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Merged
prbzrg merged 7 commits into from
Aug 17, 2025
Merged

Add Speed Tests #486

prbzrg merged 7 commits into from
Aug 17, 2025

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@prbzrg
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@prbzrg prbzrg commented Aug 8, 2025

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@prbzrg prbzrg self-assigned this Aug 8, 2025
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github-actions bot commented Aug 8, 2025

Benchmark result

Judge result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmarks:
    • Target: 8 Aug 2025 - 09:23
    • Baseline: 8 Aug 2025 - 09:37
  • Package commits:
  • Julia commits:
    • Target: 9615af0
    • Baseline: 9615af0
  • 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 ❌), while a ratio less
than 1.0 denotes a possible improvement (marked with ✅). Brackets display tolerances for the benchmark estimates. 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
["main", "inplace", "AD-1-order", "train"] 0.93 (5%) ✅ 1.00 (1%)

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Target

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       6954 s          0 s        278 s       6748 s          0 s
       #2     0 MHz       6836 s          0 s        252 s       6894 s          0 s
       #3     0 MHz       5998 s          0 s        275 s       7711 s          0 s
       #4     0 MHz       5683 s          0 s        258 s       8030 s          0 s
  Memory: 15.620681762695312 GB (11774.68359375 MB free)
  Uptime: 1401.53 sec
  Load Avg:  1.03  1.19  1.45
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Baseline

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       8614 s          0 s        299 s      13215 s          0 s
       #2     0 MHz       9554 s          0 s        298 s      12280 s          0 s
       #3     0 MHz       7333 s          0 s        313 s      14486 s          0 s
       #4     0 MHz       8071 s          0 s        293 s      13759 s          0 s
  Memory: 15.620681762695312 GB (11613.44140625 MB free)
  Uptime: 2217.94 sec
  Load Avg:  1.05  1.03  1.17
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Target result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmark: 8 Aug 2025 - 09:23
  • Package commit: 7769edd
  • Julia commit: 9615af0
  • 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
["main", "inplace", "AD-1-order", "test"] 36.141 s (5%) 4.114 s 48.54 GiB (1%) 59503863
["main", "inplace", "AD-1-order", "train"] 1.339 s (5%) 105.197 ms 656.32 MiB (1%) 16877905
["main", "inplace", "direct", "test"] 47.923 ms (5%) 60.58 MiB (1%) 246532
["main", "inplace", "direct", "train"] 4.048 ms (5%) 4.54 MiB (1%) 17628
["main", "no_inplace", "AD-1-order", "test"] 7.428 s (5%) 662.277 ms 6.68 GiB (1%) 21890854
["main", "no_inplace", "AD-1-order", "train"] 31.912 ms (5%) 41.25 MiB (1%) 134597
["main", "no_inplace", "direct", "test"] 48.644 ms (5%) 64.42 MiB (1%) 249927
["main", "no_inplace", "direct", "train"] 5.080 ms (5%) 9.18 MiB (1%) 21630

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       6954 s          0 s        278 s       6748 s          0 s
       #2     0 MHz       6836 s          0 s        252 s       6894 s          0 s
       #3     0 MHz       5998 s          0 s        275 s       7711 s          0 s
       #4     0 MHz       5683 s          0 s        258 s       8030 s          0 s
  Memory: 15.620681762695312 GB (11774.68359375 MB free)
  Uptime: 1401.53 sec
  Load Avg:  1.03  1.19  1.45
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Baseline result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmark: 8 Aug 2025 - 09:37
  • Package commit: 45ec1b8
  • Julia commit: 9615af0
  • 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
["main", "inplace", "AD-1-order", "test"] 36.766 s (5%) 4.292 s 48.54 GiB (1%) 59503862
["main", "inplace", "AD-1-order", "train"] 1.445 s (5%) 53.700 ms 656.01 MiB (1%) 16876699
["main", "inplace", "direct", "test"] 48.532 ms (5%) 60.58 MiB (1%) 246532
["main", "inplace", "direct", "train"] 4.021 ms (5%) 4.54 MiB (1%) 17628
["main", "no_inplace", "AD-1-order", "test"] 7.420 s (5%) 683.772 ms 6.68 GiB (1%) 21890854
["main", "no_inplace", "AD-1-order", "train"] 32.194 ms (5%) 41.25 MiB (1%) 134597
["main", "no_inplace", "direct", "test"] 49.601 ms (5%) 64.42 MiB (1%) 249927
["main", "no_inplace", "direct", "train"] 5.118 ms (5%) 9.18 MiB (1%) 21630

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       8614 s          0 s        299 s      13215 s          0 s
       #2     0 MHz       9554 s          0 s        298 s      12280 s          0 s
       #3     0 MHz       7333 s          0 s        313 s      14486 s          0 s
       #4     0 MHz       8071 s          0 s        293 s      13759 s          0 s
  Memory: 15.620681762695312 GB (11613.44140625 MB free)
  Uptime: 2217.94 sec
  Load Avg:  1.05  1.03  1.17
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Runtime information

