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PyDataBlog / ParallelKMeans.jl

Parallel & lightning fast implementation of available classic and contemporary variants of the KMeans clustering algorithm
MIT License
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Release of v0.1.3 #59

Closed PyDataBlog closed 4 years ago

PyDataBlog commented 4 years ago
PyDataBlog commented 4 years ago

Will convert to full release after updating new benchmarking results.

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: 13 Apr 2020 - 18:50 - Baseline: 13 Apr 2020 - 18:52 * Package commits: - Target: 8f13df - Baseline: fa8cca * Julia commits: - Target: b8e9a9 - Baseline: b8e9a9 * 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 1.4.0 Commit b8e9a9ecc6 (2020-03-21 16:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.4 LTS uname: Linux 5.0.0-1035-azure #37-Ubuntu SMP Wed Mar 18 11:21:35 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 18841 s 0 s 944 s 5729 s 0 s #2 2294 MHz 3554 s 0 s 1122 s 21030 s 0 s Memory: 6.782737731933594 GB (3718.3359375 MB free) Uptime: 267.0 sec Load Avg: 1.06689453125 0.7451171875 0.3369140625 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, broadwell) ``` ### Baseline ``` Julia Version 1.4.0 Commit b8e9a9ecc6 (2020-03-21 16:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.4 LTS uname: Linux 5.0.0-1035-azure #37-Ubuntu SMP Wed Mar 18 11:21:35 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 26942 s 0 s 976 s 5794 s 0 s #2 2294 MHz 3693 s 0 s 1153 s 29065 s 0 s Memory: 6.782737731933594 GB (3653.859375 MB free) Uptime: 349.0 sec Load Avg: 1.01513671875 0.80810546875 0.39501953125 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: 13 Apr 2020 - 18:50 * Package commit: 8f13df * Julia commit: b8e9a9 * 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"]` | 617.995 μs (5%) | | | | | `["distance", "100kx3"]` | 223.998 μs (5%) | | | | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 1.662 s (5%) | | 785.36 KiB (1%) | 18 | | `["kmeans", "10x100_000x10x1 Hammerly"]` | 1.428 s (5%) | | 2.29 MiB (1%) | 25 | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 1.642 s (5%) | | 1007.70 KiB (1%) | 2542 | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 1.441 s (5%) | | 3.45 MiB (1%) | 12557 | | `["kmeans", "10x100_000x3x1 Lloyd"]` | 115.294 ms (5%) | | 783.63 KiB (1%) | 18 | | `["kmeans", "10x100_000x3x1 Hammerly"]` | 174.227 ms (5%) | | 2.29 MiB (1%) | 25 | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 115.009 ms (5%) | | 824.02 KiB (1%) | 475 | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 173.888 ms (5%) | | 2.47 MiB (1%) | 1949 | ## Benchmark Group List Here's a list of all the benchmark groups executed by this job: - `["distance"]` - `["kmeans"]` ## Julia versioninfo ``` Julia Version 1.4.0 Commit b8e9a9ecc6 (2020-03-21 16:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.4 LTS uname: Linux 5.0.0-1035-azure #37-Ubuntu SMP Wed Mar 18 11:21:35 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 18841 s 0 s 944 s 5729 s 0 s #2 2294 MHz 3554 s 0 s 1122 s 21030 s 0 s Memory: 6.782737731933594 GB (3718.3359375 MB free) Uptime: 267.0 sec Load Avg: 1.06689453125 0.7451171875 0.3369140625 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: 13 Apr 2020 - 18:52 * Package commit: fa8cca * Julia commit: b8e9a9 * 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"]` | 616.397 μs (5%) | | | | | `["distance", "100kx3"]` | 225.299 μs (5%) | | | | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 1.673 s (5%) | | 785.36 KiB (1%) | 18 | | `["kmeans", "10x100_000x10x1 Hammerly"]` | 1.428 s (5%) | | 2.29 MiB (1%) | 25 | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 