diff --git a/.buildkite/pipeline.yml b/.buildkite/pipeline.yml index 3cc99e534..952f967c3 100644 --- a/.buildkite/pipeline.yml +++ b/.buildkite/pipeline.yml @@ -19,7 +19,12 @@ steps: queue: "juliaecosystem" os: "macos" arch: "aarch64" - if: build.message !~ /\[skip tests\]/ + if: | + build.message =~ /\[only tests\]/ || + build.message =~ /\[only julia\]/ || + build.message !~ /\[only/ && !build.pull_request.draft && + build.message !~ /\[skip tests\]/ && + build.message !~ /\[skip julia\]/ timeout_in_minutes: 60 matrix: setup: @@ -46,7 +51,12 @@ steps: queue: "juliaecosystem" os: "macos" arch: "aarch64" - if: build.message !~ /\[skip tests\]/ && !build.pull_request.draft + if: | + build.message =~ /\[only tests\]/ || + build.message =~ /\[only special\]/ || + build.message !~ /\[only/ && !build.pull_request.draft && + build.message !~ /\[skip tests\]/ && + build.message !~ /\[skip special\]/ timeout_in_minutes: 60 matrix: setup: @@ -75,7 +85,12 @@ steps: queue: "juliaecosystem" os: "macos" arch: "aarch64" - if: build.message !~ /\[skip tests\]/ && !build.pull_request.draft + if: | + build.message =~ /\[only tests\]/ || + build.message =~ /\[only special\]/ || + build.message !~ /\[only/ && !build.pull_request.draft && + build.message !~ /\[skip tests\]/ && + build.message !~ /\[skip special\]/ timeout_in_minutes: 60 - label: "Opaque pointers" plugins: @@ -95,5 +110,114 @@ steps: queue: "juliaecosystem" os: "macos" arch: "aarch64" - if: build.message !~ /\[skip tests\]/ && !build.pull_request.draft + if: | + build.message =~ /\[only tests\]/ || + build.message =~ /\[only special\]/ || + build.message !~ /\[only/ && !build.pull_request.draft && + build.message !~ /\[skip tests\]/ && + build.message !~ /\[skip special\]/ timeout_in_minutes: 60 + + # we want to benchmark every commit on the master branch, even if it failed CI + - wait: ~ + # continue_on_failure: true + + - group: ":racehorse: Benchmarks" + steps: + - label: "Metal: Run Benchmarks" + plugins: + - JuliaCI/julia#v1: + version: "1.10" + command: | + julia --project=perf -e ' + using Pkg + + println("--- :julia: Instantiating project") + Pkg.develop([PackageSpec(path=pwd())]) + Pkg.instantiate() + push!(LOAD_PATH, @__DIR__) + + println("+++ :julia: Benchmarking") + include("perf/runbenchmarks.jl")' + artifact_paths: + - "benchmarkresults.json" + agents: + queue: "juliaecosystem" + os: "macos" + arch: "aarch64" + if: | + build.message =~ /\[only benchmarks\]/ || + build.message !~ /\[only/ && !build.pull_request.draft && + build.message !~ /\[skip benchmarks\]/ + timeout_in_minutes: 30 + # - label: "Benchmarks (dry run)" + # plugins: + # - JuliaCI/julia#v1: + # version: "1.10" + # command: | + # julia --project -e ' + # using Pkg + + # println("--- :julia: Instantiating project") + # Pkg.resolve() + # Pkg.instantiate() + # Pkg.activate("perf") + # Pkg.resolve() + # Pkg.instantiate() + # push!(LOAD_PATH, @__DIR__) + + # println("+++ :julia: Benchmarking") + # include("perf/runbenchmarks.jl")' + # artifact_paths: + # - "results.json" + # agents: + # queue: "juliaecosystem" + # os: "macos" + # arch: "aarch64" + # if: | + # build.message =~ /\[only benchmarks\]/ || + # build.message !~ /\[only/ && !build.pull_request.draft && + # build.message !~ /\[skip benchmarks\]/ + # timeout_in_minutes: 30 + + # if we will submit results, use the benchmark queue so that we will + # be running on the same system each time + # - label: "Benchmarks on Julia {{matrix.julia}}" + # plugins: + # - JuliaCI/julia#v1: + # version: "{{matrix.julia}}" + # env: + # BENCHMARKS: "true" + # CODESPEED_PROJECT: "$BUILDKITE_PIPELINE_NAME" + # CODESPEED_BRANCH: "$BUILDKITE_BRANCH" + # CODESPEED_COMMIT: "$BUILDKITE_COMMIT" + # CODESPEED_EXECUTABLE: "Julia {{matrix.julia}}" + # command: | + # julia --project -e ' + # using Pkg + # ENV["CODESPEED_ENVIRONMENT"] = ENV["BUILDKITE_AGENT_NAME"] + + # println("--- :julia: Instantiating project") + # Pkg.resolve() + # Pkg.instantiate() + # Pkg.activate("perf") + # Pkg.resolve() + # Pkg.instantiate() + # push!(LOAD_PATH, @__DIR__) + + # println("+++ :julia: Benchmarking") + # include("perf/runbenchmarks.jl")' + # agents: + # queue: "benchmark" + # gpu: "rtx2070" + # cuda: "*" + # if: | + # build.branch =~ /^master$$/ && build.message =~ /\[only benchmarks\]/ || + # build.branch =~ /^master$$/ && build.message !~ /\[only/ && + # build.message !~ /\[skip benchmarks\]/ + # matrix: + # setup: + # julia: + # - "1.10" + # - "1.11" + # timeout_in_minutes: 30 diff --git a/.github/workflows/Benchmark.yml b/.github/workflows/Benchmark.yml new file mode 100644 index 000000000..9c43a8417 --- /dev/null +++ b/.github/workflows/Benchmark.yml @@ -0,0 +1,63 @@ +name: Benchmarks +permissions: + contents: write # contents permission to update benchmark contents in gh-pages branch + statuses: read + deployments: write # deployments permission to deploy GitHub pages website + pull-requests: write + +on: + pull_request: + branches: + - main + paths: + - "src/**/*" + - "ext/**/*" + - "perf/**/*" + - ".buildkite/**/*" + - "Project.toml" + - ".github/workflows/Benchmark.yml" + push: + branches: + - main + paths: + - "src/**/*" + - "ext/**/*" + - "benchmarks/**/*" + - ".buildkite/**/*" + - "Project.toml" + - ".github/workflows/Benchmark.yml" + +jobs: + benchmark: + if: ${{ !contains(github.event.head_commit.message, '[skip benchmarks]') }} + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - name: Download Buildkite Artifacts + id: download + uses: EnricoMi/download-buildkite-artifact-action@v1 + with: + buildkite_token: ${{ secrets.BUILDKITE_TOKEN }} + ignore_build_states: blocked,canceled,skipped,not_run,failed + ignore_job_states: timed_out,failed + output_path: artifacts + + - name: Locate Benchmarks Artifact + id: locate + if: ${{ steps.download.outputs.download-state == 'success' }} + run: echo "path=$(find artifacts -type f -name benchmarkresults.json 2>/dev/null)" >> $GITHUB_OUTPUT + + - name: Upload Benchmark Results + if: ${{ steps.locate.outputs.path != '' }} + uses: benchmark-action/github-action-benchmark@v1 + with: + name: Metal Benchmarks + tool: "julia" + output-file-path: ${{ steps.locate.outputs.path }} + benchmark-data-dir-path: "" + github-token: ${{ secrets.GITHUB_TOKEN }} + comment-always: true + summary-always: true + alert-threshold: "150%" + fail-on-alert: false + auto-push: ${{ github.event_name != 'pull_request' }} diff --git a/perf/.gitignore b/perf/.gitignore new file mode 100644 index 000000000..124aa781c --- /dev/null +++ b/perf/.gitignore @@ -0,0 +1,2 @@ +results.json +reference.json diff --git a/perf/Project.toml b/perf/Project.toml new file mode 100644 index 000000000..decfbe75f --- /dev/null +++ b/perf/Project.toml @@ -0,0 +1,7 @@ +[deps] +BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf" +HTTP = "cd3eb016-35fb-5094-929b-558a96fad6f3" +JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6" +Metal = "dde4c033-4e86-420c-a63e-0dd931031962" +StableRNGs = "860ef19b-820b-49d6-a774-d7a799459cd3" +StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" diff --git a/perf/array.jl b/perf/array.jl new file mode 100644 index 000000000..0c57a7dfa --- /dev/null +++ b/perf/array.jl @@ -0,0 +1,110 @@ +group = addgroup!(SUITE, "array") + +const m = 512 +const n = 1000 + +# generate some arrays +cpu_mat = rand(rng, Float32, m, n) +gpu_mat = MtlArray{Float32}(undef, size(cpu_mat)) +gpu_vec = reshape(gpu_mat, length(gpu_mat)) +gpu_arr_3d = reshape(gpu_mat, (m, 40, 25)) +gpu_arr_4d = reshape(gpu_mat, (m, 10, 10, 10)) +gpu_mat_ints = MtlArray(rand(rng, Int, m, n)) +gpu_vec_ints = reshape(gpu_mat_ints, length(gpu_mat_ints)) +gpu_mat_bools = MtlArray(rand(rng, Bool, m, n)) +gpu_vec_bools = reshape(gpu_mat_bools, length(gpu_mat_bools)) + +group["construct"] = @benchmarkable MtlArray{Int}(undef, 1) + +group["copy"] = @async_benchmarkable copy($gpu_mat) + +gpu_mat2 = copy(gpu_mat) +let group = addgroup!(group, "copyto!") + group["cpu_to_gpu"] = @async_benchmarkable copyto!($gpu_mat, $cpu_mat) + group["gpu_to_cpu"] = @async_benchmarkable copyto!($cpu_mat, $gpu_mat) + group["gpu_to_gpu"] = @async_benchmarkable copyto!($gpu_mat2, $gpu_mat) +end + +let group = addgroup!(group, "iteration") + group["scalar"] = @benchmarkable Metal.@allowscalar [$gpu_vec[i] for i in 1:10] + + group["logical"] = @benchmarkable $gpu_vec[$gpu_vec_bools] + + let group = addgroup!(group, "findall") + group["bool"] = @benchmarkable findall($gpu_vec_bools) + group["int"] = @benchmarkable findall(isodd, $gpu_vec_ints) + end + + let group = addgroup!(group, "findfirst") + group["bool"] = @benchmarkable findfirst($gpu_vec_bools) + group["int"] = @benchmarkable findfirst(isodd, $gpu_vec_ints) + end + + let group = addgroup!(group, "findmin") # findmax + group["1d"] = @async_benchmarkable findmin($gpu_vec) + group["2d"] = @async_benchmarkable findmin($gpu_mat; dims=1) + end +end + +# let group = addgroup!