diff --git a/.github/workflows/Benchmarking.yml b/.github/workflows/Benchmarking.yml new file mode 100644 index 000000000..36253410b --- /dev/null +++ b/.github/workflows/Benchmarking.yml @@ -0,0 +1,32 @@ +name: Benchmarking + +on: + push: + branches: + - master + +jobs: + benchmark: + runs-on: ubuntu-latest + + steps: + - name: Checkout Repository + uses: actions/checkout@v4 + + - name: Set up Julia + uses: julia-actions/setup-julia@v2 + with: + version: '1' + + - name: Install Dependencies + run: julia --project=benchmarks/ -e 'using Pkg; Pkg.instantiate()' + + - name: Run Benchmarks and Generate Reports + run: julia --project=benchmarks/ -e 'using DynamicPPLBenchmarks; weave_benchmarks()' + + - name: Deploy to GitHub Pages + uses: peaceiris/actions-gh-pages@v3 + with: + github_token: ${{ secrets.GITHUB_TOKEN }} + publish_dir: ./benchmarks/results + publish_branch: gh-pages diff --git a/benchmarks/Project.toml b/benchmarks/Project.toml index a8e8f09a2..c628083a9 100644 --- a/benchmarks/Project.toml +++ b/benchmarks/Project.toml @@ -3,11 +3,18 @@ uuid = "d94a1522-c11e-44a7-981a-42bf5dc1a001" version = "0.1.0" [deps] +AbstractPPL = "7a57a42e-76ec-4ea3-a279-07e840d6d9cf" BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf" +ComponentArrays = "b0b7db55-cfe3-40fc-9ded-d10e2dbeff66" DiffUtils = "8294860b-85a6-42f8-8c35-d911f667b5f6" Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f" +DrWatson = "634d3b9d-ee7a-5ddf-bec9-22491ea816e1" DynamicPPL = "366bfd00-2699-11ea-058f-f148b4cae6d8" +InteractiveUtils = "b77e0a4c-d291-57a0-90e8-8db25a27a240" LibGit2 = "76f85450-5226-5b5a-8eaa-529ad045b433" Markdown = "d6f4376e-aef5-505a-96c1-9c027394607a" Pkg = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" +PrettyTables = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d" +Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" +Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" Weave = "44d3d7a6-8a23-5bf8-98c5-b353f8df5ec9" diff --git a/benchmarks/benchmark_body.jmd b/benchmarks/benchmark_body.jmd index ba02957e7..4f08d9e18 100644 --- a/benchmarks/benchmark_body.jmd +++ b/benchmarks/benchmark_body.jmd @@ -1,14 +1,14 @@ ```julia -@time model_def(data)(); +@time model_def(data...)(); ``` ```julia -m = time_model_def(model_def, data); +m = time_model_def(model_def, data...); ``` ```julia suite = make_suite(m); -results = run(suite); +results = run(suite; seconds=WEAVE_ARGS[:seconds]); ``` ```julia @@ -19,13 +19,37 @@ results["evaluation_untyped"] results["evaluation_typed"] ``` +```julia +let k = "evaluation_simple_varinfo_nt" + haskey(results, k) && results[k] +end +``` + +```julia +let k = "evaluation_simple_varinfo_componentarray" + haskey(results, k) && results[k] +end +``` + +```julia +let k = "evaluation_simple_varinfo_dict" + haskey(results, k) && results[k] +end +``` + +```julia +let k = "evaluation_simple_varinfo_dict_from_nt" + haskey(results, k) && results[k] +end +``` + ```julia; echo=false; results="hidden"; BenchmarkTools.save( joinpath("results", WEAVE_ARGS[:name], "$(nameof(m))_benchmarks.json"), results ) ``` -```julia; wrap=false +```julia; wrap=false; echo=false if WEAVE_ARGS[:include_typed_code] typed = typed_code(m) end @@ -34,16 +58,15 @@ end ```julia; echo=false; results="hidden" if WEAVE_ARGS[:include_typed_code] # Serialize the output of `typed_code` so we can compare later. - haskey(WEAVE_ARGS, :name) && - serialize(joinpath("results", WEAVE_ARGS[:name], "$(nameof(m)).jls"), string(typed)) + haskey(WEAVE_ARGS, :name) && serialize(joinpath("results", WEAVE_ARGS[:name],"$(nameof(m)).jls"), string(typed)); end ``` ```julia; wrap=false; echo=false; -if haskey(WEAVE_ARGS, :name_old) +if WEAVE_ARGS[:include_typed_code] && haskey(WEAVE_ARGS, :name_old) # We want to compare the generated code to the previous version. - using DiffUtils: DiffUtils - typed_old = deserialize(joinpath("results", WEAVE_ARGS[:name_old], "$(nameof(m)).jls")) - DiffUtils.diff(typed_old, string(typed); width=130) + import DiffUtils + typed_old = deserialize(joinpath("results", WEAVE_ARGS[:name_old], "$(nameof(m)).jls")); + DiffUtils.diff(typed_old, string(typed), width=130) end -``` +``` \ No newline at end of file diff --git a/benchmarks/benchmarks.jmd b/benchmarks/benchmarks.jmd index 8021e4883..19407b8dd 100644 --- a/benchmarks/benchmarks.jmd +++ b/benchmarks/benchmarks.jmd @@ -1,36 +1,43 @@ -# Benchmarks +`j display("text/markdown", "## $(WEAVE_ARGS[:name]) ##")` -## Setup +### Setup ```julia using BenchmarkTools, DynamicPPL, Distributions, Serialization ``` ```julia -import DynamicPPLBenchmarks: time_model_def, make_suite, typed_code, weave_child +using DynamicPPLBenchmarks +using DynamicPPLBenchmarks: time_model_def, make_suite, typed_code, weave_child ``` -## Models +### Environment -### `demo1` +```julia; echo=false; skip="notebook" +DynamicPPLBenchmarks.display_environment() +``` + +### Models + +#### `demo1` ```julia @model function demo1(x) m ~ Normal() x ~ Normal(m, 1) - return (m=m, x=x) + return (m = m, x = x) end model_def = demo1; -data = 1.0; +data = (1.0,); ``` ```julia; results="markup"; echo=false weave_child(WEAVE_ARGS[:benchmarkbody]; mod=@__MODULE__, args=WEAVE_ARGS) ``` -### `demo2` +#### `demo2` ```julia @model function demo2(y) @@ -43,17 +50,19 @@ weave_child(WEAVE_ARGS[:benchmarkbody]; mod=@__MODULE__, args=WEAVE_ARGS) # Heads or tails of a coin are drawn from a Bernoulli distribution. y[n] ~ Bernoulli(p) end + + return (; p) end model_def = demo2; -data = rand(0:1, 10); +data = (rand(0:1, 10),); ``` ```julia; results="markup"; echo=false weave_child(WEAVE_ARGS[:benchmarkbody]; mod=@__MODULE__, args=WEAVE_ARGS) ``` -### `demo3` +#### `demo3` ```julia @model function demo3(x) @@ -76,7 +85,8 @@ weave_child(WEAVE_ARGS[:benchmarkbody]; mod=@__MODULE__, args=WEAVE_ARGS) k[i] ~ Categorical(w) x[:, i] ~ MvNormal([μ[k[i]], μ[k[i]]], 1.0) end - return k + + return (; μ1, μ2, k) end model_def = demo3 @@ -88,26 +98,47 @@ N = 30 μs = [-3.5, 0.0] # Construct the data points. -data = mapreduce(c -> rand(MvNormal([μs[c], μs[c]], 1.0), N), hcat, 1:2); +data = (mapreduce(c -> rand(MvNormal([μs[c], μs[c]], 1.0), N), hcat, 1:2),); ``` ```julia; echo=false weave_child(WEAVE_ARGS[:benchmarkbody]; mod=@__MODULE__, args=WEAVE_ARGS) ``` -### `demo4`: loads of indexing +#### `demo4`: lots of variables + +```julia +@model function demo4_1k(::Type{TV}=Vector{Float64}) where {TV} + m ~ Normal() + x = TV(undef, 1_000) + for i in eachindex(x) + x[i] ~ Normal(m, 1.0) + end + + return (; m, x) +end + +model_def = demo4_1k +data = (); +``` + +```julia; echo=false +weave_child(WEAVE_ARGS[:benchmarkbody], mod = @__MODULE__, args = WEAVE_ARGS) +``` ```julia -@model function demo4(n, ::Type{TV}=Vector{Float64}) where {TV} +@model function demo4_10k(::Type{TV}=Vector{Float64}) where {TV} m ~ Normal() - x = TV(undef, n) + x = TV(undef, 10_000) for i in eachindex(x) x[i] ~ Normal(m, 1.0) end + + return (; m, x) end -model_def = demo4 -data = (100_000,); +model_def = demo4_10k +data = (); ``` ```julia; echo=false @@ -115,16 +146,51 @@ weave_child(WEAVE_ARGS[:benchmarkbody]; mod=@__MODULE__, args=WEAVE_ARGS) ``` ```julia -@model function demo4_dotted(n, ::Type{TV}=Vector{Float64}) where {TV} +@model function demo4_100k(::Type{TV}=Vector{Float64}) where {TV} m ~ Normal() - x = TV(undef, n) - return x .~ Normal(m, 1.0) + x = TV(undef, 100_000) + for i in eachindex(x) + x[i] ~ Normal(m, 1.0) + end + + return (; m, x) end -model_def = demo4_dotted -data = (100_000,); +model_def = demo4_100k +data = (); ``` ```julia; echo=false weave_child(WEAVE_ARGS[:benchmarkbody]; mod=@__MODULE__, args=WEAVE_ARGS) ``` + +#### `demo4_dotted`: `.~` for large number of variables + +```julia +@model function demo4_100k_dotted(::Type{TV}=Vector{Float64}) where {TV} + m ~ Normal() + x = TV(undef, 100_000) + x .~ Normal(m, 1.0) + + return (; m, x) +end + +model_def = demo4_100k_dotted +data = (); +``` + +```julia; echo=false +weave_child(WEAVE_ARGS[:benchmarkbody]; mod=@__MODULE__, args=WEAVE_ARGS) +``` + +```julia; echo=false +if haskey(WEAVE_ARGS, :name_old) + display(MIME"text/markdown"(), "## Comparison with $(WEAVE_ARGS[:name_old]) ##") +end +``` + +```julia; echo=false +if haskey(WEAVE_ARGS, :name_old) + DynamicPPLBenchmarks.judgementtable(WEAVE_ARGS[:name], WEAVE_ARGS[:name_old]) +end +``` diff --git a/benchmarks/results/release-0.30.1/benchmarks.md b/benchmarks/results/release-0.30.1/benchmarks.md new file mode 100644 index 000000000..da37980e8 --- /dev/null +++ b/benchmarks/results/release-0.30.1/benchmarks.md @@ -0,0 +1,1160 @@ + +## release-0.30.1 ## + +### Setup + +```julia +using BenchmarkTools, DynamicPPL, Distributions, Serialization +``` + + +```julia +using DynamicPPLBenchmarks +using DynamicPPLBenchmarks: time_model_def, make_suite, typed_code, weave_child +``` + + + + +### Environment + + +Computer Information: +``` +Julia Version 1.10.5 +Commit 6f3fdf7b362 (2024-08-27 14:19 UTC) +Build Info: + Official https://julialang.org/ release +Platform Info: + OS: Linux (x86_64-linux-gnu) + CPU: 16 × 12th Gen Intel(R) Core(TM) i5-12500H + WORD_SIZE: 64 + LIBM: libopenlibm + LLVM: libLLVM-15.0.7 (ORCJIT, alderlake) +Threads: 1 default, 0 interactive, 1 GC (on 16 virtual cores) + +``` + +Package Information: + +``` +Project DynamicPPLBenchmarks v0.1.0 +Status `~/.julia/dev/DynamicPPL/benchmarks/Project.toml` + [7a57a42e] AbstractPPL v0.9.0 + [6e4b80f9] BenchmarkTools v1.5.0 +⌃ [b0b7db55] ComponentArrays v0.15.17 + [8294860b] DiffUtils v0.1.0 +⌃ [31c24e10] Distributions v0.25.112 + [634d3b9d] DrWatson v2.18.0 +⌃ [366bfd00] DynamicPPL v0.30.1 + [08abe8d2] PrettyTables v2.4.0 + [bd369af6] Tables v1.12.0 + [44d3d7a6] Weave v0.10.12 + [b77e0a4c] InteractiveUtils + [76f85450] LibGit2 + [d6f4376e] Markdown + [44cfe95a] Pkg v1.10.0 + [9a3f8284] Random +Info Packages marked with ⌃ have new versions available and may be upgradable. + +``` + + + +### Models + +#### `demo1` + +```julia +@model function demo1(x) + m ~ Normal() + x ~ Normal(m, 1) + + return (m = m, x = x) +end + +model_def = demo1; +data = (1.0,); +``` + + + +```julia +@time model_def(data...)(); +``` + +``` +0.917790 seconds (1.17 M allocations: 79.641 MiB, 99.97% compilation time +) +``` + +```julia +m = time_model_def(model_def, data...); +``` + +``` +0.000020 seconds (2 allocations: 32 bytes) +``` + +```julia +suite = make_suite(m); +results = run(suite; seconds=WEAVE_ARGS[:seconds]); +``` + +```julia +results["evaluation_untyped"] +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 1.052 μs … 158.020 μs ┊ GC (min … max): 0.00% … 0.00% + Time (median): 1.136 μs ┊ GC (median): 0.00% + Time (mean ± σ): 1.247 μs ± 2.599 μs ┊ GC (mean ± σ): 0.00% ± 0.00% + + ▁█▆▅▅▂▂▁ + ▁█████████▆▆▅▄▃▃▃▃▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁ ▂ + 1.05 μs Histogram: frequency by time 1.79 μs < + + Memory estimate: 1.47 KiB, allocs estimate: 30. +``` + +```julia +results["evaluation_typed"] +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 209.000 ns … 29.072 μs ┊ GC (min … max): 0.00% … 0.0 +0% + Time (median): 267.000 ns ┊ GC (median): 0.00% + Time (mean ± σ): 283.939 ns ± 349.661 ns ┊ GC (mean ± σ): 0.00% ± 0.0 +0% + + ▁█ + ▁██▆▄▄▄▄▄▃▂▃▅▃▃▂▃▃▃▃▃▄▃▃▆▇▅▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁ ▂ + 209 ns Histogram: frequency by time 508 ns < + + Memory