Performance over time
How EpiAwareADTools's benchmark suites have moved across recent revisions: an overall summary across the package first, then one section per suite.
Summary
Each benchmark suite's headline timing across recent revisions.
| Suite | Median ratio | Trend | Status |
|---|---|---|---|
| Baseline | 1.0 | → | ok |
| Hooks | 0.99 | → | ok |
| AD gradients | n/a | → | n/a |
| time_to_load | 1.0 | → | ok |
Ratio: latest vs oldest shown revision (1.00 = no change, higher = slower/larger). ⚠ reg = at/above the regression threshold.
Tables below show the most recent 5 revisions, columns labelled by commit date.
Baseline
Time
| Benchmark | v0.2.1 | v0.2.0 | v0.1.2 | v0.1.1 | 7cfbbe9220e647... |
|---|---|---|---|---|---|
| Beta/ccdf | 12.9 ± 3.3 μs | 12.9 ± 2.8 μs | 12.9 ± 3.2 μs | 11.6 ± 3.3 μs | 12.9 ± 4 μs |
| Beta/cdf | 12.9 ± 3.4 μs | 12.9 ± 3.2 μs | 12.9 ± 3.3 μs | 11.5 ± 3.2 μs | 12.8 ± 3.3 μs |
| Beta/logccdf | 14.6 ± 4 μs | 14.5 ± 3.3 μs | 14.6 ± 3.4 μs | 13 ± 3.3 μs | 14.5 ± 3.3 μs |
| Beta/logcdf | 14.7 ± 3.8 μs | 14.6 ± 2.6 μs | 14.7 ± 3.2 μs | 13.3 ± 3.2 μs | 14.6 ± 3.3 μs |
| Beta/pdf | 5.08 ± 0.27 μs | 5.05 ± 0.19 μs | 5.15 ± 0.18 μs | 5.08 ± 0.29 μs | 5.08 ± 0.4 μs |
| Gamma/ccdf | 2.6 ± 0.22 μs | 2.6 ± 0.25 μs | 2.6 ± 0.23 μs | 2.54 ± 0.23 μs | 2.59 ± 0.24 μs |
| Gamma/cdf | 2.59 ± 0.23 μs | 2.6 ± 0.26 μs | 2.59 ± 0.21 μs | 2.6 ± 0.32 μs | 2.59 ± 0.23 μs |
| Gamma/logccdf | 4.3 ± 0.25 μs | 4.28 ± 0.16 μs | 4.29 ± 0.25 μs | 4.3 ± 0.3 μs | 4.29 ± 0.31 μs |
| Gamma/logcdf | 4.35 ± 0.28 μs | 4.35 ± 0.38 μs | 4.25 ± 0.16 μs | 4.28 ± 0.29 μs | 4.32 ± 0.32 μs |
| Gamma/pdf | 2.77 ± 0.27 μs | 2.79 ± 0.27 μs | 2.78 ± 0.27 μs | 2.77 ± 0.26 μs | 2.78 ± 0.32 μs |
Memory
| Benchmark | v0.2.1 | v0.2.0 | v0.1.2 | v0.1.1 | 7cfbbe9220e647... |
|---|---|---|---|---|---|
| Beta/ccdf | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB |
| Beta/cdf | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB |
| Beta/logccdf | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB |
| Beta/logcdf | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB |
| Beta/pdf | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| Gamma/ccdf | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| Gamma/cdf | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| Gamma/logccdf | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| Gamma/logcdf | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| Gamma/pdf | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
Hooks
Time
| Benchmark | v0.2.1 | v0.2.0 | v0.1.2 | v0.1.1 | 7cfbbe9220e647... |
|---|---|---|---|---|---|
| Beta/ccdf_ad_safe | 12.9 ± 3.3 μs | 12.7 ± 3.3 μs | 13 ± 3.1 μs | 11.4 ± 3.2 μs | 12.9 ± 3.1 μs |
| Beta/cdf_ad_safe | 12.9 ± 3 μs | 12.8 ± 3.1 μs | 12.9 ± 3.9 μs | 11 ± 3.2 μs | 13.1 ± 3.6 μs |
| Beta/logccdf_ad_safe | 14.5 ± 3.5 μs | 14.4 ± 2.6 μs | 14.6 ± 2.9 μs | 12.5 ± 3.2 μs | 14.5 ± 3.4 μs |
| Beta/logcdf_ad_safe | 14.3 ± 3.9 μs | 14.3 ± 3.5 μs | 14.3 ± 3.2 μs | 14.3 ± 3.9 μs | 14.3 ± 3.4 μs |
| Beta/pdf_ad_safe | 5.13 ± 0.27 μs | 5.13 ± 0.2 μs | 5.27 ± 0.41 μs | 5.15 ± 0.32 μs | 5.1 ± 0.27 μs |
| Gamma/ccdf_ad_safe | 2.63 ± 0.23 μs | 2.56 ± 0.22 μs | 2.63 ± 0.23 μs | 2.57 ± 0.22 μs | 2.57 ± 0.23 μs |
| Gamma/cdf_ad_safe | 2.5 ± 0.22 μs | 2.58 ± 0.23 μs | 2.53 ± 0.23 μs | 2.51 ± 0.22 μs | 2.57 ± 0.24 μs |
| Gamma/logccdf_ad_safe | 4.42 ± 0.25 μs | 4.48 ± 0.49 μs | 4.28 ± 0.29 μs | 4.27 ± 0.3 μs | 4.42 ± 0.28 μs |
| Gamma/logcdf_ad_safe | 4.13 ± 0.26 μs | 4.11 ± 0.24 μs | 4.25 ± 0.64 μs | 4.11 ± 0.25 μs | 4.08 ± 0.28 μs |
| Gamma/pdf_ad_safe | 2.7 ± 0.25 μs | 2.77 ± 0.27 μs | 2.73 ± 0.26 μs | 2.71 ± 0.26 μs | 2.76 ± 0.25 μs |
| Normal (fall-through)/cdf_ad_safe | 1.34 ± 0.29 μs | 1.31 ± 0.15 μs | 1.29 ± 0.21 μs | 1.23 ± 0.22 μs | 1.2 ± 0.22 μs |
| Normal (fall-through)/logcdf_ad_safe | 3.08 ± 0.26 μs | 3.14 ± 0.27 μs | 3.24 ± 0.27 μs | 3.07 ± 0.29 μs | 3.11 ± 0.29 μs |
| Normal (fall-through)/pdf_ad_safe | 0.578 ± 0.27 μs | 0.595 ± 0.25 μs | 0.578 ± 0.27 μs | 0.561 ± 0.26 μs | 0.783 ± 0.024 μs |
| _beta_cdf/broadcast | 12.9 ± 3.7 μs | 12.8 ± 2.9 μs | 12.9 ± 3.3 μs | 12.9 ± 3.8 μs | 12.8 ± 4 μs |
| _beta_cdf/scalar | 30.6 ± 0.16 ns | 30.6 ± 0.16 ns | 30.6 ± 0.19 ns | 30.6 ± 2.9 ns | 30.7 ± 0.29 ns |
| _gamma_cdf/broadcast | 2.56 ± 0.24 μs | 2.56 ± 0.23 μs | 2.56 ± 0.22 μs | 2.56 ± 0.31 μs | 2.56 ± 0.22 μs |
| _gamma_cdf/scalar | 1.72 ± 0.16 ns | 1.17 ± 0.11 ns | 1.16 ± 0.004 ns | 1.17 ± 0.11 ns | 1.16 ± 0.012 ns |
Memory
| Benchmark | v0.2.1 | v0.2.0 | v0.1.2 | v0.1.1 | 7cfbbe9220e647... |
|---|---|---|---|---|---|
| Beta/ccdf_ad_safe | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB |
| Beta/cdf_ad_safe | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB |
| Beta/logccdf_ad_safe | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB |
| Beta/logcdf_ad_safe | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB |
| Beta/pdf_ad_safe | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| Gamma/ccdf_ad_safe | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| Gamma/cdf_ad_safe | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| Gamma/logccdf_ad_safe | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| Gamma/logcdf_ad_safe | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| Gamma/pdf_ad_safe | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| Normal (fall-through)/cdf_ad_safe | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| Normal (fall-through)/logcdf_ad_safe | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| Normal (fall-through)/pdf_ad_safe | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| _beta_cdf/broadcast | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB | 0.09 k allocs: 14 kB |
| _beta_cdf/scalar | 0 allocs: 0 B | 0 allocs: 0 B | 0 allocs: 0 B | 0 allocs: 0 B | 0 allocs: 0 B |
| _gamma_cdf/broadcast | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB | 2 allocs: 0.906 kB |
| _gamma_cdf/scalar | 0 allocs: 0 B | 0 allocs: 0 B | 0 allocs: 0 B | 0 allocs: 0 B | 0 allocs: 0 B |
AD gradients
Time
| Benchmark | v0.2.1 | v0.2.0 | v0.1.2 | v0.1.1 | 7cfbbe9220e647... |
|---|---|---|---|---|---|
| logcdf_ad_safe TDist/ReverseDiff (tape) | 13 ± 0.77 μs | ||||
| cdf_ad_safe Gamma/Mooncake forward | 6.07 ± 0.48 μs | ||||
| cdf_ad_safe Beta/Enzyme reverse | 5.5 ± 0.16 μs | ||||
| logccdf_ad_safe LogNormal/ReverseDiff (tape) | 8.36 ± 1.3 μs | ||||
| logpdf Gamma at shape 1/Mooncake reverse | 21.2 ± 3.2 μs | ||||
| _t_cdf direct/ForwardDiff | 0.859 ± 0.073 μs | ||||
| cdf_ad_safe GeneralizedGamma/ReverseDiff (tape) | 10.1 ± 0.7 μs | ||||
| fixed_draw pinned realisation/ReverseDiff (tape) | 0.763 ± 0.18 μs | ||||
| logpdf Gamma at shape 1/Enzyme reverse | 2.67 ± 0.18 μs | ||||
| cdf_ad_safe LogNormal/Enzyme forward | 6.26 ± 0.13 μs | ||||
| cdf_ad_safe LogNormal/ForwardDiff | 0.473 ± 0.053 μs | ||||
| logccdf_ad_safe TDist/ReverseDiff (compiled) | 13.1 ± 1.2 μs | ||||