(group, "reverse") +# group["1d"] = @async_benchmarkable reverse($gpu_vec) +# group["2d"] = @async_benchmarkable reverse($gpu_mat; dims=1) +# group["1d_inplace"] = @async_benchmarkable reverse!($gpu_vec) +# group["2d_inplace"] = @async_benchmarkable reverse!($gpu_mat; dims=1) +# end + +group["broadcast"] = @async_benchmarkable $gpu_mat .= 0f0 + +# no need to test inplace version, which performs the same operation (but with an alloc) +let group = addgroup!(group, "accumulate") + group["1d"] = @async_benchmarkable accumulate(+, $gpu_vec) + group["2d"] = @async_benchmarkable accumulate(+, $gpu_mat; dims=1) +end + +let group = addgroup!(group, "reductions") + let group = addgroup!(group, "reduce") + group["1d"] = @async_benchmarkable reduce(+, $gpu_vec) + group["2d"] = @async_benchmarkable reduce(+, $gpu_mat; dims=1) + end + + let group = addgroup!(group, "mapreduce") + group["1d"] = @async_benchmarkable mapreduce(x->x+1, +, $gpu_vec) + group["2d"] = @async_benchmarkable mapreduce(x->x+1, +, $gpu_mat; dims=1) + end + + # used by sum, prod, minimum, maximum, all, any, count +end + +let group = addgroup!(group, "random") + let group = addgroup!(group, "rand") + group["Float32"] = @async_benchmarkable Metal.rand(Float32, m*n) + group["Int64"] = @async_benchmarkable Metal.rand(Int64, m*n) + end + + let group = addgroup!(group, "rand!") + group["Float32"] = @async_benchmarkable Metal.rand!($gpu_vec) + group["Int64"] = @async_benchmarkable Metal.rand!($gpu_vec_ints) + end + + let group = addgroup!(group, "randn") + group["Float32"] = @async_benchmarkable Metal.randn(Float32, m*n) + # group["Int64"] = @async_benchmarkable Metal.randn(Int64, m*n) + end + + let group = addgroup!(group, "randn!") + group["Float32"] = @async_benchmarkable Metal.randn!($gpu_vec) + # group["Int64"] = @async_benchmarkable Metal.randn!($gpu_vec_ints) + end +end + +# let group = addgroup!(group, "sorting") +# group["1d"] = @async_benchmarkable sort($gpu_vec) +# group["2d"] = @async_benchmarkable sort($gpu_mat; dims=1) +# group["by"] = @async_benchmarkable sort($gpu_vec; by=sin) +# end + +let group = addgroup!(group, "permutedims") + group["2d"] = @async_benchmarkable permutedims($gpu_mat, (2,1)) + group["3d"] = @async_benchmarkable permutedims($gpu_arr_3d, (3,1,2)) + group["4d"] = @async_benchmarkable permutedims($gpu_arr_4d, (2,1,4,3)) +end diff --git a/perf/byval.jl b/perf/byval.jl new file mode 100644 index 000000000..71a80cb6e --- /dev/null +++ b/perf/byval.jl @@ -0,0 +1,78 @@ +module ByVal + +using Metal, BenchmarkTools, Random + +const threads = 256 + +# simple add matrixes kernel +function kernel_add_mat(n, x1, x2, y) + i = (threadgroup_position_in_grid_2d().x-1) * threadgroups_per_grid_2d().x + thread_position_in_threadgroup_2d().x + if i <= n + @inbounds y[i] = x1[i] + x2[i] + end + return +end + +@inline get_inputs3(indx_y, a, b, c) = (a, b, c) +@inline get_inputs3(indx_y, a1, a2, b1, b2, c1, c2) = indx_y == 1 ? (a1, b1, c1) : (a2, b2, c2) +@inline get_inputs3(indx_y, a1, a2, a3, b1, b2, b3, c1, c2, c3) = indx_y == 1 ? (a1, b1, c1) : indx_y == 2 ? (a2, b2, c2) : (a3, b3, c3) + +# add arrays of matrixes kernel +function kernel_add_mat_z_slices(n, vararg...) + x1, x2, y = get_inputs3(threadgroup_position_in_grid_2d().y, vararg...) + i = (threadgroup_position_in_grid_2d().x-1) * threadgroups_per_grid_2d().x + thread_position_in_threadgroup_2d().x + if i <= n + @inbounds y[i] = x1[i] + x2[i] + end + return +end + +function add_z_slices!(y, x1, x2) + m1, n1 = size(x1[1]) #get size of first slice + groups = (m1 * n1 + threads - 1) ÷ threads + # get length(x1) more groups than needed to process 1 slice + @metal groups = groups, length(x1) threads = threads kernel_add_mat_z_slices(m1 * n1, x1..., x2..., y...) +end + +function add!(y, x1, x2) + m1, n1 = size(x1) + groups = (m1 * n1 + threads - 1) ÷ threads + @metal groups = (groups, 1) threads = threads kernel_add_mat(m1 * n1, x1, x2, y) +end + +function main() + results = BenchmarkGroup() + + num_z_slices = 3 + Random.seed!(1) + + #m, n = 7, 5 # tiny to measure overhead + #m, n = 521, 111 + #m, n = 1521, 1111 + #m, n = 3001, 1511 # prime numbers to test memory access correctness + m, n = 3072, 1536 # 256 multiplier + #m, n = 6007, 3001 # prime numbers to test memory access correctness + + x1 = [mtl(randn(Float32, (m, n)) .+ Float32(0.5)) for i = 1:num_z_slices] + x2 = [mtl(randn(Float32, (m, n)) .+ Float32(0.5)) for i = 1:num_z_slices] + y1 = [similar(x1[1]) for i = 1:num_z_slices] + + # reference down to bones add on GPU + results["reference"] = @benchmark Metal.@sync add!($y1[1], $x1[1], $x2[1]) + + # adding arrays in an array + for slices = 1:num_z_slices + results["slices=$slices"] = @benchmark Metal.@sync add_z_slices!($y1[1:$slices], $x1[1:$slices], $x2[1:$slices]) + end + + # BenchmarkTools captures inputs, JuliaCI/BenchmarkTools.jl#127, so forcibly free them + Metal.unsafe_free!.(x1) + Metal.unsafe_free!.(x2) + Metal.unsafe_free!.(y1) + + return results +end + +end + +ByVal.main() diff --git a/perf/kernel.jl b/perf/kernel.jl new file mode 100644 index 000000000..925fbfc8f --- /dev/null +++ b/perf/kernel.jl @@ -0,0 +1,35 @@ +# using GPUArrays + +group = addgroup!(SUITE, "kernel") + +group["launch"] = @benchmarkable @metal identity(nothing) + +# group["occupancy"] = @benchmarkable begin +# kernel = @metal launch=false identity(nothing) +# GPUArrays.launch_heuristic(Metal.mtlArrayBackend(), kernel.f; elements=1, elements_per_thread=1) +# return +# end + +src = Metal.rand(Float32, 512, 1000) +dest = similar(src) +function indexing_kernel(dest, src) + i = (threadgroup_position_in_grid_2d().x-1) * threadgroups_per_grid_2d().x + thread_position_in_threadgroup_2d().x + @inbounds dest[i] = src[i] + return +end +group["indexing"] = @async_benchmarkable @metal threads=size(src,1) groups=size(src,2) $indexing_kernel($dest, $src) + +function checked_indexing_kernel(dest, src) + i = (threadgroup_position_in_grid_2d().x-1) * threadgroups_per_grid_2d().x + thread_position_in_threadgroup_2d().x + dest[i] = src[i] + return +end +group["indexing_checked"] = @async_benchmarkable @metal threads=size(src,1) groups=size(src,2) $checked_indexing_kernel($dest, $src) + +## DELETE +# function rand_kernel(dest::AbstractArray{T}) where {T} +# i = (threadgroup_position_in_grid_2d().x-1) * threadgroups_per_grid_2d().x + thread_position_in_threadgroup_2d().x +# dest[i] = Metal.rand(T) +# return +# end +# group["rand"] = @async_benchmarkable @metal threads=size(src,1) groups=size(src,2) $rand_kernel($dest) diff --git a/perf/latency.jl b/perf/latency.jl new file mode 100644 index 000000000..a1066abe8 --- /dev/null +++ b/perf/latency.jl @@ -0,0 +1,39 @@ +module Latency + +using Metal +using BenchmarkTools + +function main() + results = BenchmarkGroup() + + base_cmd = Base.julia_cmd() + if Base.JLOptions().project != C_NULL + base_cmd = `$base_cmd --project=$(unsafe_string(Base.JLOptions().project))` + end + # NOTE: we don't ust Base.active_project() here because of how CI launches this script, + # starting with --project in the main Metal.jl project. + + # time to precompile the package and its dependencies + precompile_cmd = + `$base_cmd -e "pkg = Base.identify_package(\"Metal\") + Base.compilecache(pkg)"` + results["precompile"] = @benchmark run($precompile_cmd) evals=1 seconds=60 + + # time to actually import the package + import_cmd = + `$base_cmd -e "using Metal"` + results["import"] = @benchmark run($import_cmd) evals=1 seconds=30 + + # time to actually compile a kernel + ttfp_cmd = + `$base_cmd -e "using Metal + kernel() = return + Metal.code_agx(devnull, kernel, Tuple{}; kernel=true)"` + results["ttfp"] = @benchmark run($ttfp_cmd) evals=1 seconds=60 + + results +end + +end + +Latency.main() diff --git a/perf/metal.jl b/perf/metal.jl new file mode 100644 index 000000000..5e136b0ed --- /dev/null +++ b/perf/metal.jl @@ -0,0 +1,6 @@ +group = addgroup!(SUITE, "metal") + +let group = addgroup!(group, "synchronization") + group["stream"] = @benchmarkable synchronize() + group["context"] = @benchmarkable device_synchronize() +end diff --git a/perf/metaldevrt.jl b/perf/metaldevrt.jl new file mode 100644 index 000000000..a3dbd07fc --- /dev/null +++ b/perf/metaldevrt.jl @@ -0,0 +1,42 @@ +module metaldevrt + +using Metal, BenchmarkTools, Random + +const threads = 256 +#simple add matrix and vector kernel +function kernel_add_mat_vec(m, x1, x2, y) + # one block per column + offset = (threadgroup_position_in_grid_2d().x-1) * m + @inbounds xtmp = x2[threadgroup_position_in_grid_2d().x] + for i = thread_position_in_threadgroup_2d().x : threadgroups_per_grid_2d().x : m + @inbounds y[offset + i] = x1[offset + i] + xtmp + end + return +end + +function add!(y, x1, x2) + m, n = size(x1) + @metal groups = n, 1 threads = threads kernel_add_mat_vec(m, x1, x2, y) +end + +function main() + Random.seed!