estimate: 160 bytes, allocs estimate: 3. +``` + +```julia +let k = "evaluation_simple_varinfo_nt" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 56.000 ns … 57.045 μs ┊ GC (min … max): 0.00% … 0.00 +% + Time (median): 74.000 ns ┊ GC (median): 0.00% + Time (mean ± σ): 79.286 ns ± 569.832 ns ┊ GC (mean ± σ): 0.00% ± 0.00 +% + + ▃▇▅ ▅█▄ ▂ + ▂▃▃▄▁▄▄▄▁▄▅▅▁▅▆▇▁▇██▁███▁███▁██▆▁▃▃▂▁▂▂▂▁▂▂▂▁▂▂▂▁▂▂▂▁▂▂▂▁▂▂▂ ▃ + 56 ns Histogram: frequency by time 101 ns < + + Memory estimate: 0 bytes, allocs estimate: 0. +``` + +```julia +let k = "evaluation_simple_varinfo_componentarray" + haskey(results, k) && results[k] +end +``` + +``` +false +``` + +```julia +let k = "evaluation_simple_varinfo_dict" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 962.000 ns … 192.163 μs ┊ GC (min … max): 0.00% … 0.0 +0% + Time (median): 1.201 μs ┊ GC (median): 0.00% + Time (mean ± σ): 1.334 μs ± 3.102 μs ┊ GC (mean ± σ): 0.00% ± 0.0 +0% + + ▂█▁ ▂▁ + ▃▃▃▃▃▃▃▃▄▄██████▆▆▅▄▄▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▂▂ ▃ + 962 ns Histogram: frequency by time 2.05 μs < + + Memory estimate: 704 bytes, allocs estimate: 26. +``` + +```julia +let k = "evaluation_simple_varinfo_dict_from_nt" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 54.000 ns … 372.000 ns ┊ GC (min … max): 0.00% … 0.00 +% + Time (median): 59.000 ns ┊ GC (median): 0.00% + Time (mean ± σ): 59.742 ns ± 7.311 ns ┊ GC (mean ± σ): 0.00% ± 0.00 +% + + ▃ █ ▇ ▄ + ▂▁▁▂▁▁▅▁▁█▁▁█▁▁█▁▁█▁▁▁▇▁▁▄▁▁▃▁▁▂▁▁▂▁▁▂▁▁▁▂▁▁▃▁▁▃▁▁▂▁▁▂▁▁▂▁▁▂ ▃ + 54 ns Histogram: frequency by time 73 ns < + + Memory estimate: 0 bytes, allocs estimate: 0. +``` + + + + +#### `demo2` + +```julia +@model function demo2(y) + # Our prior belief about the probability of heads in a coin. + p ~ Beta(1, 1) + + # The number of observations. + N = length(y) + for n in 1:N + # Heads or tails of a coin are drawn from a Bernoulli distribution. + y[n] ~ Bernoulli(p) + end + + return (; p) +end + +model_def = demo2; +data = (rand(0:1, 10),); +``` + + + +```julia +@time model_def(data...)(); +``` + +``` +0.603370 seconds (637.06 k allocations: 42.818 MiB, 99.96% compilation ti +me) +``` + +```julia +m = time_model_def(model_def, data...); +``` + +``` +0.000010 seconds (1 allocation: 16 bytes) +``` + +```julia +suite = make_suite(m); +results = run(suite; seconds=WEAVE_ARGS[:seconds]); +``` + +```julia +results["evaluation_untyped"] +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 2.899 μs … 1.229 ms ┊ GC (min … max): 0.00% … 0.00% + Time (median): 3.172 μs ┊ GC (median): 0.00% + Time (mean ± σ): 4.411 μs ± 30.753 μs ┊ GC (mean ± σ): 0.00% ± 0.00% + + ▄▇█▆▃▁ + ▂▄███████▆▅▄▄▄▃▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▂▂▁▂▂▂▂▂▂▁▂▂▂ ▃ + 2.9 μs Histogram: frequency by time 5.41 μs < + + Memory estimate: 3.47 KiB, allocs estimate: 67. +``` + +```julia +results["evaluation_typed"] +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 308.000 ns … 355.299 μs ┊ GC (min … max): 0.00% … 0.0 +0% + Time (median): 334.000 ns ┊ GC (median): 0.00% + Time (mean ± σ): 385.875 ns ± 3.560 μs ┊ GC (mean ± σ): 0.00% ± 0.0 +0% + + ▂▅▇██▇▅▄▄▄▂▁ ▂ + ▅██████████████▇▇▇▆▇▇▇▇▇▇▆▆▅▆▅▅▆▆▆▇▆▄▅▄▄▅▅▃▄▃▄▅▁▃▅▅▄▄▃▅▁▄▄▄▄▅ █ + 308 ns Histogram: log(frequency) by time 609 ns < + + Memory estimate: 160 bytes, allocs estimate: 3. +``` + +```julia +let k = "evaluation_simple_varinfo_nt" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 153.000 ns … 16.333 μs ┊ GC (min … max): 0.00% … 0.0 +0% + Time (median): 160.000 ns ┊ GC (median): 0.00% + Time (mean ± σ): 164.726 ns ± 220.698 ns ┊ GC (mean ± σ): 0.00% ± 0.0 +0% + + ▃ ▇ █ █ █ ▅ + ▂▁▁▂▁▁▁▃▁▁▁▆▁▁▁█▁▁▁█▁▁█▁▁▁█▁▁▁█▁▁▁█▁▁▁█▁▁▆▁▁▁▄▁▁▁▃▁▁▁▃▁▁▁▃▁▁▂ ▃ + 153 ns Histogram: frequency by time 169 ns < + + Memory estimate: 0 bytes, allocs estimate: 0. +``` + +```julia +let k = "evaluation_simple_varinfo_componentarray" + haskey(results, k) && results[k] +end +``` + +``` +false +``` + +```julia +let k = "evaluation_simple_varinfo_dict" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 2.468 μs … 124.036 μs ┊ GC (min … max): 0.00% … 0.00% + Time (median): 2.649 μs ┊ GC (median): 0.00% + Time (mean ± σ): 2.901 μs ± 2.990 μs ┊ GC (mean ± σ): 0.00% ± 0.00% + + ▄██▃ + ▃█████▆▅▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▂▁▂▂ ▃ + 2.47 μs Histogram: frequency by time 5.34 μs < + + Memory estimate: 1.42 KiB, allocs estimate: 60. +``` + +```julia +let k = "evaluation_simple_varinfo_dict_from_nt" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 133.000 ns … 8.961 μs ┊ GC (min … max): 0.00% … 0.0 +0% + Time (median): 147.000 ns ┊ GC (median): 0.00% + Time (mean ± σ): 149.194 ns ± 116.622 ns ┊ GC (mean ± σ): 0.00% ± 0.0 +0% + + ▃ ▅ ▇ █ █ ▆ ▅ ▁ + ▂▁▂▁▂▁▁▂▁▃▁▃▁▁▄▁▅▁▆▁▁▇▁█▁█▁▁█▁█▁█▁▁█▁█▁█▁▁█▁▇▁▄▁▁▃▁▃▁▂▁▁▂▁▂▁▂ ▃ + 133 ns Histogram: frequency by time 159 ns < + + Memory estimate: 0 bytes, allocs estimate: 0. +``` + + + + +#### `demo3` + +```julia +@model function demo3(x) + D, N = size(x) + + # Draw the parameters for cluster 1. + μ1 ~ Normal() + + # Draw the parameters for cluster 2. + μ2 ~ Normal() + + μ = [μ1, μ2] + + # Comment out this line if you instead want to draw the weights. + w = [0.5, 0.5] + + # Draw assignments for each datum and generate it from a multivariate normal. + k = Vector{Int}(undef, N) + for i in 1:N + k[i] ~ Categorical(w) + x[:, i] ~ MvNormal([μ[k[i]], μ[k[i]]], 1.0) + end + + return (; μ1, μ2, k) +end + +model_def = demo3 + +# Construct 30 data points for each cluster. +N = 30 + +# Parameters for each cluster, we assume that each cluster is Gaussian distributed in the example. +μs = [-3.5, 0.0] + +# Construct the data points. +data = (mapreduce(c -> rand(MvNormal([μs[c], μs[c]], 1.0), N), hcat, 1:2),); +``` + + + +```julia +@time model_def(data...)