1.665 s (5%) | | 1007.70 KiB (1%) | 2542 | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 1.447 s (5%) | | 3.45 MiB (1%) | 12557 | | `["kmeans", "10x100_000x3x1 Lloyd"]` | 114.210 ms (5%) | | 783.63 KiB (1%) | 18 | | `["kmeans", "10x100_000x3x1 Hammerly"]` | 176.452 ms (5%) | | 2.29 MiB (1%) | 25 | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 113.970 ms (5%) | | 824.02 KiB (1%) | 475 | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 175.616 ms (5%) | | 2.47 MiB (1%) | 1949 | ## Benchmark Group List Here's a list of all the benchmark groups executed by this job: - `["distance"]` - `["kmeans"]` ## Julia versioninfo ``` Julia Version 1.4.0 Commit b8e9a9ecc6 (2020-03-21 16:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.4 LTS uname: Linux 5.0.0-1035-azure #37-Ubuntu SMP Wed Mar 18 11:21:35 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 26942 s 0 s 976 s 5794 s 0 s #2 2294 MHz 3693 s 0 s 1153 s 29065 s 0 s Memory: 6.782737731933594 GB (3653.859375 MB free) Uptime: 349.0 sec Load Avg: 1.01513671875 0.80810546875 0.39501953125 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 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: 2294.686 BogoMIPS: 4589.37 Hypervisor vendor: Microsoft Virtualization type: full L1d cache: 32K L1i cache: 32K L2 cache: 256K L3 cache: 51200K 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 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 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, 44 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 4 years ago
Benchmark result # Judge result # Benchmark Report for */home/runner/work/ParallelKMeans.jl/ParallelKMeans.jl* ## Job Properties * Time of benchmarks: - Target: 13 Apr 2020 - 21:51 - Baseline: 13 Apr 2020 - 21:52 * Package commits: - Target: 48cb95 - Baseline: fa8cca * Julia commits: - Target: b8e9a9 - Baseline: b8e9a9 * 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 1.4.0 Commit b8e9a9ecc6 (2020-03-21 16:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.4 LTS uname: Linux 5.0.0-1035-azure #37-Ubuntu SMP Wed Mar 18 11:21:35 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 8722 s 0 s 944 s 12995 s 0 s #2 2095 MHz 11779 s 0 s 1027 s 9887 s 0 s Memory: 6.782737731933594 GB (3595.30078125 MB free) Uptime: 241.0 sec Load Avg: 1.15966796875 0.78857421875 0.34716796875 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, skylake) ``` ### Baseline ``` Julia Version 1.4.0 Commit b8e9a9ecc6 (2020-03-21 16:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.4 LTS uname: Linux 5.0.0-1035-azure #37-Ubuntu SMP Wed Mar 18 11:21:35 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 15005 s 0 s 971 s 14397 s 0 s #2 2095 MHz 13244 s 0 s 1061 s 16111 s 0 s Memory: 6.782737731933594 GB (3663.69921875 MB free) Uptime: 318.0 sec Load Avg: 1.04296875 0.83837890625 0.40087890625 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: 13 Apr 2020 - 21:51 * Package commit: 48cb95 * Julia commit: b8e9a9 * 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"]` | 613.606 μs (5%) | | | | | `["distance", "100kx3"]` | 223.002 μs (5%) | | | | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 1.545 s (5%) | | 785.36 KiB (1%) | 18 | | `["kmeans", "10x100_000x10x1 Hammerly"]` | 965.523 ms (5%) | | 2.29 MiB (1%) | 25 | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 1.533 s (5%) | | 1007.70 KiB (1%) | 2542 | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 970.927 ms (5%) | | 3.45 MiB (1%) | 12557 | | `["kmeans", "10x100_000x3x1 Lloyd"]` | 103.291 ms (5%) | | 783.63 KiB (1%) | 18 | | `["kmeans", "10x100_000x3x1 Hammerly"]` | 129.238 ms (5%) | | 2.29 MiB (1%) | 25 | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 104.108 ms (5%) | | 824.02 KiB (1%) | 475 | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 127.566 ms (5%) | | 2.47 MiB (1%) | 1949 | ## Benchmark Group List Here's a list of all the benchmark groups executed by this job: - `["distance"]` - `["kmeans"]` ## Julia versioninfo ``` Julia Version 1.4.0 Commit b8e9a9ecc6 (2020-03-21 16:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.4 LTS uname: Linux 5.0.0-1035-azure #37-Ubuntu SMP Wed Mar 18 11:21:35 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 8722 s 0 s 944 s 12995 s 0 s #2 2095 MHz 11779 s 0 s 1027 s 9887 s 0 s Memory: 6.782737731933594 GB (3595.30078125 MB free) Uptime: 241.0 sec Load Avg: 1.15966796875 0.78857421875 0.34716796875 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: 13 Apr 2020 - 21:52 * Package commit: fa8cca * Julia commit: b8e9a9 * 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"]` | 613.922 μs (5%) | | | | | `["distance", "100kx3"]` | 223.207 μs (5%) | | | | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 1.525 s (5%) | | 785.36 KiB (1%) | 18 | | `["kmeans", "10x100_000x10x1 Hammerly"]` | 973.862 ms (5%) | | 2.29 MiB (1%) | 25 | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 1.530 s (5%) | | 1007.70 KiB (1%) | 2542 | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 979.868 ms (5%) | | 3.45 MiB (1%) | 12557 | | `["kmeans", "10x100_000x3x1 Lloyd"]` | 103.624 ms (5%) | | 783.63 KiB (1%) | 18 | | `["kmeans", "10x100_000x3x1 Hammerly"]` | 128.869 ms (5%) | | 2.29 MiB (1%) | 25 | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 104.149 ms (5%) | | 824.02 KiB (1%) | 475 | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 129.666 ms (5%) | | 2.47 MiB (1%) | 1949 | ## Benchmark Group List Here's a list of all the benchmark groups executed by this job: - `["distance"]` - `["kmeans"]` ## Julia versioninfo ``` Julia Version 1.4.0 Commit b8e9a9ecc6 (2020-03-21 16:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.4 LTS uname: Linux 5.0.0-1035-azure #37-Ubuntu SMP Wed Mar 18 11:21:35 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 15005 s 0 s 971 s 14397 s 0 s #2 2095 MHz 13244 s 0 s 1061 s 16111 s 0 s Memory: 6.782737731933594 GB (3663.69921875 MB free) Uptime: 318.0 sec Load Avg: 1.04296875 0.83837890625 0.40087890625 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: 2095.129 BogoMIPS: 4190.25 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 | 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, 44 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 |
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: 14 Apr 2020 - 10:03 - Baseline: 14 Apr 2020 - 10:05 * Package commits: - Target: ecb5f3 - Baseline: fa8cca * Julia commits: - Target: b8e9a9 - Baseline: b8e9a9 * 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"]` | 1.06 (5%) :x: | 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 1.4.0 Commit b8e9a9ecc6 (2020-03-21 16:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.4 LTS uname: Linux 5.0.0-1035-azure #37-Ubuntu SMP Wed Mar 18 11:21:35 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 6576 s 0 s 1064 s 20779 s 0 s #2 2294 MHz 17204 s 0 s 1144 s 10005 s 0 s Memory: 6.782737731933594 GB (3693.83203125 MB free) Uptime: 294.0 sec Load Avg: 1.158203125 0.81787109375 0.36767578125 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-8.0.1 (ORCJIT, broadwell) ``` ### Baseline ``` Julia Version 1.4.0 Commit b8e9a9ecc6 (2020-03-21 16:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.4 LTS uname: Linux 5.0.0-1035-azure #37-Ubuntu SMP Wed Mar 18 11:21:35 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 12698 s 0 s 1107 s 23538 s 0 s #2 2294 