(1) + m, n = 3072, 1536 # 256 multiplier + x1 = mtl(randn(Float32, (m, n)) .+ Float32(0.5)) + x2 = mtl(randn(Float32, (1, n)) .+ Float32(0.5)) + y1 = similar(x1) + + results = @benchmark Metal.@sync add!($y1, $x1, $x2) + + # BenchmarkTools captures inputs, JuliaCI/BenchmarkTools.jl#127, so forcibly free them + Metal.unsafe_free!(x1) + Metal.unsafe_free!(x2) + Metal.unsafe_free!(y1) + + return results +end + +end + +metaldevrt.main() + diff --git a/perf/runbenchmarks.jl b/perf/runbenchmarks.jl new file mode 100644 index 000000000..645e837e7 --- /dev/null +++ b/perf/runbenchmarks.jl @@ -0,0 +1,134 @@ +# benchmark suite execution and codespeed submission + +using Metal + +using BenchmarkTools + +using StableRNGs +rng = StableRNG(123) + +# we only submit results when running on the master branch +# real_run = get(ENV, "CODESPEED_BRANCH", nothing) == "master" +# real_run = true +real_run = false +if real_run + # to find untuned benchmarks + BenchmarkTools.DEFAULT_PARAMETERS.evals = 0 +end + +# print system information +@info "System information:\n" * sprint(io->Metal.versioninfo(io)) + +# convenience macro to create a benchmark that requires synchronizing the GPU +macro async_benchmarkable(ex...) + quote + @benchmarkable Metal.@sync $(ex...) + end +end + +# before anything else, run latency benchmarks. these spawn subprocesses, so we don't want +# to do so after regular benchmarks have caused the memory allocator to reserve memory. +@info "Running latency benchmarks" +latency_results = include("latency.jl") + +SUITE = BenchmarkGroup() + +# NOTE: don't use spaces in benchmark names (tobami/codespeed#256) + +include("metal.jl") +include("kernel.jl") +include("array.jl") + +if real_run + @info "Preparing main benchmarks" + warmup(SUITE; verbose=false) + tune!(SUITE) + + # reclaim memory that might have been used by the tuning process + GC.gc(true) + GC.gc(true) + GC.gc(true) +end + +# benchmark groups that aren't part of the suite +addgroup!(SUITE, "integration") + +@info "Running main benchmarks" +results = run(SUITE, verbose=true) + +# integration tests (that do nasty things, so need to be run last) +@info "Running integration benchmarks" +integration_results = BenchmarkGroup() +# integration_results["volumerhs"] = include("volumerhs.jl") +integration_results["byval"] = include("byval.jl") +integration_results["metaldevrt"] = include("metaldevrt.jl") + +results["latency"] = latency_results +results["integration"] = integration_results + +println(results) + + +## comparison + +# write out the results +BenchmarkTools.save("benchmarkresults.json", results) + +# compare against previous results +# TODO: store these results so that we can compare when benchmarking PRs +reference_path = joinpath(@__DIR__, "reference.json") +if ispath(reference_path) + reference = BenchmarkTools.load(reference_path)[1] + comparison = judge(minimum(results), minimum(reference)) + + println("Improvements:") + println(improvements(comparison)) + + println("Regressions:") + println(regressions(comparison)) +end + + +## submission + +# using JSON, HTTP + +# if real_run +# @info "Submitting to Codespeed..." + +# basedata = Dict( +# "branch" => ENV["CODESPEED_BRANCH"], +# "commitid" => ENV["CODESPEED_COMMIT"], +# "project" => ENV["CODESPEED_PROJECT"], +# "environment" => ENV["CODESPEED_ENVIRONMENT"], +# "executable" => ENV["CODESPEED_EXECUTABLE"] +# ) + +# # convert nested groups of benchmark to flat dictionaries of results +# flat_results = [] +# function flatten(results, prefix="") +# for (key,value) in results +# if value isa BenchmarkGroup +# flatten(value, "$prefix$key/") +# else +# @assert value isa BenchmarkTools.Trial + +# # codespeed reports maxima, but those are often very noisy. +# # get rid of measurements that unnecessarily skew the distribution. +# rmskew!(value) + +# push!(flat_results, +# Dict(basedata..., +# "benchmark" => "$prefix$key", +# "result_value" => median(value).time / 1e9, +# "min" => minimum(value).time / 1e9, +# "max" => maximum(value).time / 1e9)) +# end +# end +# end +# flatten(results) + +# HTTP.post("$(ENV["CODESPEED_SERVER"])/result/add/json/", +# ["Content-Type" => "application/x-www-form-urlencoded"], +# HTTP.URIs.escapeuri(Dict("json" => JSON.json(flat_results)))) +# end diff --git a/perf/volumerhs.jl b/perf/volumerhs.jl new file mode 100644 index 000000000..f5b3b6d35 --- /dev/null +++ b/perf/volumerhs.jl @@ -0,0 +1,275 @@ +module VolumeRHS + +using BenchmarkTools +using Metal +using StableRNGs +using StaticArrays + +function loopinfo(name, expr, nodes...) + if expr.head != :for + error("Syntax error: pragma $name needs a for loop") + end + push!(expr.args[2].args, Expr(:loopinfo, nodes...)) + return expr +end + +macro unroll(expr) + expr = loopinfo("@unroll", expr, (Symbol("llvm.loop.unroll.full"),)) + return esc(expr) +end + +# HACK: module-local versions of core arithmetic; needed to get FMA +for (jlf, f) in zip((:+, :*, :-), (:add, :mul, :sub)) + T = :Float32 + llvmT = "float" + ir = """ + %x = f$f contract nsz $llvmT %0, %1 + ret $llvmT %x + """ + @eval begin + # the @pure is necessary so that we can constant propagate. + @inline Base.@pure function $jlf(a::$T, b::$T) + Base.llvmcall($ir, $T, Tuple{$T, $T}, a, b) + end + end + @eval function $jlf(args...) + Base.$jlf(args...) + end +end + +let (jlf, f) = (:div_arcp, :div) + T = :Float32 + llvmT = "float" + ir = """ + %x = f$f fast $llvmT %0, %1 + ret $llvmT %x + """ + @eval begin + # the @pure is necessary so that we can constant propagate. + @inline Base.@pure function $jlf(a::$T, b::$T) + Base.llvmcall($ir, $T, Tuple{$T, $T}, a, b) + end + end + @eval function $jlf(args...) + Base.$jlf(args...) + end +end +rcp(x) = div_arcp(one(x), x) # still leads to rcp.rn which is also a function call + +# div_fast(x::Float32, y::Float32) = ccall("extern __nv_fast_fdividef", llvmcall, Cfloat, (Cfloat, Cfloat), x, y) +# rcp(x) = div_fast(one(x), x) + +# note the order of the fields below is also assumed in the code. +const _nstate = 5 +const _ρ, _U, _V, _W, _E = 1:_nstate +const stateid = (ρ = _ρ, U = _U, V = _V, W = _W, E = _E) + +const _nvgeo = 14 +const _ξx, _ηx, _ζx, _ξy, _ηy, _ζy, _ξz, _ηz, _ζz, _MJ, _MJI, +_x, _y, _z = 1:_nvgeo +const vgeoid = (ξx = _ξx, ηx = _ηx, ζx = _ζx, + ξy = _ξy, ηy = _ηy, ζy = _ζy, + ξz = _ξz, ηz = _ηz, ζz = _ζz, + MJ = _MJ, MJI = _MJI, + x = _x, y = _y, z = _z) + +const N = 4 +const nmoist = 0 +const ntrace = 0 + +# Base.@irrational grav 9.81 BigFloat(9.81) +const grav = 9.81f0 +# Base.@irrational gdm1 0.4 BigFloat(0.4) +const gdm1 = 0.4f0 + +function volumerhs!(rhs, Q, vgeo, gravity, D, nelem) + Q = Base.Experimental.Const(Q) + vgeo = Base.Experimental.Const(vgeo) + D = Base.Experimental.Const(D) + + nvar = _nstate + nmoist + ntrace + + Nq = N + 1 + + s_D = CuStaticSharedArray(eltype(D), (Nq, Nq)) + s_F = CuStaticSharedArray(eltype(Q), (Nq, Nq, _nstate)) + s_G = CuStaticSharedArray(eltype(Q), (Nq, Nq, _nstate)) + + r_rhsρ = MArray{Tuple{Nq}, eltype(rhs)}(undef) + r_rhsU = MArray{Tuple{Nq}, eltype(rhs)}(undef) + r_rhsV = MArray{Tuple{Nq}, eltype(rhs)}(undef) + r_rhsW = MArray{Tuple{Nq}, eltype(rhs)}(undef) + r_rhsE = MArray{Tuple{Nq}, eltype(rhs)}(undef) + + e = threadgroup_position_in_grid_2d().x + j = thread_position_in_threadgroup_2d().y + i = thread_position_in_threadgroup_2d().x + + @inbounds begin + for k in 1:Nq + r_rhsρ[k] = zero(eltype(rhs)) + r_rhsU[k] = zero(eltype(rhs)) + r_rhsV[k] = zero(eltype(rhs)) + r_rhsW[k] = zero(eltype(rhs)) + r_rhsE[k] = zero(eltype(rhs)) + end + + # fetch D into shared + s_D[i, j] = D[i, j] + @unroll for k in 1:Nq + sync_threads() + + # Load values will need into registers + MJ = vgeo[i, j, k, _MJ, e] + ξx, ξy, ξz = vgeo[i,j,k,_ξx,e], vgeo[i,j,k,_ξy,e], vgeo[i,j,k,_ξz,e] + ηx, ηy, ηz = vgeo[i,j,k,_ηx,e], vgeo[i,j,k,_ηy,e], vgeo[i,j,k,_ηz,e] + ζx, ζy, ζz = vgeo[i,j,k,_ζx,e], vgeo[i,j,k,_ζy,e], vgeo[i,j,k,_ζz,e] + z = vgeo[i,j,k,_z,e] + + U, V, W = Q[i, j, k, _U, e], Q[i, j, k, _V, e], Q[i, j, k, _W, e] + ρ, E = Q[i, j, k, _ρ, e], Q[i, j, k, _E, e] + + # GPU performance trick + # Allow optimizations to use the reciprocal of an argument rather than perform division. + # IEEE floating-point division is implemented as a function call + ρinv = rcp(ρ) + ρ2inv = rcp(2ρ) + # ρ2inv = 0.5f0 * pinv + + P = gdm1*(E - (U^2 + V^2 + W^2)*ρ2inv - ρ*gravity*z) + + fluxρ_x = U + fluxU_x = ρinv * U * U + P + fluxV_x = ρinv * U * V + fluxW_x = ρinv * U * W + fluxE_x = ρinv * U * (E + P) + + fluxρ_y = V + fluxU_y = ρinv * V * U + fluxV_y = ρinv * V * V + P + fluxW_y = ρinv * V * W + fluxE_y = ρinv * V * (E + P) + + fluxρ_z = W + fluxU_z = ρinv * W * U + fluxV_z = ρinv * W * V + fluxW_z = ρinv * W * W + P + fluxE_z = ρinv * W * (E + P) + + s_F[i, j, _ρ] = MJ * (ξx * fluxρ_x + ξy * fluxρ_y + ξz * fluxρ_z) + s_F[i, j, _U] = MJ * (ξx * fluxU_x + ξy * fluxU_y + ξz * fluxU_z) + s_F[i, j, _V] = MJ * (ξx * fluxV_x + ξy * fluxV_y + ξz * fluxV_z) + s_F[i, j, _W] = MJ * (ξx * fluxW_x + ξy * fluxW_y + ξz * fluxW_z) + s_F[i, j, _E] = MJ * (ξx * fluxE_x + ξy * fluxE_y + ξz * fluxE_z) + + s_G[i, j, _ρ] = MJ * (ηx * fluxρ_x + ηy * fluxρ_y + ηz * fluxρ_z) + s_G[i, j, _U] = MJ * (ηx * fluxU_x + ηy * fluxU_y + ηz * fluxU_z) + s_G[i, j, _V] = MJ * (ηx * fluxV_x + ηy * fluxV_y + ηz * fluxV_z) + s_G[i, j, _W] = MJ * (ηx * fluxW_x + ηy * fluxW_y + ηz * fluxW_z) + s_G[i, j, _E] = MJ * (ηx * fluxE_x + ηy * fluxE_y + ηz * fluxE_z) + + r_Hρ = MJ * (ζx * fluxρ_x + ζy * fluxρ_y + ζz * fluxρ_z) + r_HU = MJ * (ζx * fluxU_x + ζy * fluxU_y + ζz * fluxU_z) + r_HV = MJ * (ζx * fluxV_x + ζy * fluxV_y + ζz * fluxV_z) + r_HW = MJ * (ζx * fluxW_x + ζy * fluxW_y + ζz * fluxW_z) + r_HE = MJ * (ζx * fluxE_x + ζy * fluxE_y + ζz * fluxE_z) + + # one shared access per 10 flops + for n = 1:Nq + Dkn = s_D[k, n] + + r_rhsρ[n] += Dkn * r_Hρ + r_rhsU[n] += Dkn * r_HU + r_rhsV[n] += Dkn * r_HV + r_rhsW[n] += Dkn * r_HW + r_rhsE[n] += Dkn * r_HE + end + + r_rhsW[k] -= MJ * ρ * gravity + + sync_threads() + + # loop of ξ-grid lines + @unroll for n = 1:Nq + Dni = s_D[n, i] + Dnj = s_D[n, j] + + r_rhsρ[k] += Dni * s_F[n, j, _ρ] + r_rhsρ[k] += Dnj * s_G[i, n, _ρ] + + r_rhsU[k] += Dni * s_F[n, j, _U] + r_rhsU[k] += Dnj * s_G[i, n, _U] + + r_rhsV[k] += Dni * s_F[n, j, _V] + r_rhsV[k] += Dnj * s_G[i, n, _V] + + r_rhsW[k] += Dni * s_F[n, j, _W] + r_rhsW[k] += Dnj * s_G[i, n, _W] + + r_rhsE[k] += Dni * s_F[n, j, _E] + r_rhsE[k] += Dnj * s_G[i, n, _E] + end + end # k + + @unroll for k in 1:Nq + MJI = vgeo[i, j, k, _MJI, e] + + # Updates are a performance bottleneck + # primary source of stall_long_sb + rhs[i, j, k, _U, e] += MJI*r_rhsU[k] + rhs[i, j, k, _V, e] += MJI*r_rhsV[k] + rhs[i, j, k, _W, e] += MJI*r_rhsW[k] + rhs[i, j, k, _ρ, e] += MJI*r_rhsρ[k] + rhs[i, j, k, _E, e] += MJI*r_rhsE[k] + end + end + return +end + +function main() + DFloat = Float32 + nelem = 240_000 + + rng = StableRNG(123) + + Nq = N + 1 + nvar = _nstate + nmoist + ntrace + + Q = 1 .+ MtlArray(rand(rng, DFloat, Nq, Nq, Nq, nvar, nelem)) + Q[:, :, :, _E, :] .+= 20 + vgeo = MtlArray(rand(rng, DFloat, Nq, Nq, Nq, _nvgeo, nelem)) + + # make sure the entries of the mass matrix satisfy the inverse relation + vgeo[:, :, :, _MJ, :] .+= 3 + vgeo[:, :, :, _MJI, :] .= 1 ./ vgeo[:, :, :, _MJ, :] + + D = MtlArray(rand(rng, DFloat, Nq, Nq)) + + rhs = MtlArray(zeros(DFloat, Nq, Nq, Nq, nvar, nelem)) + + threads=(N+1, N+1) + + kernel = @metal launch=false volumerhs!(rhs, Q, vgeo, DFloat(grav), D, nelem) + # XXX: should we print these for all kernels? maybe upload them to Codespeed? + # @info """volumerhs! details: + # - $(Metal.registers(kernel)) registers, max $(Metal.maxthreads(kernel)) threads + # - $(Base.format_bytes(Metal.memory(kernel).local)) local memory, + # $(Base.format_bytes(Metal.memory(kernel).shared)) shared memory, + # $(Base.format_bytes(Metal.memory(kernel).constant)) constant memory""" + results = @benchmark begin + Metal.@sync blocking=true $kernel($rhs, $Q, $vgeo, $(DFloat(grav)), $D, $nelem; + threads=$threads, groups=$nelem) + end + + # BenchmarkTools captures inputs, JuliaCI/BenchmarkTools.jl#127, so forcibly free them + Metal.unsafe_free!(rhs) + Metal.unsafe_free!(Q) + Metal.unsafe_free!(vgeo) + Metal.unsafe_free!(D) + + results +end + +end + +VolumeRHS.main() diff --git a/vis_benchmarks.jl b/vis_benchmarks.jl new file mode 100644 index 000000000..773697306 --- /dev/null +++ b/vis_benchmarks.jl @@ -0,0 +1,1250 @@ +### A Pluto.jl notebook ### +# v0.19.46 + +using Markdown +using InteractiveUtils + +# ╔═╡ 7aa6f03e-7532-11ef-2c70-372b852f3e7d +begin + using BenchmarkTools + using Plots +end + +# ╔═╡ dd32c3e5-e6f7-43de-be4e-ed3616d62aca +begin +flatten(results, prefix="") = flatten([], results, prefix) +function flatten(flat_results, results, prefix) + + for (key,value) in results + if value isa BenchmarkGroup + flatten(flat_results, value, "$prefix$key/") + else + @assert value isa BenchmarkTools.Trial + + # codespeed reports maxima, but those are often very noisy. + # get rid of measurements that unnecessarily skew the distribution. + rmskew!(value) + + push!(flat_results, + Dict( + "benchmark" => "$prefix$key", + "result_value" => median(value).time / 1e9, + "min" => minimum(value).time / 1e9, + "max" => maximum(value).time / 1e9, + "mean" => mean(value).time / 1e9, + "std" => std(value).time / 1e9)) + end + end + return flat_results +end +end + +# ╔═╡ 0558f8c4-100b-4804-9116-ab69c1261d71 +begin + getnam(fname) = splitext(splitpath(fname)[end])[1] + + fnames = [ + "perf/main1.json", + "perf/main2.json", + "perf/main3.json", + "perf/main4.json", + "perf/oslog1.json", + "perf/oslog2.json", + # "perf/results.json", + # "perf/reference.json" + ] + + unflattened_reses = [rmskew!(BenchmarkTools.load(fname)[1]) for fname in fnames] + + reses = [(getnam(fname), flatten(res)[4:end]) for (fname,res) in zip(fnames, unflattened_reses)] +end; + +# ╔═╡ 001b0227-7dfc-41b9-8118-dc3fad1dccd1 +rmskew(unflattened_reses[1]) + +# ╔═╡ 59424753-698c-4e8a-801e-b5cda6b7095f +BenchmarkTools.judge(median(unflattened_reses[1]), median(unflattened_reses[2])) +# BenchmarkTools.judge(unflattened_reses[1], unflattened_reses[2], unflattened_reses[3]) + +# ╔═╡ 11601440-eb51-41df-8a23-e2bccf0c5d9f +reses + +# ╔═╡ e4520558-daa3-4407-884d-8b63860896a5 +first(reses)[2] + +# ╔═╡ c04e2ff0-11e4-4c04-89fa-05c0398de88f +get.(first(reses)[2],"benchmark", "OOSP") + +# ╔═╡ edd6838e-4963-4a1e-b6a7-fc2593287300 +reses + +# ╔═╡ 8b40d6a4-467b-41b3-bd14-02157d0fc96f +length(first(reses)[2]) + +# ╔═╡ e60dd81f-1211-40db-b6bc-41597860fdae +get.(first(reses)[2],"benchmark", "OOSP") + +# ╔═╡ a5a40128-cf8f-4453-8f86-f166c0f95913 +function plot_reses(reses...; plotvalkey="min", err = false, kwargs...) + num_benches = length(first(reses)[2]) + plt = plot(title=uppercasefirst(plotvalkey), ylabel="Seconds", xrotation=270, xticks=(collect(1:num_benches), get.(first(reses)[2],"benchmark", "OOSP")), xtickfontsize=5, bottom_margin=7.3Plots.mm) + if plotvalkey == "median" + plotvalkey = "result_value" + end + for (nam,res) in reses + names = Vector{String}(undef, length(res)) + vals = Vector{Float64}(undef, length(res)) + stds = Vector{Float64}(undef, length(res)) + for (i, bench) in enumerate(res) + names[i] = bench["benchmark"] + vals[i] = bench[plotvalkey] + stds[i] = bench["std"] + end + plt = scatter!(plt, 1:length(names), vals, label=nam, yerr= err ? stds : nothing, α=0.3) + # plt = scatter!(plt, 1:length(names), vals, label=nam, α=0.3) + end + plt +end + +# ╔═╡ 5f3f46c5-97b3-45a4-999c-c16cf4eca0c3 +plot_reses(reses...; plotvalkey="median", err=true) + +# ╔═╡ 7a867bc6-47c5-42ac-91e2-b92c8ecebb29 +plot_reses(reses...; plotvalkey="mean", err=true) + + +# ╔═╡ 5ad00000-0af6-4582-ab38-2aa44c67b8ba +plot_reses(reses...; plotvalkey="min") + + +# ╔═╡ 9c91cbd3-9aa9-4ac5-b829-86d7061210d8 +plot_reses(reses...; plotvalkey="max") + + +# ╔═╡ 00000000-0000-0000-0000-000000000001 +PLUTO_PROJECT_TOML_CONTENTS = """ +[deps] +BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf" +Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" + +[compat] +BenchmarkTools = "~1.5.0" +Plots = "~1.40.8" +""" + +# ╔═╡ 00000000-0000-0000-0000-000000000002 +PLUTO_MANIFEST_TOML_CONTENTS = """ +# This file is machine-generated - editing it directly is not advised + +julia_version = "1.10.5" +manifest_format = "2.0" +project_hash = "b7bcae8689f572fe2896b0ba948c6f27242aeebf" + +[[deps.ArgTools]] +uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f" +version = "1.1.1" + +[[deps.Artifacts]] +uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33" + +[[deps.Base64]] +uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f" + +[[deps.BenchmarkTools]] +deps = ["JSON", "Logging", "Printf", "Profile", "Statistics", "UUIDs"] +git-tree-sha1 = "f1dff6729bc61f4d49e140da1af55dcd1ac97b2f" +uuid = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf" +version = "1.5.0" + +[[deps.BitFlags]] +git-tree-sha1 = "0691e34b3bb8be9307330f88d1a3c3f25466c24d" +uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35" +version = "0.1.9" + +[[deps.Bzip2_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "9e2a6b69137e6969bab0152632dcb3bc108c8bdd" +uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0" +version = "1.0.8+1" + +[[deps.Cairo_jll]] +deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"] +git-tree-sha1 = "a2f1c8c668c8e3cb4cca4e57a8efdb09067bb3fd" +uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a" +version = "1.18.0+2" + +[[deps.CodecZlib]] +deps = ["TranscodingStreams", "Zlib_jll"] +git-tree-sha1 = "bce6804e5e6044c6daab27bb533d1295e4a2e759" +uuid = "944b1d66-785c-5afd-91f1-9de20f533193" +version = "0.7.6" + +[[deps.ColorSchemes]] +deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"] +git-tree-sha1 = "b5278586822443594ff615963b0c09755771b3e0" +uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4" +version = "3.26.0" + +[[deps.ColorTypes]] +deps = ["FixedPointNumbers", "Random"] +git-tree-sha1 = "b10d0b65641d57b8b4d5e234446582de5047050d" +uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" +version = "0.11.5" + +[[deps.ColorVectorSpace]] +deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "Requires", "Statistics", "TensorCore"] +git-tree-sha1 = "a1f44953f2382ebb937d60dafbe2deea4bd23249" +uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4" +version = "0.10.0" + + [deps.ColorVectorSpace.extensions] + SpecialFunctionsExt = "SpecialFunctions" + + [deps.ColorVectorSpace.weakdeps] + SpecialFunctions = "276daf66-3868-5448-9aa4-cd146d93841b" + +[[deps.Colors]] +deps = ["ColorTypes", "FixedPointNumbers", "Reexport"] +git-tree-sha1 = "362a287c3aa50601b0bc359053d5c2468f0e7ce0" +uuid = "5ae59095-9a9b-59fe-a467-6f913c188581" +version = "0.12.11" + +[[deps.Compat]] +deps = ["TOML", "UUIDs"] +git-tree-sha1 = "8ae8d32e09f0dcf42a36b90d4e17f5dd2e4c4215" +uuid = "34da2185-b29b-5c13-b0c7-acf172513d20" +version = "4.16.0" +weakdeps = ["Dates", "LinearAlgebra"] + + [deps.Compat.extensions] + CompatLinearAlgebraExt = "LinearAlgebra" + +[[deps.CompilerSupportLibraries_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae" +version = "1.1.1+0" + +[[deps.ConcurrentUtilities]] +deps = ["Serialization", "Sockets"] +git-tree-sha1 = "ea32b83ca4fefa1768dc84e504cc0a94fb1ab8d1" +uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb" +version = "2.4.2" + +[[deps.Contour]] +git-tree-sha1 = "439e35b0b36e2e5881738abc8857bd92ad6ff9a8" +uuid = "d38c429a-6771-53c6-b99e-75d170b6e991" +version = "0.6.3" + +[[deps.DataAPI]] +git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe" +uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a" +version = "1.16.0" + +[[deps.DataStructures]] +deps = ["Compat", "InteractiveUtils", "OrderedCollections"] +git-tree-sha1 = "1d0a14036acb104d9e89698bd408f63ab58cdc82" +uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" +version = "0.18.20" + +[[deps.Dates]] +deps = ["Printf"] +uuid = "ade2ca70-3891-5945-98fb-dc099432e06a" + +[[deps.Dbus_jll]] +deps = ["Artifacts", "Expat_jll", "JLLWrappers", "Libdl"] +git-tree-sha1 = "fc173b380865f70627d7dd1190dc2fce6cc105af" +uuid = "ee1fde0b-3d02-5ea6-8484-8dfef6360eab" +version = "1.14.10+0" + +[[deps.DelimitedFiles]] +deps = ["Mmap"] +git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae" +uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab" +version = "1.9.1" + +[[deps.DocStringExtensions]] +deps = ["LibGit2"] +git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d" +uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae" +version = "0.9.3" + +[[deps.Downloads]] +deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"] +uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6" +version = "1.6.0" + +[[deps.EpollShim_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "8e9441ee83492030ace98f9789a654a6d0b1f643" +uuid = "2702e6a9-849d-5ed8-8c21-79e8b8f9ee43" +version = "0.0.20230411+0" + +[[deps.ExceptionUnwrapping]] +deps = ["Test"] +git-tree-sha1 = "dcb08a0d93ec0b1cdc4af184b26b591e9695423a" +uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4" +version = "0.1.10" + +[[deps.Expat_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "1c6317308b9dc757616f0b5cb379db10494443a7" +uuid = "2e619515-83b5-522b-bb60-26c02a35a201" +version = "2.6.2+0" + +[[deps.FFMPEG]] +deps = ["FFMPEG_jll"] +git-tree-sha1 = "b57e3acbe22f8484b4b5ff66a7499717fe1a9cc8" +uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a" +version = "0.4.1" + +[[deps.FFMPEG_jll]] +deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "PCRE2_jll", "Zlib_jll", "libaom_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"] +git-tree-sha1 = "466d45dc38e15794ec7d5d63ec03d776a9aff36e" +uuid = "b22a6f82-2f65-5046-a5b2-351ab43fb4e5" +version = "4.4.4+1" + +[[deps.FileWatching]] +uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" + +[[deps.FixedPointNumbers]] +deps = ["Statistics"] +git-tree-sha1 = "05882d6995ae5c12bb5f36dd2ed3f61c98cbb172" +uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93" +version = "0.8.5" + +[[deps.Fontconfig_jll]] +deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Zlib_jll"] +git-tree-sha1 = "db16beca600632c95fc8aca29890d83788dd8b23" +uuid = "a3f928ae-7b40-5064-980b-68af3947d34b" +version = "2.13.96+0" + +[[deps.Format]] +git-tree-sha1 = "9c68794ef81b08086aeb32eeaf33531668d5f5fc" +uuid = "1fa38f19-a742-5d3f-a2b9-30dd87b9d5f8" +version = "1.3.7" + +[[deps.FreeType2_jll]] +deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"] +git-tree-sha1 = "5c1d8ae0efc6c2e7b1fc502cbe25def8f661b7bc" +uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7" +version = "2.13.2+0" + +[[deps.FriBidi_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "1ed150b39aebcc805c26b93a8d0122c940f64ce2" +uuid = "559328eb-81f9-559d-9380-de523a88c83c" +version = "1.0.14+0" + +[[deps.GLFW_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll", "libdecor_jll", "xkbcommon_jll"] +git-tree-sha1 = "532f9126ad901533af1d4f5c198867227a7bb077" +uuid = "0656b61e-2033-5cc2-a64a-77c0f6c09b89" +version = "3.4.0+1" + +[[deps.GR]] +deps = ["Artifacts", "Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Preferences", "Printf", "Qt6Wayland_jll", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "p7zip_jll"] +git-tree-sha1 = "629693584cef594c3f6f99e76e7a7ad17e60e8d5" +uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71" +version = "0.73.7" + +[[deps.GR_jll]] +deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "FreeType2_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt6Base_jll", "Zlib_jll", "libpng_jll"] +git-tree-sha1 = "a8863b69c2a0859f2c2c87ebdc4c6712e88bdf0d" +uuid = "d2c73de3-f751-5644-a686-071e5b155ba9" +version = "0.73.7+0" + +[[deps.Gettext_jll]] +deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"] +git-tree-sha1 = "9b02998aba7bf074d14de89f9d37ca24a1a0b046" +uuid = "78b55507-aeef-58d4-861c-77aaff3498b1" +version = "0.21.0+0" + +[[deps.Glib_jll]] +deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"] +git-tree-sha1 = "7c82e6a6cd34e9d935e9aa4051b66c6ff3af59ba" +uuid = "7746bdde-850d-59dc-9ae8-88ece973131d" +version = "2.80.2+0" + +[[deps.Graphite2_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "344bf40dcab1073aca04aa0df4fb092f920e4011" +uuid = "3b182d85-2403-5c21-9c21-1e1f0cc25472" +version = "1.3.14+0" + +[[deps.Grisu]] +git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2" +uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe" +version = "1.0.2" + +[[deps.HTTP]] +deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"] +git-tree-sha1 = "d1d712be3164d61d1fb98e7ce9bcbc6cc06b45ed" +uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3" +version = "1.10.8" + +[[deps.HarfBuzz_jll]] +deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll"] +git-tree-sha1 = "401e4f3f30f43af2c8478fc008da50096ea5240f" +uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566" +version = "8.3.1+0" + +[[deps.InteractiveUtils]] +deps = ["Markdown"] +uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240" + +[[deps.IrrationalConstants]] +git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2" +uuid = "92d709cd-6900-40b7-9082-c6be49f344b6" +version = "0.2.2" + +[[deps.JLFzf]] +deps = ["Pipe", "REPL", "Random", "fzf_jll"] +git-tree-sha1 = "39d64b09147620f5ffbf6b2d3255be3c901bec63" +uuid = "1019f520-868f-41f5-a6de-eb00f4b6a39c" +version = "0.1.8" + +[[deps.JLLWrappers]] +deps = ["Artifacts", "Preferences"] +git-tree-sha1 = "f389674c99bfcde17dc57454011aa44d5a260a40" +uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210" +version = "1.6.0" + +[[deps.JSON]] +deps = ["Dates", "Mmap", "Parsers", "Unicode"] +git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a" +uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6" +version = "0.21.4" + +[[deps.JpegTurbo_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "c84a835e1a09b289ffcd2271bf2a337bbdda6637" +uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8" +version = "3.0.3+0" + +[[deps.LAME_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "170b660facf5df5de098d866564877e119141cbd" +uuid = "c1c5ebd0-6772-5130-a774-d5fcae4a789d" +version = "3.100.2+0" + +[[deps.LERC_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434" +uuid = "88015f11-f218-50d7-93a8-a6af411a945d" +version = "3.0.0+1" + +[[deps.LLVMOpenMP_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "78211fb6cbc872f77cad3fc0b6cf647d923f4929" +uuid = "1d63c593-3942-5779-bab2-d838dc0a180e" +version = "18.1.7+0" + +[[deps.LZO_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "70c5da094887fd2cae843b8db33920bac4b6f07d" +uuid = "dd4b983a-f0e5-5f8d-a1b7-129d4a5fb1ac" +version = "2.10.2+0" + +[[deps.LaTeXStrings]] +git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec" +uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" +version = "1.3.1" + +[[deps.Latexify]] +deps = ["Format", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Requires"] +git-tree-sha1 = "ce5f5621cac23a86011836badfedf664a612cee4" +uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316" +version = "0.16.5" + + [deps.Latexify.extensions] + DataFramesExt = "DataFrames" + SparseArraysExt = "SparseArrays" + SymEngineExt = "SymEngine" + + [deps.Latexify.weakdeps] + DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" + SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" + SymEngine = "123dc426-2d89-5057-bbad-38513e3affd8" + +[[deps.LibCURL]] +deps = ["LibCURL_jll", "MozillaCACerts_jll"] +uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21" +version = "0.6.4" + +[[deps.LibCURL_jll]] +deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"] +uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0" +version = "8.4.0+0" + +[[deps.LibGit2]] +deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"] +uuid = "76f85450-5226-5b5a-8eaa-529ad045b433" + +[[deps.LibGit2_jll]] +deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"] +uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5" +version = "1.6.4+0" + +[[deps.LibSSH2_jll]] +deps = ["Artifacts", "Libdl", "MbedTLS_jll"] +uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8" +version = "1.11.0+1" + +[[deps.Libdl]] +uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb" + +[[deps.Libffi_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "0b4a5d71f3e5200a7dff793393e09dfc2d874290" +uuid = "e9f186c6-92d2-5b65-8a66-fee21dc1b490" +version = "3.2.2+1" + +[[deps.Libgcrypt_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll"] +git-tree-sha1 = "9fd170c4bbfd8b935fdc5f8b7aa33532c991a673" +uuid = "d4300ac3-e22c-5743-9152-c294e39db1e4" +version = "1.8.11+0" + +[[deps.Libglvnd_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll", "Xorg_libXext_jll"] +git-tree-sha1 = "6f73d1dd803986947b2c750138528a999a6c7733" +uuid = "7e76a0d4-f3c7-5321-8279-8d96eeed0f29" +version = "1.6.0+0" + +[[deps.Libgpg_error_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "fbb1f2bef882392312feb1ede3615ddc1e9b99ed" +uuid = "7add5ba3-2f88-524e-9cd5-f83b8a55f7b8" +version = "1.49.0+0" + +[[deps.Libiconv_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "f9557a255370125b405568f9767d6d195822a175" +uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531" +version = "1.17.0+0" + +[[deps.Libmount_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "0c4f9c4f1a50d8f35048fa0532dabbadf702f81e" +uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9" +version = "2.40.1+0" + +[[deps.Libtiff_jll]] +deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "LERC_jll", "Libdl", "XZ_jll", "Zlib_jll", "Zstd_jll"] +git-tree-sha1 = "2da088d113af58221c52828a80378e16be7d037a" +uuid = "89763e89-9b03-5906-acba-b20f662cd828" +version = "4.5.1+1" + +[[deps.Libuuid_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "5ee6203157c120d79034c748a2acba45b82b8807" +uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700" +version = "2.40.1+0" + +[[deps.LinearAlgebra]] +deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"] +uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" + +[[deps.LogExpFunctions]] +deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"] +git-tree-sha1 = "a2d09619db4e765091ee5c6ffe8872849de0feea" +uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688" +version = "0.3.28" + + [deps.LogExpFunctions.extensions] + LogExpFunctionsChainRulesCoreExt = "ChainRulesCore" + LogExpFunctionsChangesOfVariablesExt = "ChangesOfVariables" + LogExpFunctionsInverseFunctionsExt = "InverseFunctions" + + [deps.LogExpFunctions.weakdeps] + ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" + ChangesOfVariables = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0" + InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112" + +[[deps.Logging]] +uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" + +[[deps.LoggingExtras]] +deps = ["Dates", "Logging"] +git-tree-sha1 = "c1dd6d7978c12545b4179fb6153b9250c96b0075" +uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36" +version = "1.0.3" + +[[deps.MacroTools]] +deps = ["Markdown", "Random"] +git-tree-sha1 = "2fa9ee3e63fd3a4f7a9a4f4744a52f4856de82df" +uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09" +version = "0.5.13" + +[[deps.Markdown]] +deps = ["Base64"] +uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" + +[[deps.MbedTLS]] +deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"] +git-tree-sha1 = "c067a280ddc25f196b5e7df3877c6b226d390aaf" +uuid = "739be429-bea8-5141-9913-cc70e7f3736d" +version = "1.1.9" + +[[deps.MbedTLS_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1" +version = "2.28.2+1" + +[[deps.Measures]] +git-tree-sha1 = "c13304c81eec1ed3af7fc20e75fb6b26092a1102" +uuid = "442fdcdd-2543-5da2-b0f3-8c86c306513e" +version = "0.3.2" + +[[deps.Missings]] +deps = ["DataAPI"] +git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d" +uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28" +version = "1.2.0" + +[[deps.Mmap]] +uuid = "a63ad114-7e13-5084-954f-fe012c677804" + +[[deps.MozillaCACerts_jll]] +uuid = "14a3606d-f60d-562e-9121-12d972cd8159" +version = "2023.1.10" + +[[deps.NaNMath]] +deps = ["OpenLibm_jll"] +git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4" +uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3" +version = "1.0.2" + +[[deps.NetworkOptions]] +uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908" +version = "1.2.0" + +[[deps.Ogg_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "887579a3eb005446d514ab7aeac5d1d027658b8f" +uuid = "e7412a2a-1a6e-54c0-be00-318e2571c051" +version = "1.3.5+1" + +[[deps.OpenBLAS_jll]] +deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"] +uuid = "4536629a-c528-5b80-bd46-f80d51c5b363" +version = "0.3.23+4" + +[[deps.OpenLibm_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "05823500-19ac-5b8b-9628-191a04bc5112" +version = "0.8.1+2" + +[[deps.OpenSSL]] +deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"] +git-tree-sha1 = "38cb508d080d21dc1128f7fb04f20387ed4c0af4" +uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c" +version = "1.4.3" + +[[deps.OpenSSL_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "1b35263570443fdd9e76c76b7062116e2f374ab8" +uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95" +version = "3.0.15+0" + +[[deps.Opus_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "6703a85cb3781bd5909d48730a67205f3f31a575" +uuid = "91d4177d-7536-5919-b921-800302f37372" +version = "1.3.3+0" + +[[deps.OrderedCollections]] +git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5" +uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d" +version = "1.6.3" + +[[deps.PCRE2_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15" +version = "10.42.0+1" + +[[deps.Pango_jll]] +deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "FriBidi_jll", "Glib_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl"] +git-tree-sha1 = "e127b609fb9ecba6f201ba7ab753d5a605d53801" +uuid = "36c8627f-9965-5494-a995-c6b170f724f3" +version = "1.54.1+0" + +[[deps.Parsers]] +deps = ["Dates", "PrecompileTools", "UUIDs"] +git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821" +uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" +version = "2.8.1" + +[[deps.Pipe]] +git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d" +uuid = "b98c9c47-44ae-5843-9183-064241ee97a0" +version = "1.3.0" + +[[deps.Pixman_jll]] +deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"] +git-tree-sha1 = "35621f10a7531bc8fa58f74610b1bfb70a3cfc6b" +uuid = "30392449-352a-5448-841d-b1acce4e97dc" +version = "0.43.4+0" + +[[deps.Pkg]] +deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] +uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" +version = "1.10.0" + +[[deps.PlotThemes]] +deps = ["PlotUtils", "Statistics"] +git-tree-sha1 = "6e55c6841ce3411ccb3457ee52fc48cb698d6fb0" +uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a" +version = "3.2.0" + +[[deps.PlotUtils]] +deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"] +git-tree-sha1 = "7b1a9df27f072ac4c9c7cbe5efb198489258d1f5" +uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043" +version = "1.4.1" + +[[deps.Plots]] +deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "TOML", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"] +git-tree-sha1 = "45470145863035bb124ca51b320ed35d071cc6c2" +uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" +version = "1.40.8" + + [deps.Plots.extensions] + FileIOExt = "FileIO" + GeometryBasicsExt = "GeometryBasics" + IJuliaExt = "IJulia" + ImageInTerminalExt = "ImageInTerminal" + UnitfulExt = "Unitful" + + [deps.Plots.weakdeps] + FileIO = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549" + GeometryBasics = "5c1252a2-5f33-56bf-86c9-59e7332b4326" + IJulia = "7073ff75-c697-5162-941a-fcdaad2a7d2a" + ImageInTerminal = "d8c32880-2388-543b-8c61-d9f865259254" + Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d" + +[[deps.PrecompileTools]] +deps = ["Preferences"] +git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f" +uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a" +version = "1.2.1" + +[[deps.Preferences]] +deps = ["TOML"] +git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6" +uuid = "21216c6a-2e73-6563-6e65-726566657250" +version = "1.4.3" + +[[deps.Printf]] +deps = ["Unicode"] +uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7" + +[[deps.Profile]] +deps = ["Printf"] +uuid = "9abbd945-dff8-562f-b5e8-e1ebf5ef1b79" + +[[deps.Qt6Base_jll]] +deps = ["Artifacts", "CompilerSupportLibraries_jll", "Fontconfig_jll", "Glib_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "OpenSSL_jll", "Vulkan_Loader_jll", "Xorg_libSM_jll", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Xorg_libxcb_jll", "Xorg_xcb_util_cursor_jll", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_keysyms_jll", "Xorg_xcb_util_renderutil_jll", "Xorg_xcb_util_wm_jll", "Zlib_jll", "libinput_jll", "xkbcommon_jll"] +git-tree-sha1 = "492601870742dcd38f233b23c3ec629628c1d724" +uuid = "c0090381-4147-56d7-9ebc-da0b1113ec56" +version = "6.7.1+1" + +[[deps.Qt6Declarative_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Qt6Base_jll", "Qt6ShaderTools_jll"] +git-tree-sha1 = "e5dd466bf2569fe08c91a2cc29c1003f4797ac3b" +uuid = "629bc702-f1f5-5709-abd5-49b8460ea067" +version = "6.7.1+2" + +[[deps.Qt6ShaderTools_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Qt6Base_jll"] +git-tree-sha1 = "1a180aeced866700d4bebc3120ea1451201f16bc" +uuid = "ce943373-25bb-56aa-8eca-768745ed7b5a" +version = "6.7.1+1" + +[[deps.Qt6Wayland_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Qt6Base_jll", "Qt6Declarative_jll"] +git-tree-sha1 = "729927532d48cf79f49070341e1d918a65aba6b0" +uuid = "e99dba38-086e-5de3-a5b1-6e4c66e897c3" +version = "6.7.1+1" + +[[deps.REPL]] +deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"] +uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" + +[[deps.Random]] +deps = ["SHA"] +uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" + +[[deps.RecipesBase]] +deps = ["PrecompileTools"] +git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff" +uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01" +version = "1.3.4" + +[[deps.RecipesPipeline]] +deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"] +git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342" +uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c" +version = "0.6.12" + +[[deps.Reexport]] +git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b" +uuid = "189a3867-3050-52da-a836-e630ba90ab69" +version = "1.2.2" + +[[deps.RelocatableFolders]] +deps = ["SHA", "Scratch"] +git-tree-sha1 = "ffdaf70d81cf6ff22c2b6e733c900c3321cab864" +uuid = "05181044-ff0b-4ac5-8273-598c1e38db00" +version = "1.0.1" + +[[deps.Requires]] +deps = ["UUIDs"] +git-tree-sha1 = "838a3a4188e2ded87a4f9f184b4b0d78a1e91cb7" +uuid = "ae029012-a4dd-5104-9daa-d747884805df" +version = "1.3.0" + +[[deps.SHA]] +uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" +version = "0.7.0" + +[[deps.Scratch]] +deps = ["Dates"] +git-tree-sha1 = "3bac05bc7e74a75fd9cba4295cde4045d9fe2386" +uuid = "6c6a2e73-6563-6170-7368-637461726353" +version = "1.2.1" + +[[deps.Serialization]] +uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" + +[[deps.Showoff]] +deps = ["Dates", "Grisu"] +git-tree-sha1 = "91eddf657aca81df9ae6ceb20b959ae5653ad1de" +uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f" +version = "1.0.3" + +[[deps.SimpleBufferStream]] +git-tree-sha1 = "874e8867b33a00e784c8a7e4b60afe9e037b74e1" +uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7" +version = "1.1.0" + +[[deps.Sockets]] +uuid = "6462fe0b-24de-5631-8697-dd941f90decc" + +[[deps.SortingAlgorithms]] +deps = ["DataStructures"] +git-tree-sha1 = "66e0a8e672a0bdfca2c3f5937efb8538b9ddc085" +uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c" +version = "1.2.1" + +[[deps.SparseArrays]] +deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"] +uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" +version = "1.10.0" + +[[deps.Statistics]] +deps = ["LinearAlgebra", "SparseArrays"] +uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" +version = "1.10.0" + +[[deps.StatsAPI]] +deps = ["LinearAlgebra"] +git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed" +uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0" +version = "1.7.0" + +[[deps.StatsBase]] +deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"] +git-tree-sha1 = "5cf7606d6cef84b543b483848d4ae08ad9832b21" +uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" +version = "0.34.3" + +[[deps.SuiteSparse_jll]] +deps = ["Artifacts", "Libdl", "libblastrampoline_jll"] +uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c" +version = "7.2.1+1" + +[[deps.TOML]] +deps = ["Dates"] +uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76" +version = "1.0.3" + +[[deps.Tar]] +deps = ["ArgTools", "SHA"] +uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e" +version = "1.10.0" + +[[deps.TensorCore]] +deps = ["LinearAlgebra"] +git-tree-sha1 = "1feb45f88d133a655e001435632f019a9a1bcdb6" +uuid = "62fd8b95-f654-4bbd-a8a5-9c27f68ccd50" +version = "0.1.1" + +[[deps.Test]] +deps = ["InteractiveUtils", "Logging", "Random", "Serialization"] +uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" + +[[deps.TranscodingStreams]] +git-tree-sha1 = "e84b3a11b9bece70d14cce63406bbc79ed3464d2" +uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" +version = "0.11.2" + +[[deps.URIs]] +git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b" +uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4" +version = "1.5.1" + +[[deps.UUIDs]] +deps = ["Random", "SHA"] +uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" + +[[deps.Unicode]] +uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" + +[[deps.UnicodeFun]] +deps = ["REPL"] +git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf" +uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1" +version = "0.4.1" + +[[deps.Unitful]] +deps = ["Dates", "LinearAlgebra", "Random"] +git-tree-sha1 = "d95fe458f26209c66a187b1114df96fd70839efd" +uuid = "1986cc42-f94f-5a68-af5c-568840ba703d" +version = "1.21.0" + + [deps.Unitful.extensions] + ConstructionBaseUnitfulExt = "ConstructionBase" + InverseFunctionsUnitfulExt = "InverseFunctions" + + [deps.Unitful.weakdeps] + ConstructionBase = "187b0558-2788-49d3-abe0-74a17ed4e7c9" + InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112" + +[[deps.UnitfulLatexify]] +deps = ["LaTeXStrings", "Latexify", "Unitful"] +git-tree-sha1 = "975c354fcd5f7e1ddcc1f1a23e6e091d99e99bc8" +uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728" +version = "1.6.4" + +[[deps.Unzip]] +git-tree-sha1 = "ca0969166a028236229f63514992fc073799bb78" +uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d" +version = "0.2.0" + +[[deps.Vulkan_Loader_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Wayland_jll", "Xorg_libX11_jll", "Xorg_libXrandr_jll", "xkbcommon_jll"] +git-tree-sha1 = "2f0486047a07670caad3a81a075d2e518acc5c59" +uuid = "a44049a8-05dd-5a78-86c9-5fde0876e88c" +version = "1.3.243+0" + +[[deps.Wayland_jll]] +deps = ["Artifacts", "EpollShim_jll", "Expat_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg", "XML2_jll"] +git-tree-sha1 = "7558e29847e99bc3f04d6569e82d0f5c54460703" +uuid = "a2964d1f-97da-50d4-b82a-358c7fce9d89" +version = "1.21.0+1" + +[[deps.Wayland_protocols_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "93f43ab61b16ddfb2fd3bb13b3ce241cafb0e6c9" +uuid = "2381bf8a-dfd0-557d-9999-79630e7b1b91" +version = "1.31.0+0" + +[[deps.XML2_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"] +git-tree-sha1 = "1165b0443d0eca63ac1e32b8c0eb69ed2f4f8127" +uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a" +version = "2.13.3+0" + +[[deps.XSLT_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "XML2_jll", "Zlib_jll"] +git-tree-sha1 = "a54ee957f4c86b526460a720dbc882fa5edcbefc" +uuid = "aed1982a-8fda-507f-9586-7b0439959a61" +version = "1.1.41+0" + +[[deps.XZ_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "ac88fb95ae6447c8dda6a5503f3bafd496ae8632" +uuid = "ffd25f8a-64ca-5728-b0f7-c24cf3aae800" +version = "5.4.6+0" + +[[deps.Xorg_libICE_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "326b4fea307b0b39892b3e85fa451692eda8d46c" +uuid = "f67eecfb-183a-506d-b269-f58e52b52d7c" +version = "1.1.1+0" + +[[deps.Xorg_libSM_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libICE_jll"] +git-tree-sha1 = "3796722887072218eabafb494a13c963209754ce" +uuid = "c834827a-8449-5923-a945-d239c165b7dd" +version = "1.2.4+0" + +[[deps.Xorg_libX11_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"] +git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495" +uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc" +version = "1.8.6+0" + +[[deps.Xorg_libXau_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8" +uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec" +version = "1.0.11+0" + +[[deps.Xorg_libXcursor_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"] +git-tree-sha1 = "12e0eb3bc634fa2080c1c37fccf56f7c22989afd" +uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724" +version = "1.2.0+4" + +[[deps.Xorg_libXdmcp_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7" +uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05" +version = "1.1.4+0" + +[[deps.Xorg_libXext_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"] +git-tree-sha1 = "d2d1a5c49fae4ba39983f63de6afcbea47194e85" +uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3" +version = "1.3.6+0" + +[[deps.Xorg_libXfixes_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] +git-tree-sha1 = "0e0dc7431e7a0587559f9294aeec269471c991a4" +uuid = "d091e8ba-531a-589c-9de9-94069b037ed8" +version = "5.0.3+4" + +[[deps.Xorg_libXi_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll", "Xorg_libXfixes_jll"] +git-tree-sha1 = "89b52bc2160aadc84d707093930ef0bffa641246" +uuid = "a51aa0fd-4e3c-5386-b890-e753decda492" +version = "1.7.10+4" + +[[deps.Xorg_libXinerama_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll"] +git-tree-sha1 = "26be8b1c342929259317d8b9f7b53bf2bb73b123" +uuid = "d1454406-59df-5ea1-beac-c340f2130bc3" +version = "1.1.4+4" + +[[deps.Xorg_libXrandr_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll"] +git-tree-sha1 = "34cea83cb726fb58f325887bf0612c6b3fb17631" +uuid = "ec84b674-ba8e-5d96-8ba1-2a689ba10484" +version = "1.5.2+4" + +[[deps.Xorg_libXrender_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"] +git-tree-sha1 = "47e45cd78224c53109495b3e324df0c37bb61fbe" +uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa" +version = "0.9.11+0" + +[[deps.Xorg_libpthread_stubs_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9" +uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74" +version = "0.1.1+0" + +[[deps.Xorg_libxcb_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"] +git-tree-sha1 = "bcd466676fef0878338c61e655629fa7bbc69d8e" +uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b" +version = "1.17.0+0" + +[[deps.Xorg_libxkbfile_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"] +git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4" +uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a" +version = "1.1.2+0" + +[[deps.Xorg_xcb_util_cursor_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_jll", "Xorg_xcb_util_renderutil_jll"] +git-tree-sha1 = "04341cb870f29dcd5e39055f895c39d016e18ccd" +uuid = "e920d4aa-a673-5f3a-b3d7-f755a4d47c43" +version = "0.1.4+0" + +[[deps.Xorg_xcb_util_image_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] +git-tree-sha1 = "0fab0a40349ba1cba2c1da699243396ff8e94b97" +uuid = "12413925-8142-5f55-bb0e-6d7ca50bb09b" +version = "0.4.0+1" + +[[deps.Xorg_xcb_util_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll"] +git-tree-sha1 = "e7fd7b2881fa2eaa72717420894d3938177862d1" +uuid = "2def613f-5ad1-5310-b15b-b15d46f528f5" +version = "0.4.0+1" + +[[deps.Xorg_xcb_util_keysyms_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] +git-tree-sha1 = "d1151e2c45a544f32441a567d1690e701ec89b00" +uuid = "975044d2-76e6-5fbe-bf08-97ce7c6574c7" +version = "0.4.0+1" + +[[deps.Xorg_xcb_util_renderutil_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] +git-tree-sha1 = "dfd7a8f38d4613b6a575253b3174dd991ca6183e" +uuid = "0d47668e-0667-5a69-a72c-f761630bfb7e" +version = "0.3.9+1" + +[[deps.Xorg_xcb_util_wm_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] +git-tree-sha1 = "e78d10aab01a4a154142c5006ed44fd9e8e31b67" +uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361" +version = "0.4.1+1" + +[[deps.Xorg_xkbcomp_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"] +git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb" +uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4" +version = "1.4.6+0" + +[[deps.Xorg_xkeyboard_config_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"] +git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3" +uuid = "33bec58e-1273-512f-9401-5d533626f822" +version = "2.39.0+0" + +[[deps.Xorg_xtrans_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77" +uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10" +version = "1.5.0+0" + +[[deps.Zlib_jll]] +deps = ["Libdl"] +uuid = "83775a58-1f1d-513f-b197-d71354ab007a" +version = "1.2.13+1" + +[[deps.Zstd_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "e678132f07ddb5bfa46857f0d7620fb9be675d3b" +uuid = "3161d3a3-bdf6-5164-811a-617609db77b4" +version = "1.5.6+0" + +[[deps.eudev_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "gperf_jll"] +git-tree-sha1 = "431b678a28ebb559d224c0b6b6d01afce87c51ba" +uuid = "35ca27e7-8b34-5b7f-bca9-bdc33f59eb06" +version = "3.2.9+0" + +[[deps.fzf_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "936081b536ae4aa65415d869287d43ef3cb576b2" +uuid = "214eeab7-80f7-51ab-84ad-2988db7cef09" +version = "0.53.0+0" + +[[deps.gperf_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "3516a5630f741c9eecb3720b1ec9d8edc3ecc033" +uuid = "1a1c6b14-54f6-533d-8383-74cd7377aa70" +version = "3.1.1+0" + +[[deps.libaom_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "1827acba325fdcdf1d2647fc8d5301dd9ba43a9d" +uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b" +version = "3.9.0+0" + +[[deps.libass_jll]] +deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Zlib_jll"] +git-tree-sha1 = "e17c115d55c5fbb7e52ebedb427a0dca79d4484e" +uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0" +version = "0.15.2+0" + +[[deps.libblastrampoline_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" +version = "5.11.0+0" + +[[deps.libdecor_jll]] +deps = ["Artifacts", "Dbus_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "Pango_jll", "Wayland_jll", "xkbcommon_jll"] +git-tree-sha1 = "9bf7903af251d2050b467f76bdbe57ce541f7f4f" +uuid = "1183f4f0-6f2a-5f1a-908b-139f9cdfea6f" +version = "0.2.2+0" + +[[deps.libevdev_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "141fe65dc3efabb0b1d5ba74e91f6ad26f84cc22" +uuid = "2db6ffa8-e38f-5e21-84af-90c45d0032cc" +version = "1.11.0+0" + +[[deps.libfdk_aac_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "8a22cf860a7d27e4f3498a0fe0811a7957badb38" +uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280" +version = "2.0.3+0" + +[[deps.libinput_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "eudev_jll", "libevdev_jll", "mtdev_jll"] +git-tree-sha1 = "ad50e5b90f222cfe78aa3d5183a20a12de1322ce" +uuid = "36db933b-70db-51c0-b978-0f229ee0e533" +version = "1.18.0+0" + +[[deps.libpng_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"] +git-tree-sha1 = "d7015d2e18a5fd9a4f47de711837e980519781a4" +uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f" +version = "1.6.43+1" + +[[deps.libvorbis_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"] +git-tree-sha1 = "490376214c4721cdaca654041f635213c6165cb3" +uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a" +version = "1.3.7+2" + +[[deps.mtdev_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "814e154bdb7be91d78b6802843f76b6ece642f11" +uuid = "009596ad-96f7-51b1-9f1b-5ce2d5e8a71e" +version = "1.1.6+0" + +[[deps.nghttp2_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" +version = "1.52.0+1" + +[[deps.p7zip_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" +version = "17.4.0+2" + +[[deps.x264_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2" +uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a" +version = "2021.5.5+0" + +[[deps.x265_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9" +uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76" +version = "3.5.0+0" + +[[deps.xkbcommon_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"] +git-tree-sha1 = "9c304562909ab2bab0262639bd4f444d7bc2be37" +uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd" +version = "1.4.1+1" +""" + +# ╔═╡ Cell order: +# ╠═7aa6f03e-7532-11ef-2c70-372b852f3e7d +# ╠═dd32c3e5-e6f7-43de-be4e-ed3616d62aca +# ╠═001b0227-7dfc-41b9-8118-dc3fad1dccd1 +# ╠═0558f8c4-100b-4804-9116-ab69c1261d71 +# ╠═59424753-698c-4e8a-801e-b5cda6b7095f +# ╠═11601440-eb51-41df-8a23-e2bccf0c5d9f +# ╠═e4520558-daa3-4407-884d-8b63860896a5 +# ╠═c04e2ff0-11e4-4c04-89fa-05c0398de88f +# ╠═edd6838e-4963-4a1e-b6a7-fc2593287300 +# ╠═8b40d6a4-467b-41b3-bd14-02157d0fc96f +# ╠═e60dd81f-1211-40db-b6bc-41597860fdae +# ╠═a5a40128-cf8f-4453-8f86-f166c0f95913 +# ╠═5f3f46c5-97b3-45a4-999c-c16cf4eca0c3 +# ╠═7a867bc6-47c5-42ac-91e2-b92c8ecebb29 +# ╠═5ad00000-0af6-4582-ab38-2aa44c67b8ba +# ╠═9c91cbd3-9aa9-4ac5-b829-86d7061210d8 +# ╟─00000000-0000-0000-0000-000000000001 +# ╟─00000000-0000-0000-0000-000000000002