Runtime Info
BLAS #threads 2
BLAS.vendor() lbt
Sys.CPU_THREADS 4

lscpu output:

Architecture:                         x86_64
CPU op-mode(s):                       32-bit, 64-bit
Address sizes:                        48 bits physical, 48 bits virtual
Byte Order:                           Little Endian
CPU(s):                               4
On-line CPU(s) list:                  0-3
Vendor ID:                            AuthenticAMD
Model name:                           AMD EPYC 7763 64-Core Processor
CPU family:                           25
Model:                                1
Thread(s) per core:                   2
Core(s) per socket:                   2
Socket(s):                            1
Stepping:                             1
BogoMIPS:                             4890.87
Flags:                                fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl tsc_reliable nonstop_tsc cpuid extd_apicid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw topoext vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 xsaves user_shstk clzero xsaveerptr rdpru arat npt nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold v_vmsave_vmload umip vaes vpclmulqdq rdpid fsrm
Virtualization:                       AMD-V
Hypervisor vendor:                    Microsoft
Virtualization type:                  full
L1d cache:                            64 KiB (2 instances)
L1i cache:                            64 KiB (2 instances)
L2 cache:                             1 MiB (2 instances)
L3 cache:                             32 MiB (1 instance)
NUMA node(s):                         1
NUMA node0 CPU(s):                    0-3
Vulnerability Gather data sampling:   Not affected
Vulnerability Itlb multihit:          Not affected
Vulnerability L1tf:                   Not affected
Vulnerability Mds:                    Not affected
Vulnerability Meltdown:               Not affected
Vulnerability Mmio stale data:        Not affected
Vulnerability Reg file data sampling: Not affected
Vulnerability Retbleed:               Not affected
Vulnerability Spec rstack overflow:   Vulnerable: Safe RET, no microcode
Vulnerability Spec store bypass:      Vulnerable
Vulnerability Spectre v1:             Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2:             Mitigation; Retpolines; STIBP disabled; RSB filling; PBRSB-eIBRS Not affected; BHI Not affected
Vulnerability Srbds:                  Not affected
Vulnerability Tsx async abort:        Not affected
Cpu Property Value
Brand AMD EPYC 7763 64-Core Processor
Vendor :AMD
Architecture :Unknown
Model Family: 0xaf, Model: 0x01, Stepping: 0x01, Type: 0x00
Cores 16 physical cores, 16 logical cores (on executing CPU)
No Hyperthreading hardware capability detected
Clock Frequencies Not supported by CPU
Data Cache Level 1:3 : (32, 512, 32768) kbytes
64 byte cache line size
Address Size 48 bits virtual, 48 bits physical
SIMD 256 bit = 32 byte max. SIMD vector size
Time Stamp Counter TSC is accessible via rdtsc
TSC runs at constant rate (invariant from clock frequency)
Perf. Monitoring Performance Monitoring Counters (PMC) are not supported
Hypervisor Yes, Microsoft

@github-actions
Copy link
Contributor

github-actions bot commented Aug 8, 2025

Benchmark result

Judge result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmarks:
    • Target: 8 Aug 2025 - 10:40
    • Baseline: 8 Aug 2025 - 10:53
  • Package commits:
  • Julia commits:
    • Target: 9615af0
    • Baseline: 9615af0
  • 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 ❌), while a ratio less
than 1.0 denotes a possible improvement (marked with ✅). Brackets display tolerances for the benchmark estimates. 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
["main", "no_inplace", "AD-1-order", "train"] 1.01 (5%) 1.02 (1%) ❌

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Target

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       3038 s          0 s        103 s       5829 s          0 s
       #2     0 MHz       3054 s          0 s         95 s       5836 s          0 s
       #3     0 MHz       1183 s          0 s         66 s       7719 s          0 s
       #4     0 MHz       1490 s          0 s         76 s       7397 s          0 s
  Memory: 15.620677947998047 GB (11639.65625 MB free)
  Uptime: 901.13 sec
  Load Avg:  1.0  0.98  0.68
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Baseline