| nondifferentiable array argument/ForwardDiff | 0.397 ± 0.065 μs | ||||
| cdf_ad_safe Gamma/Enzyme forward | 7.26 ± 0.1 μs | ||||
| primal_distribution left-truncated window/ForwardDiff | 0.551 ± 0.06 μs | ||||
| logccdf_ad_safe location-scale TDist/ReverseDiff (compiled) | 21.5 ± 1.4 μs | ||||
| primal_distribution left-truncated window/ReverseDiff (tape) | 2.73 ± 0.21 μs | ||||
| ccdf_ad_safe LogNormal/Mooncake reverse | 16.6 ± 3.5 μs | ||||
| cdf_ad_safe location-scale TDist/Mooncake reverse | 19.1 ± 1.7 μs | ||||
| logcdf GeneralizedGamma/ForwardDiff | 2.01 ± 0.034 μs | ||||
| logcdf_ad_safe Weibull/Enzyme forward | 6.31 ± 0.58 μs | ||||
| ccdf_ad_safe LogNormal/Mooncake forward | 4.82 ± 0.49 μs | ||||
| logccdf_ad_safe location-scale TDist/Enzyme forward | 8.85 ± 0.78 μs | ||||
| ccdf_ad_safe location-scale TDist/ReverseDiff (compiled) | 21.9 ± 1.5 μs | ||||
| logcdf_ad_safe LogNormal/Enzyme reverse | 2.71 ± 0.11 μs | ||||
| _beta_cdf direct/ForwardDiff | 0.74 ± 0.02 μs | ||||
| ad_eltype seeds a differentiable buffer/Mooncake forward | 4.24 ± 0.54 μs | ||||
| logcdf_ad_safe Beta/Enzyme forward | 8.96 ± 0.16 μs | ||||
| pdf_ad_safe Beta/Enzyme reverse | 5.71 ± 0.44 μs | ||||
| ccdf_ad_safe location-scale TDist/Mooncake forward | 11.9 ± 0.27 μs | ||||
| ccdf_ad_safe Gamma/Enzyme forward | 7.29 ± 0.66 μs | ||||
| ccdf_ad_safe Beta/Mooncake forward | 9.96 ± 0.89 μs | ||||
| nondifferentiable array argument/Mooncake reverse | 3.48 ± 0.31 μs | ||||
| primal_distribution left-truncated window/Mooncake forward | 6.16 ± 0.7 μs | ||||
| cdf_ad_safe TDist/Mooncake reverse | 17.9 ± 3.8 μs | ||||
| _beta_cdf direct/Mooncake forward | 5.17 ± 0.48 μs | ||||
| pdf_ad_safe GeneralizedGamma/ReverseDiff (compiled) | 23 ± 2 μs | ||||
| ccdf_ad_safe LogNormal/Enzyme reverse | 1.47 ± 0.031 μs | ||||
| logcdf_ad_safe Gamma/ReverseDiff (tape) | 4.21 ± 0.4 μs | ||||
| ccdf_ad_safe LogNormal/ForwardDiff | 0.486 ± 0.059 μs | ||||
| pdf_ad_safe Beta/ReverseDiff (compiled) | 15.5 ± 1.1 μs | ||||
| fixed_draw pinned realisation/Enzyme reverse | 0.0326 ± 0.021 μs | ||||
| logccdf_ad_safe location-scale TDist/Mooncake reverse | 18.8 ± 1.4 μs | ||||
| cdf_ad_safe Weibull/ReverseDiff (compiled) | 5.63 ± 0.77 μs | ||||
| logcdf_ad_safe TDist/Enzyme reverse | 5.22 ± 0.16 μs | ||||
| _t_cdf direct/Mooncake forward | 5.29 ± 0.48 μs | ||||
| ccdf_ad_safe location-scale TDist/Enzyme forward | 8.77 ± 0.14 μs | ||||
| ad_eltype seeds a differentiable buffer/Enzyme forward | 5.42 ± 0.18 μs | ||||
| logcdf_ad_safe TDist/ReverseDiff (compiled) | 13.7 ± 1.4 μs | ||||
| nondifferentiable wrapped term/Enzyme forward | 5.34 ± 0.14 μs | ||||
| primal_distribution truncated window/Enzyme forward | 5.49 ± 0.065 μs | ||||
| logccdf_ad_safe Weibull/Enzyme forward | 6.2 ± 0.14 μs | ||||
| logcdf_ad_safe LogNormal/Enzyme forward | 6.26 ± 0.082 μs | ||||
| logcdf_ad_safe Weibull/ReverseDiff (compiled) | 5.08 ± 0.65 μs | ||||
| logccdf_ad_safe Gamma/ReverseDiff (tape) | 4.21 ± 0.39 μs | ||||
| logccdf_ad_safe TDist/ReverseDiff (tape) | 13.7 ± 1.3 μs | ||||
| pdf_ad_safe Gamma/ReverseDiff (tape) | 12.8 ± 1.2 μs | ||||
| logccdf_ad_safe Beta/ReverseDiff (compiled) | 6.61 ± 0.39 μs | ||||
| ccdf_ad_safe Weibull/Mooncake reverse | 9.36 ± 0.66 μs | ||||
| cdf_ad_safe location-scale TDist/Enzyme forward | 8.85 ± 0.82 μs | ||||
| fixed_draw pinned realisation/Mooncake reverse | 3.41 ± 0.19 μs | ||||
| logcdf GeneralizedGamma/Enzyme forward | 8.71 ± 0.16 μs | ||||
| ccdf_ad_safe GeneralizedGamma/Enzyme forward | 8.63 ± 0.11 μs | ||||
| cdf_ad_safe Beta/Mooncake forward | 9.84 ± 0.48 μs | ||||
| logcdf GeneralizedGamma/ReverseDiff (tape) | 11.5 ± 1.1 μs | ||||
| pdf_ad_safe Weibull/Enzyme reverse | 2.74 ± 0.11 μs | ||||
| primal_distribution truncated window/ReverseDiff (tape) | 3.18 ± 0.39 μs | ||||
| fixed_draw pinned realisation/ReverseDiff (compiled) | 0.763 ± 0.18 μs | ||||
| logccdf_ad_safe Gamma/ForwardDiff | 1.27 ± 0.12 μs | ||||
| ccdf_ad_safe Beta/Enzyme forward | 8.91 ± 0.16 μs | ||||
| pdf_ad_safe Beta/ForwardDiff | 0.868 ± 0.017 μs | ||||
| cdf_ad_safe LogNormal/Mooncake reverse | 16.9 ± 3.9 μs | ||||
| logcdf_ad_safe LogNormal/ReverseDiff (compiled) | 9.09 ± 0.69 μs | ||||
| logccdf_ad_safe Weibull/ReverseDiff (tape) | 4.55 ± 0.75 μs | ||||
| pdf_ad_safe Weibull/ForwardDiff | 0.538 ± 0.053 μs | ||||
| logsumexp_stream geometric/Mooncake reverse | 11.6 ± 1.3 μs | ||||
| cdf_ad_safe Gamma/ReverseDiff (compiled) | 3.84 ± 0.25 μs | ||||
| ccdf_ad_safe Weibull/Enzyme forward | 6.24 ± 0.084 μs | ||||
| _gamma_cdf direct/Mooncake forward | 5.05 ± 0.51 μs | ||||
| cdf_ad_safe Gamma/ReverseDiff (tape) | 3.85 ± 0.28 μs | ||||
| _gamma_cdf direct/ReverseDiff (compiled) | 0.765 ± 0.14 μs | ||||
| ccdf_ad_safe GeneralizedGamma/ForwardDiff | 1.99 ± 0.035 μs | ||||
| cdf_ad_safe GeneralizedGamma/Enzyme reverse | 4.1 ± 0.067 μs | ||||
| logccdf_ad_safe Weibull/ReverseDiff (compiled) | 4.72 ± 0.75 μs | ||||
| logccdf_ad_safe GeneralizedGamma/ReverseDiff (compiled) | 10.7 ± 1 μs | ||||
| ccdf_ad_safe TDist/Mooncake forward | 7.05 ± 0.64 μs | ||||
| cdf_ad_safe GeneralizedGamma/ForwardDiff | 2.01 ± 0.037 μs | ||||
| pdf_ad_safe Beta/Mooncake reverse | 22.9 ± 3.5 μs | ||||
| ccdf_ad_safe Weibull/ForwardDiff | 0.478 ± 0.056 μs | ||||
| _gamma_cdf direct/Enzyme reverse | 0.235 ± 0.018 μs | ||||
| _t_cdf direct/ReverseDiff (tape) | 2.66 ± 0.17 μs | ||||
| logccdf_ad_safe Weibull/ForwardDiff | 0.509 ± 0.059 μs | ||||
| pdf_ad_safe GeneralizedGamma/Mooncake reverse | 16.1 ± 1.2 μs | ||||
| logcdf_ad_safe Beta/ForwardDiff | 2.78 ± 0.25 μs | ||||
| nondifferentiable array argument/ReverseDiff (tape) | 0.835 ± 0.19 μs | ||||
| cdf_ad_safe Weibull/Enzyme reverse | 1.35 ± 0.076 μs | ||||
| pdf_ad_safe Gamma/ForwardDiff | 0.606 ± 0.053 μs | ||||
| pdf_ad_safe Weibull/ReverseDiff (tape) | 13.3 ± 1.2 μs | ||||
| nondifferentiable array argument/Enzyme forward | 5.38 ± 0.48 μs | ||||
| logcdf_ad_safe GeneralizedGamma/Enzyme forward | 8.74 ± 0.81 μs | ||||
| _gamma_cdf direct/ForwardDiff | 0.597 ± 0.032 μs | ||||
| logccdf_ad_safe TDist/ForwardDiff | 2.12 ± 0.2 μs | ||||
| ccdf_ad_safe Weibull/Enzyme reverse | 1.54 ± 0.2 μs | ||||
| logcdf_ad_safe location-scale TDist/ReverseDiff (tape) | 21.1 ± 1.3 μs | ||||
| _beta_cdf direct/Enzyme forward | 5.75 ± 0.098 μs | ||||
| _beta_cdf direct/Mooncake reverse | 4.22 ± 0.12 μs | ||||
| cdf_ad_safe Weibull/Enzyme forward | 6.32 ± 0.58 μs | ||||
| logccdf_ad_safe GeneralizedGamma/Mooncake reverse | 14.9 ± 1.4 μs | ||||
| logccdf_ad_safe GeneralizedGamma/Enzyme reverse | 4.31 ± 0.4 μs | ||||
| logccdf_ad_safe Beta/Mooncake forward | 10.2 ± 0.35 μs | ||||
| pdf_ad_safe LogNormal/Mooncake forward | 4.73 ± 0.48 μs | ||||
| logcdf_ad_safe TDist/ForwardDiff | 2.1 ± 0.025 μs | ||||
| logcdf GeneralizedGamma/Enzyme reverse | 4.16 ± 0.083 μs | ||||