(); +``` + +``` +1.297892 seconds (1.48 M allocations: 100.038 MiB, 99.83% compilation tim +e) +``` + +```julia +m = time_model_def(model_def, data...); +``` + +``` +0.000010 seconds (1 allocation: 16 bytes) +``` + +```julia +suite = make_suite(m); +results = run(suite; seconds=WEAVE_ARGS[:seconds]); +``` + +``` +Error: ArgumentError: invalid index: 1.0 of type Float64 +``` + +```julia +results["evaluation_untyped"] +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 2.899 μs … 1.229 ms ┊ GC (min … max): 0.00% … 0.00% + Time (median): 3.172 μs ┊ GC (median): 0.00% + Time (mean ± σ): 4.411 μs ± 30.753 μs ┊ GC (mean ± σ): 0.00% ± 0.00% + + ▄▇█▆▃▁ + ▂▄███████▆▅▄▄▄▃▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▂▂▁▂▂▂▂▂▂▁▂▂▂ ▃ + 2.9 μs Histogram: frequency by time 5.41 μs < + + Memory estimate: 3.47 KiB, allocs estimate: 67. +``` + +```julia +results["evaluation_typed"] +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 308.000 ns … 355.299 μs ┊ GC (min … max): 0.00% … 0.0 +0% + Time (median): 334.000 ns ┊ GC (median): 0.00% + Time (mean ± σ): 385.875 ns ± 3.560 μs ┊ GC (mean ± σ): 0.00% ± 0.0 +0% + + ▂▅▇██▇▅▄▄▄▂▁ ▂ + ▅██████████████▇▇▇▆▇▇▇▇▇▇▆▆▅▆▅▅▆▆▆▇▆▄▅▄▄▅▅▃▄▃▄▅▁▃▅▅▄▄▃▅▁▄▄▄▄▅ █ + 308 ns Histogram: log(frequency) by time 609 ns < + + Memory estimate: 160 bytes, allocs estimate: 3. +``` + +```julia +let k = "evaluation_simple_varinfo_nt" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 153.000 ns … 16.333 μs ┊ GC (min … max): 0.00% … 0.0 +0% + Time (median): 160.000 ns ┊ GC (median): 0.00% + Time (mean ± σ): 164.726 ns ± 220.698 ns ┊ GC (mean ± σ): 0.00% ± 0.0 +0% + + ▃ ▇ █ █ █ ▅ + ▂▁▁▂▁▁▁▃▁▁▁▆▁▁▁█▁▁▁█▁▁█▁▁▁█▁▁▁█▁▁▁█▁▁▁█▁▁▆▁▁▁▄▁▁▁▃▁▁▁▃▁▁▁▃▁▁▂ ▃ + 153 ns Histogram: frequency by time 169 ns < + + Memory estimate: 0 bytes, allocs estimate: 0. +``` + +```julia +let k = "evaluation_simple_varinfo_componentarray" + haskey(results, k) && results[k] +end +``` + +``` +false +``` + +```julia +let k = "evaluation_simple_varinfo_dict" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 2.468 μs … 124.036 μs ┊ GC (min … max): 0.00% … 0.00% + Time (median): 2.649 μs ┊ GC (median): 0.00% + Time (mean ± σ): 2.901 μs ± 2.990 μs ┊ GC (mean ± σ): 0.00% ± 0.00% + + ▄██▃ + ▃█████▆▅▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▂▁▂▂ ▃ + 2.47 μs Histogram: frequency by time 5.34 μs < + + Memory estimate: 1.42 KiB, allocs estimate: 60. +``` + +```julia +let k = "evaluation_simple_varinfo_dict_from_nt" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 133.000 ns … 8.961 μs ┊ GC (min … max): 0.00% … 0.0 +0% + Time (median): 147.000 ns ┊ GC (median): 0.00% + Time (mean ± σ): 149.194 ns ± 116.622 ns ┊ GC (mean ± σ): 0.00% ± 0.0 +0% + + ▃ ▅ ▇ █ █ ▆ ▅ ▁ + ▂▁▂▁▂▁▁▂▁▃▁▃▁▁▄▁▅▁▆▁▁▇▁█▁█▁▁█▁█▁█▁▁█▁█▁█▁▁█▁▇▁▄▁▁▃▁▃▁▂▁▁▂▁▂▁▂ ▃ + 133 ns Histogram: frequency by time 159 ns < + + Memory estimate: 0 bytes, allocs estimate: 0. +``` + + + + +#### `demo4`: lots of variables + +```julia +@model function demo4_1k(::Type{TV}=Vector{Float64}) where {TV} + m ~ Normal() + x = TV(undef, 1_000) + for i in eachindex(x) + x[i] ~ Normal(m, 1.0) + end + + return (; m, x) +end + +model_def = demo4_1k +data = (); +``` + + + +```julia +@time model_def(data...)(); +``` + +``` +0.650808 seconds (1.37 M allocations: 51.395 MiB, 52.80% compilation time +) +``` + +```julia +m = time_model_def(model_def, data...); +``` + +``` +0.000008 seconds +``` + +```julia +suite = make_suite(m); +results = run(suite; seconds=WEAVE_ARGS[:seconds]); +``` + +```julia +results["evaluation_untyped"] +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 429.839 μs … 209.568 ms ┊ GC (min … max): 0.00% … 99 +.63% + Time (median): 494.701 μs ┊ GC (median): 0.00% + Time (mean ± σ): 613.034 μs ± 2.157 ms ┊ GC (mean ± σ): 13.40% ± 10 +.47% + + █▇▅▄▃▂▁ ▂ + ████████▇▇▆▆▅▅▅▅▅▁▃▁▄▅▄▃▃▃▁▃▃▁▁▁▁▁▁▃▁▁▁▁▃▁▃▁▁▁▁▁▁▁▃▃▄▃▁▅▅▅▆▅▆ █ + 430 μs Histogram: log(frequency) by time 4.39 ms < + + Memory estimate: 689.03 KiB, allocs estimate: 16025. +``` + +```julia +results["evaluation_typed"] +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 92.371 μs … 269.236 ms ┊ GC (min … max): 0.00% … 99 +.92% + Time (median): 127.332 μs ┊ GC (median): 0.00% + Time (mean ± σ): 167.268 μs ± 2.697 ms ┊ GC (mean ± σ): 18.58% ± 2 +.90% + + ▃█ + ▄██▆▆▃▂▂▂▂▂▇▄▂▂▂▂▂▃▄▄▂▂▂▃▄▃▄▅▃▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁ ▂ + 92.4 μs Histogram: frequency by time 284 μs < + + Memory estimate: 102.28 KiB, allocs estimate: 2005. +``` + +```julia +let k = "evaluation_simple_varinfo_nt" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 4.406 μs … 167.457 μs ┊ GC (min … max): 0.00% … 0.00% + Time (median): 7.073 μs ┊ GC (median): 0.00% + Time (mean ± σ): 7.227 μs ± 3.472 μs ┊ GC (mean ± σ): 0.00% ± 0.00% + + ▂ ▂█▂ + ▄▄▃▃▅▄▂▂██▆████▆▄▃▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁ ▂ + 4.41 μs Histogram: frequency by time 17.5 μs < + + Memory estimate: 7.94 KiB, allocs estimate: 1. +``` + +```julia +let k = "evaluation_simple_varinfo_componentarray" + haskey(results, k) && results[k] +end +``` + +``` +false +``` + +```julia +let k = "evaluation_simple_varinfo_dict" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 173.077 μs … 252.426 ms ┊ GC (min … max): 0.00% … 99 +.81% + Time (median): 233.252 μs ┊ GC (median): 0.00% + Time (mean ± σ): 330.108 μs ± 2.589 ms ┊ GC (mean ± σ): 22.35% ± 8 +.10% + + ▂██▂ + ▄▄▃▅█████▅▄▄▃▃▃▃▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▂▂▂▂▂ ▃ + 173 μs Histogram: frequency by time 723 μs < + + Memory estimate: 352.20 KiB, allocs estimate: 14019. +``` + +```julia +let k = "evaluation_simple_varinfo_dict_from_nt" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 236.053 μs … 86.194 ms ┊ GC (min … max): 0.00% … 99. +50% + Time (median): 309.271 μs ┊ GC (median): 0.00% + Time (mean ± σ): 418.100 μs ± 1.053 ms ┊ GC (mean ± σ): 13.35% ± 7. +80% + + ▂▁██▇▅▄▄▃▃▂▂▃▂▂▂▃▃▂▂▁ ▂ + █████████████████████████▇▇▇▇▇▆▅▄▆▅▆▄▅▇▇▅▆▃▅▃▅▃▅▆▄▃▄▁▄▅▃▃▄▄▄ █ + 236 μs Histogram: log(frequency) by time 1.43 ms < + + Memory estimate: 375.45 KiB, allocs estimate: 15507. +``` + + +```julia +@model function demo4_10k(::Type{TV}=Vector{Float64}) where {TV} + m ~ Normal() + x = TV(undef, 10_000) + for i in eachindex(x) + x[i] ~ Normal(m, 1.0) + end + + return (; m, x) +end + +model_def = demo4_10k +data = (); +``` + + + +```julia +@time model_def(data...)