Vendor | :Intel | | Architecture | :Broadwell | | Model | Family: 0x06, Model: 0x4f, Stepping: 0x01, Type: 0x00 | | Cores | 2 physical cores, 2 logical cores (on executing CPU) | | | No Hyperthreading hardware capability detected | | Clock Frequencies | Not supported by CPU | | Data Cache | Level 1:3 : (32, 256, 51200) kbytes | | | 64 byte cache line size | | Address Size | 48 bits virtual, 46 bits physical | | SIMD | 256 bit = 32 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 |
github-actions[bot] commented 3 years ago
Benchmark result # Judge result # Benchmark Report for */home/runner/work/ParallelKMeans.jl/ParallelKMeans.jl* ## Job Properties * Time of benchmarks: - Target: 24 May 2021 - 19:40 - Baseline: 24 May 2021 - 19:41 * Package commits: - Target: c26537 - Baseline: 33fc27 * 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 | |------------------------------------------|------------|--------------| ## 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 20.04.2 LTS uname: Linux 5.4.0-1047-azure #49-Ubuntu SMP Thu Apr 22 14:30:37 UTC 2021 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz: speed user nice sys idle irq #1 2397 MHz 14408 s 23 s 1072 s 48250 s 0 s #2 2397 MHz 12310 s 2 s 1461 s 50123 s 0 s Memory: 6.791339874267578 GB (3669.10546875 MB free) Uptime: 644.0 sec Load Avg: 0.990234375 0.6005859375 0.2568359375 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, haswell) ``` ### Baseline ``` Julia Version 1.4.2 Commit 44fa15b150* (2020-05-23 18:35 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 20.04.2 LTS uname: Linux 5.4.0-1047-azure #49-Ubuntu SMP Thu Apr 22 14:30:37 UTC 2021 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz: speed user nice sys idle irq #1 2397 MHz 22350 s 23 s 1104 s 50080 s 0 s #2 2397 MHz 14180 s 2 s 1503 s 58004 s 0 s Memory: 6.791339874267578 GB (3746.9140625 MB free) Uptime: 742.0 sec Load Avg: 1.0 0.71875 0.3369140625 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, haswell) ``` --- # Target result # Benchmark Report for */home/runner/work/ParallelKMeans.jl/ParallelKMeans.jl* ## Job Properties * Time of benchmark: 24 May 2021 - 19:40 * Package commit: c26537 * 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"]` | 821.237 μs (5%) | | | | | `["distance", "100kx3"]` | 297.313 μs (5%) | | | | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 2.213 s (5%) | | 785.67 KiB (1%) | 20 | | `["kmeans", "10x100_000x10x1 Hammerly"]` | 1.716 s (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 2.196 s (5%) | | 1011.20 KiB (1%) | 2545 | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 1.721 s (5%) | | 3.47 MiB (1%) | 12554 | | `["kmeans", "10x100_000x3x1 Lloyd"]` | 164.679 ms (5%) | | 783.84 KiB (1%) | 20 | | `["kmeans", "10x100_000x3x1 Hammerly"]` | 216.422 ms (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 166.872 ms (5%) | | 824.89 KiB (1%) | 478 | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 218.643 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 20.04.2 LTS uname: Linux 5.4.0-1047-azure #49-Ubuntu SMP Thu Apr 22 14:30:37 UTC 2021 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz: speed user nice sys idle irq #1 2397 MHz 14408 s 23 s 1072 s 48250 s 0 s #2 2397 MHz 12310 s 2 s 1461 s 50123 s 0 s Memory: 6.791339874267578 GB (3669.10546875 MB free) Uptime: 644.0 sec Load Avg: 0.990234375 0.6005859375 0.2568359375 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, haswell) ``` --- # Baseline result # Benchmark Report for */home/runner/work/ParallelKMeans.jl/ParallelKMeans.jl* ## Job Properties * Time of benchmark: 24 May 2021 - 19:41 * Package commit: 33fc27 * 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"]` | 821.036 μs (5%) | | | | | `["distance", "100kx3"]` | 297.513 μs (5%) | | | | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 2.199 s (5%) | | 785.67 KiB (1%) | 20 | | `["kmeans", "10x100_000x10x1 Hammerly"]` | 1.734 s (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 2.199 s (5%) | | 1011.20 KiB (1%) | 2545 | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 1.759 s (5%) | | 3.47 MiB (1%) | 12554 | | `["kmeans", "10x100_000x3x1 Lloyd"]` | 164.958 ms (5%) | | 783.84 KiB (1%) | 20 | | `["kmeans", "10x100_000x3x1 Hammerly"]` | 216.292 ms (5%) | | 2.29 MiB (1%) | 23 | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 166.381 ms (5%) | | 824.89 KiB (1%) | 478 | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 218.870 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 20.04.2 LTS uname: Linux 5.4.0-1047-azure #49-Ubuntu SMP Thu Apr 22 14:30:37 UTC 2021 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz: speed user nice sys idle irq #1 2397 MHz 22350 s 23 s 1104 s 50080 s 0 s #2 2397 MHz 14180 s 2 s 1503 s 58004 s 0 s Memory: 6.791339874267578 GB (3746.9140625 MB free) Uptime: 742.0 sec Load Avg: 1.0 0.71875 0.3369140625 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, haswell) ``` --- # 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 Address sizes: 46 bits physical, 48 bits virtual 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: 63 Model name: Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz Stepping: 2 CPU MHz: 2397.219 BogoMIPS: 4794.43 Hypervisor vendor: Microsoft Virtualization type: full L1d cache: 64 KiB L1i cache: 64 KiB L2 cache: 512 KiB L3 cache: 30 MiB NUMA node0 CPU(s): 0,1 Vulnerability Itlb multihit: KVM: Vulnerable Vulnerability L1tf: Mitigation; PTE Inversion Vulnerability Mds: Mitigation; Clear CPU buffers; SMT Host state unknown Vulnerability Meltdown: Mitigation; PTI Vulnerability Spec store bypass: Vulnerable Vulnerability Spectre v1: Mitigation; usercopy/swapgs barriers and __user pointer sanitization Vulnerability Spectre v2: Mitigation; Full generic retpoline, STIBP disabled, RSB filling Vulnerability Srbds: Not affected 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 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 invpcid_single pti fsgsbase bmi1 avx2 smep bmi2 erms invpcid xsaveopt md_clear | Cpu Property | Value | |:------------------ |:------------------------------------------------------- | | Brand | Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz | | Vendor | :Intel | | Architecture | :Haswell | | Model | Family: 0x06, Model: 0x3f, Stepping: 0x02, 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, 256, 30720) kbytes | | | 64 byte cache line size | | Address Size | 48 bits virtual, 46 bits physical | | SIMD | 256 bit = 32 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 |