report.md

Benchmark Report

Job Properties

Commit(s): JuliaLang/julia@446214acb073a0b8ddca27ab6a0c958a4ecbcae1 vs JuliaLang/julia@2aee2debbba075986f4d4895392abc6ab09ee6a0

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Results

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Below is a table of this job's results, obtained by running the benchmarks found in JuliaCI/BaseBenchmarks.jl. The values listed in the ID column have the structure [parent_group, child_group, ..., key], and can be used to index into the BaseBenchmarks suite to retrieve the corresponding benchmarks.

The percentages accompanying time and memory values in the below table are noise tolerances. The "true" time/memory value for a given benchmark is expected to fall within this percentage of the reported value.

A ratio greater than 1.0 denotes a possible regression (marked with ❌), while a ratio less than 1.0 denotes a possible improvement (marked with ✅). Only significant results - results that indicate possible regressions or improvements - are shown below (thus, an empty table means that all benchmark results remained invariant between builds).

ID	time ratio	memory ratio
["array", "any/all", "(\"all\", \"Array{Float64,1} generator\")"]	0.93 (5%) ✅	1.00 (1%)
["array", "any/all", "(\"all\", \"Array{Float64,1}\")"]	0.93 (5%) ✅	1.00 (1%)
["array", "any/all", "(\"all\", \"Array{Int64,1} generator\")"]	0.84 (5%) ✅	1.00 (1%)
["array", "any/all", "(\"all\", \"Array{Int64,1}\")"]	0.84 (5%) ✅	1.00 (1%)
["array", "any/all", "(\"any\", \"Array{Int64,1} generator\")"]	0.84 (5%) ✅	1.00 (1%)
["array", "any/all", "(\"any\", \"Array{Int64,1}\")"]	0.84 (5%) ✅	1.00 (1%)
["array", "bool", "bitarray_bool_load!"]	0.94 (5%) ✅	1.00 (1%)
["array", "bool", "boolarray_bool_load!"]	0.84 (5%) ✅	1.00 (1%)
["array", "cat", "(\"catnd\", 5)"]	0.88 (5%) ✅	0.98 (1%) ✅
["array", "cat", "(\"catnd_setind\", 5)"]	0.89 (5%) ✅	1.00 (1%)
["array", "cat", "(\"catnd_setind\", 500)"]	0.94 (5%) ✅	1.00 (1%)
["array", "cat", "(\"hcat\", 500)"]	0.83 (5%) ✅	1.00 (1%)
["array", "cat", "(\"hvcat\", 5)"]	0.95 (5%) ✅	1.00 (1%)
["array", "cat", "(\"vcat_setind\", 500)"]	0.95 (5%) ✅	1.00 (1%)
["array", "cat", "4467"]	1.53 (5%) ❌	1.00 (1%)
["array", "comprehension", "(\"collect\", \"Array{Float64,1}\")"]	0.90 (5%) ✅	1.00 (1%)
["array", "comprehension", "(\"comprehension_iteration\", \"Array{Float64,1}\")"]	0.95 (5%) ✅	1.00 (1%)
["array", "convert", "(\"Int\", \"Complex{Float64}\")"]	0.35 (5%) ✅	1.00 (1%)
["array", "equality", "(\"==\", \"Array{Float32,1}\")"]	0.88 (5%) ✅	1.00 (1%)
["array", "equality", "(\"==\", \"Array{Float64,1}\")"]	0.83 (5%) ✅	1.00 (1%)
["array", "equality", "(\"==\", \"Array{Int64,1} == Array{Int64,1}\")"]	0.88 (5%) ✅	1.00 (1%)
["array", "equality", "(\"==\", \"Array{Int64,1}\")"]	0.93 (5%) ✅	1.00 (1%)
["array", "equality", "(\"==\", \"UnitRange{Int64}\")"]	1.08 (5%) ❌	1.00 (1%)
["array", "equality", "(\"isequal\", \"Array{Int64,1} isequal Array{Float32,1}\")"]	0.94 (5%) ✅	1.00 (1%)
["array", "equality", "(\"isequal\", \"Array{Int64,1} isequal Array{Float64,1}\")"]	0.95 (5%) ✅	1.00 (1%)
["array", "equality", "(\"isequal\", \"Array{Int64,1} isequal Array{Int64,1}\")"]	1.08 (5%) ❌	1.00 (1%)
["array", "equality", "(\"isequal\", \"Array{Int64,1}\")"]	0.95 (5%) ✅	1.00 (1%)
["array", "equality", "(\"isequal\", \"UnitRange{Int64}\")"]	1.08 (5%) ❌	1.00 (1%)
["array", "growth", "(\"append!\", 8)"]	1.07 (5%) ❌	1.00 (1%)
["array", "growth", "(\"prerend!\", 2048)"]	1.06 (5%) ❌	1.00 (1%)
["array", "growth", "(\"prerend!\", 256)"]	1.05 (5%) ❌	1.00 (1%)
["array", "growth", "(\"push_single!\", 2048)"]	0.93 (5%) ✅	1.00 (1%)
["array", "growth", "(\"push_single!\", 256)"]	0.86 (5%) ✅	1.00 (1%)
["array", "growth", "(\"push_single!\", 8)"]	0.83 (5%) ✅	1.00 (1%)
["array", "index", "(\"sumcartesian\", \"100000:-1:1\")"]	0.00 (50%) ✅	1.00 (1%)
["array", "index", "(\"sumcartesian\", \"1:100000\")"]	0.00 (50%) ✅	1.00 (1%)
["array", "index", "(\"sumeach\", \"SubArray{Int32,2,BaseBenchmarks.ArrayBenchmarks.ArrayLS{Int32,2},Tuple{Base.Slice{Base.OneTo{Int64}},Base.Slice{Base.OneTo{Int64}}},false}\")"]	0.40 (50%) ✅	1.00 (1%)
["array", "reductions", "(\"maxabs\", \"Float64\")"]	0.44 (5%) ✅	1.00 (1%)
["array", "reductions", "(\"maxabs\", \"Int64\")"]	0.62 (5%) ✅	1.00 (1%)
["array", "reductions", "(\"sumabs\", \"Float64\")"]	0.92 (5%) ✅	1.00 (1%)
["array", "reductions", "(\"sumabs\", \"Int64\")"]	1.09 (5%) ❌	1.00 (1%)
["array", "reverse", "rev_load_slow!"]	1.05 (5%) ❌	1.00 (1%)
["array", "setindex!", "(\"setindex!\", 4)"]	0.82 (5%) ✅	1.00 (1%)
["array", "subarray", "(\"lucompletepivCopy!\", 1000)"]	0.88 (5%) ✅	1.00 (1%)
["array", "subarray", "(\"lucompletepivCopy!\", 500)"]	0.94 (5%) ✅	1.00 (1%)
["array", "subarray", "(\"lucompletepivSub!\", 1000)"]	0.88 (5%) ✅	1.00 (1%)
["array", "subarray", "(\"lucompletepivSub!\", 500)"]	0.94 (5%) ✅	1.00 (1%)
["broadcast", "mix_scalar_tuple", "(10, \"scal_tup\")"]	1.08 (5%) ❌	1.00 (1%)
["broadcast", "mix_scalar_tuple", "(10, \"tup_tup\")"]	1.11 (5%) ❌	1.00 (1%)
["broadcast", "mix_scalar_tuple", "(3, \"scal_tup\")"]	1.08 (5%) ❌	1.00 (1%)
["broadcast", "mix_scalar_tuple", "(3, \"tup_tup\")"]	1.08 (5%) ❌	1.00 (1%)
["broadcast", "mix_scalar_tuple", "(5, \"scal_tup\")"]	1.08 (5%) ❌	1.00 (1%)
["broadcast", "mix_scalar_tuple", "(5, \"scal_tup_x3\")"]	1.09 (5%) ❌	1.00 (1%)
["broadcast", "mix_scalar_tuple", "(5, \"tup_tup\")"]	1.05 (5%) ❌	1.00 (1%)
["broadcast", "sparse", "((1000, 1000), 1)"]	1.03 (5%)	1.03 (1%) ❌
["broadcast", "sparse", "((1000, 1000), 2)"]	1.13 (5%) ❌	1.03 (1%) ❌
["broadcast", "typeargs", "(\"tuple\", 10)"]	0.43 (5%) ✅	1.00 (1%)
["broadcast", "typeargs", "(\"tuple\", 3)"]	0.65 (5%) ✅	1.00 (1%)
["broadcast", "typeargs", "(\"tuple\", 5)"]	0.54 (5%) ✅	1.00 (1%)
["collection", "deletion", "(\"Dict\", \"Int\", \"pop!\")"]	2.13 (25%) ❌	1.00 (1%)
["collection", "deletion", "(\"Set\", \"Int\", \"pop!\")"]	1.92 (25%) ❌	1.00 (1%)
["collection", "iteration", "(\"IdDict\", \"String\", \"iterate\")"]	1.29 (25%) ❌	1.00 (1%)
["collection", "queries & updates", "(\"Set\", \"Any\", \"pop!\", \"specified\")"]	1.35 (25%) ❌	1.00 (1%)
["collection", "queries & updates", "(\"Set\", \"Any\", \"push!\", \"new\")"]	1.29 (25%) ❌	1.00 (1%)
["collection", "queries & updates", "(\"Set\", \"Any\", \"push!\", \"overwrite\")"]	1.53 (25%) ❌	1.00 (1%)
["collection", "queries & updates", "(\"Set\", \"Int\", \"length\")"]	1.33 (25%) ❌	1.00 (1%)
["collection", "queries & updates", "(\"Vector\", \"String\", \"in\", \"false\")"]	1.88 (25%) ❌	1.00 (1%)
["collection", "queries & updates", "(\"Vector\", \"String\", \"in\", \"true\")"]	1.87 (25%) ❌	1.00 (1%)
["collection", "set operations", "(\"Set\", \"Int\", \"⊆\", \"Vector\")"]	1.32 (25%) ❌	1.00 (1%)
["dates", "accessor", "day"]	1.08 (5%) ❌	1.00 (1%)
["dates", "accessor", "hour"]	1.08 (5%) ❌	1.00 (1%)
["dates", "accessor", "millisecond"]	1.08 (5%) ❌	1.00 (1%)
["dates", "accessor", "minute"]	1.08 (5%) ❌	1.00 (1%)
["dates", "accessor", "month"]	1.08 (5%) ❌	1.00 (1%)
["dates", "accessor", "second"]	1.08 (5%) ❌	1.00 (1%)
["dates", "accessor", "year"]	1.08 (5%) ❌	1.00 (1%)
["dates", "arithmetic", "(\"DateTime\", \"Day\")"]	1.08 (5%) ❌	1.00 (1%)
["dates", "arithmetic", "(\"DateTime\", \"Hour\")"]	1.08 (5%) ❌	1.00 (1%)
["dates", "arithmetic", "(\"DateTime\", \"Millisecond\")"]	1.08 (5%) ❌	1.00 (1%)
["dates", "arithmetic", "(\"DateTime\", \"Minute\")"]	1.08 (5%) ❌	1.00 (1%)
["dates", "arithmetic", "(\"DateTime\", \"Month\")"]	1.08 (5%) ❌	1.00 (1%)