| logsumexp_stream geometric/Mooncake forward | 6.23 ± 0.21 μs | ||||
| pdf_ad_safe Beta/Mooncake forward | 6.16 ± 0.38 μs | ||||
| logcdf_ad_safe location-scale TDist/ForwardDiff | 2.63 ± 0.036 μs | ||||
| cdf_ad_safe Gamma/Mooncake reverse | 17 ± 2.4 μs | ||||
| pdf_ad_safe LogNormal/Enzyme forward | 6.21 ± 0.58 μs | ||||
| logccdf_ad_safe TDist/Mooncake reverse | 20.3 ± 4.7 μs | ||||
| pdf_ad_safe Beta/Enzyme forward | 6.79 ± 0.095 μs | ||||
| logcdf_ad_safe location-scale TDist/Mooncake forward | 12.1 ± 0.25 μs | ||||
| logccdf_ad_safe Beta/ReverseDiff (tape) | 6.6 ± 0.31 μs | ||||
| ccdf_ad_safe location-scale TDist/ReverseDiff (tape) | 21.9 ± 1.3 μs | ||||
| ccdf_ad_safe Beta/Enzyme reverse | 5.36 ± 0.2 μs | ||||
| pdf_ad_safe GeneralizedGamma/ReverseDiff (tape) | 24 ± 2.5 μs | ||||
| pdf_ad_safe GeneralizedGamma/Enzyme reverse | 2.52 ± 0.11 μs | ||||
| logcdf_ad_safe Beta/Enzyme reverse | 5.48 ± 0.91 μs | ||||
| logcdf_ad_safe GeneralizedGamma/Mooncake forward | 12.6 ± 0.98 μs | ||||
| pdf_ad_safe Gamma/Mooncake reverse | 21.5 ± 3.5 μs | ||||
| ccdf_ad_safe Weibull/Mooncake forward | 4.7 ± 0.44 μs | ||||
| nondifferentiable captured value/Enzyme reverse | 0.0328 ± 0.021 μs | ||||
| ccdf_ad_safe Beta/Mooncake reverse | 21.1 ± 3.5 μs | ||||
| ccdf_ad_safe Gamma/Mooncake reverse | 17 ± 2.6 μs | ||||
| logccdf_ad_safe GeneralizedGamma/Mooncake forward | 12 ± 0.41 μs | ||||
| cdf_ad_safe LogNormal/Mooncake forward | 5.08 ± 0.8 μs | ||||
| logccdf_ad_safe LogNormal/ReverseDiff (compiled) | 8.3 ± 1.3 μs | ||||
| nondifferentiable array argument/ReverseDiff (compiled) | 0.87 ± 0.2 μs | ||||
| logpdf Gamma at shape 1/ForwardDiff | 0.531 ± 0.052 μs | ||||
| ccdf_ad_safe GeneralizedGamma/ReverseDiff (compiled) | 11.9 ± 0.71 μs | ||||
| logcdf_ad_safe Gamma/Enzyme forward | 7.24 ± 0.18 μs | ||||
| logsumexp_stream geometric/Enzyme forward | 6.21 ± 0.099 μs | ||||
| ccdf_ad_safe TDist/ReverseDiff (tape) | 13 ± 0.89 μs | ||||
| ad_eltype seeds a differentiable buffer/ForwardDiff | 0.395 ± 0.076 μs | ||||
| _t_cdf direct/Enzyme forward | 6.34 ± 0.55 μs | ||||
| logccdf_ad_safe GeneralizedGamma/Enzyme forward | 8.92 ± 0.84 μs | ||||
| cdf_ad_safe Beta/Enzyme forward | 8.95 ± 0.2 μs | ||||
| ccdf_ad_safe GeneralizedGamma/Enzyme reverse | 4.09 ± 0.063 μs | ||||
| logccdf_ad_safe LogNormal/Enzyme reverse | 2.97 ± 0.27 μs | ||||
| logcdf_ad_safe LogNormal/ReverseDiff (tape) | 9.1 ± 0.72 μs | ||||
| pdf_ad_safe Gamma/Mooncake forward | 5.07 ± 0.54 μs | ||||
| logcdf_ad_safe LogNormal/Mooncake forward | 5.02 ± 0.48 μs | ||||
| nondifferentiable array argument/Enzyme reverse | 0.0832 ± 0.036 μs | ||||
| logcdf_ad_safe Gamma/Enzyme reverse | 3.62 ± 0.12 μs | ||||
| nondifferentiable wrapped term/Mooncake forward | 4.03 ± 0.62 μs | ||||
| logccdf_ad_safe Beta/ForwardDiff | 2.8 ± 0.032 μs | ||||
| pdf_ad_safe Weibull/Mooncake forward | 5.1 ± 0.49 μs | ||||
| pdf_ad_safe LogNormal/Mooncake reverse | 17.5 ± 4.4 μs | ||||
| _beta_cdf direct/ReverseDiff (compiled) | 0.939 ± 0.15 μs | ||||
| nondifferentiable wrapped term/ForwardDiff | 0.343 ± 0.055 μs | ||||
| pdf_ad_safe Weibull/Enzyme forward | 6.26 ± 0.12 μs | ||||
| nondifferentiable wrapped term/ReverseDiff (compiled) | 0.773 ± 0.19 μs | ||||
| logcdf_ad_safe Beta/ReverseDiff (compiled) | 6.41 ± 0.57 μs | ||||
| logccdf_ad_safe Gamma/Mooncake reverse | 17.4 ± 2.9 μs | ||||
| ccdf_ad_safe TDist/ReverseDiff (compiled) | 13.9 ± 1.3 μs | ||||
| ccdf_ad_safe Beta/ReverseDiff (tape) | 7.99 ± 0.73 μs | ||||
| logcdf_ad_safe Beta/ReverseDiff (tape) | 6.46 ± 0.59 μs | ||||
| pdf_ad_safe Beta/ReverseDiff (tape) | 15.3 ± 0.85 μs | ||||
| cdf_ad_safe GeneralizedGamma/Mooncake reverse | 13.5 ± 0.6 μs | ||||
| logcdf_ad_safe Weibull/Mooncake forward | 4.85 ± 0.56 μs | ||||
| pdf_ad_safe Gamma/Enzyme forward | 6.37 ± 0.15 μs | ||||
| pdf_ad_safe Gamma/ReverseDiff (compiled) | 12.5 ± 1 μs | ||||
| ccdf_ad_safe GeneralizedGamma/ReverseDiff (tape) | 12 ± 0.79 μs | ||||
| nondifferentiable captured value/Mooncake reverse | 3.27 ± 0.13 μs | ||||
| logcdf_ad_safe Gamma/Mooncake reverse | 17.2 ± 2.7 μs | ||||
| logcdf_ad_safe GeneralizedGamma/ForwardDiff | 2.19 ± 0.2 μs | ||||
| logccdf_ad_safe Weibull/Mooncake forward | 4.41 ± 0.43 μs | ||||
| cdf_ad_safe Weibull/ForwardDiff | 0.488 ± 0.052 μs | ||||
| logccdf_ad_safe Gamma/Enzyme forward | 7.47 ± 0.13 μs | ||||
| ccdf_ad_safe Beta/ForwardDiff | 2.73 ± 0.25 μs | ||||
| logsumexp_stream geometric/Enzyme reverse | 1.52 ± 0.017 μs | ||||
| logsumexp_stream geometric/ForwardDiff | 0.936 ± 0.014 μs | ||||
| logccdf_ad_safe Beta/Enzyme forward | 8.97 ± 0.18 μs | ||||
| cdf_ad_safe TDist/Mooncake forward | 6.47 ± 0.16 μs | ||||
| logccdf_ad_safe LogNormal/Mooncake reverse | 12.2 ± 0.75 μs | ||||
| logcdf_ad_safe Weibull/ForwardDiff | 0.523 ± 0.053 μs | ||||
| fixed_draw pinned realisation/ForwardDiff | 0.344 ± 0.055 μs | ||||
| cdf_ad_safe location-scale TDist/Mooncake forward | 12 ± 0.48 μs | ||||
| logcdf_ad_safe TDist/Mooncake forward | 6.69 ± 0.54 μs | ||||
| _beta_cdf direct/ReverseDiff (tape) | 0.933 ± 0.14 μs | ||||
| logcdf_ad_safe Gamma/ReverseDiff (compiled) | 4.19 ± 0.43 μs | ||||
| fixed_draw pinned realisation/Mooncake forward | 3.93 ± 0.54 μs | ||||
| cdf_ad_safe Beta/ReverseDiff (compiled) | 6.07 ± 0.29 μs | ||||
| nondifferentiable captured value/ReverseDiff (compiled) | 1.05 ± 0.21 μs | ||||
| logpdf Gamma at shape 1/ReverseDiff (tape) | 12.3 ± 1.3 μs | ||||
| cdf_ad_safe GeneralizedGamma/ReverseDiff (compiled) | 10.2 ± 0.84 μs | ||||
| pdf_ad_safe LogNormal/ReverseDiff (tape) | 10.1 ± 1.1 μs | ||||
| _gamma_cdf direct/ReverseDiff (tape) | 0.769 ± 0.13 μs | ||||
| cdf_ad_safe LogNormal/ReverseDiff (tape) | 7.48 ± 0.79 μs | ||||
| logsumexp_stream geometric/ReverseDiff (tape) | 0.0628 ± 0.008 ms | ||||
| logcdf_ad_safe GeneralizedGamma/Mooncake reverse | 13.9 ± 1.3 μs | ||||
| pdf_ad_safe LogNormal/Enzyme reverse | 2.59 ± 0.11 μs | ||||
| logcdf_ad_safe TDist/Enzyme forward | 7.88 ± 0.21 μs | ||||
| logccdf_ad_safe TDist/Mooncake forward | 6.69 ± 0.41 μs | ||||
| logcdf_ad_safe Weibull/Mooncake reverse | 20.5 ± 3.3 μs | ||||
| logcdf_ad_safe Weibull/Enzyme reverse | 2.85 ± 0.25 μs | ||||
| primal_distribution truncated window/Enzyme reverse | 0.193 ± 0.022 μs | ||||
| logcdf_ad_safe location-scale TDist/Enzyme forward | 8.84 ± 0.1 μs | ||||
| cdf_ad_safe Beta/Mooncake reverse | 20.6 ± 3 μs | ||||
| logccdf_ad_safe location-scale TDist/Mooncake forward | 12.2 ± 1.1 μs | ||||
| ccdf_ad_safe LogNormal/Enzyme forward | 6.23 ± 0.12 μs | ||||
| logccdf_ad_safe location-scale TDist/Enzyme reverse | 4.34 ± 0.43 μs | ||||
| cdf_ad_safe TDist/Enzyme forward | 7.84 ± 0.1 μs | ||||
| cdf_ad_safe Weibull/Mooncake reverse | 9.37 ± 0.59 μs | ||||
| ccdf_ad_safe location-scale TDist/Enzyme reverse | 4.34 ± 0.17 μs | ||||
| cdf_ad_safe TDist/ReverseDiff (compiled) | 13 ± 0.71 μs | ||||