(); +``` + +``` +32.613410 seconds (100.35 M allocations: 2.631 GiB, 1.81% gc time, 0.42% c +ompilation time) +``` + +```julia +m = time_model_def(model_def, data...); +``` + +``` +0.000003 seconds +``` + +```julia +suite = make_suite(m); +results = run(suite; seconds=WEAVE_ARGS[:seconds]); +``` + +```julia +results["evaluation_untyped"] +``` + +``` +BenchmarkTools.Trial: 1741 samples with 1 evaluation. + Range (min … max): 4.707 ms … 207.078 ms ┊ GC (min … max): 0.00% … 95.5 +9% + Time (median): 5.573 ms ┊ GC (median): 0.00% + Time (mean ± σ): 6.425 ms ± 5.103 ms ┊ GC (mean ± σ): 10.57% ± 14.1 +7% + + ▆█▃▁ + ▅▅▆█████▆▄▄▃▄▃▃▄▃▃▂▁▂▂▁▂▂▁▂▂▂▁▂▂▂▂▂▃▃▂▃▂▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁ ▂ + 4.71 ms Histogram: frequency by time 12 ms < + + Memory estimate: 6.72 MiB, allocs estimate: 160125. +``` + +```julia +results["evaluation_typed"] +``` + +``` +BenchmarkTools.Trial: 7634 samples with 1 evaluation. + Range (min … max): 849.474 μs … 273.128 ms ┊ GC (min … max): 0.00% … 99 +.42% + Time (median): 1.073 ms ┊ GC (median): 0.00% + Time (mean ± σ): 1.290 ms ± 3.206 ms ┊ GC (mean ± σ): 10.28% ± 11 +.14% + + █ + ▃▇█▆▄▃▃▃▃▃▂▂▂▂▂▂▂▂▂▁▂▂▂▂▂▂▁▂▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▁▁▁▂▂▂▂▂▂▂▂▂▂▂ ▂ + 849 μs Histogram: frequency by time 6.01 ms < + + Memory estimate: 1016.11 KiB, allocs estimate: 20008. +``` + +```julia +let k = "evaluation_simple_varinfo_nt" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 50.552 μs … 173.631 ms ┊ GC (min … max): 0.00% … 99. +85% + Time (median): 54.333 μs ┊ GC (median): 0.00% + Time (mean ± σ): 87.992 μs ± 1.738 ms ┊ GC (mean ± σ): 21.66% ± 3. +20% + + ██▅▃▂▂▂▁▂ ▂▅▅▄▃▂▂▁ ▁▁▃▃▃▂ ▁▁ ▁▁ ▂ + ██████████▇████████████████▇▇███████▇▇▇▇▇▇▆▇███▇▇▃▆▅▆▄▅▅▆▅▅▆ █ + 50.6 μs Histogram: log(frequency) by time 156 μs < + + Memory estimate: 78.17 KiB, allocs estimate: 2. +``` + +```julia +let k = "evaluation_simple_varinfo_componentarray" + haskey(results, k) && results[k] +end +``` + +``` +false +``` + +```julia +let k = "evaluation_simple_varinfo_dict" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 3189 samples with 1 evaluation. + Range (min … max): 2.228 ms … 207.975 ms ┊ GC (min … max): 0.00% … 98.4 +0% + Time (median): 2.474 ms ┊ GC (median): 0.00% + Time (mean ± σ): 3.094 ms ± 4.005 ms ┊ GC (mean ± σ): 16.85% ± 18.3 +2% + + ▅█▇▄▃▂▂▁ ▁▁ ▁ + ████████████▆▆▅▅▄▁▅▁▅▅▅▁▃▃▃▁▁▁▃▁▁▁▁▃▁▁▁▁▃▆▁▆█▇▇▇▇███▇▇▆▆▆▆▆ █ + 2.23 ms Histogram: log(frequency) by time 9.54 ms < + + Memory estimate: 3.43 MiB, allocs estimate: 140069. +``` + +```julia +let k = "evaluation_simple_varinfo_dict_from_nt" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 2750 samples with 1 evaluation. + Range (min … max): 2.661 ms … 196.827 ms ┊ GC (min … max): 0.00% … 97.9 +4% + Time (median): 2.921 ms ┊ GC (median): 0.00% + Time (mean ± σ): 3.588 ms ± 4.066 ms ┊ GC (mean ± σ): 15.38% ± 17.9 +5% + + ▅█▇▅▃▂▂▁ ▁ ▁ ▁ ▁ + ██████████▇███▇▅▃▄▄▅▃▃▁▅▁▁▃▅▁▁▁▁▁▁▃▁▁▁▁▁▁▁▇▆▆█▇█▇▇██▇█▆▇▆▆▅ █ + 2.66 ms Histogram: log(frequency) by time 9.82 ms < + + Memory estimate: 3.73 MiB, allocs estimate: 159519. +``` + + +```julia +@model function demo4_100k(::Type{TV}=Vector{Float64}) where {TV} + m ~ Normal() + x = TV(undef, 100_000) + for i in eachindex(x) + x[i] ~ Normal(m, 1.0) + end + + return (; m, x) +end + +model_def = demo4_100k +data = (); +``` + + + +```julia +@time model_def(data...)(); +``` + +``` +Error: InterruptException: +``` + +```julia +m = time_model_def(model_def, data...); +``` + +``` +0.000002 seconds +``` + +```julia +suite = make_suite(m); +results = run(suite; seconds=WEAVE_ARGS[:seconds]); +``` + +``` +Error: InterruptException: +``` + +```julia +results["evaluation_untyped"] +``` + +``` +BenchmarkTools.Trial: 1741 samples with 1 evaluation. + Range (min … max): 4.707 ms … 207.078 ms ┊ GC (min … max): 0.00% … 95.5 +9% + Time (median): 5.573 ms ┊ GC (median): 0.00% + Time (mean ± σ): 6.425 ms ± 5.103 ms ┊ GC (mean ± σ): 10.57% ± 14.1 +7% + + ▆█▃▁ + ▅▅▆█████▆▄▄▃▄▃▃▄▃▃▂▁▂▂▁▂▂▁▂▂▂▁▂▂▂▂▂▃▃▂▃▂▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁ ▂ + 4.71 ms Histogram: frequency by time 12 ms < + + Memory estimate: 6.72 MiB, allocs estimate: 160125. +``` + +```julia +results["evaluation_typed"] +``` + +``` +BenchmarkTools.Trial: 7634 samples with 1 evaluation. + Range (min … max): 849.474 μs … 273.128 ms ┊ GC (min … max): 0.00% … 99 +.42% + Time (median): 1.073 ms ┊ GC (median): 0.00% + Time (mean ± σ): 1.290 ms ± 3.206 ms ┊ GC (mean ± σ): 10.28% ± 11 +.14% + + █ + ▃▇█▆▄▃▃▃▃▃▂▂▂▂▂▂▂▂▂▁▂▂▂▂▂▂▁▂▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▁▁▁▂▂▂▂▂▂▂▂▂▂▂ ▂ + 849 μs Histogram: frequency by time 6.01 ms < + + Memory estimate: 1016.11 KiB, allocs estimate: 20008. +``` + +```julia +let k = "evaluation_simple_varinfo_nt" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 50.552 μs … 173.631 ms ┊ GC (min … max): 0.00% … 99. +85% + Time (median): 54.333 μs ┊ GC (median): 0.00% + Time (mean ± σ): 87.992 μs ± 1.738 ms ┊ GC (mean ± σ): 21.66% ± 3. +20% + + ██▅▃▂▂▂▁▂ ▂▅▅▄▃▂▂▁ ▁▁▃▃▃▂ ▁▁ ▁▁ ▂ + ██████████▇████████████████▇▇███████▇▇▇▇▇▇▆▇███▇▇▃▆▅▆▄▅▅▆▅▅▆ █ + 50.6 μs Histogram: log(frequency) by time 156 μs < + + Memory estimate: 78.17 KiB, allocs estimate: 2. +``` + +```julia +let k = "evaluation_simple_varinfo_componentarray" + haskey(results, k) && results[k] +end +``` + +``` +false +``` + +```julia +let k = "evaluation_simple_varinfo_dict" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 3189 samples with 1 evaluation. + Range (min … max): 2.228 ms … 207.975 ms ┊ GC (min … max): 0.00% … 98.4 +0% + Time (median): 2.474 ms ┊ GC (median): 0.00% + Time (mean ± σ): 3.094 ms ± 4.005 ms ┊ GC (mean ± σ): 16.85% ± 18.3 +2% + + ▅█▇▄▃▂▂▁ ▁▁ ▁ + ████████████▆▆▅▅▄▁▅▁▅▅▅▁▃▃▃▁▁▁▃▁▁▁▁▃▁▁▁▁▃▆▁▆█▇▇▇▇███▇▇▆▆▆▆▆ █ + 2.23 ms Histogram: log(frequency) by time 9.54 ms < + + Memory estimate: 3.43 MiB, allocs estimate: 140069. +``` + +```julia +let k = "evaluation_simple_varinfo_dict_from_nt" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 2750 samples with 1 evaluation. + Range (min … max): 2.661 ms … 196.827 ms ┊ GC (min … max): 0.00% … 97.9 +4% + Time (median): 2.921 ms ┊ GC (median): 0.00% + Time (mean ± σ): 3.588 ms ± 4.066 ms ┊ GC (mean ± σ): 15.38% ± 17.9 +5% + + ▅█▇▅▃▂▂▁ ▁ ▁ ▁ ▁ + ██████████▇███▇▅▃▄▄▅▃▃▁▅▁▁▃▅▁▁▁▁▁▁▃▁▁▁▁▁▁▁▇▆▆█▇█▇▇██▇█▆▇▆▆▅ █ + 2.66 ms Histogram: log(frequency) by time 9.82 ms < + + Memory estimate: 3.73 MiB, allocs estimate: 159519. +``` + + + + +#### `demo4_dotted`: `.~` for large number of variables + +```julia +@model function demo4_100k_dotted(::Type{TV}=Vector{Float64}) where {TV} + m ~ Normal() + x = TV(undef, 100_000) + x .~ Normal(m, 1.0) + + return (; m, x) +end + +model_def = demo4_100k_dotted +data = (); +``` + + + +```julia +@time model_def(data...)(); +``` + +``` +Error: InterruptException: +``` + +```julia +m = time_model_def(model_def, data...); +``` + +``` +0.000003 seconds +``` + +```julia +suite = make_suite(m); +results = run(suite; seconds=WEAVE_ARGS[:seconds]); +``` + +``` +Error: InterruptException: +``` + +```julia +results["evaluation_untyped"] +``` + +``` +BenchmarkTools.Trial: 1741 samples with 1 evaluation. + Range (min … max): 4.707 ms … 207.078 ms ┊ GC (min … max): 0.00% … 95.5 +9% + Time (median): 5.573 ms ┊ GC (median): 0.00% + Time (mean ± σ): 6.425 ms ± 5.103 ms ┊ GC (mean ± σ): 10.57% ± 14.1 +7% + + ▆█▃▁ + ▅▅▆█████▆▄▄▃▄▃▃▄▃▃▂▁▂▂▁▂▂▁▂▂▂▁▂▂▂▂▂▃▃▂▃▂▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁ ▂ + 4.71 ms Histogram: frequency by time 12 ms < + + Memory estimate: 6.72 MiB, allocs estimate: 160125. +``` + +```julia +results["evaluation_typed"] +``` + +``` +BenchmarkTools.Trial: 7634 samples with 1 evaluation. + Range (min … max): 849.474 μs … 273.128 ms ┊ GC (min … max): 0.00% … 99 +.42% + Time (median): 1.073 ms ┊ GC (median): 0.00% + Time (mean ± σ): 1.290 ms ± 3.206 ms ┊ GC (mean ± σ): 10.28% ± 11 +.14% + + █ + ▃▇█▆▄▃▃▃▃▃▂▂▂▂▂▂▂▂▂▁▂▂▂▂▂▂▁▂▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▁▁▁▂▂▂▂▂▂▂▂▂▂▂ ▂ + 849 μs Histogram: frequency by time 6.01 ms < + + Memory estimate: 1016.11 KiB, allocs estimate: 20008. +``` + +```julia +let k = "evaluation_simple_varinfo_nt" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 10000 samples with 1 evaluation. + Range (min … max): 50.552 μs … 173.631 ms ┊ GC (min … max): 0.00% … 99. +85% + Time (median): 54.333 μs ┊ GC (median): 0.00% + Time (mean ± σ): 87.992 μs ± 1.738 ms ┊ GC (mean ± σ): 21.66% ± 3. +20% + + ██▅▃▂▂▂▁▂ ▂▅▅▄▃▂▂▁ ▁▁▃▃▃▂ ▁▁ ▁▁ ▂ + ██████████▇████████████████▇▇███████▇▇▇▇▇▇▆▇███▇▇▃▆▅▆▄▅▅▆▅▅▆ █ + 50.6 μs Histogram: log(frequency) by time 156 μs < + + Memory estimate: 78.17 KiB, allocs estimate: 2. +``` + +```julia +let k = "evaluation_simple_varinfo_componentarray" + haskey(results, k) && results[k] +end +``` + +``` +false +``` + +```julia +let k = "evaluation_simple_varinfo_dict" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 3189 samples with 1 evaluation. + Range (min … max): 2.228 ms … 207.975 ms ┊ GC (min … max): 0.00% … 98.4 +0% + Time (median): 2.474 ms ┊ GC (median): 0.00% + Time (mean ± σ): 3.094 ms ± 4.005 ms ┊ GC (mean ± σ): 16.85% ± 18.3 +2% + + ▅█▇▄▃▂▂▁ ▁▁ ▁ + ████████████▆▆▅▅▄▁▅▁▅▅▅▁▃▃▃▁▁▁▃▁▁▁▁▃▁▁▁▁▃▆▁▆█▇▇▇▇███▇▇▆▆▆▆▆ █ + 2.23 ms Histogram: log(frequency) by time 9.54 ms < + + Memory estimate: 3.43 MiB, allocs estimate: 140069. +``` + +```julia +let k = "evaluation_simple_varinfo_dict_from_nt" + haskey(results, k) && results[k] +end +``` + +``` +BenchmarkTools.Trial: 2750 samples with 1 evaluation. + Range (min … max): 2.661 ms … 196.827 ms ┊ GC (min … max): 0.00% … 97.9 +4% + Time (median): 2.921 ms ┊ GC (median): 0.00% + Time (mean ± σ): 3.588 ms ± 4.066 ms ┊ GC (mean ± σ): 15.38% ± 17.9 +5% + + ▅█▇▅▃▂▂▁ ▁ ▁ ▁ ▁ + ██████████▇███▇▅▃▄▄▅▃▃▁▅▁▁▃▅▁▁▁▁▁▁▃▁▁▁▁▁▁▁▇▆▆█▇█▇▇██▇█▆▇▆▆▅ █ + 2.66 ms Histogram: log(frequency) by time 9.82 ms < + + Memory estimate: 3.73 MiB, allocs estimate: 159519. +``` + + + diff --git a/benchmarks/results/release-0.30.1/demo1_benchmarks.json b/benchmarks/results/release-0.30.1/demo1_benchmarks.json new file mode 100644 index 000000000..d3d0e6fdc --- /dev/null +++ b/benchmarks/results/release-0.30.1/demo1_benchmarks.json @@ -0,0 +1,120166 @@ +[ + { + "Julia": "1.10.5", + "BenchmarkTools": "1.5.0" + }, + [ + [ + "BenchmarkGroup", + { + "data": { + "evaluation_typed": [ + "Trial", + { + "allocs": 3, + "gctimes": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 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\ No newline at end of file diff --git a/benchmarks/results/release-0.30.1/demo3_benchmarks.json b/benchmarks/results/release-0.30.1/demo3_benchmarks.json new file mode 100644 index 000000000..d1efbdd24 --- /dev/null +++ b/benchmarks/results/release-0.30.1/demo3_benchmarks.