["dates", "arithmetic", "(\"DateTime\", \"Second\")"]	1.08 (5%) ❌	1.00 (1%)
["dates", "arithmetic", "(\"DateTime\", \"Year\")"]	1.08 (5%) ❌	1.00 (1%)
["dates", "arithmetic", "(\"Date\", \"Day\")"]	1.08 (5%) ❌	1.00 (1%)
["dates", "arithmetic", "(\"Date\", \"Month\")"]	1.08 (5%) ❌	1.00 (1%)
["dates", "arithmetic", "(\"Date\", \"Year\")"]	1.08 (5%) ❌	1.00 (1%)
["dates", "construction", "Date"]	1.08 (5%) ❌	1.00 (1%)
["dates", "construction", "DateTime"]	1.08 (5%) ❌	1.00 (1%)
["dates", "conversion", "Date -> DateTime"]	1.08 (5%) ❌	1.00 (1%)
["dates", "conversion", "DateTime -> Date"]	1.08 (5%) ❌	1.00 (1%)
["dates", "parse", "(\"DateTime\", \"DateFormat\")"]	0.95 (5%) ✅	0.93 (1%) ✅
["dates", "parse", "(\"DateTime\", \"ISODateTimeFormat\")"]	0.94 (5%) ✅	1.00 (1%)
["dates", "parse", "(\"DateTime\", \"RFC1123Format\", \"Mixedcase\")"]	0.96 (5%)	0.94 (1%) ✅
["dates", "parse", "(\"Date\", \"DateFormat\")"]	0.95 (5%) ✅	0.91 (1%) ✅
["find", "findall", "(\"ispos\", \"Array{Float32,1}\")"]	1.08 (5%) ❌	1.00 (1%)
["find", "findall", "(\"ispos\", \"Array{Float64,1}\")"]	1.08 (5%) ❌	1.00 (1%)
["find", "findall", "(\"ispos\", \"Array{Int64,1}\")"]	1.05 (5%) ❌	1.00 (1%)
["find", "findnext", "(\"Array{Bool,1}\", \"50-50\")"]	1.05 (5%) ❌	1.00 (1%)
["find", "findnext", "(\"ispos\", \"Array{UInt64,1}\")"]	1.19 (5%) ❌	1.00 (1%)
["find", "findprev", "(\"ispos\", \"Array{Bool,1}\")"]	1.07 (5%) ❌	1.00 (1%)
["find", "findprev", "(\"ispos\", \"Array{Float64,1}\")"]	0.92 (5%) ✅	1.00 (1%)
["find", "findprev", "(\"ispos\", \"Array{Int64,1}\")"]	0.94 (5%) ✅	1.00 (1%)
["find", "findprev", "(\"ispos\", \"Array{Int8,1}\")"]	1.06 (5%) ❌	1.00 (1%)
["find", "findprev", "(\"ispos\", \"Array{UInt8,1}\")"]	1.06 (5%) ❌	1.00 (1%)
["io", "array_limit", "(\"display\", \"Array{Float64,1}(100000000,)\")"]	0.99 (5%)	0.92 (1%) ✅
["io", "array_limit", "(\"display\", \"Array{Float64,2}(10000, 10000)\")"]	0.95 (5%)	0.93 (1%) ✅
["io", "array_limit", "(\"display\", \"Array{Float64,2}(100000000, 1)\")"]	1.00 (5%)	0.92 (1%) ✅
["io", "read", "readstring"]	0.82 (5%) ✅	0.67 (1%) ✅
["io", "serialization", "(\"deserialize\", \"Vector{String}\")"]	0.95 (5%) ✅	1.00 (1%)
["io", "skipchars"]	0.89 (5%) ✅	0.99 (1%)
["linalg", "arithmetic", "(\"*\", \"Bidiagonal\", \"Bidiagonal\", 1024)"]	0.00 (45%) ✅	0.01 (1%) ✅
["linalg", "arithmetic", "(\"*\", \"Bidiagonal\", \"Bidiagonal\", 256)"]	0.04 (45%) ✅	0.03 (1%) ✅
["linalg", "arithmetic", "(\"*\", \"SymTridiagonal\", \"SymTridiagonal\", 1024)"]	0.01 (45%) ✅	0.01 (1%) ✅
["linalg", "arithmetic", "(\"*\", \"SymTridiagonal\", \"SymTridiagonal\", 256)"]	0.06 (45%) ✅	0.04 (1%) ✅
["linalg", "arithmetic", "(\"*\", \"Tridiagonal\", \"Tridiagonal\", 1024)"]	0.01 (45%) ✅	0.01 (1%) ✅
["linalg", "arithmetic", "(\"*\", \"Tridiagonal\", \"Tridiagonal\", 256)"]	0.06 (45%) ✅	0.04 (1%) ✅
["linalg", "arithmetic", "(\"\\\\\", \"HermitianSparseWithNonZeroPivots\", \"Vector\", 1024)"]	1.10 (45%)	1.03 (1%) ❌
["micro", "parseint"]	0.88 (5%) ✅	0.86 (1%) ✅
["micro", "printfd"]	1.00 (5%)	0.95 (1%) ✅
["misc", "23042", "Complex{Float32}"]	1.13 (5%) ❌	1.00 (1%)
["misc", "23042", "Float32"]	1.06 (5%) ❌	1.00 (1%)
["misc", "allocation elision view", "conditional"]	0.90 (5%) ✅	1.00 (1%)
["misc", "bitshift", "(\"Int\", \"Int\")"]	0.94 (5%) ✅	1.00 (1%)
["misc", "bitshift", "(\"Int\", \"UInt\")"]	0.94 (5%) ✅	1.00 (1%)
["misc", "bitshift", "(\"UInt32\", \"UInt32\")"]	1.15 (5%) ❌	1.00 (1%)
["misc", "bitshift", "(\"UInt\", \"UInt\")"]	0.94 (5%) ✅	1.00 (1%)
["misc", "fastmath many args"]	1.87 (5%) ❌	1.00 (1%)
["misc", "issue 12165", "Float16"]	0.85 (5%) ✅	1.00 (1%)
["misc", "issue 12165", "Float32"]	0.86 (5%) ✅	1.00 (1%)
["misc", "issue 12165", "Float64"]	0.86 (5%) ✅	1.00 (1%)
["misc", "iterators", "sum(flatten(fill(rand(50), 100))))"]	0.88 (5%) ✅	0.29 (1%) ✅
["misc", "iterators", "zip(1:1)"]	0.90 (5%) ✅	1.00 (1%)
["misc", "iterators", "zip(1:1, 1:1)"]	0.93 (5%) ✅	1.00 (1%)
["misc", "iterators", "zip(1:1, 1:1, 1:1)"]	0.92 (5%) ✅	1.00 (1%)
["misc", "parse", "Float64"]	1.07 (5%) ❌	1.00 (1%)
["parallel", "remotecall", "(\"identity\", 1024)"]	1.02 (5%)	1.02 (1%) ❌
["parallel", "remotecall", "(\"identity\", 2)"]	1.01 (5%)	1.04 (1%) ❌
["parallel", "remotecall", "(\"identity\", 512)"]	1.02 (5%)	1.02 (1%) ❌
["parallel", "remotecall", "(\"identity\", 64)"]	1.01 (5%)	1.03 (1%) ❌
["problem", "grigoriadis khachiyan", "grigoriadis_khachiyan"]	0.92 (5%) ✅	1.00 (1%)
["problem", "imdb", "centrality"]	0.97 (5%)	0.99 (1%) ✅
["problem", "laplacian", "laplace_iter_sub"]	0.94 (5%) ✅	1.00 (1%)
["problem", "simplex", "simplex"]	1.09 (5%) ❌	1.00 (1%)
["problem", "ziggurat", "ziggurat"]	0.92 (5%) ✅	1.00 (1%)
["random", "ranges", "(\"rand\", \"MersenneTwister\", \"BigInt\", \"RangeGenerator(1:2^10000)\")"]	1.44 (25%) ❌	1.00 (1%)
["random", "types", "(\"randexp\", \"ImplicitRNG\", \"ImplicitFloat64\")"]	1.29 (25%) ❌	1.00 (1%)
["scalar", "acos", "(\"0.5 <= abs(x) < 1\", \"negative argument\", \"Float32\")"]	1.17 (5%) ❌	1.00 (1%)
["scalar", "acos", "(\"0.5 <= abs(x) < 1\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "acos", "(\"0.5 <= abs(x) < 1\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "acos", "(\"one\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "acos", "(\"one\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "acos", "(\"one\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "acos", "(\"one\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "acos", "(\"small\", \"negative argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "acos", "(\"small\", \"negative argument\", \"Float64\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "acos", "(\"small\", \"positive argument\", \"Float32\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "acos", "(\"small\", \"positive argument\", \"Float64\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "acos", "(\"zero\", \"Float32\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "acos", "(\"zero\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "acosh", "(\"one\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "acosh", "(\"one\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "arithmetic", "(\"add\", \"Complex{BigInt}\", \"UInt64\")"]	1.69 (50%) ❌	1.00 (1%)
["scalar", "arithmetic", "(\"div\", \"BigFloat\", \"Float32\")"]	1.54 (50%) ❌	1.00 (1%)
["scalar", "arithmetic", "(\"div\", \"BigFloat\", \"Float64\")"]	1.54 (50%) ❌	1.00 (1%)
["scalar", "arithmetic", "(\"div\", \"Complex{BigFloat}\", \"Float32\")"]	1.63 (50%) ❌	1.00 (1%)
["scalar", "arithmetic", "(\"div\", \"Complex{BigFloat}\", \"Float64\")"]	1.67 (50%) ❌	1.00 (1%)
["scalar", "arithmetic", "(\"rem type\", \"UInt64\", \"BigInt\")"]	1.98 (40%) ❌	1.00 (1%)
["scalar", "arithmetic", "(\"sub\", \"BigInt\", \"UInt64\")"]	1.52 (50%) ❌	1.00 (1%)
["scalar", "arithmetic", "(\"sub\", \"Complex{BigFloat}\", \"Float32\")"]	2.10 (50%) ❌	1.00 (1%)
["scalar", "arithmetic", "(\"sub\", \"UInt64\", \"BigInt\")"]	1.95 (50%) ❌	1.00 (1%)
["scalar", "asin", "(\"0.5 <= abs(x) < 0.975\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "asin", "(\"0.5 <= abs(x) < 0.975\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "asin", "(\"0.5 <= abs(x) < 0.975\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "asin", "(\"0.5 <= abs(x) < 0.975\", \"positive argument\", \"Float64\")"]	1.21 (5%) ❌	1.00 (1%)