| cdf_ad_safe Weibull/ReverseDiff (tape) | 5.57 ± 0.86 μs | ||||
| logcdf_ad_safe GeneralizedGamma/Enzyme reverse | 4.13 ± 0.062 μs | ||||
| nondifferentiable captured value/ForwardDiff | 0.346 ± 0.06 μs | ||||
| pdf_ad_safe GeneralizedGamma/ForwardDiff | 1.1 ± 0.029 μs | ||||
| ccdf_ad_safe Weibull/ReverseDiff (compiled) | 4.99 ± 0.79 μs | ||||
| ad_eltype seeds a differentiable buffer/ReverseDiff (compiled) | 4.47 ± 0.78 μs | ||||
| cdf_ad_safe TDist/ForwardDiff | 2.01 ± 0.022 μs | ||||
| logcdf_ad_safe LogNormal/Mooncake reverse | 12.7 ± 0.9 μs | ||||
| logccdf_ad_safe Beta/Mooncake reverse | 20.8 ± 3.1 μs | ||||
| logcdf_ad_safe location-scale TDist/Enzyme reverse | 4.27 ± 0.37 μs | ||||
| ccdf_ad_safe Gamma/ReverseDiff (tape) | 5.25 ± 0.29 μs | ||||
| _t_cdf direct/ReverseDiff (compiled) | 2.79 ± 0.25 μs | ||||
| fixed_draw pinned realisation/Enzyme forward | 5.36 ± 0.085 μs | ||||
| pdf_ad_safe Weibull/Mooncake reverse | 21.8 ± 3.3 μs | ||||
| ccdf_ad_safe TDist/Enzyme forward | 7.81 ± 0.073 μs | ||||
| logccdf_ad_safe GeneralizedGamma/ReverseDiff (tape) | 10.9 ± 1.1 μs | ||||
| ccdf_ad_safe LogNormal/ReverseDiff (tape) | 6.93 ± 0.62 μs | ||||
| cdf_ad_safe LogNormal/Enzyme reverse | 1.5 ± 0.13 μs | ||||
| cdf_ad_safe GeneralizedGamma/Enzyme forward | 8.62 ± 0.11 μs | ||||
| logcdf_ad_safe location-scale TDist/ReverseDiff (compiled) | 21 ± 1.2 μs | ||||
| pdf_ad_safe LogNormal/ReverseDiff (compiled) | 10.2 ± 1 μs | ||||
| logcdf_ad_safe Beta/Mooncake reverse | 20.9 ± 3.3 μs | ||||
| logcdf GeneralizedGamma/ReverseDiff (compiled) | 10.8 ± 0.71 μs | ||||
| primal_distribution truncated window/Mooncake forward | 4.8 ± 0.48 μs | ||||
| ccdf_ad_safe GeneralizedGamma/Mooncake reverse | 13.7 ± 0.69 μs | ||||
| logcdf_ad_safe location-scale TDist/Mooncake reverse | 18.4 ± 1.3 μs | ||||
| ccdf_ad_safe Gamma/ForwardDiff | 1.16 ± 0.018 μs | ||||
| logcdf_ad_safe Gamma/Mooncake forward | 6.2 ± 0.2 μs | ||||
| logccdf_ad_safe Gamma/Mooncake forward | 6.5 ± 0.53 μs | ||||
| cdf_ad_safe LogNormal/ReverseDiff (compiled) | 7.09 ± 0.65 μs | ||||
| logcdf_ad_safe LogNormal/ForwardDiff | 0.492 ± 0.053 μs | ||||
| logpdf Gamma at shape 1/Mooncake forward | 4.66 ± 0.46 μs | ||||
| _beta_cdf direct/Enzyme reverse | 0.323 ± 0.0068 μs | ||||
| logsumexp_stream geometric/ReverseDiff (compiled) | 0.0631 ± 0.008 ms | ||||
| cdf_ad_safe location-scale TDist/ReverseDiff (compiled) | 21.5 ± 2.1 μs | ||||
| logcdf GeneralizedGamma/Mooncake reverse | 14.7 ± 1.3 μs | ||||
| primal_distribution truncated window/ForwardDiff | 0.555 ± 0.056 μs | ||||
| ccdf_ad_safe location-scale TDist/Mooncake reverse | 18.2 ± 1 μs | ||||
| cdf_ad_safe location-scale TDist/ForwardDiff | 2.56 ± 0.23 μs | ||||
| ad_eltype seeds a differentiable buffer/Enzyme reverse | 0.0966 ± 0.014 μs | ||||
| _gamma_cdf direct/Enzyme forward | 5.62 ± 0.1 μs | ||||
| logccdf_ad_safe LogNormal/ForwardDiff | 0.551 ± 0.057 μs | ||||
| logccdf_ad_safe Weibull/Enzyme reverse | 1.25 ± 0.039 μs | ||||
| ccdf_ad_safe Gamma/Enzyme reverse | 3.53 ± 0.11 μs | ||||
| pdf_ad_safe GeneralizedGamma/Mooncake forward | 8.13 ± 0.36 μs | ||||
| logccdf_ad_safe Gamma/Enzyme reverse | 3.79 ± 0.35 μs | ||||
| logccdf_ad_safe Beta/Enzyme reverse | 5.45 ± 0.17 μs | ||||
| logccdf_ad_safe Weibull/Mooncake reverse | 15.6 ± 2.4 μs | ||||
| logcdf_ad_safe Beta/Mooncake forward | 10.5 ± 1.1 μs | ||||
| ccdf_ad_safe Weibull/ReverseDiff (tape) | 4.97 ± 0.78 μs | ||||
| logccdf_ad_safe TDist/Enzyme reverse | 5.25 ± 0.43 μs | ||||
| cdf_ad_safe Gamma/Enzyme reverse | 3.56 ± 0.15 μs | ||||
| logccdf_ad_safe location-scale TDist/ReverseDiff (tape) | 22 ± 2.1 μs | ||||
| logcdf_ad_safe GeneralizedGamma/ReverseDiff (tape) | 10.8 ± 0.87 μs | ||||
| nondifferentiable captured value/ReverseDiff (tape) | 1.06 ± 0.23 μs | ||||
| ccdf_ad_safe TDist/Mooncake reverse | 18.2 ± 3.3 μs | ||||
| cdf_ad_safe Beta/ReverseDiff (tape) | 6.1 ± 0.26 μs | ||||
| logccdf_ad_safe Gamma/ReverseDiff (compiled) | 4.03 ± 0.24 μs | ||||
| logcdf GeneralizedGamma/Mooncake forward | 11.5 ± 0.27 μs | ||||
| ccdf_ad_safe LogNormal/ReverseDiff (compiled) | 6.95 ± 0.69 μs | ||||
| ccdf_ad_safe Beta/ReverseDiff (compiled) | 7.62 ± 0.33 μs | ||||
| logccdf_ad_safe LogNormal/Mooncake forward | 5.42 ± 0.55 μs | ||||
| ccdf_ad_safe Gamma/Mooncake forward | 6.29 ± 0.6 μs | ||||
| logcdf_ad_safe Weibull/ReverseDiff (tape) | 4.97 ± 0.6 μs | ||||
| nondifferentiable array argument/Mooncake forward | 4.1 ± 0.63 μs | ||||
| ccdf_ad_safe location-scale TDist/ForwardDiff | 2.56 ± 0.037 μs | ||||
| primal_distribution truncated window/Mooncake reverse | 14.1 ± 1 μs | ||||
| _t_cdf direct/Enzyme reverse | 0.512 ± 0.0086 μs | ||||
| primal_distribution truncated window/ReverseDiff (compiled) | 3.2 ± 0.4 μs | ||||
| logccdf_ad_safe location-scale TDist/ForwardDiff | 2.64 ± 0.082 μs | ||||
| nondifferentiable wrapped term/ReverseDiff (tape) | 0.768 ± 0.2 μs | ||||
| cdf_ad_safe TDist/ReverseDiff (tape) | 13 ± 0.69 μs | ||||
| pdf_ad_safe GeneralizedGamma/Enzyme forward | 7.84 ± 0.71 μs | ||||
| ccdf_ad_safe TDist/ForwardDiff | 2.05 ± 0.19 μs | ||||
| primal_distribution left-truncated window/Mooncake reverse | 16.6 ± 1.4 μs | ||||
| logpdf Gamma at shape 1/Enzyme forward | 6.32 ± 0.087 μs | ||||
| cdf_ad_safe Gamma/ForwardDiff | 1.17 ± 0.041 μs | ||||
| nondifferentiable wrapped term/Mooncake reverse | 3.41 ± 0.23 μs | ||||
| logcdf_ad_safe GeneralizedGamma/ReverseDiff (compiled) | 10.8 ± 0.94 μs | ||||
| logpdf Gamma at shape 1/ReverseDiff (compiled) | 11.8 ± 0.86 μs | ||||
| cdf_ad_safe Weibull/Mooncake forward | 4.96 ± 0.57 μs | ||||
| nondifferentiable wrapped term/Enzyme reverse | 0.0399 ± 0.02 μs | ||||
| cdf_ad_safe location-scale TDist/Enzyme reverse | 4.39 ± 0.38 μs | ||||
| logcdf_ad_safe Gamma/ForwardDiff | 1.19 ± 0.027 μs | ||||
| primal_distribution left-truncated window/Enzyme reverse | 0.393 ± 0.036 μs | ||||
| nondifferentiable captured value/Mooncake forward | 3.86 ± 0.5 μs | ||||
| cdf_ad_safe location-scale TDist/ReverseDiff (tape) | 21.4 ± 1.9 μs | ||||
| cdf_ad_safe TDist/Enzyme reverse | 5.34 ± 0.13 μs | ||||
| cdf_ad_safe GeneralizedGamma/Mooncake forward | 11.2 ± 0.27 μs | ||||
| logcdf_ad_safe TDist/Mooncake reverse | 19.9 ± 4 μs | ||||
| logccdf_ad_safe GeneralizedGamma/ForwardDiff | 2.14 ± 0.2 μs | ||||
| ccdf_ad_safe Gamma/ReverseDiff (compiled) | 5.25 ± 0.27 μs | ||||
| ccdf_ad_safe GeneralizedGamma/Mooncake forward | 11.3 ± 0.3 μs | ||||
| logccdf_ad_safe TDist/Enzyme forward | 7.88 ± 0.71 μs | ||||
| pdf_ad_safe LogNormal/ForwardDiff | 0.518 ± 0.062 μs | ||||
| ad_eltype seeds a differentiable buffer/Mooncake reverse | 5.04 ± 0.8 μs | ||||
| ccdf_ad_safe TDist/Enzyme reverse | 5.38 ± 0.51 μs | ||||
| ad_eltype seeds a differentiable buffer/ReverseDiff (tape) | 4.32 ± 0.79 μs | ||||
| cdf_ad_safe Beta/ForwardDiff | 2.73 ± 0.051 μs | ||||
| pdf_ad_safe Gamma/Enzyme reverse | 2.74 ± 0.086 μs | ||||
