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Merged
merged 3 commits into from
Sep 6, 2025
Merged

test more enzyme #491

merged 3 commits into from
Sep 6, 2025

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@prbzrg
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@prbzrg prbzrg commented Sep 6, 2025

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github-actions bot commented Sep 6, 2025

Benchmark result

Judge result

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

Job Properties

  • Time of benchmarks:
    • Target: 6 Sep 2025 - 14:39
    • Baseline: 6 Sep 2025 - 14:52
  • 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 24.04.3 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       6983 s          0 s        286 s       7572 s          0 s
       #2     0 MHz       9130 s          0 s        284 s       5449 s          0 s
       #3     0 MHz       4526 s          0 s        240 s      10079 s          0 s
       #4     0 MHz       4419 s          0 s        240 s      10175 s          0 s
  Memory: 15.620681762695312 GB (11785.51171875 MB free)
  Uptime: 1489.01 sec
  Load Avg:  1.01  1.21  1.46
  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 24.04.3 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      10760 s          0 s        331 s      11692 s          0 s
       #2     0 MHz      13203 s          0 s        336 s       9268 s          0 s
       #3     0 MHz       4555 s          0 s        260 s      17962 s          0 s
       #4     0 MHz       4434 s          0 s        252 s      18077 s          0 s
  Memory: 15.620681762695312 GB (11604.29296875 MB free)
  Uptime: 2284.1 sec
  Load Avg:  1.0  1.01  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: 6 Sep 2025 - 14:39
  • Package commit: ff4df0f
  • 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"] 34.916 s (5%) 2.847 s 48.51 GiB (1%) 61991734
["main", "inplace", "AD-1-order", "train"] 1.321 s (5%) 43.514 ms 655.06 MiB (1%) 16879566
["main", "inplace", "direct", "test"] 51.589 ms (5%) 56.52 MiB (1%) 275287
["main", "inplace", "direct", "train"] 4.137 ms (5%) 4.21 MiB (1%) 18411
["main", "no_inplace", "AD-1-order", "test"] 7.531 s (5%) 553.248 ms 6.58 GiB (1%) 23586185
["main", "no_inplace", "AD-1-order", "train"] 32.907 ms (5%) 40.06 MiB (1%) 142369
["main", "no_inplace", "direct", "test"] 52.331 ms (5%) 60.33 MiB (1%) 278204
["main", "no_inplace", "direct", "train"] 5.026 ms (5%) 8.80 MiB (1%) 22161

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 24.04.3 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       6983 s          0 s        286 s       7572 s          0 s
       #2     0 MHz       9130 s          0 s        284 s       5449 s          0 s
       #3     0 MHz       4526 s          0 s        240 s      10079 s          0 s
       #4     0 MHz       4419 s          0 s        240 s      10175 s          0 s
  Memory: 15.620681762695312 GB (11785.51171875 MB free)
  Uptime: 1489.01 sec
  Load Avg:  1.01  1.21  1.46
  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: 6 Sep 2025 - 14:52
  • Package commit: a27c531
  • 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"] 34.895 s (5%) 2.826 s 48.51 GiB (1%) 61991734
["main", "inplace", "AD-1-order", "train"] 1.384 s (5%) 86.368 ms 655.06 MiB (1%) 16879566
["main", "inplace", "direct", "test"] 51.968 ms (5%) 56.52 MiB (1%) 275287
["main", "inplace", "direct", "train"] 4.162 ms (5%) 4.21 MiB (1%) 18411
["main", "no_inplace", "AD-1-order", "test"] 7.552 s (5%) 543.183 ms 6.58 GiB (1%) 23586185
["main", "no_inplace", "AD-1-order", "train"] 33.560 ms (5%) 40.06 MiB (1%) 142369
["main", "no_inplace", "direct", "test"] 51.922 ms (5%) 60.33 MiB (1%) 278204
["main", "no_inplace", "direct", "train"] 4.960 ms (5%) 8.80 MiB (1%) 22161

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 24.04.3 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      10760 s          0 s        331 s      11692 s          0 s
       #2     0 MHz      13203 s          0 s        336 s       9268 s          0 s
       #3     0 MHz       4555 s          0 s        260 s      17962 s          0 s
       #4     0 MHz       4434 s          0 s        252 s      18077 s          0 s
  Memory: 15.620681762695312 GB (11604.29296875 MB free)
  Uptime: 2284.1 sec
  Load Avg:  1.0  1.01  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:                             4890.85
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 Sep 6, 2025