["scalar", "asin", "(\"one\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "asin", "(\"one\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "asin", "(\"one\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "asin", "(\"one\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "asin", "(\"small\", \"negative argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "asin", "(\"small\", \"negative argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "asin", "(\"small\", \"positive argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "asin", "(\"small\", \"positive argument\", \"Float64\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "asin", "(\"zero\", \"Float32\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "asin", "(\"zero\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "asinh", "(\"very small\", \"negative argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "asinh", "(\"very small\", \"negative argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "asinh", "(\"very small\", \"positive argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "asinh", "(\"very small\", \"positive argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "asinh", "(\"zero\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "asinh", "(\"zero\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"0 <= abs(x) < 7/16\", \"negative argument\", \"Float32\")"]	1.05 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"0 <= abs(x) < 7/16\", \"positive argument\", \"Float32\")"]	1.05 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"11/16 <= abs(x) < 19/16\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"11/16 <= abs(x) < 19/16\", \"positive argument\", \"Float64\")"]	1.29 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"7/16 <= abs(x) < 11/16\", \"negative argument\", \"Float64\")"]	1.25 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"7/16 <= abs(x) < 11/16\", \"positive argument\", \"Float64\")"]	1.25 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"very large\", \"negative argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"very large\", \"negative argument\", \"Float64\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"very large\", \"positive argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"very large\", \"positive argument\", \"Float64\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"very small\", \"negative argument\", \"Float32\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"very small\", \"negative argument\", \"Float64\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"very small\", \"positive argument\", \"Float32\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"very small\", \"positive argument\", \"Float64\")"]	1.21 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"zero\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "atan", "(\"zero\", \"Float64\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"abs(y/x) high\", \"y infinite\", \"y negative\", \"x finite\", \"x negative\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"abs(y/x) high\", \"y infinite\", \"y negative\", \"x finite\", \"x negative\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"abs(y/x) high\", \"y negative\", \"x negative\", \"Float32\")"]	1.42 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"abs(y/x) high\", \"y negative\", \"x negative\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"abs(y/x) high\", \"y negative\", \"x positive\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"abs(y/x) high\", \"y positive\", \"x negative\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"abs(y/x) high\", \"y positive\", \"x negative\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"abs(y/x) high\", \"y positive\", \"x positive\", \"Float32\")"]	1.13 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"abs(y/x) high\", \"y positive\", \"x positive\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"abs(y/x) safe (small)\", \"y positive\", \"x negative\", \"Float32\")"]	1.21 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"abs(y/x) small\", \"y positive\", \"x negative\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"abs(y/x) small\", \"y positive\", \"x negative\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"abs(y/x) small\", \"y positive\", \"x positive\", \"Float32\")"]	1.13 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"abs(y/x) small\", \"y positive\", \"x positive\", \"Float64\")"]	1.06 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"x one\", \"Float32\")"]	1.45 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"x one\", \"Float64\")"]	0.80 (5%) ✅	1.00 (1%)
["scalar", "atan2", "(\"x zero\", \"y negative\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"x zero\", \"y negative\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"x zero\", \"y positive\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"x zero\", \"y positive\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y finite\", \"y negative\", \"x infinite\", \"x negative\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y finite\", \"y negative\", \"x infinite\", \"x negative\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y finite\", \"y negative\", \"x infinite\", \"x positive\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y finite\", \"y negative\", \"x infinite\", \"x positive\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y finite\", \"y positive\", \"x infinite\", \"x negative\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y finite\", \"y positive\", \"x infinite\", \"x negative\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y finite\", \"y positive\", \"x infinite\", \"x positive\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y finite\", \"y positive\", \"x infinite\", \"x positive\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y negative\", \"x finite\", \"x negative\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y negative\", \"x finite\", \"x negative\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y negative\", \"x finite\", \"x positive\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y negative\", \"x finite\", \"x positive\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y negative\", \"x infinite\", \"x negative\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y negative\", \"x infinite\", \"x negative\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y negative\", \"x infinite\", \"x positive\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y negative\", \"x infinite\", \"x positive\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y positive\", \"x finite\", \"x negative\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y positive\", \"x finite\", \"x negative\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y positive\", \"x finite\", \"x positive\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y positive\", \"x finite\", \"x positive\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y positive\", \"x infinite\", \"x negative\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y positive\", \"x infinite\", \"x negative\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y positive\", \"x infinite\", \"x positive\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y infinite\", \"y positive\", \"x infinite\", \"x positive\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y zero\", \"y negative\", \"x negative\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y zero\", \"y negative\", \"x negative\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y zero\", \"y negative\", \"x positive\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y zero\", \"y negative\", \"x positive\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y zero\", \"y positive\", \"x negative\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y zero\", \"y positive\", \"x negative\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y zero\", \"y positive\", \"x positive\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atan2", "(\"y zero\", \"y positive\", \"x positive\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "atanh", "(\"0.5 <= abs(x) < 1\", \"negative argument\", \"Float64\")"]	1.25 (5%) ❌	1.00 (1%)