| _gamma_cdf direct/Mooncake reverse | 3.94 ± 0.26 μs | ||||
| logccdf_ad_safe LogNormal/Enzyme forward | 6.31 ± 0.11 μs | ||||
| primal_distribution left-truncated window/Enzyme forward | 5.65 ± 0.079 μs | ||||
| pdf_ad_safe Weibull/ReverseDiff (compiled) | 13.1 ± 0.98 μs | ||||
| _t_cdf direct/Mooncake reverse | 6.15 ± 0.76 μs | ||||
| nondifferentiable captured value/Enzyme forward | 5.32 ± 0.14 μs | ||||
| primal_distribution left-truncated window/ReverseDiff (compiled) | 2.86 ± 0.32 μs |
Memory
| Benchmark | v0.2.1 | v0.2.0 | v0.1.2 | v0.1.1 | 7cfbbe9220e647... |
|---|---|---|---|---|---|
| logcdf_ad_safe TDist/ReverseDiff (tape) | 0.183 k allocs: 8.16 kB | ||||
| cdf_ad_safe Gamma/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| cdf_ad_safe Beta/Enzyme reverse | 26 allocs: 1.36 kB | ||||
| logccdf_ad_safe LogNormal/ReverseDiff (tape) | 0.156 k allocs: 6.97 kB | ||||
| logpdf Gamma at shape 1/Mooncake reverse | 0.28 k allocs: 0.0321 MB | ||||
| _t_cdf direct/ForwardDiff | 7 allocs: 0.266 kB | ||||
| cdf_ad_safe GeneralizedGamma/ReverseDiff (tape) | 0.148 k allocs: 6.17 kB | ||||
| fixed_draw pinned realisation/ReverseDiff (tape) | 19 allocs: 0.719 kB | ||||
| logpdf Gamma at shape 1/Enzyme reverse | 24 allocs: 1 kB | ||||
| cdf_ad_safe LogNormal/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| cdf_ad_safe LogNormal/ForwardDiff | 7 allocs: 0.266 kB | ||||
| logccdf_ad_safe TDist/ReverseDiff (compiled) | 0.183 k allocs: 8.16 kB | ||||
| nondifferentiable array argument/ForwardDiff | 9 allocs: 0.344 kB | ||||
| cdf_ad_safe Gamma/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| primal_distribution left-truncated window/ForwardDiff | 7 allocs: 0.266 kB | ||||
| logccdf_ad_safe location-scale TDist/ReverseDiff (compiled) | 0.327 k allocs: 13.7 kB | ||||
| primal_distribution left-truncated window/ReverseDiff (tape) | 0.06 k allocs: 2.47 kB | ||||
| ccdf_ad_safe LogNormal/Mooncake reverse | 0.244 k allocs: 24.7 kB | ||||
| cdf_ad_safe location-scale TDist/Mooncake reverse | 0.297 k allocs: 14.7 kB | ||||
| logcdf GeneralizedGamma/ForwardDiff | 7 allocs: 0.359 kB | ||||
| logcdf_ad_safe Weibull/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| ccdf_ad_safe LogNormal/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| logccdf_ad_safe location-scale TDist/Enzyme forward | 0.04 k allocs: 1.25 kB | ||||
| ccdf_ad_safe location-scale TDist/ReverseDiff (compiled) | 0.315 k allocs: 13.4 kB | ||||
| logcdf_ad_safe LogNormal/Enzyme reverse | 24 allocs: 1 kB | ||||
| _beta_cdf direct/ForwardDiff | 7 allocs: 0.359 kB | ||||
| ad_eltype seeds a differentiable buffer/Mooncake forward | 0.07 k allocs: 3.47 kB | ||||
| logcdf_ad_safe Beta/Enzyme forward | 0.038 k allocs: 1.41 kB | ||||
| pdf_ad_safe Beta/Enzyme reverse | 0.04 k allocs: 2.23 kB | ||||
| ccdf_ad_safe location-scale TDist/Mooncake forward | 0.064 k allocs: 3.06 kB | ||||
| ccdf_ad_safe Gamma/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| ccdf_ad_safe Beta/Mooncake forward | 0.066 k allocs: 4.11 kB | ||||
| nondifferentiable array argument/Mooncake reverse | 0.058 k allocs: 2.52 kB | ||||
| primal_distribution left-truncated window/Mooncake forward | 0.066 k allocs: 3.69 kB | ||||
| cdf_ad_safe TDist/Mooncake reverse | 0.228 k allocs: 19.3 kB | ||||
| _beta_cdf direct/Mooncake forward | 0.064 k allocs: 3.08 kB | ||||
| pdf_ad_safe GeneralizedGamma/ReverseDiff (compiled) | 0.373 k allocs: 15.4 kB | ||||
| ccdf_ad_safe LogNormal/Enzyme reverse | 10 allocs: 0.312 kB | ||||
| logcdf_ad_safe Gamma/ReverseDiff (tape) | 0.078 k allocs: 3.28 kB | ||||
| ccdf_ad_safe LogNormal/ForwardDiff | 7 allocs: 0.266 kB | ||||
| pdf_ad_safe Beta/ReverseDiff (compiled) | 0.243 k allocs: 10.6 kB | ||||
| fixed_draw pinned realisation/Enzyme reverse | 2 allocs: 0.0781 kB | ||||
| logccdf_ad_safe location-scale TDist/Mooncake reverse | 0.3 k allocs: 15.2 kB | ||||
| cdf_ad_safe Weibull/ReverseDiff (compiled) | 0.127 k allocs: 4.88 kB | ||||
| logcdf_ad_safe TDist/Enzyme reverse | 29 allocs: 1.59 kB | ||||
| _t_cdf direct/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| ccdf_ad_safe location-scale TDist/Enzyme forward | 0.04 k allocs: 1.25 kB | ||||
| ad_eltype seeds a differentiable buffer/Enzyme forward | 31 allocs: 1.16 kB | ||||
| logcdf_ad_safe TDist/ReverseDiff (compiled) | 0.183 k allocs: 8.16 kB | ||||
| nondifferentiable wrapped term/Enzyme forward | 28 allocs: 0.969 kB | ||||
| primal_distribution truncated window/Enzyme forward | 28 allocs: 0.969 kB | ||||
| logccdf_ad_safe Weibull/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| logcdf_ad_safe LogNormal/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| logcdf_ad_safe Weibull/ReverseDiff (compiled) | 0.099 k allocs: 3.95 kB | ||||
| logccdf_ad_safe Gamma/ReverseDiff (tape) | 0.062 k allocs: 2.52 kB | ||||
| logccdf_ad_safe TDist/ReverseDiff (tape) | 0.183 k allocs: 8.16 kB | ||||
| pdf_ad_safe Gamma/ReverseDiff (tape) | 0.243 k allocs: 10.4 kB | ||||
| logccdf_ad_safe Beta/ReverseDiff (compiled) | 0.11 k allocs: 4.38 kB | ||||
| ccdf_ad_safe Weibull/Mooncake reverse | 0.182 k allocs: 8.68 kB | ||||
| cdf_ad_safe location-scale TDist/Enzyme forward | 0.04 k allocs: 1.25 kB | ||||
| fixed_draw pinned realisation/Mooncake reverse | 0.059 k allocs: 2.59 kB | ||||
| logcdf GeneralizedGamma/Enzyme forward | 0.04 k allocs: 1.25 kB | ||||
| ccdf_ad_safe GeneralizedGamma/Enzyme forward | 0.04 k allocs: 1.25 kB | ||||
| cdf_ad_safe Beta/Mooncake forward | 0.066 k allocs: 4.11 kB | ||||
| logcdf GeneralizedGamma/ReverseDiff (tape) | 0.164 k allocs: 7.78 kB | ||||
| pdf_ad_safe Weibull/Enzyme reverse | 24 allocs: 0.984 kB | ||||
| primal_distribution truncated window/ReverseDiff (tape) | 0.067 k allocs: 2.72 kB | ||||
| fixed_draw pinned realisation/ReverseDiff (compiled) | 19 allocs: 0.719 kB | ||||
| logccdf_ad_safe Gamma/ForwardDiff | 7 allocs: 0.266 kB | ||||
| ccdf_ad_safe Beta/Enzyme forward | 0.038 k allocs: 1.41 kB | ||||
| pdf_ad_safe Beta/ForwardDiff | 7 allocs: 0.266 kB | ||||
| cdf_ad_safe LogNormal/Mooncake reverse | 0.244 k allocs: 24.7 kB | ||||
| logcdf_ad_safe LogNormal/ReverseDiff (compiled) | 0.166 k allocs: 7.41 kB | ||||
| logccdf_ad_safe Weibull/ReverseDiff (tape) | 0.097 k allocs: 3.94 kB | ||||
| pdf_ad_safe Weibull/ForwardDiff | 7 allocs: 0.266 kB | ||||
| logsumexp_stream geometric/Mooncake reverse | 0.118 k allocs: 17.5 kB | ||||
| cdf_ad_safe Gamma/ReverseDiff (compiled) | 0.061 k allocs: 2.47 kB | ||||
| ccdf_ad_safe Weibull/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| _gamma_cdf direct/Mooncake forward | 0.064 k allocs: 3.06 kB | ||||
| cdf_ad_safe Gamma/ReverseDiff (tape) | 0.061 k allocs: 2.47 kB | ||||
| _gamma_cdf direct/ReverseDiff (compiled) | 16 allocs: 0.656 kB | ||||
| ccdf_ad_safe GeneralizedGamma/ForwardDiff | 7 allocs: 0.359 kB | ||||