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       5596 s          0 s        123 s      11394 s          0 s
       #2     0 MHz       5119 s          0 s        121 s      11886 s          0 s
       #3     0 MHz       3122 s          0 s        112 s      13876 s          0 s
       #4     0 MHz       3022 s          0 s        117 s      13965 s          0 s
  Memory: 15.620677947998047 GB (11659.83203125 MB free)
  Uptime: 1716.74 sec
  Load Avg:  1.0  1.0  0.9
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Target result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmark: 8 Aug 2025 - 10:40
  • Package commit: d0ef70e
  • Julia commit: 9615af0
  • 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
["main", "inplace", "AD-1-order", "test"] 36.785 s (5%) 4.604 s 48.54 GiB (1%) 59503862
["main", "inplace", "AD-1-order", "train"] 1.373 s (5%) 107.023 ms 656.01 MiB (1%) 16876699
["main", "inplace", "direct", "test"] 47.173 ms (5%) 60.58 MiB (1%) 246532
["main", "inplace", "direct", "train"] 3.875 ms (5%) 4.54 MiB (1%) 17628
["main", "no_inplace", "AD-1-order", "test"] 7.436 s (5%) 696.175 ms 6.68 GiB (1%) 21890854
["main", "no_inplace", "AD-1-order", "train"] 31.418 ms (5%) 41.25 MiB (1%) 134597
["main", "no_inplace", "direct", "test"] 48.265 ms (5%) 64.42 MiB (1%) 249927
["main", "no_inplace", "direct", "train"] 4.888 ms (5%) 9.18 MiB (1%) 21630

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       3038 s          0 s        103 s       5829 s          0 s
       #2     0 MHz       3054 s          0 s         95 s       5836 s          0 s
       #3     0 MHz       1183 s          0 s         66 s       7719 s          0 s
       #4     0 MHz       1490 s          0 s         76 s       7397 s          0 s
  Memory: 15.620677947998047 GB (11639.65625 MB free)
  Uptime: 901.13 sec
  Load Avg:  1.0  0.98  0.68
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Baseline result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmark: 8 Aug 2025 - 10:53
  • Package commit: 45ec1b8
  • Julia commit: 9615af0
  • 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
["main", "inplace", "AD-1-order", "test"] 36.045 s (5%) 4.300 s 48.54 GiB (1%) 59503862
["main", "inplace", "AD-1-order", "train"] 1.395 s (5%) 89.729 ms 656.01 MiB (1%) 16876699
["main", "inplace", "direct", "test"] 46.177 ms (5%) 60.58 MiB (1%) 246532
["main", "inplace", "direct", "train"] 3.850 ms (5%) 4.54 MiB (1%) 17628
["main", "no_inplace", "AD-1-order", "test"] 7.231 s (5%) 666.492 ms 6.68 GiB (1%) 21890854
["main", "no_inplace", "AD-1-order", "train"] 31.010 ms (5%) 40.61 MiB (1%) 133108
["main", "no_inplace", "direct", "test"] 47.441 ms (5%) 64.42 MiB (1%) 249927
["main", "no_inplace", "direct", "train"] 4.664 ms (5%) 9.18 MiB (1%) 21630

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       5596 s          0 s        123 s      11394 s          0 s
       #2     0 MHz       5119 s          0 s        121 s      11886 s          0 s
       #3     0 MHz       3122 s          0 s        112 s      13876 s          0 s
       #4     0 MHz       3022 s          0 s        117 s      13965 s          0 s
  Memory: 15.620677947998047 GB (11659.83203125 MB free)
  Uptime: 1716.74 sec
  Load Avg:  1.0  1.0  0.9
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Runtime information

Runtime Info
BLAS #threads 2
BLAS.vendor() lbt
Sys.CPU_THREADS 4

lscpu output:

Architecture:                         x86_64
CPU op-mode(s):                       32-bit, 64-bit
Address sizes:                        48 bits physical, 48 bits virtual
Byte Order:                           Little Endian
CPU(s):                               4
On-line CPU(s) list:                  0-3
Vendor ID:                            AuthenticAMD
Model name:                           AMD EPYC 7763 64-Core Processor
CPU family:                           25
Model:                                1
Thread(s) per core:                   2
Core(s) per socket:                   2
Socket(s):                            1
Stepping:                             1
BogoMIPS:                             4890.86
Flags:                                fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl tsc_reliable nonstop_tsc cpuid extd_apicid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw topoext vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 xsaves user_shstk clzero xsaveerptr rdpru arat npt nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold v_vmsave_vmload umip vaes vpclmulqdq rdpid fsrm
Virtualization:                       AMD-V
Hypervisor vendor:                    Microsoft
Virtualization type:                  full
L1d cache:                            64 KiB (2 instances)
L1i cache:                            64 KiB (2 instances)
L2 cache:                             1 MiB (2 instances)
L3 cache:                             32 MiB (1 instance)
NUMA node(s):                         1
NUMA node0 CPU(s):                    0-3
Vulnerability Gather data sampling:   Not affected
Vulnerability Itlb multihit:          Not affected
Vulnerability L1tf:                   Not affected
Vulnerability Mds:                    Not affected
Vulnerability Meltdown:               Not affected
Vulnerability Mmio stale data:        Not affected
Vulnerability Reg file data sampling: Not affected
Vulnerability Retbleed:               Not affected
Vulnerability Spec rstack overflow:   Vulnerable: Safe RET, no microcode
Vulnerability Spec store bypass:      Vulnerable
Vulnerability Spectre v1:             Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2:             Mitigation; Retpolines; STIBP disabled; RSB filling; PBRSB-eIBRS Not affected; BHI Not affected
Vulnerability Srbds:                  Not affected
Vulnerability Tsx async abort:        Not affected
Cpu Property Value
Brand AMD EPYC 7763 64-Core Processor
Vendor :AMD
Architecture :Unknown
Model Family: 0xaf, Model: 0x01, Stepping: 0x01, Type: 0x00
Cores 16 physical cores, 16 logical cores (on executing CPU)
No Hyperthreading hardware capability detected
Clock Frequencies Not supported by CPU
Data Cache Level 1:3 : (32, 512, 32768) kbytes
64 byte cache line size
Address Size 48 bits virtual, 48 bits physical
SIMD 256 bit = 32 byte max. SIMD vector size
Time Stamp Counter TSC is accessible via rdtsc
TSC runs at constant rate (invariant from clock frequency)
Perf. Monitoring Performance Monitoring Counters (PMC) are not supported
Hypervisor Yes, Microsoft