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/benchmarks/results/release-0.30.1/demo4_100k_benchmarks.json b/benchmarks/results/release-0.30.1/demo4_100k_benchmarks.json new file mode 100644 index 000000000..98138441f --- /dev/null +++ b/benchmarks/results/release-0.30.1/demo4_100k_benchmarks.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/benchmarks/results/release-0.30.1/demo4_100k_dotted_benchmarks.json b/benchmarks/results/release-0.30.1/demo4_100k_dotted_benchmarks.json new file mode 100644 index 000000000..98138441f --- /dev/null +++ b/benchmarks/results/release-0.30.1/demo4_100k_dotted_benchmarks.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/benchmarks/results/release-0.30.1/demo4_10k_benchmarks.json b/benchmarks/results/release-0.30.1/demo4_10k_benchmarks.json new file mode 100644 index 000000000..98138441f --- /dev/null +++ b/benchmarks/results/release-0.30.1/demo4_10k_benchmarks.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/benchmarks/results/release-0.30.1/demo4_1k_benchmarks.json b/benchmarks/results/release-0.30.1/demo4_1k_benchmarks.json new file mode 100644 index 000000000..eac1031e0 --- /dev/null +++ b/benchmarks/results/release-0.30.1/demo4_1k_benchmarks.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/benchmarks/src/DynamicPPLBenchmarks.jl b/benchmarks/src/DynamicPPLBenchmarks.jl index d9af7bf50..670cbb282 100644 --- a/benchmarks/src/DynamicPPLBenchmarks.jl +++ b/benchmarks/src/DynamicPPLBenchmarks.jl @@ -2,6 +2,9 @@ module DynamicPPLBenchmarks using DynamicPPL using BenchmarkTools +using InteractiveUtils + +using ComponentArrays: ComponentArrays using Weave: Weave using Markdown: Markdown @@ -33,6 +36,44 @@ function benchmark_typed_varinfo!(suite, m) return suite end +function benchmark_simple_varinfo_namedtuple!(suite, m) + # We expect the model to return the random variables as a `NamedTuple`. + retvals = m() + + # Populate. + vi = SimpleVarInfo{Float64}(retvals) + vi_ca = SimpleVarInfo{Float64}(ComponentArrays.ComponentArray(retvals)) + + # Evaluate. + suite["evaluation_simple_varinfo_nt"] = @benchmarkable $m($vi, $(DefaultContext())) + suite["evaluation_simple_varinfo_componentarrays"] = @benchmarkable $m( + $vi_ca, $(DefaultContext()) + ) + return suite +end + +function benchmark_simple_varinfo_dict!(suite, m) + # Populate. + vi = SimpleVarInfo{Float64}(Dict()) + retvals = m(vi) + + # Evaluate. + suite["evaluation_simple_varinfo_dict"] = @benchmarkable $m($vi, $(DefaultContext())) + + # We expect the model to return the random variables as a `NamedTuple`. + vns = map(keys(retvals)) do k + VarName{k}() + end + vi = SimpleVarInfo{Float64}(Dict(zip(vns, values(retvals)))) + + # Evaluate. + suite["evaluation_simple_varinfo_dict_from_nt"] = @benchmarkable $m( + $vi, $(DefaultContext()) + ) + + return suite +end + function typed_code(m, vi=VarInfo(m)) rng = Random.MersenneTwister(42) spl = SampleFromPrior() @@ -52,6 +93,11 @@ function make_suite(model) benchmark_untyped_varinfo!(suite, model) benchmark_typed_varinfo!(suite, model) + if isdefined(DynamicPPL, :SimpleVarInfo) + benchmark_simple_varinfo_namedtuple!(suite, model) + benchmark_simple_varinfo_dict!(suite, model) + end + return suite end @@ -152,6 +198,7 @@ function weave_benchmarks( name=default_name(; include_commit_id=include_commit_id), name_old=nothing, include_typed_code=false, + seconds=10, doctype="github", outpath="results/$(name)/", kwargs..., @@ -160,6 +207,7 @@ function weave_benchmarks( :benchmarkbody => benchmarkbody, :name => name, :include_typed_code => include_typed_code, + :seconds => seconds, ) if !isnothing(name_old) args[:name_old] = name_old @@ -169,4 +217,36 @@ function weave_benchmarks( return Weave.weave(input, doctype; out_path=outpath, args=args, kwargs...) end +function display_environment() + display("text/markdown", "Computer Information:") + vinfo = sprint(InteractiveUtils.versioninfo) + display( + "text/markdown", + """ +``` +$(vinfo) +``` +""", + ) + + ctx = Pkg.API.Context() + + pkg_status = let io = IOBuffer() + Pkg.status(Pkg.API.Context(); io=io) + String(take!(io)) + end + + display( + "text/markdown", + """ +Package Information: +""", + ) + + md = "```\n$(pkg_status)\n```" + return display("text/markdown", md) +end + +include("tables.jl") + end # module diff --git a/benchmarks/src/tables.jl b/benchmarks/src/tables.jl new file mode 100644 index 000000000..6a5646212 --- /dev/null +++ b/benchmarks/src/tables.jl @@ -0,0 +1,234 @@ +using BenchmarkTools, Tables, PrettyTables, DrWatson + +####################### +# `TrialJudgementRow` # +####################### +struct TrialJudgementRow{names,Textras} <: Tables.AbstractRow + group::String + judgement::BenchmarkTools.TrialJudgement + extras::NamedTuple{names,Textras} +end + +function TrialJudgementRow(group::String, judgement::BenchmarkTools.TrialJudgement) + return TrialJudgementRow(group, judgement, NamedTuple()) +end + +function Tables.columnnames(::Type{TrialJudgementRow}) + return ( + :group, + :time, + :time_judgement, + :gctime, + :memory, + :memory_judgement, + :allocs, + :time_tolerance, + :memory_tolerance, + ) +end +# Dispatch needs to include all type-parameters because Tables.jl is a bit too aggressive +# when it comes to overloading this. +function Tables.columnnames(::Type{TrialJudgementRow{names,Textras}}) where {names,Textras} + return (Tables.columnnames(TrialJudgementRow)..., names...) +end +Tables.columnnames(row::TrialJudgementRow) = Tables.columnnames(typeof(row)) +function Tables.getcolumn(row::TrialJudgementRow, i::Int) + return Tables.getcolumn(row, Tables.columnnames(row)[i]) +end +function