["scalar", "atanh", "(\"0.5 <= abs(x) < 1\", \"positive argument\", \"Float64\")"]	1.25 (5%) ❌	1.00 (1%)
["scalar", "atanh", "(\"one\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "atanh", "(\"very small\", \"negative argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "atanh", "(\"very small\", \"negative argument\", \"Float64\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "atanh", "(\"very small\", \"positive argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "atanh", "(\"very small\", \"positive argument\", \"Float64\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "atanh", "(\"zero\", \"Float64\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"large\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"large\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"large\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"large\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"medium\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"medium\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"medium\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"medium\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"one\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"one\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"small\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"small\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"small\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"small\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"very small\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"very small\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"very small\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"very small\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"zero\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cbrt", "(\"zero\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 2.0^20π/4\", \"negative argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 2.0^20π/4\", \"positive argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 2π/4\", \"negative argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 2π/4\", \"negative argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 2π/4\", \"positive argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 2π/4\", \"positive argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 3π/4\", \"negative argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 3π/4\", \"negative argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 3π/4\", \"positive argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 3π/4\", \"positive argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 4π/4\", \"negative argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 4π/4\", \"negative argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 4π/4\", \"positive argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 4π/4\", \"positive argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 5π/4\", \"negative argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 5π/4\", \"negative argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 5π/4\", \"positive argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 5π/4\", \"positive argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 6π/4\", \"negative argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 6π/4\", \"negative argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 6π/4\", \"positive argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 6π/4\", \"positive argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 7π/4\", \"negative argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 7π/4\", \"negative argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 7π/4\", \"positive argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 7π/4\", \"positive argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 8π/4\", \"negative argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 8π/4\", \"negative argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 8π/4\", \"positive argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 8π/4\", \"positive argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 9π/4\", \"negative argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 9π/4\", \"negative argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 9π/4\", \"positive argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (easy) abs(x) < 9π/4\", \"positive argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 2π/4\", \"negative argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 2π/4\", \"negative argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 2π/4\", \"positive argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 2π/4\", \"positive argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 4π/4\", \"negative argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 4π/4\", \"negative argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 4π/4\", \"positive argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 4π/4\", \"positive argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 6π/4\", \"negative argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 6π/4\", \"negative argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 6π/4\", \"positive argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 6π/4\", \"positive argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 8π/4\", \"negative argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 8π/4\", \"negative argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 8π/4\", \"positive argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"argument reduction (hard) abs(x) < 8π/4\", \"positive argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"no reduction\", \"zero\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "cos", "(\"no reduction\", \"zero\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "cosh", "(\"0 <= abs(x) < 0.00024414062f0\", \"negative argument\", \"Float32\")"]	0.72 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"0 <= abs(x) < 0.00024414062f0\", \"positive argument\", \"Float32\")"]	0.72 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"0 <= abs(x) < 2.7755602085408512e-17\", \"negative argument\", \"Float64\")"]	0.65 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"0 <= abs(x) < 2.7755602085408512e-17\", \"positive argument\", \"Float64\")"]	0.65 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"0.00024414062f0 <= abs(x) < 9f0\", \"negative argument\", \"Float32\")"]	0.32 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"0.00024414062f0 <= abs(x) < 9f0\", \"positive argument\", \"Float32\")"]	0.32 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"2.7755602085408512e-17 <= abs(x) < 22.0\", \"negative argument\", \"Float64\")"]	0.27 