@github-actions
Copy link
Contributor

github-actions bot commented Aug 8, 2025

Benchmark result

Judge result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmarks:
    • Target: 8 Aug 2025 - 13:51
    • Baseline: 8 Aug 2025 - 14:05
  • Package commits:
  • Julia commits:
    • Target: 9615af0
    • Baseline: 9615af0
  • 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 ❌), while a ratio less
than 1.0 denotes a possible improvement (marked with ✅). Brackets display tolerances for the benchmark estimates. 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:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Target

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       2891 s          0 s         85 s       6513 s          0 s
       #2     0 MHz       3326 s          0 s         97 s       6071 s          0 s
       #3     0 MHz        884 s          0 s         79 s       8506 s          0 s
       #4     0 MHz       1614 s          0 s         83 s       7780 s          0 s
  Memory: 15.620677947998047 GB (11613.58984375 MB free)
  Uptime: 953.05 sec
  Load Avg:  1.07  1.01  0.72
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Baseline

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       5238 s          0 s        117 s      12334 s          0 s
       #2     0 MHz       6063 s          0 s        154 s      11476 s          0 s
       #3     0 MHz       2177 s          0 s         99 s      15388 s          0 s
       #4     0 MHz       3383 s          0 s        114 s      14175 s          0 s
  Memory: 15.620677947998047 GB (11624.5390625 MB free)
  Uptime: 1774.2 sec
  Load Avg:  1.02  1.01  0.92
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Target result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmark: 8 Aug 2025 - 13:51
  • Package commit: 27838b6
  • Julia commit: 9615af0
  • 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
["main", "inplace", "AD-1-order", "test"] 36.739 s (5%) 4.539 s 48.54 GiB (1%) 59503862
["main", "inplace", "AD-1-order", "train"] 1.362 s (5%) 107.694 ms 656.01 MiB (1%) 16876699
["main", "inplace", "direct", "test"] 47.234 ms (5%) 60.58 MiB (1%) 246532
["main", "inplace", "direct", "train"] 3.922 ms (5%) 4.54 MiB (1%) 17628
["main", "no_inplace", "AD-1-order", "test"] 7.472 s (5%) 700.911 ms 6.68 GiB (1%) 21890854
["main", "no_inplace", "AD-1-order", "train"] 31.817 ms (5%) 41.25 MiB (1%) 134597
["main", "no_inplace", "direct", "test"] 48.618 ms (5%) 64.42 MiB (1%) 249927
["main", "no_inplace", "direct", "train"] 5.058 ms (5%) 9.18 MiB (1%) 21630

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       2891 s          0 s         85 s       6513 s          0 s
       #2     0 MHz       3326 s          0 s         97 s       6071 s          0 s
       #3     0 MHz        884 s          0 s         79 s       8506 s          0 s
       #4     0 MHz       1614 s          0 s         83 s       7780 s          0 s
  Memory: 15.620677947998047 GB (11613.58984375 MB free)
  Uptime: 953.05 sec
  Load Avg:  1.07  1.01  0.72
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Baseline result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmark: 8 Aug 2025 - 14:05
  • Package commit: 45ec1b8
  • Julia commit: 9615af0
  • 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
["main", "inplace", "AD-1-order", "test"] 36.654 s (5%) 4.560 s 48.54 GiB (1%) 59503862
["main", "inplace", "AD-1-order", "train"] 1.414 s (5%) 122.183 ms 656.01 MiB (1%) 16876699
["main", "inplace", "direct", "test"] 47.823 ms (5%) 60.58 MiB (1%) 246532
["main", "inplace", "direct", "train"] 3.969 ms (5%) 4.54 MiB (1%) 17628
["main", "no_inplace", "AD-1-order", "test"] 7.406 s (5%) 652.216 ms 6.68 GiB (1%) 21890854
["main", "no_inplace", "AD-1-order", "train"] 32.300 ms (5%) 41.25 MiB (1%) 134597
["main", "no_inplace", "direct", "test"] 48.756 ms (5%) 64.42 MiB (1%) 249927
["main", "no_inplace", "direct", "train"] 4.835 ms (5%) 9.18 MiB (1%) 21630