| cdf_ad_safe GeneralizedGamma/Enzyme reverse | 14 allocs: 0.75 kB | ||||
| logccdf_ad_safe Weibull/ReverseDiff (compiled) | 0.097 k allocs: 3.94 kB | ||||
| logccdf_ad_safe GeneralizedGamma/ReverseDiff (compiled) | 0.148 k allocs: 6.17 kB | ||||
| ccdf_ad_safe TDist/Mooncake forward | 0.052 k allocs: 2.69 kB | ||||
| cdf_ad_safe GeneralizedGamma/ForwardDiff | 7 allocs: 0.359 kB | ||||
| pdf_ad_safe Beta/Mooncake reverse | 0.276 k allocs: 0.0331 MB | ||||
| ccdf_ad_safe Weibull/ForwardDiff | 7 allocs: 0.266 kB | ||||
| _gamma_cdf direct/Enzyme reverse | 2 allocs: 0.0781 kB | ||||
| _t_cdf direct/ReverseDiff (tape) | 0.038 k allocs: 1.55 kB | ||||
| logccdf_ad_safe Weibull/ForwardDiff | 7 allocs: 0.266 kB | ||||
| pdf_ad_safe GeneralizedGamma/Mooncake reverse | 0.251 k allocs: 12.5 kB | ||||
| logcdf_ad_safe Beta/ForwardDiff | 7 allocs: 0.266 kB | ||||
| nondifferentiable array argument/ReverseDiff (tape) | 21 allocs: 0.797 kB | ||||
| cdf_ad_safe Weibull/Enzyme reverse | 10 allocs: 0.312 kB | ||||
| pdf_ad_safe Gamma/ForwardDiff | 7 allocs: 0.266 kB | ||||
| pdf_ad_safe Weibull/ReverseDiff (tape) | 0.215 k allocs: 9.52 kB | ||||
| nondifferentiable array argument/Enzyme forward | 30 allocs: 1.05 kB | ||||
| logcdf_ad_safe GeneralizedGamma/Enzyme forward | 0.04 k allocs: 1.25 kB | ||||
| _gamma_cdf direct/ForwardDiff | 7 allocs: 0.359 kB | ||||
| logccdf_ad_safe TDist/ForwardDiff | 7 allocs: 0.203 kB | ||||
| ccdf_ad_safe Weibull/Enzyme reverse | 10 allocs: 0.312 kB | ||||
| logcdf_ad_safe location-scale TDist/ReverseDiff (tape) | 0.309 k allocs: 13.2 kB | ||||
| _beta_cdf direct/Enzyme forward | 30 allocs: 1.06 kB | ||||
| _beta_cdf direct/Mooncake reverse | 0.064 k allocs: 2.91 kB | ||||
| cdf_ad_safe Weibull/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| logccdf_ad_safe GeneralizedGamma/Mooncake reverse | 0.219 k allocs: 10.5 kB | ||||
| logccdf_ad_safe GeneralizedGamma/Enzyme reverse | 14 allocs: 0.75 kB | ||||
| logccdf_ad_safe Beta/Mooncake forward | 0.066 k allocs: 4.11 kB | ||||
| pdf_ad_safe LogNormal/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| logcdf_ad_safe TDist/ForwardDiff | 7 allocs: 0.203 kB | ||||
| logcdf GeneralizedGamma/Enzyme reverse | 14 allocs: 0.797 kB | ||||
| logsumexp_stream geometric/Mooncake forward | 0.052 k allocs: 2.69 kB | ||||
| pdf_ad_safe Beta/Mooncake forward | 0.058 k allocs: 2.92 kB | ||||
| logcdf_ad_safe location-scale TDist/ForwardDiff | 7 allocs: 0.359 kB | ||||
| cdf_ad_safe Gamma/Mooncake reverse | 0.217 k allocs: 26 kB | ||||
| pdf_ad_safe LogNormal/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| logccdf_ad_safe TDist/Mooncake reverse | 0.25 k allocs: 20.5 kB | ||||
| pdf_ad_safe Beta/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| logcdf_ad_safe location-scale TDist/Mooncake forward | 0.064 k allocs: 3.06 kB | ||||
| logccdf_ad_safe Beta/ReverseDiff (tape) | 0.11 k allocs: 4.38 kB | ||||
| ccdf_ad_safe location-scale TDist/ReverseDiff (tape) | 0.315 k allocs: 13.4 kB | ||||
| ccdf_ad_safe Beta/Enzyme reverse | 26 allocs: 1.36 kB | ||||
| pdf_ad_safe GeneralizedGamma/ReverseDiff (tape) | 0.373 k allocs: 15.4 kB | ||||
| pdf_ad_safe GeneralizedGamma/Enzyme reverse | 14 allocs: 0.797 kB | ||||
| logcdf_ad_safe Beta/Enzyme reverse | 26 allocs: 1.39 kB | ||||
| logcdf_ad_safe GeneralizedGamma/Mooncake forward | 0.064 k allocs: 3.06 kB | ||||
| pdf_ad_safe Gamma/Mooncake reverse | 0.28 k allocs: 0.0322 MB | ||||
| ccdf_ad_safe Weibull/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| nondifferentiable captured value/Enzyme reverse | 2 allocs: 0.0781 kB | ||||
| ccdf_ad_safe Beta/Mooncake reverse | 0.221 k allocs: 27 kB | ||||
| ccdf_ad_safe Gamma/Mooncake reverse | 0.217 k allocs: 26 kB | ||||
| logccdf_ad_safe GeneralizedGamma/Mooncake forward | 0.064 k allocs: 3.06 kB | ||||
| cdf_ad_safe LogNormal/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| logccdf_ad_safe LogNormal/ReverseDiff (compiled) | 0.156 k allocs: 6.97 kB | ||||
| nondifferentiable array argument/ReverseDiff (compiled) | 21 allocs: 0.797 kB | ||||
| logpdf Gamma at shape 1/ForwardDiff | 7 allocs: 0.266 kB | ||||
| ccdf_ad_safe GeneralizedGamma/ReverseDiff (compiled) | 0.169 k allocs: 8.09 kB | ||||
| logcdf_ad_safe Gamma/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| logsumexp_stream geometric/Enzyme forward | 25 allocs: 0.766 kB | ||||
| ccdf_ad_safe TDist/ReverseDiff (tape) | 0.17 k allocs: 7.81 kB | ||||
| ad_eltype seeds a differentiable buffer/ForwardDiff | 9 allocs: 0.438 kB | ||||
| _t_cdf direct/Enzyme forward | 28 allocs: 0.969 kB | ||||
| logccdf_ad_safe GeneralizedGamma/Enzyme forward | 0.04 k allocs: 1.25 kB | ||||
| cdf_ad_safe Beta/Enzyme forward | 0.038 k allocs: 1.41 kB | ||||
| ccdf_ad_safe GeneralizedGamma/Enzyme reverse | 14 allocs: 0.75 kB | ||||
| logccdf_ad_safe LogNormal/Enzyme reverse | 24 allocs: 1 kB | ||||
| logcdf_ad_safe LogNormal/ReverseDiff (tape) | 0.166 k allocs: 7.41 kB | ||||
| pdf_ad_safe Gamma/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| logcdf_ad_safe LogNormal/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| nondifferentiable array argument/Enzyme reverse | 4 allocs: 0.156 kB | ||||
| logcdf_ad_safe Gamma/Enzyme reverse | 24 allocs: 1.03 kB | ||||
| nondifferentiable wrapped term/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| logccdf_ad_safe Beta/ForwardDiff | 7 allocs: 0.266 kB | ||||
| pdf_ad_safe Weibull/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| pdf_ad_safe LogNormal/Mooncake reverse | 0.254 k allocs: 25.2 kB | ||||
| _beta_cdf direct/ReverseDiff (compiled) | 16 allocs: 0.656 kB | ||||
| nondifferentiable wrapped term/ForwardDiff | 7 allocs: 0.266 kB | ||||
| pdf_ad_safe Weibull/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| nondifferentiable wrapped term/ReverseDiff (compiled) | 19 allocs: 0.719 kB | ||||
| logcdf_ad_safe Beta/ReverseDiff (compiled) | 0.092 k allocs: 3.81 kB | ||||
| logccdf_ad_safe Gamma/Mooncake reverse | 0.218 k allocs: 26.2 kB | ||||
| ccdf_ad_safe TDist/ReverseDiff (compiled) | 0.17 k allocs: 7.81 kB | ||||
| ccdf_ad_safe Beta/ReverseDiff (tape) | 0.097 k allocs: 4.14 kB | ||||
| logcdf_ad_safe Beta/ReverseDiff (tape) | 0.092 k allocs: 3.81 kB | ||||
| pdf_ad_safe Beta/ReverseDiff (tape) | 0.243 k allocs: 10.6 kB | ||||
| cdf_ad_safe GeneralizedGamma/Mooncake reverse | 0.209 k allocs: 10.2 kB | ||||
| logcdf_ad_safe Weibull/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| pdf_ad_safe Gamma/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| pdf_ad_safe Gamma/ReverseDiff (compiled) | 0.243 k allocs: 10.4 kB | ||||
| ccdf_ad_safe GeneralizedGamma/ReverseDiff (tape) | 0.169 k allocs: 8.09 kB | ||||
| nondifferentiable captured value/Mooncake reverse | 0.054 k allocs: 2.37 kB | ||||
| logcdf_ad_safe Gamma/Mooncake reverse | 0.218 k allocs: 26.2 kB | ||||
| logcdf_ad_safe GeneralizedGamma/ForwardDiff | 7 allocs: 0.359 kB | ||||