Tables.getcolumn(row::TrialJudgementRow, name::Symbol) + # NOTE: We need to use `getfield` below because `getproperty` is overloaded by Tables.jl + # and so we'll get a `StackOverflowError` if we try to do something like `row.group`. + return if name === :group + getfield(row, name) + elseif name in Tables.columnnames(TrialJudgementRow) + # `name` is one of the default columns + j = getfield(row, :judgement) + if name === :time_judgement + j.time + elseif name === :memory_judgement + j.memory + elseif name === :time_tolerance + params(j).time_tolerance + elseif name === :memory_tolerance + params(j).memory_tolerance + else + # Defer the rest to the `TrialRatio`. + r = j.ratio + getfield(r, name) + end + else + # One of `row.extras` + extras = getfield(row, :extras) + getfield(extras, name) + end +end + +Tables.istable(rows::Vector{<:TrialJudgementRow}) = true + +Tables.rows(rows::Vector{<:TrialJudgementRow}) = rows +Tables.rowaccess(rows::Vector{<:TrialJudgementRow}) = true + +# Because DataFrames.jl doesn't respect the `columnaccess`: +# https://github.com/JuliaData/DataFrames.jl/blob/2b9f6673547259bab9fb3bf3b5224eebc7b11ecd/src/other/tables.jl#L48-L61. +Tables.columnaccess(rows::Vector{<:TrialJudgementRow}) = true +function Tables.columns(rows::Vector{<:TrialJudgementRow}) + return (; + ((name, getproperty.(rows, name)) for name in Tables.columnnames(eltype(rows)))... + ) +end + +######################### +# PrettyTables.jl usage # +######################### +function make_highlighter_judgement(isgood) + function highlighter_judgement(data::Vector{<:TrialJudgementRow}, i, j) + names = Tables.columnnames(eltype(data)) + name = names[j] + row = data[i] + x = row[j] + + if name === :time || name === :time_judgement + j = row[:time_judgement] + if j === :improvement + return isgood + elseif j === :regression + return !isgood + end + elseif name === :memory || name === :memory_judgement + j = row[:memory_judgement] + if j === :improvement + return isgood + elseif j === :regression + return !isgood + end + end + + return false + end + + return highlighter_judgement +end + +function make_formatter(data::Vector{<:TrialJudgementRow}) + names = Tables.columnnames(eltype(data)) + function formatter_judgement(x, i, j) + name = names[j] + + if name in (:time, :memory, :allocs, :gctime) + return BenchmarkTools.prettydiff(x) + elseif name in (:time_tolerance, :memory_tolerance) + return BenchmarkTools.prettypercent(x) + end + + return x + end + + return formatter_judgement +end + +function Base.show(io::IO, ::MIME"text/plain", rows::Vector{<:TrialJudgementRow}) + hgood = Highlighter(make_highlighter_judgement(true); foreground=:green, bold=true) + hbad = Highlighter(make_highlighter_judgement(false); foreground=:red, bold=true) + formatter = make_formatter(rows) + return pretty_table(io, rows; highlighters=(hgood, hbad), formatters=(formatter,)) +end + +function Base.show(io::IO, ::MIME"text/html", rows::Vector{<:TrialJudgementRow}) + hgood = HTMLHighlighter( + make_highlighter_judgement(true), + HTMLDecoration(; color="green", font_weight="bold"), + ) + hbad = HTMLHighlighter( + make_highlighter_judgement(false), HTMLDecoration(; color="red", font_weight="bold") + ) + formatter = make_formatter(rows) + return pretty_table( + io, + rows; + backend=Val(:html), + highlighters=(hgood, hbad), + formatters=(formatter,), + tf=PrettyTables.tf_html_minimalist, + ) +end + +######################################################### +# Make it more convenient to load benchmarks into table # +######################################################### +function judgementtable( + results::AbstractVector, + results_old::AbstractVector, + extras=fill(NamedTuple(), length(results)); + stat=minimum, +) + @assert length(results_old) == length(results) "benchmarks have different lengths" + + return collect( + TrialJudgementRow( + groupname, + judge(stat(results[i][groupname]), stat(results_old[i][groupname])), + extras[i], + ) for i in eachindex(results) for + groupname in keys(results[i]) if groupname in keys(results_old[i]) + ) +end + +function judgementtable(name::String, name_old::String; kwargs...) + model_names = + map(filter(endswith("_benchmarks.json"), readdir(projectdir("results", name)))) do x + # Strip the suffix. + x[1:(end - 5)] + end + + results = [] + results_old = [] + for model_name in model_names + append!( + results, BenchmarkTools.load(projectdir("results", name, "$(model_name).json")) + ) + append!( + results_old, + BenchmarkTools.load(projectdir("results", name_old, "$(model_name).json")), + ) + end + + extras = [(model_name=model_name,) for model_name in model_names] + + return judgementtable(results, results_old, extras; kwargs...) +end + +function judgementtable_single( + results::AbstractVector, + reference_group::AbstractString, + extras=fill(NamedTuple(), length(results)); + stat=minimum, +) + return collect( + TrialJudgementRow( + groupname, + judge(stat(results[i][groupname]), stat(results[i][reference_group])), + extras[i], + ) for i in eachindex(results) for groupname in keys(results[i]) + ) +end + +function judgementtable_single( + name::AbstractString, reference_group::AbstractString; kwargs... +) + model_names = + map(filter(endswith("_benchmarks.json"), readdir(projectdir("results", name)))) do x + # Strip the suffix. + x[1:(end - 5)] + end + + results = [] + for model_name in model_names + append!( + results, BenchmarkTools.load(projectdir("results", name, "$(model_name).json")) + ) + end + + extras = [(model_name=model_name,) for model_name in model_names] + + return judgementtable_single(results, reference_group, extras; kwargs...) +end