Benchmark result

Judge result

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

Job Properties

  • Time of benchmarks:
    • Target: 6 Sep 2025 - 16:09
    • Baseline: 6 Sep 2025 - 16:23
  • 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"] 1.06 (5%) ❌ 1.09 (1%) ❌
["main", "no_inplace", "AD-1-order", "train"] 1.03 (5%) 0.97 (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 24.04.3 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       3317 s          0 s        107 s       9294 s          0 s
       #2     0 MHz       4586 s          0 s         90 s       8046 s          0 s
       #3     0 MHz        716 s          0 s         71 s      11925 s          0 s
       #4     0 MHz        346 s          0 s         79 s      12276 s          0 s
  Memory: 15.620681762695312 GB (11561.68359375 MB free)
  Uptime: 1276.45 sec
  Load Avg:  1.0  0.97  0.65
  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 24.04.3 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       5182 s          0 s        140 s      15805 s          0 s
       #2     0 MHz       7329 s          0 s        129 s      13675 s          0 s
       #3     0 MHz       2319 s          0 s        110 s      18692 s          0 s
       #4     0 MHz       2509 s          0 s        109 s      18493 s          0 s
  Memory: 15.620681762695312 GB (11558.62890625 MB free)
  Uptime: 2119.01 sec
  Load Avg:  1.0  1.0  0.88
  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: 6 Sep 2025 - 16:09
  • Package commit: 11e906d
  • 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"] 36.507 s (5%) 3.544 s 48.51 GiB (1%) 61991734
["main", "inplace", "AD-1-order", "train"] 1.505 s (5%) 714.59 MiB (1%) 18433716
["main", "inplace", "direct", "test"] 53.953 ms (5%) 56.52 MiB (1%) 275287
["main", "inplace", "direct", "train"] 4.365 ms (5%) 4.21 MiB (1%) 18411
["main", "no_inplace", "AD-1-order", "test"] 7.992 s (5%) 634.163 ms 6.58 GiB (1%) 23586185
["main", "no_inplace", "AD-1-order", "train"] 34.828 ms (5%) 38.80 MiB (1%) 139292
["main", "no_inplace", "direct", "test"] 55.083 ms (5%) 60.33 MiB (1%) 278204
["main", "no_inplace", "direct", "train"] 5.306 ms (5%) 8.80 MiB (1%) 22161

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 24.04.3 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       3317 s          0 s        107 s       9294 s          0 s
       #2     0 MHz       4586 s          0 s         90 s       8046 s          0 s
       #3     0 MHz        716 s          0 s         71 s      11925 s          0 s
       #4     0 MHz        346 s          0 s         79 s      12276 s          0 s
  Memory: 15.620681762695312 GB (11561.68359375 MB free)
  Uptime: 1276.45 sec
  Load Avg:  1.0  0.97  0.65
  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: 6 Sep 2025 - 16:23
  • Package commit: a27c531
  • 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"] 37.649 s (5%) 4.058 s 48.51 GiB (1%) 61991734
["main", "inplace", "AD-1-order", "train"] 1.418 s (5%) 87.979 ms 655.06 MiB (1%) 16879566
["main", "inplace", "direct", "test"] 52.899 ms (5%) 56.52 MiB (1%) 275287
["main", "inplace", "direct", "train"] 4.282 ms (5%) 4.21 MiB (1%) 18411
["main", "no_inplace", "AD-1-order", "test"] 8.069 s (5%) 714.786 ms 6.58 GiB (1%) 23586185
["main", "no_inplace", "AD-1-order", "train"] 33.976 ms (5%) 40.06 MiB (1%) 142369
["main", "no_inplace", "direct", "test"] 54.507 ms (5%) 60.33 MiB (1%) 278204
["main", "no_inplace", "direct", "train"] 5.114 ms (5%) 8.80 MiB (1%) 22161

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 24.04.3 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       5182 s          0 s        140 s      15805 s          0 s
       #2     0 MHz       7329 s          0 s        129 s      13675 s          0 s
       #3     0 MHz       2319 s          0 s        110 s      18692 s          0 s
       #4     0 MHz       2509 s          0 s        109 s      18493 s          0 s
  Memory: 15.620681762695312 GB (11558.62890625 MB free)
  Uptime: 2119.01 sec
  Load Avg:  1.0  1.0  0.88
  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:                             4890.85
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 self-assigned this Sep 6, 2025
@prbzrg prbzrg merged commit d3445cd into main Sep 6, 2025
6 of 24 checks passed
@prbzrg prbzrg deleted the t-other-enz branch September 6, 2025 17:29
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Benchmark result