| logccdf_ad_safe Weibull/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| cdf_ad_safe Weibull/ForwardDiff | 7 allocs: 0.266 kB | ||||
| logccdf_ad_safe Gamma/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| ccdf_ad_safe Beta/ForwardDiff | 7 allocs: 0.266 kB | ||||
| logsumexp_stream geometric/Enzyme reverse | 2 allocs: 0.0625 kB | ||||
| logsumexp_stream geometric/ForwardDiff | 7 allocs: 0.203 kB | ||||
| logccdf_ad_safe Beta/Enzyme forward | 0.038 k allocs: 1.41 kB | ||||
| cdf_ad_safe TDist/Mooncake forward | 0.052 k allocs: 2.69 kB | ||||
| logccdf_ad_safe LogNormal/Mooncake reverse | 0.235 k allocs: 10.8 kB | ||||
| logcdf_ad_safe Weibull/ForwardDiff | 7 allocs: 0.266 kB | ||||
| fixed_draw pinned realisation/ForwardDiff | 7 allocs: 0.266 kB | ||||
| cdf_ad_safe location-scale TDist/Mooncake forward | 0.064 k allocs: 3.06 kB | ||||
| logcdf_ad_safe TDist/Mooncake forward | 0.052 k allocs: 2.69 kB | ||||
| _beta_cdf direct/ReverseDiff (tape) | 16 allocs: 0.656 kB | ||||
| logcdf_ad_safe Gamma/ReverseDiff (compiled) | 0.078 k allocs: 3.28 kB | ||||
| fixed_draw pinned realisation/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| cdf_ad_safe Beta/ReverseDiff (compiled) | 0.073 k allocs: 3.2 kB | ||||
| nondifferentiable captured value/ReverseDiff (compiled) | 24 allocs: 0.922 kB | ||||
| logpdf Gamma at shape 1/ReverseDiff (tape) | 0.228 k allocs: 9.92 kB | ||||
| cdf_ad_safe GeneralizedGamma/ReverseDiff (compiled) | 0.148 k allocs: 6.17 kB | ||||
| pdf_ad_safe LogNormal/ReverseDiff (tape) | 0.18 k allocs: 7.91 kB | ||||
| _gamma_cdf direct/ReverseDiff (tape) | 16 allocs: 0.656 kB | ||||
| cdf_ad_safe LogNormal/ReverseDiff (tape) | 0.131 k allocs: 5.08 kB | ||||
| logsumexp_stream geometric/ReverseDiff (tape) | 1.08 k allocs: 0.0443 MB | ||||
| logcdf_ad_safe GeneralizedGamma/Mooncake reverse | 0.209 k allocs: 10.2 kB | ||||
| pdf_ad_safe LogNormal/Enzyme reverse | 24 allocs: 0.984 kB | ||||
| logcdf_ad_safe TDist/Enzyme forward | 31 allocs: 0.875 kB | ||||
| logccdf_ad_safe TDist/Mooncake forward | 0.052 k allocs: 2.69 kB | ||||
| logcdf_ad_safe Weibull/Mooncake reverse | 0.266 k allocs: 0.0313 MB | ||||
| logcdf_ad_safe Weibull/Enzyme reverse | 24 allocs: 0.984 kB | ||||
| primal_distribution truncated window/Enzyme reverse | 2 allocs: 0.0781 kB | ||||
| logcdf_ad_safe location-scale TDist/Enzyme forward | 0.04 k allocs: 1.25 kB | ||||
| cdf_ad_safe Beta/Mooncake reverse | 0.221 k allocs: 27 kB | ||||
| logccdf_ad_safe location-scale TDist/Mooncake forward | 0.064 k allocs: 3.06 kB | ||||
| ccdf_ad_safe LogNormal/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| logccdf_ad_safe location-scale TDist/Enzyme reverse | 14 allocs: 1.58 kB | ||||
| cdf_ad_safe TDist/Enzyme forward | 31 allocs: 0.875 kB | ||||
| cdf_ad_safe Weibull/Mooncake reverse | 0.182 k allocs: 8.68 kB | ||||
| ccdf_ad_safe location-scale TDist/Enzyme reverse | 14 allocs: 1.2 kB | ||||
| cdf_ad_safe TDist/ReverseDiff (compiled) | 0.17 k allocs: 7.81 kB | ||||
| cdf_ad_safe Weibull/ReverseDiff (tape) | 0.127 k allocs: 4.88 kB | ||||
| logcdf_ad_safe GeneralizedGamma/Enzyme reverse | 14 allocs: 0.797 kB | ||||
| nondifferentiable captured value/ForwardDiff | 7 allocs: 0.266 kB | ||||
| pdf_ad_safe GeneralizedGamma/ForwardDiff | 7 allocs: 0.359 kB | ||||
| ccdf_ad_safe Weibull/ReverseDiff (compiled) | 0.112 k allocs: 4.41 kB | ||||
| ad_eltype seeds a differentiable buffer/ReverseDiff (compiled) | 0.095 k allocs: 4 kB | ||||
| cdf_ad_safe TDist/ForwardDiff | 7 allocs: 0.203 kB | ||||
| logcdf_ad_safe LogNormal/Mooncake reverse | 0.236 k allocs: 11.1 kB | ||||
| logccdf_ad_safe Beta/Mooncake reverse | 0.222 k allocs: 27.3 kB | ||||
| logcdf_ad_safe location-scale TDist/Enzyme reverse | 14 allocs: 1.58 kB | ||||
| ccdf_ad_safe Gamma/ReverseDiff (tape) | 0.082 k allocs: 3.55 kB | ||||
| _t_cdf direct/ReverseDiff (compiled) | 0.038 k allocs: 1.55 kB | ||||
| fixed_draw pinned realisation/Enzyme forward | 28 allocs: 0.969 kB | ||||
| pdf_ad_safe Weibull/Mooncake reverse | 0.278 k allocs: 0.0322 MB | ||||
| ccdf_ad_safe TDist/Enzyme forward | 31 allocs: 0.875 kB | ||||
| logccdf_ad_safe GeneralizedGamma/ReverseDiff (tape) | 0.148 k allocs: 6.17 kB | ||||
| ccdf_ad_safe LogNormal/ReverseDiff (tape) | 0.119 k allocs: 4.7 kB | ||||
| cdf_ad_safe LogNormal/Enzyme reverse | 10 allocs: 0.312 kB | ||||
| cdf_ad_safe GeneralizedGamma/Enzyme forward | 0.04 k allocs: 1.25 kB | ||||
| logcdf_ad_safe location-scale TDist/ReverseDiff (compiled) | 0.309 k allocs: 13.2 kB | ||||
| pdf_ad_safe LogNormal/ReverseDiff (compiled) | 0.18 k allocs: 7.91 kB | ||||
| logcdf_ad_safe Beta/Mooncake reverse | 0.222 k allocs: 27.3 kB | ||||
| logcdf GeneralizedGamma/ReverseDiff (compiled) | 0.164 k allocs: 7.78 kB | ||||
| primal_distribution truncated window/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| ccdf_ad_safe GeneralizedGamma/Mooncake reverse | 0.209 k allocs: 10.2 kB | ||||
| logcdf_ad_safe location-scale TDist/Mooncake reverse | 0.3 k allocs: 15.2 kB | ||||
| ccdf_ad_safe Gamma/ForwardDiff | 7 allocs: 0.266 kB | ||||
| logcdf_ad_safe Gamma/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| logccdf_ad_safe Gamma/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| cdf_ad_safe LogNormal/ReverseDiff (compiled) | 0.131 k allocs: 5.08 kB | ||||
| logcdf_ad_safe LogNormal/ForwardDiff | 7 allocs: 0.266 kB | ||||
| logpdf Gamma at shape 1/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| _beta_cdf direct/Enzyme reverse | 2 allocs: 0.0781 kB | ||||
| logsumexp_stream geometric/ReverseDiff (compiled) | 1.08 k allocs: 0.0443 MB | ||||
| cdf_ad_safe location-scale TDist/ReverseDiff (compiled) | 0.296 k allocs: 12.8 kB | ||||
| logcdf GeneralizedGamma/Mooncake reverse | 0.209 k allocs: 10.2 kB | ||||
| primal_distribution truncated window/ForwardDiff | 7 allocs: 0.266 kB | ||||
| ccdf_ad_safe location-scale TDist/Mooncake reverse | 0.297 k allocs: 14.7 kB | ||||
| cdf_ad_safe location-scale TDist/ForwardDiff | 7 allocs: 0.359 kB | ||||
| ad_eltype seeds a differentiable buffer/Enzyme reverse | 4 allocs: 0.203 kB | ||||
| _gamma_cdf direct/Enzyme forward | 30 allocs: 1.06 kB | ||||
| logccdf_ad_safe LogNormal/ForwardDiff | 7 allocs: 0.266 kB | ||||
| logccdf_ad_safe Weibull/Enzyme reverse | 10 allocs: 0.312 kB | ||||
| ccdf_ad_safe Gamma/Enzyme reverse | 24 allocs: 1 kB | ||||
| pdf_ad_safe GeneralizedGamma/Mooncake forward | 0.064 k allocs: 3.06 kB | ||||
| logccdf_ad_safe Gamma/Enzyme reverse | 24 allocs: 1 kB | ||||
| logccdf_ad_safe Beta/Enzyme reverse | 26 allocs: 1.39 kB | ||||
| logccdf_ad_safe Weibull/Mooncake reverse | 0.217 k allocs: 26 kB | ||||
| logcdf_ad_safe Beta/Mooncake forward | 0.066 k allocs: 4.11 kB | ||||
| ccdf_ad_safe Weibull/ReverseDiff (tape) | 0.112 k allocs: 4.41 kB | ||||
| logccdf_ad_safe TDist/Enzyme reverse | 29 allocs: 1.59 kB | ||||