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"2.7755602085408512e-17 <= abs(x) < 22.0\", \"positive argument\", \"Float64\")"]	0.28 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"22.0 <= abs(x) < 709.7822265633563\", \"negative argument\", \"Float64\")"]	0.30 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"22.0 <= abs(x) < 709.7822265633563\", \"positive argument\", \"Float64\")"]	0.30 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"9f0 <= abs(x) < 88.72283f0\", \"negative argument\", \"Float32\")"]	0.33 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"9f0 <= abs(x) < 88.72283f0\", \"positive argument\", \"Float32\")"]	0.33 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"very large\", \"negative argument\", \"Float32\")"]	0.62 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"very large\", \"negative argument\", \"Float64\")"]	0.59 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"very large\", \"positive argument\", \"Float32\")"]	0.62 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"very large\", \"positive argument\", \"Float64\")"]	0.62 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"very small\", \"negative argument\", \"Float32\")"]	0.72 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"very small\", \"negative argument\", \"Float64\")"]	0.65 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"very small\", \"positive argument\", \"Float32\")"]	0.65 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"very small\", \"positive argument\", \"Float64\")"]	0.65 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"zero\", \"Float32\")"]	0.62 (5%) ✅	1.00 (1%)
["scalar", "cosh", "(\"zero\", \"Float64\")"]	0.65 (5%) ✅	1.00 (1%)
["scalar", "exp2", "(\"2pow1023\", \"negative argument\", Float64)"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "exp2", "(\"2pow1023\", \"positive argument\", Float64)"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "exp2", "(\"2pow127\", \"negative argument\", Float32)"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "exp2", "(\"2pow127\", \"positive argument\", Float32)"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "exp2", "(\"2pow35\", \"negative argument\", \"Float32\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "exp2", "(\"2pow35\", \"negative argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "exp2", "(\"2pow35\", \"positive argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "exp2", "(\"2pow35\", \"positive argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "exp2", "(\"small\", \"negative argument\", \"Float64\")"]	1.12 (5%) ❌	1.00 (1%)
["scalar", "exp2", "(\"very small\", \"negative argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "exp2", "(\"very small\", \"negative argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "exp2", "(\"very small\", \"positive argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "exp2", "(\"very small\", \"positive argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "exp2", "(\"zero\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "exp2", "(\"zero\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"huge\", \"positive argument\", \"Float3\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"huge\", \"positive argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"large\", \"negative argument\", \"Float32\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"large\", \"negative argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"large\", \"positive argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"large\", \"positive argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"medium\", \"negative argument\", \"Float32\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"medium\", \"negative argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"medium\", \"positive argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"very small\", \"negative argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"very small\", \"negative argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"very small\", \"positive argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"very small\", \"positive argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"zero\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "expm1", "(\"zero\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (easy) abs(x) < 2.0^20π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (easy) abs(x) < 2.0^20π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (easy) abs(x) < 5π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (easy) abs(x) < 5π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (easy) abs(x) < 6π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (easy) abs(x) < 6π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (easy) abs(x) < 7π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (easy) abs(x) < 7π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (easy) abs(x) < 8π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (easy) abs(x) < 8π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (easy) abs(x) < 9π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (easy) abs(x) < 9π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (hard) abs(x) < 6π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (hard) abs(x) < 6π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (hard) abs(x) < 8π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"argument reduction (hard) abs(x) < 8π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"no reduction\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"no reduction\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "mod2pi", "(\"no reduction\", \"zero\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 2.0^20π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 2.0^20π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 2π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 2π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 3π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 3π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 4π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 4π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 5π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 5π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 6π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 6π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 7π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 7π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 8π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 8π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 9π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (easy) abs(x) < 9π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (hard) abs(x) < 2π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (hard) abs(x) < 2π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (hard) abs(x) < 4π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (hard) abs(x) < 4π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (hard) abs(x) < 6π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (hard) abs(x) < 6π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (hard) abs(x) < 8π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "rem_pio2", "(\"argument reduction (hard) abs(x) < 8π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 2.0^20π/4\", \"negative argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 