Judge result

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

Job Properties

  • Time of benchmarks:
    • Target: 6 Sep 2025 - 17:41
    • Baseline: 6 Sep 2025 - 17:55
  • 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 24.04.3 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       1989 s          0 s         70 s       6867 s          0 s
       #2     0 MHz       1779 s          0 s         75 s       7078 s          0 s
       #3     0 MHz       2344 s          3 s         89 s       6465 s          0 s
       #4     0 MHz       2512 s          0 s         98 s       6318 s          0 s
  Memory: 15.620681762695312 GB (11584.7890625 MB free)
  Uptime: 897.7 sec
  Load Avg:  1.01  1.0  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 24.04.3 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       2652 s          0 s        100 s      14300 s          0 s
       #2     0 MHz       2432 s          0 s        103 s      14524 s          0 s
       #3     0 MHz       5315 s          3 s        126 s      11589 s          0 s
       #4     0 MHz       6301 s          0 s        149 s      10612 s          0 s
  Memory: 15.620681762695312 GB (11439.7734375 MB free)
  Uptime: 1712.13 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: 6 Sep 2025 - 17:41
  • Package commit: e87a942
  • 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"] 35.293 s (5%) 3.020 s 48.51 GiB (1%) 61991734
["main", "inplace", "AD-1-order", "train"] 1.323 s (5%) 655.06 MiB (1%) 16879566
["main", "inplace", "direct", "test"] 51.959 ms (5%) 56.52 MiB (1%) 275287
["main", "inplace", "direct", "train"] 4.161 ms (5%) 4.21 MiB (1%) 18411
["main", "no_inplace", "AD-1-order", "test"] 7.659 s (5%) 585.817 ms 6.58 GiB (1%) 23586185
["main", "no_inplace", "AD-1-order", "train"] 33.899 ms (5%) 39.45 MiB (1%) 140843
["main", "no_inplace", "direct", "test"] 53.368 ms (5%) 60.33 MiB (1%) 278204
["main", "no_inplace", "direct", "train"] 4.918 ms (5%) 8.80 MiB (1%) 22161

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 24.04.3 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       1989 s          0 s         70 s       6867 s          0 s
       #2     0 MHz       1779 s          0 s         75 s       7078 s          0 s
       #3     0 MHz       2344 s          3 s         89 s       6465 s          0 s
       #4     0 MHz       2512 s          0 s         98 s       6318 s          0 s
  Memory: 15.620681762695312 GB (11584.7890625 MB free)
  Uptime: 897.7 sec
  Load Avg:  1.01  1.0  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: 6 Sep 2025 - 17:55
  • Package commit: a27c531
  • 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"] 36.727 s (5%) 3.867 s 48.51 GiB (1%) 61991734
["main", "inplace", "AD-1-order", "train"] 1.296 s (5%) 655.06 MiB (1%) 16879566
["main", "inplace", "direct", "test"] 53.852 ms (5%) 56.52 MiB (1%) 275287
["main", "inplace", "direct", "train"] 4.265 ms (5%) 4.21 MiB (1%) 18411
["main", "no_inplace", "AD-1-order", "test"] 7.792 s (5%) 637.973 ms 6.58 GiB (1%) 23586185
["main", "no_inplace", "AD-1-order", "train"] 34.065 ms (5%) 39.41 MiB (1%) 140818
["main", "no_inplace", "direct", "test"] 54.339 ms (5%) 60.33 MiB (1%) 278204
["main", "no_inplace", "direct", "train"] 5.073 ms (5%) 8.80 MiB (1%) 22161

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 24.04.3 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       2652 s          0 s        100 s      14300 s          0 s
       #2     0 MHz       2432 s          0 s        103 s      14524 s          0 s
       #3     0 MHz       5315 s          3 s        126 s      11589 s          0 s
       #4     0 MHz       6301 s          0 s        149 s      10612 s          0 s
  Memory: 15.620681762695312 GB (11439.7734375 MB free)
  Uptime: 1712.13 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

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