| cdf_ad_safe Gamma/Enzyme reverse | 24 allocs: 1 kB | ||||
| logccdf_ad_safe location-scale TDist/ReverseDiff (tape) | 0.327 k allocs: 13.7 kB | ||||
| logcdf_ad_safe GeneralizedGamma/ReverseDiff (tape) | 0.164 k allocs: 7.78 kB | ||||
| nondifferentiable captured value/ReverseDiff (tape) | 24 allocs: 0.922 kB | ||||
| ccdf_ad_safe TDist/Mooncake reverse | 0.228 k allocs: 19.3 kB | ||||
| cdf_ad_safe Beta/ReverseDiff (tape) | 0.073 k allocs: 3.2 kB | ||||
| logccdf_ad_safe Gamma/ReverseDiff (compiled) | 0.062 k allocs: 2.52 kB | ||||
| logcdf GeneralizedGamma/Mooncake forward | 0.064 k allocs: 3.06 kB | ||||
| ccdf_ad_safe LogNormal/ReverseDiff (compiled) | 0.119 k allocs: 4.7 kB | ||||
| ccdf_ad_safe Beta/ReverseDiff (compiled) | 0.097 k allocs: 4.14 kB | ||||
| logccdf_ad_safe LogNormal/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| ccdf_ad_safe Gamma/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| logcdf_ad_safe Weibull/ReverseDiff (tape) | 0.099 k allocs: 3.95 kB | ||||
| nondifferentiable array argument/Mooncake forward | 0.066 k allocs: 3.22 kB | ||||
| ccdf_ad_safe location-scale TDist/ForwardDiff | 7 allocs: 0.359 kB | ||||
| primal_distribution truncated window/Mooncake reverse | 0.242 k allocs: 11.4 kB | ||||
| _t_cdf direct/Enzyme reverse | 2 allocs: 0.0781 kB | ||||
| primal_distribution truncated window/ReverseDiff (compiled) | 0.067 k allocs: 2.72 kB | ||||
| logccdf_ad_safe location-scale TDist/ForwardDiff | 7 allocs: 0.359 kB | ||||
| nondifferentiable wrapped term/ReverseDiff (tape) | 19 allocs: 0.719 kB | ||||
| cdf_ad_safe TDist/ReverseDiff (tape) | 0.17 k allocs: 7.81 kB | ||||
| pdf_ad_safe GeneralizedGamma/Enzyme forward | 0.04 k allocs: 1.25 kB | ||||
| ccdf_ad_safe TDist/ForwardDiff | 7 allocs: 0.203 kB | ||||
| primal_distribution left-truncated window/Mooncake reverse | 0.257 k allocs: 11.7 kB | ||||
| logpdf Gamma at shape 1/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| cdf_ad_safe Gamma/ForwardDiff | 7 allocs: 0.266 kB | ||||
| nondifferentiable wrapped term/Mooncake reverse | 0.059 k allocs: 2.59 kB | ||||
| logcdf_ad_safe GeneralizedGamma/ReverseDiff (compiled) | 0.164 k allocs: 7.78 kB | ||||
| logpdf Gamma at shape 1/ReverseDiff (compiled) | 0.228 k allocs: 9.92 kB | ||||
| cdf_ad_safe Weibull/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| nondifferentiable wrapped term/Enzyme reverse | 2 allocs: 0.0781 kB | ||||
| cdf_ad_safe location-scale TDist/Enzyme reverse | 14 allocs: 1.2 kB | ||||
| logcdf_ad_safe Gamma/ForwardDiff | 7 allocs: 0.266 kB | ||||
| primal_distribution left-truncated window/Enzyme reverse | 2 allocs: 0.0781 kB | ||||
| nondifferentiable captured value/Mooncake forward | 0.058 k allocs: 2.91 kB | ||||
| cdf_ad_safe location-scale TDist/ReverseDiff (tape) | 0.296 k allocs: 12.8 kB | ||||
| cdf_ad_safe TDist/Enzyme reverse | 29 allocs: 1.41 kB | ||||
| cdf_ad_safe GeneralizedGamma/Mooncake forward | 0.064 k allocs: 3.06 kB | ||||
| logcdf_ad_safe TDist/Mooncake reverse | 0.25 k allocs: 20.5 kB | ||||
| logccdf_ad_safe GeneralizedGamma/ForwardDiff | 7 allocs: 0.359 kB | ||||
| ccdf_ad_safe Gamma/ReverseDiff (compiled) | 0.082 k allocs: 3.55 kB | ||||
| ccdf_ad_safe GeneralizedGamma/Mooncake forward | 0.064 k allocs: 3.06 kB | ||||
| logccdf_ad_safe TDist/Enzyme forward | 31 allocs: 0.875 kB | ||||
| pdf_ad_safe LogNormal/ForwardDiff | 7 allocs: 0.266 kB | ||||
| ad_eltype seeds a differentiable buffer/Mooncake reverse | 0.095 k allocs: 5.48 kB | ||||
| ccdf_ad_safe TDist/Enzyme reverse | 29 allocs: 1.41 kB | ||||
| ad_eltype seeds a differentiable buffer/ReverseDiff (tape) | 0.095 k allocs: 4 kB | ||||
| cdf_ad_safe Beta/ForwardDiff | 7 allocs: 0.266 kB | ||||
| pdf_ad_safe Gamma/Enzyme reverse | 24 allocs: 1.03 kB | ||||
| _gamma_cdf direct/Mooncake reverse | 0.064 k allocs: 2.9 kB | ||||
| logccdf_ad_safe LogNormal/Enzyme forward | 0.036 k allocs: 1.11 kB | ||||
| primal_distribution left-truncated window/Enzyme forward | 28 allocs: 0.969 kB | ||||
| pdf_ad_safe Weibull/ReverseDiff (compiled) | 0.215 k allocs: 9.52 kB | ||||
| _t_cdf direct/Mooncake reverse | 0.079 k allocs: 3.69 kB | ||||
| nondifferentiable captured value/Enzyme forward | 28 allocs: 0.969 kB | ||||
| primal_distribution left-truncated window/ReverseDiff (compiled) | 0.06 k allocs: 2.47 kB |
time_to_load
Time
| Benchmark | v0.2.1 | v0.2.0 | v0.1.2 | v0.1.1 | 7cfbbe9220e647... |
|---|---|---|---|---|---|
| time_to_load | 0.477 ± 0.0049 s | 0.477 ± 0.0054 s | 0.472 ± 0.0019 s | 0.476 ± 0.0045 s | 0.479 ± 0.0024 s |
Memory
| Benchmark | v0.2.1 | v0.2.0 | v0.1.2 | v0.1.1 | 7cfbbe9220e647... |
|---|---|---|---|---|---|
| time_to_load | 0.15 k allocs: 11.7 kB | 0.15 k allocs: 11.7 kB | 0.15 k allocs: 11.7 kB | 0.15 k allocs: 11.7 kB | 0.149 k allocs: 11.1 kB |
Per-benchmark timelines
<details> <summary>Show 2 plots</summary>
</details>
About these benchmarks
Benchmarks for the AD-safe machinery, reading the analytic gamma-CDF hooks against the bare Distributions.jl functions and timing the per-backend gradients of each hook.
Quick start
Install the benchpkg CLI once:
bash
task benchmark-install
# Or: julia -e 'using Pkg; Pkg.add("AirspeedVelocity")'then run the suite:
bash
# Benchmark current state
task benchmark
# Compare main branch vs current state
task benchmark-compare
# Filter to specific benchmarks
task benchmark -- --filter=Hooks
task benchmark-compare -- --filter="AD gradients"Benchmark structure
Baseline/
Gamma/ (cdf, logcdf, ccdf, logccdf, pdf)
Hooks/
Gamma/ (cdf_ad_safe, logcdf_ad_safe, ccdf_ad_safe,
logccdf_ad_safe, pdf_ad_safe — analytic path)
Normal (fall-through)/ (cdf_ad_safe, logcdf_ad_safe, pdf_ad_safe —
generic method, collapses to Distributions)
_gamma_cdf/ (scalar, broadcast)
AD gradients/
<every test/ADFixtures scenario>/
ForwardDiff, ReverseDiff (tape), Enzyme forward, Enzyme reverse,
Mooncake forward, Mooncake reversePrimal cost and gradient cost
The Baseline group times the stock Distributions.jl functions each hook wraps. On a Gamma the hooks route through the analytic gamma-CDF path (_gamma_cdf) rather than SpecialFunctions.gamma_inc, so the gap between Hooks/Gamma and Baseline/Gamma is the cost of the AD-safe detour on a plain (non-AD) call. On a Normal the generic method falls straight through to Distributions, so Hooks/Normal (fall-through) should sit on top of the baseline with no measurable overhead.
The AD gradients group is the point of the package: it times DifferentiationInterface.gradient for every scenario in test/ADFixtures across the ForwardDiff, ReverseDiff, Enzyme, and Mooncake backends, which is where the analytic derivative rules earn their keep.
CI integration
Pull requests benchmark head and base in separate jobs via the benchmark workflow and post a single comparison comment. Pushes to main and tagged releases append to the performance history below.