2.0^20π/4\", \"positive argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 2π/4\", \"negative argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 2π/4\", \"negative argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 2π/4\", \"positive argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 2π/4\", \"positive argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 3π/4\", \"negative argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 3π/4\", \"negative argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 3π/4\", \"positive argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 3π/4\", \"positive argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 4π/4\", \"negative argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 4π/4\", \"negative argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 4π/4\", \"positive argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 4π/4\", \"positive argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 5π/4\", \"negative argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 5π/4\", \"negative argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 5π/4\", \"positive argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 5π/4\", \"positive argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 6π/4\", \"negative argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 6π/4\", \"negative argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 6π/4\", \"positive argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 6π/4\", \"positive argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 7π/4\", \"negative argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 7π/4\", \"negative argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 7π/4\", \"positive argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 7π/4\", \"positive argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 8π/4\", \"negative argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 8π/4\", \"negative argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 8π/4\", \"positive argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 8π/4\", \"positive argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 9π/4\", \"negative argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 9π/4\", \"negative argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 9π/4\", \"positive argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (easy) abs(x) < 9π/4\", \"positive argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 2π/4\", \"negative argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 2π/4\", \"negative argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 2π/4\", \"positive argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 2π/4\", \"positive argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 4π/4\", \"negative argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 4π/4\", \"negative argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 4π/4\", \"positive argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 4π/4\", \"positive argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 6π/4\", \"negative argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 6π/4\", \"negative argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 6π/4\", \"positive argument\", \"Float32\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 6π/4\", \"positive argument\", \"Float64\", \"cos_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 8π/4\", \"negative argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 8π/4\", \"negative argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 8π/4\", \"positive argument\", \"Float32\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"argument reduction (hard) abs(x) < 8π/4\", \"positive argument\", \"Float64\", \"sin_kernel\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"no reduction\", \"zero\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "sin", "(\"no reduction\", \"zero\", \"Float64\")"]	1.21 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 2.0^20π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 2.0^20π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 2π/4\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 2π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 2π/4\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 2π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 3π/4\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 3π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 3π/4\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 3π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 4π/4\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 4π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 4π/4\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 4π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 5π/4\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 5π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 5π/4\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 5π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 6π/4\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 6π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 6π/4\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 6π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 7π/4\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 7π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 7π/4\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 7π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 8π/4\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 8π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 8π/4\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 8π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 9π/4\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 9π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 9π/4\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (easy) abs(x) < 9π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 2π/4\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 2π/4\", \"negative argument\", \"Float64\")"]	1.25 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 2π/4\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 2π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 4π/4\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 4π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 4π/4\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 4π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 6π/4\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 6π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 6π/4\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 6π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 8π/4\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 8π/4\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 8π/4\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"argument reduction (hard) abs(x) < 8π/4\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"no reduction\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"no reduction\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"no reduction\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"no reduction\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"no reduction\", \"zero\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sincos", "(\"no reduction\", \"zero\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"0 <= abs(x) < 2.0^-28\", \"negative argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"0 <= abs(x) < 2.0^-28\", \"positive argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"0 <= abs(x) < 2f-12\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"0 <= abs(x) < 2f-12\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"22.0 <= abs(x) < 709.7822265633563\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"22.0 <= abs(x) < 709.7822265633563\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"9f0 <= abs(x) < 88.72283f0\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"9f0 <= abs(x) < 88.72283f0\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"very large\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"very large\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"very large\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"very large\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"very small\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"very small\", \"negative argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"very small\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"very small\", \"positive argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"zero\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "sinh", "(\"zero\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"large\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"large\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"large\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"large\", \"positive argument\", \"Float64\")"]	1.42 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"medium\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"medium\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"medium\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"medium\", \"positive argument\", \"Float64\")"]	1.17 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"small\", \"negative argument\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"small\", \"negative argument\", \"Float64\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"small\", \"positive argument\", \"Float32\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"small\", \"positive argument\", \"Float64\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"very small\", \"negative argument\", \"Float32\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"very small\", \"negative argument\", \"Float64\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"very small\", \"positive argument\", \"Float64\")"]	1.14 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"zero\", \"Float32\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "tan", "(\"zero\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "tanh", "(\"0 <= abs(x) < 2.0^-28\", \"negative argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "tanh", "(\"0 <= abs(x) < 2.0^-28\", \"positive argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "tanh", "(\"2f0^-12 <= abs(x) < 1f0\", \"positive argument\", \"Float32\")"]	1.09 (5%) ❌	1.00 (1%)
["scalar", "tanh", "(\"very large\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "tanh", "(\"very large\", \"negative argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "tanh", "(\"very large\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "tanh", "(\"very large\", \"positive argument\", \"Float64\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "tanh", "(\"very small\", \"negative argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "tanh", "(\"very small\", \"negative argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "tanh", "(\"very small\", \"positive argument\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "tanh", "(\"very small\", \"positive argument\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["scalar", "tanh", "(\"zero\", \"Float32\")"]	1.08 (5%) ❌	1.00 (1%)
["scalar", "tanh", "(\"zero\", \"Float64\")"]	1.07 (5%) ❌	1.00 (1%)
["shootout", "k_nucleotide"]	0.83 (5%) ✅	1.00 (1%)
["shootout", "meteor_contest"]	1.09 (5%) ❌	1.00 (1%)
["sparse", "constructors", "(\"Diagonal\", 100)"]	1.10 (5%) ❌	1.00 (1%)
["sparse", "constructors", "(\"Tridiagonal\", 100)"]	1.07 (5%) ❌	1.00 (1%)
["sparse", "index", "(\"spmat\", \"OneTo\", 10)"]	1.05 (30%)	1.07 (1%) ❌
["sparse", "index", "(\"spmat\", \"OneTo\", 100)"]	1.01 (30%)	1.04 (1%) ❌
["sparse", "index", "(\"spmat\", \"array\", 100)"]	0.95 (30%)	0.95 (1%) ✅
["sparse", "index", "(\"spmat\", \"col\", \"OneTo\", 10)"]	1.07 (30%)	0.91 (1%) ✅
["sparse", "index", "(\"spmat\", \"col\", \"OneTo\", 100)"]	1.01 (30%)	0.92 (1%) ✅
["sparse", "index", "(\"spmat\", \"col\", \"OneTo\", 1000)"]	0.94 (30%)	0.79 (1%) ✅
["sparse", "index", "(\"spmat\", \"col\", \"array\", 10)"]	0.95 (30%)	0.94 (1%) ✅
["sparse", "index", "(\"spmat\", \"col\", \"array\", 100)"]	1.00 (30%)	1.04 (1%) ❌
["sparse", "index", "(\"spmat\", \"col\", \"array\", 1000)"]	0.85 (30%)	0.98 (1%) ✅
["sparse", "index", "(\"spmat\", \"col\", \"logical\", 10)"]	0.99 (30%)	0.96 (1%) ✅
["sparse", "index", "(\"spmat\", \"col\", \"logical\", 100)"]	0.95 (30%)	0.98 (1%) ✅
["sparse", "index", "(\"spmat\", \"col\", \"range\", 10)"]	1.01 (30%)	0.91 (1%) ✅
["sparse", "index", "(\"spmat\", \"col\", \"range\", 100)"]	1.01 (30%)	0.92 (1%) ✅
["sparse", "index", "(\"spmat\", \"col\", \"range\", 1000)"]	0.95 (30%)	0.79 (1%) ✅
["sparse", "index", "(\"spmat\", \"logical\", 10)"]	1.09 (30%)	1.08 (1%) ❌
["sparse", "index", "(\"spmat\", \"logical\", 100)"]	1.19 (30%)	1.05 (1%) ❌
["sparse", "index", "(\"spmat\", \"logical\", 1000)"]	0.99 (30%)	1.01 (1%) ❌
["sparse", "index", "(\"spmat\", \"range\", 10)"]	1.05 (30%)	1.07 (1%) ❌
["sparse", "index", "(\"spmat\", \"range\", 100)"]	1.01 (30%)	1.04 (1%) ❌
["sparse", "index", "(\"spmat\", \"row\", \"OneTo\", 1000)"]	0.92 (30%)	0.54 (1%) ✅
["sparse", "index", "(\"spmat\", \"row\", \"array\", 1000)"]	0.95 (30%)	0.55 (1%) ✅
["sparse", "index", "(\"spmat\", \"row\", \"logical\", 1000)"]	1.28 (30%)	0.90 (1%) ✅
["sparse", "index", "(\"spmat\", \"row\", \"range\", 1000)"]	0.86 (30%)	0.54 (1%) ✅
["sparse", "index", "(\"spvec\", \"integer\", 10000)"]	1.33 (30%) ❌	1.00 (1%)
["sparse", "matmul", "(\"A_mul_Bc\", \"dense 500x5, sparse 5x5 -> dense 500x5\")"]	1.01 (30%)	1.11 (1%) ❌
["sparse", "matmul", "(\"A_mul_Bc\", \"dense 50x50, sparse 50x50 -> dense 50x50\")"]	1.08 (30%)	1.10 (1%) ❌
["sparse", "matmul", "(\"A_mul_Bc\", \"dense 50x50, sparse 5x50 -> dense 50x5\")"]	0.99 (30%)	0.62 (1%) ✅
["sparse", "matmul", "(\"A_mul_Bc\", \"dense 5x50, sparse 500x50 -> dense 5x500\")"]	1.01 (30%)	1.02 (1%) ❌
["sparse", "matmul", "(\"A_mul_Bc\", \"dense 5x500, sparse 50x500 -> dense 5x50\")"]	1.04 (30%)	1.11 (1%) ❌
["sparse", "matmul", "(\"A_mul_Bt\", \"dense 500x5, sparse 5x5 -> dense 500x5\")"]	1.01 (30%)	1.11 (1%) ❌
["sparse", "matmul", "(\"A_mul_Bt\", \"dense 50x50, sparse 50x50 -> dense 50x50\")"]	1.09 (30%)	1.10 (1%) ❌
["sparse", "matmul", "(\"A_mul_Bt\", \"dense 50x50, sparse 5x50 -> dense 50x5\")"]	1.04 (30%)	1.21 (1%) ❌
["sparse", "matmul", "(\"A_mul_Bt\", \"dense 5x50, sparse 500x50 -> dense 5x500\")"]	1.03 (30%)	1.02 (1%) ❌
["sparse", "matmul", "(\"A_mul_Bt\", \"dense 5x500, sparse 50x500 -> dense 5x50\")"]	1.04 (30%)	1.11 (1%) ❌
["sparse", "matmul", "(\"Ac_mul_B\", \"dense 500x5, sparse 500x50 -> dense 5x50\")"]	1.04 (30%)	1.11 (1%) ❌
["sparse", "matmul", "(\"Ac_mul_B\", \"dense 50x5, sparse 50x500 -> dense 5x500\")"]	1.01 (30%)	1.02 (1%) ❌