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       5238 s          0 s        117 s      12334 s          0 s
       #2     0 MHz       6063 s          0 s        154 s      11476 s          0 s
       #3     0 MHz       2177 s          0 s         99 s      15388 s          0 s
       #4     0 MHz       3383 s          0 s        114 s      14175 s          0 s
  Memory: 15.620677947998047 GB (11624.5390625 MB free)
  Uptime: 1774.2 sec
  Load Avg:  1.02  1.01  0.92
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Runtime information

Runtime Info
BLAS #threads 2
BLAS.vendor() lbt
Sys.CPU_THREADS 4

lscpu output:

Architecture:                         x86_64
CPU op-mode(s):                       32-bit, 64-bit
Address sizes:                        48 bits physical, 48 bits virtual
Byte Order:                           Little Endian
CPU(s):                               4
On-line CPU(s) list:                  0-3
Vendor ID:                            AuthenticAMD
Model name:                           AMD EPYC 7763 64-Core Processor
CPU family:                           25
Model:                                1
Thread(s) per core:                   2
Core(s) per socket:                   2
Socket(s):                            1
Stepping:                             1
BogoMIPS:                             4890.84
Flags:                                fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl tsc_reliable nonstop_tsc cpuid extd_apicid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw topoext vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 xsaves user_shstk clzero xsaveerptr rdpru arat npt nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold v_vmsave_vmload umip vaes vpclmulqdq rdpid fsrm
Virtualization:                       AMD-V
Hypervisor vendor:                    Microsoft
Virtualization type:                  full
L1d cache:                            64 KiB (2 instances)
L1i cache:                            64 KiB (2 instances)
L2 cache:                             1 MiB (2 instances)
L3 cache:                             32 MiB (1 instance)
NUMA node(s):                         1
NUMA node0 CPU(s):                    0-3
Vulnerability Gather data sampling:   Not affected
Vulnerability Itlb multihit:          Not affected
Vulnerability L1tf:                   Not affected
Vulnerability Mds:                    Not affected
Vulnerability Meltdown:               Not affected
Vulnerability Mmio stale data:        Not affected
Vulnerability Reg file data sampling: Not affected
Vulnerability Retbleed:               Not affected
Vulnerability Spec rstack overflow:   Vulnerable: Safe RET, no microcode
Vulnerability Spec store bypass:      Vulnerable
Vulnerability Spectre v1:             Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2:             Mitigation; Retpolines; STIBP disabled; RSB filling; PBRSB-eIBRS Not affected; BHI Not affected
Vulnerability Srbds:                  Not affected
Vulnerability Tsx async abort:        Not affected
Cpu Property Value
Brand AMD EPYC 7763 64-Core Processor
Vendor :AMD
Architecture :Unknown
Model Family: 0xaf, Model: 0x01, Stepping: 0x01, Type: 0x00
Cores 16 physical cores, 16 logical cores (on executing CPU)
No Hyperthreading hardware capability detected
Clock Frequencies Not supported by CPU
Data Cache Level 1:3 : (32, 512, 32768) kbytes
64 byte cache line size
Address Size 48 bits virtual, 48 bits physical
SIMD 256 bit = 32 byte max. SIMD vector size
Time Stamp Counter TSC is accessible via rdtsc
TSC runs at constant rate (invariant from clock frequency)
Perf. Monitoring Performance Monitoring Counters (PMC) are not supported
Hypervisor Yes, Microsoft

@github-actions
Copy link
Contributor

github-actions bot commented Aug 8, 2025

Benchmark result

Judge result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmarks:
    • Target: 8 Aug 2025 - 20:20
    • Baseline: 8 Aug 2025 - 20:34
  • Package commits:
  • Julia commits:
    • Target: 9615af0
    • Baseline: 9615af0
  • 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 ❌), while a ratio less
than 1.0 denotes a possible improvement (marked with ✅). Brackets display tolerances for the benchmark estimates. 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
["main", "inplace", "AD-1-order", "train"] 0.92 (5%) ✅ 0.92 (1%) ✅
["main", "no_inplace", "AD-1-order", "train"] 0.97 (5%) 1.02 (1%) ❌

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Target

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       4842 s          0 s        104 s       7233 s          0 s
       #2     0 MHz       4456 s          0 s        128 s       7585 s          0 s
       #3     0 MHz        682 s          0 s         79 s      11394 s          0 s
       #4     0 MHz        969 s          0 s         88 s      11101 s          0 s
  Memory: 15.620681762695312 GB (11838.8515625 MB free)
  Uptime: 1221.68 sec
  Load Avg:  1.0  1.0  0.76
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Baseline