MHz 20047 s 0 s 1177 s 16049 s 0 s Memory: 6.782737731933594 GB (3706.9453125 MB free) Uptime: 384.0 sec Load Avg: 1.07763671875 0.884765625 0.4345703125 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: 14 Apr 2020 - 10:3 * Package commit: ecb5f3 * Julia commit: b8e9a9 * 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"]` | 654.800 μs (5%) | | | | | `["distance", "100kx3"]` | 225.899 μs (5%) | | | | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 1.924 s (5%) | | 785.36 KiB (1%) | 18 | | `["kmeans", "10x100_000x10x1 Hammerly"]` | 1.531 s (5%) | | 2.29 MiB (1%) | 25 | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 1.907 s (5%) | | 1007.70 KiB (1%) | 2542 | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 1.551 s (5%) | | 3.45 MiB (1%) | 12557 | | `["kmeans", "10x100_000x3x1 Lloyd"]` | 135.270 ms (5%) | | 783.63 KiB (1%) | 18 | | `["kmeans", "10x100_000x3x1 Hammerly"]` | 191.405 ms (5%) | | 2.29 MiB (1%) | 25 | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 134.625 ms (5%) | | 824.02 KiB (1%) | 475 | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 191.226 ms (5%) | | 2.47 MiB (1%) | 1949 | ## Benchmark Group List Here's a list of all the benchmark groups executed by this job: - `["distance"]` - `["kmeans"]` ## Julia versioninfo ``` Julia Version 1.4.0 Commit b8e9a9ecc6 (2020-03-21 16:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.4 LTS uname: Linux 5.0.0-1035-azure #37-Ubuntu SMP Wed Mar 18 11:21:35 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 6576 s 0 s 1064 s 20779 s 0 s #2 2294 MHz 17204 s 0 s 1144 s 10005 s 0 s Memory: 6.782737731933594 GB (3693.83203125 MB free) Uptime: 294.0 sec Load Avg: 1.158203125 0.81787109375 0.36767578125 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: 14 Apr 2020 - 10:5 * Package commit: fa8cca * Julia commit: b8e9a9 * 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"]` | 618.700 μs (5%) | | | | | `["distance", "100kx3"]` | 224.000 μs (5%) | | | | | `["kmeans", "10x100_000x10x1 Lloyd"]` | 1.906 s (5%) | | 785.36 KiB (1%) | 18 | | `["kmeans", "10x100_000x10x1 Hammerly"]` | 1.532 s (5%) | | 2.29 MiB (1%) | 25 | | `["kmeans", "10x100_000x10x2 Lloyd"]` | 1.909 s (5%) | | 1007.70 KiB (1%) | 2542 | | `["kmeans", "10x100_000x10x2 Hammerly"]` | 1.547 s (5%) | | 3.45 MiB (1%) | 12557 | | `["kmeans", "10x100_000x3x1 Lloyd"]` | 128.910 ms (5%) | | 783.63 KiB (1%) | 18 | | `["kmeans", "10x100_000x3x1 Hammerly"]` | 189.493 ms (5%) | | 2.29 MiB (1%) | 25 | | `["kmeans", "10x100_000x3x2 Lloyd"]` | 132.241 ms (5%) | | 824.02 KiB (1%) | 475 | | `["kmeans", "10x100_000x3x2 Hammerly"]` | 192.577 ms (5%) | | 2.47 MiB (1%) | 1949 | ## Benchmark Group List Here's a list of all the benchmark groups executed by this job: - `["distance"]` - `["kmeans"]` ## Julia versioninfo ``` Julia Version 1.4.0 Commit b8e9a9ecc6 (2020-03-21 16:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.4 LTS uname: Linux 5.0.0-1035-azure #37-Ubuntu SMP Wed Mar 18 11:21:35 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 12698 s 0 s 1107 s 23538 s 0 s #2 2294 MHz 20047 s 0 s 1177 s 16049 s 0 s Memory: 6.782737731933594 GB (3706.9453125 MB free) Uptime: 384.0 sec Load Avg: 1.07763671875 0.884765625 0.4345703125 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 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: 2294.685 BogoMIPS: 4589.37 Hypervisor vendor: Microsoft Virtualization type: full L1d cache: 32K L1i cache: 32K L2 cache: 256K L3 cache: 51200K 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 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 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, 44 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 |