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       5476 s          0 s        137 s      14595 s          0 s
       #2     0 MHz       6126 s          0 s        172 s      13901 s          0 s
       #3     0 MHz       3948 s          0 s        109 s      16133 s          0 s
       #4     0 MHz       3373 s          0 s        130 s      16689 s          0 s
  Memory: 15.620681762695312 GB (11402.5859375 MB free)
  Uptime: 2026.4 sec
  Load Avg:  1.0  1.0  0.92
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Target result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmark: 8 Aug 2025 - 20:20
  • Package commit: a5a1b87
  • Julia commit: 9615af0
  • 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
["main", "inplace", "AD-1-order", "test"] 36.768 s (5%) 4.207 s 48.54 GiB (1%) 59503862
["main", "inplace", "AD-1-order", "train"] 1.318 s (5%) 656.01 MiB (1%) 16876699
["main", "inplace", "direct", "test"] 48.192 ms (5%) 60.58 MiB (1%) 246532
["main", "inplace", "direct", "train"] 4.054 ms (5%) 4.54 MiB (1%) 17628
["main", "no_inplace", "AD-1-order", "test"] 7.381 s (5%) 627.820 ms 6.68 GiB (1%) 21890854
["main", "no_inplace", "AD-1-order", "train"] 31.921 ms (5%) 41.25 MiB (1%) 134597
["main", "no_inplace", "direct", "test"] 49.329 ms (5%) 64.42 MiB (1%) 249927
["main", "no_inplace", "direct", "train"] 4.806 ms (5%) 9.18 MiB (1%) 21630

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       4842 s          0 s        104 s       7233 s          0 s
       #2     0 MHz       4456 s          0 s        128 s       7585 s          0 s
       #3     0 MHz        682 s          0 s         79 s      11394 s          0 s
       #4     0 MHz        969 s          0 s         88 s      11101 s          0 s
  Memory: 15.620681762695312 GB (11838.8515625 MB free)
  Uptime: 1221.68 sec
  Load Avg:  1.0  1.0  0.76
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Baseline result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmark: 8 Aug 2025 - 20:34
  • Package commit: 2d9e51d
  • Julia commit: 9615af0
  • 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
["main", "inplace", "AD-1-order", "test"] 36.940 s (5%) 4.688 s 48.54 GiB (1%) 59503862
["main", "inplace", "AD-1-order", "train"] 1.440 s (5%) 715.57 MiB (1%) 18430735
["main", "inplace", "direct", "test"] 47.859 ms (5%) 60.58 MiB (1%) 246532
["main", "inplace", "direct", "train"] 4.019 ms (5%) 4.54 MiB (1%) 17628
["main", "no_inplace", "AD-1-order", "test"] 7.491 s (5%) 667.811 ms 6.68 GiB (1%) 21890854
["main", "no_inplace", "AD-1-order", "train"] 32.973 ms (5%) 40.61 MiB (1%) 133109
["main", "no_inplace", "direct", "test"] 48.811 ms (5%) 64.42 MiB (1%) 249927
["main", "no_inplace", "direct", "train"] 5.013 ms (5%) 9.18 MiB (1%) 21630

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       5476 s          0 s        137 s      14595 s          0 s
       #2     0 MHz       6126 s          0 s        172 s      13901 s          0 s
       #3     0 MHz       3948 s          0 s        109 s      16133 s          0 s
       #4     0 MHz       3373 s          0 s        130 s      16689 s          0 s
  Memory: 15.620681762695312 GB (11402.5859375 MB free)
  Uptime: 2026.4 sec
  Load Avg:  1.0  1.0  0.92
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Runtime information

Runtime Info
BLAS #threads 2
BLAS.vendor() lbt
Sys.CPU_THREADS 4

lscpu output:

Architecture:                         x86_64
CPU op-mode(s):                       32-bit, 64-bit
Address sizes:                        48 bits physical, 48 bits virtual
Byte Order:                           Little Endian
CPU(s):                               4
On-line CPU(s) list:                  0-3
Vendor ID:                            AuthenticAMD
Model name:                           AMD EPYC 7763 64-Core Processor
CPU family:                           25
Model:                                1
Thread(s) per core:                   2
Core(s) per socket:                   2
Socket(s):                            1
Stepping:                             1
BogoMIPS:                             4890.86
Flags:                                fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl tsc_reliable nonstop_tsc cpuid extd_apicid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw topoext vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 xsaves user_shstk clzero xsaveerptr rdpru arat npt nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold v_vmsave_vmload umip vaes vpclmulqdq rdpid fsrm
Virtualization:                       AMD-V
Hypervisor vendor:                    Microsoft
Virtualization type:                  full
L1d cache:                            64 KiB (2 instances)
L1i cache:                            64 KiB (2 instances)
L2 cache:                             1 MiB (2 instances)
L3 cache:                             32 MiB (1 instance)
NUMA node(s):                         1
NUMA node0 CPU(s):                    0-3
Vulnerability Gather data sampling:   Not affected
Vulnerability Itlb multihit:          Not affected
Vulnerability L1tf:                   Not affected
Vulnerability Mds:                    Not affected
Vulnerability Meltdown:               Not affected
Vulnerability Mmio stale data:        Not affected
Vulnerability Reg file data sampling: Not affected
Vulnerability Retbleed:               Not affected
Vulnerability Spec rstack overflow:   Vulnerable: Safe RET, no microcode
Vulnerability Spec store bypass:      Vulnerable
Vulnerability Spectre v1:             Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2:             Mitigation; Retpolines; STIBP disabled; RSB filling; PBRSB-eIBRS Not affected; BHI Not affected
Vulnerability Srbds:                  Not affected
Vulnerability Tsx async abort:        Not affected
Cpu Property Value
Brand AMD EPYC 7763 64-Core Processor
Vendor :AMD
Architecture :Unknown
Model Family: 0xaf, Model: 0x01, Stepping: 0x01, Type: 0x00
Cores 16 physical cores, 16 logical cores (on executing CPU)
No Hyperthreading hardware capability detected
Clock Frequencies Not supported by CPU
Data Cache Level 1:3 : (32, 512, 32768) kbytes
64 byte cache line size
Address Size 48 bits virtual, 48 bits physical
SIMD 256 bit = 32 byte max. SIMD vector size
Time Stamp Counter TSC is accessible via rdtsc
TSC runs at constant rate (invariant from clock frequency)
Perf. Monitoring Performance Monitoring Counters (PMC) are not supported
Hypervisor Yes, Microsoft

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Benchmark result

Judge result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmarks:
    • Target: 17 Aug 2025 - 16:34
    • Baseline: 17 Aug 2025 - 16:48
  • Package commits:
  • Julia commits:
    • Target: 9615af0
    • Baseline: 9615af0
  • 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 ❌), while a ratio less
than 1.0 denotes a possible improvement (marked with ✅). Brackets display tolerances for the benchmark estimates. 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
["main", "inplace", "AD-1-order", "train"] 0.95 (5%) ✅ 0.92 (1%) ✅

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Target

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       4298 s          0 s        243 s      10425 s          0 s
       #2     0 MHz       4302 s          0 s        249 s      10402 s          0 s
       #3     0 MHz       8955 s          0 s        280 s       5745 s          0 s
       #4     0 MHz       7716 s          0 s        291 s       6968 s          0 s
  Memory: 15.620681762695312 GB (11756.14453125 MB free)
  Uptime: 1501.15 sec
  Load Avg:  1.05  1.25  1.49
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Baseline

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       4629 s          0 s        263 s      18067 s          0 s
       #2     0 MHz       5170 s          0 s        271 s      17506 s          0 s
       #3     0 MHz      12380 s          0 s        330 s      10271 s          0 s
       #4     0 MHz      11042 s          0 s        343 s      11590 s          0 s
  Memory: 15.620681762695312 GB (11696.859375 MB free)
  Uptime: 2302.36 sec
  Load Avg:  1.0  1.0  1.18
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Target result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmark: 17 Aug 2025 - 16:34
  • Package commit: 2b4c4a1
  • Julia commit: 9615af0
  • 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
["main", "inplace", "AD-1-order", "test"] 36.321 s (5%) 4.376 s 48.54 GiB (1%) 59503781
["main", "inplace", "AD-1-order", "train"] 1.380 s (5%) 103.617 ms 656.01 MiB (1%) 16876648
["main", "inplace", "direct", "test"] 47.169 ms (5%) 60.58 MiB (1%) 246532
["main", "inplace", "direct", "train"] 3.968 ms (5%) 4.54 MiB (1%) 17628
["main", "no_inplace", "AD-1-order", "test"] 7.348 s (5%) 659.890 ms 6.68 GiB (1%) 21890813
["main", "no_inplace", "AD-1-order", "train"] 32.050 ms (5%) 41.24 MiB (1%) 134556
["main", "no_inplace", "direct", "test"] 48.195 ms (5%) 64.42 MiB (1%) 249927
["main", "no_inplace", "direct", "train"] 4.903 ms (5%) 9.18 MiB (1%) 21630

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       4298 s          0 s        243 s      10425 s          0 s
       #2     0 MHz       4302 s          0 s        249 s      10402 s          0 s
       #3     0 MHz       8955 s          0 s        280 s       5745 s          0 s
       #4     0 MHz       7716 s          0 s        291 s       6968 s          0 s
  Memory: 15.620681762695312 GB (11756.14453125 MB free)
  Uptime: 1501.15 sec
  Load Avg:  1.05  1.25  1.49
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Baseline result

Benchmark Report for /home/runner/work/ContinuousNormalizingFlows.jl/ContinuousNormalizingFlows.jl

Job Properties

  • Time of benchmark: 17 Aug 2025 - 16:48
  • Package commit: 2d9e51d
  • Julia commit: 9615af0
  • 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
["main", "inplace", "AD-1-order", "test"] 36.793 s (5%) 4.572 s 48.54 GiB (1%) 59503781
["main", "inplace", "AD-1-order", "train"] 1.455 s (5%) 715.57 MiB (1%) 18430684
["main", "inplace", "direct", "test"] 48.755 ms (5%) 60.58 MiB (1%) 246532
["main", "inplace", "direct", "train"] 4.046 ms (5%) 4.54 MiB (1%) 17628
["main", "no_inplace", "AD-1-order", "test"] 7.408 s (5%) 651.981 ms 6.68 GiB (1%) 21890813
["main", "no_inplace", "AD-1-order", "train"] 32.393 ms (5%) 41.24 MiB (1%) 134556
["main", "no_inplace", "direct", "test"] 49.510 ms (5%) 64.42 MiB (1%) 249927
["main", "no_inplace", "direct", "train"] 5.065 ms (5%) 9.18 MiB (1%) 21630

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • ["main", "inplace", "AD-1-order"]
  • ["main", "inplace", "direct"]
  • ["main", "no_inplace", "AD-1-order"]
  • ["main", "no_inplace", "direct"]

Julia versioninfo

Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 24.04.2 LTS
  uname: Linux 6.11.0-1018-azure #18~24.04.1-Ubuntu SMP Sat Jun 28 04:46:03 UTC 2025 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1     0 MHz       4629 s          0 s        263 s      18067 s          0 s
       #2     0 MHz       5170 s          0 s        271 s      17506 s          0 s
       #3     0 MHz      12380 s          0 s        330 s      10271 s          0 s
       #4     0 MHz      11042 s          0 s        343 s      11590 s          0 s
  Memory: 15.620681762695312 GB (11696.859375 MB free)
  Uptime: 2302.36 sec
  Load Avg:  1.0  1.0  1.18
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Runtime information

Runtime Info
BLAS #threads 2
BLAS.vendor() lbt
Sys.CPU_THREADS 4

lscpu output:

Architecture:                         x86_64
CPU op-mode(s):                       32-bit, 64-bit
Address sizes:                        48 bits physical, 48 bits virtual
Byte Order:                           Little Endian
CPU(s):                               4
On-line CPU(s) list:                  0-3
Vendor ID:                            AuthenticAMD
Model name:                           AMD EPYC 7763 64-Core Processor
CPU family:                           25
Model:                                1
Thread(s) per core:                   2
Core(s) per socket:                   2
Socket(s):                            1
Stepping:                             1
BogoMIPS:                             4890.84
Flags:                                fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl tsc_reliable nonstop_tsc cpuid extd_apicid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw topoext vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 xsaves user_shstk clzero xsaveerptr rdpru arat npt nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold v_vmsave_vmload umip vaes vpclmulqdq rdpid fsrm
Virtualization:                       AMD-V
Hypervisor vendor:                    Microsoft
Virtualization type:                  full
L1d cache:                            64 KiB (2 instances)
L1i cache:                            64 KiB (2 instances)
L2 cache:                             1 MiB (2 instances)
L3 cache:                             32 MiB (1 instance)
NUMA node(s):                         1
NUMA node0 CPU(s):                    0-3
Vulnerability Gather data sampling:   Not affected
Vulnerability Itlb multihit:          Not affected
Vulnerability L1tf:                   Not affected
Vulnerability Mds:                    Not affected
Vulnerability Meltdown:               Not affected
Vulnerability Mmio stale data:        Not affected
Vulnerability Reg file data sampling: Not affected
Vulnerability Retbleed:               Not affected
Vulnerability Spec rstack overflow:   Vulnerable: Safe RET, no microcode
Vulnerability Spec store bypass:      Vulnerable
Vulnerability Spectre v1:             Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2:             Mitigation; Retpolines; STIBP disabled; RSB filling; PBRSB-eIBRS Not affected; BHI Not affected
Vulnerability Srbds:                  Not affected
Vulnerability Tsx async abort:        Not affected
Cpu Property Value
Brand AMD EPYC 7763 64-Core Processor
Vendor :AMD
Architecture :Unknown
Model Family: 0xaf, Model: 0x01, Stepping: 0x01, Type: 0x00
Cores 16 physical cores, 16 logical cores (on executing CPU)
No Hyperthreading hardware capability detected
Clock Frequencies Not supported by CPU
Data Cache Level 1:3 : (32, 512, 32768) kbytes
64 byte cache line size
Address Size 48 bits virtual, 48 bits physical
SIMD 256 bit = 32 byte max. SIMD vector size
Time Stamp Counter TSC is accessible via rdtsc
TSC runs at constant rate (invariant from clock frequency)
Perf. Monitoring Performance Monitoring Counters (PMC) are not supported
Hypervisor Yes, Microsoft

@prbzrg prbzrg merged commit 31509ac into main Aug 17, 2025
8 of 25 checks passed
@prbzrg prbzrg deleted the speed-tests branch August 17, 2025 19:53
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