["sparse", "matmul", "(\"Ac_mul_B\", \"dense 50x50, sparse 50x5 -> dense 50x5\")"]	1.02 (30%)	0.61 (1%) ✅
["sparse", "matmul", "(\"Ac_mul_B\", \"dense 50x50, sparse 50x50 -> dense 50x50\")"]	1.06 (30%)	1.10 (1%) ❌
["sparse", "matmul", "(\"Ac_mul_B\", \"dense 5x500, sparse 5x5 -> dense 500x5\")"]	1.00 (30%)	1.11 (1%) ❌
["sparse", "matmul", "(\"Ac_mul_Bc\", \"dense 500x5, sparse 50x500 -> dense 5x50\")"]	1.03 (30%)	1.11 (1%) ❌
["sparse", "matmul", "(\"Ac_mul_Bc\", \"dense 50x5, sparse 500x50 -> dense 5x500\")"]	1.01 (30%)	1.02 (1%) ❌
["sparse", "matmul", "(\"Ac_mul_Bc\", \"dense 50x50, sparse 50x50 -> dense 50x50\")"]	1.08 (30%)	1.10 (1%) ❌
["sparse", "matmul", "(\"Ac_mul_Bc\", \"dense 50x50, sparse 5x50 -> dense 50x5\")"]	1.00 (30%)	0.62 (1%) ✅
["sparse", "matmul", "(\"Ac_mul_Bc\", \"dense 5x500, sparse 5x5 -> dense 500x5\")"]	1.01 (30%)	1.11 (1%) ❌
["sparse", "matmul", "(\"At_mul_B!\", \"dense 40x4000, sparse 40x40 -> dense 4000x40\")"]	1.89 (30%) ❌	1.00 (1%)
["sparse", "matmul", "(\"At_mul_B\", \"dense 500x5, sparse 500x50 -> dense 5x50\")"]	1.04 (30%)	1.11 (1%) ❌
["sparse", "matmul", "(\"At_mul_B\", \"dense 50x5, sparse 50x500 -> dense 5x500\")"]	1.02 (30%)	1.02 (1%) ❌
["sparse", "matmul", "(\"At_mul_B\", \"dense 50x50, sparse 50x5 -> dense 50x5\")"]	1.03 (30%)	0.62 (1%) ✅
["sparse", "matmul", "(\"At_mul_B\", \"dense 50x50, sparse 50x50 -> dense 50x50\")"]	1.06 (30%)	1.10 (1%) ❌
["sparse", "matmul", "(\"At_mul_B\", \"dense 5x500, sparse 5x5 -> dense 500x5\")"]	1.00 (30%)	1.11 (1%) ❌
["sparse", "matmul", "(\"At_mul_Bt\", \"dense 500x5, sparse 50x500 -> dense 5x50\")"]	1.04 (30%)	1.11 (1%) ❌
["sparse", "matmul", "(\"At_mul_Bt\", \"dense 50x5, sparse 500x50 -> dense 5x500\")"]	1.02 (30%)	1.02 (1%) ❌
["sparse", "matmul", "(\"At_mul_Bt\", \"dense 50x50, sparse 50x50 -> dense 50x50\")"]	1.08 (30%)	1.10 (1%) ❌
["sparse", "matmul", "(\"At_mul_Bt\", \"dense 50x50, sparse 5x50 -> dense 50x5\")"]	1.03 (30%)	1.21 (1%) ❌
["sparse", "matmul", "(\"At_mul_Bt\", \"dense 5x500, sparse 5x5 -> dense 500x5\")"]	1.01 (30%)	1.11 (1%) ❌
["sparse", "transpose", "(\"transpose!\", (20000, 20000))"]	1.47 (30%) ❌	1.00 (1%)
["string", "readuntil", "target length 1000"]	1.01 (5%)	0.71 (1%) ✅
["string", "readuntil", "target length 2"]	0.86 (5%) ✅	0.71 (1%) ✅
["string", "readuntil", "target length 50000"]	1.01 (5%)	0.71 (1%) ✅
["string", "repeat", "repeat str len 16"]	0.93 (5%) ✅	1.00 (1%)
["tuple", "linear algebra", "(\"matmat\", (2, 2), (2, 2))"]	1.08 (5%) ❌	1.00 (1%)
["tuple", "linear algebra", "(\"matmat\", (4, 4), (4, 4))"]	1.08 (5%) ❌	1.00 (1%)
["tuple", "linear algebra", "(\"matmat\", (8, 8), (8, 8))"]	0.79 (5%) ✅	1.00 (1%)
["tuple", "linear algebra", "(\"matvec\", (16, 16), (16,))"]	1.08 (5%) ❌	1.00 (1%)
["tuple", "linear algebra", "(\"matvec\", (2, 2), (2,))"]	1.08 (5%) ❌	1.00 (1%)
["tuple", "linear algebra", "(\"matvec\", (4, 4), (4,))"]	1.08 (5%) ❌	1.00 (1%)
["tuple", "linear algebra", "(\"matvec\", (8, 8), (8,))"]	1.08 (5%) ❌	1.00 (1%)
["tuple", "misc", "11899"]	1.08 (5%) ❌	1.00 (1%)
["tuple", "reduction", "(\"minimum\", (2,))"]	1.08 (5%) ❌	1.00 (1%)
["tuple", "reduction", "(\"sum\", (16, 16))"]	0.84 (5%) ✅	1.00 (1%)
["tuple", "reduction", "(\"sum\", (2, 2))"]	0.90 (5%) ✅	1.00 (1%)
["tuple", "reduction", "(\"sum\", (4, 4))"]	1.24 (5%) ❌	1.00 (1%)
["tuple", "reduction", "(\"sum\", (8,))"]	0.92 (5%) ✅	1.00 (1%)
["tuple", "reduction", "(\"sumabs\", (2, 2))"]	0.94 (5%) ✅	1.00 (1%)
["tuple", "reduction", "(\"sumabs\", (2,))"]	1.08 (5%) ❌	1.00 (1%)
["union", "array", "(\"broadcast\", *, BigFloat, (false, true))"]	0.56 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, BigFloat, (true, true))"]	0.56 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, BigInt, (false, false))"]	0.95 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, BigInt, (false, true))"]	0.58 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, BigInt, (true, true))"]	0.59 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Bool, (false, false))"]	0.26 (5%) ✅	1.01 (1%) ❌
["union", "array", "(\"broadcast\", *, Bool, (false, true))"]	0.04 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Bool, (true, true))"]	0.04 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Complex{Float64}, (false, false))"]	0.37 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Complex{Float64}, (false, true))"]	0.12 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Complex{Float64}, (true, true))"]	0.12 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Float32, (false, false))"]	0.17 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Float32, (false, true))"]	0.05 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Float32, (true, true))"]	0.04 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Float64, (false, false))"]	0.19 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Float64, (false, true))"]	0.05 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Float64, (true, true))"]	0.05 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Int64, (false, false))"]	0.18 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Int64, (false, true))"]	0.05 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Int64, (true, true))"]	0.05 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Int8, (false, false))"]	0.18 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Int8, (false, true))"]	0.04 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", *, Int8, (true, true))"]	0.04 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, BigFloat, false)"]	0.88 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, BigFloat, true)"]	0.33 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, BigInt, false)"]	0.86 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, BigInt, true)"]	0.36 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, Bool, false)"]	0.24 (5%) ✅	1.01 (1%) ❌
["union", "array", "(\"broadcast\", abs, Bool, true)"]	0.03 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, Complex{Float64}, false)"]	0.56 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, Complex{Float64}, true)"]	0.10 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, Float32, false)"]	0.10 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, Float32, true)"]	0.03 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, Float64, false)"]	0.11 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, Float64, true)"]	0.03 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, Int64, false)"]	0.12 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, Int64, true)"]	0.03 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, Int8, false)"]	0.15 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", abs, Int8, true)"]	0.02 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, BigFloat, false)"]	0.38 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, BigFloat, true)"]	0.08 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, BigInt, false)"]	0.37 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, BigInt, true)"]	0.08 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, Bool, false)"]	0.24 (5%) ✅	1.01 (1%) ❌
["union", "array", "(\"broadcast\", identity, Bool, true)"]	0.03 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, Complex{Float64}, false)"]	0.19 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, Complex{Float64}, true)"]	0.08 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, Float32, false)"]	0.08 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, Float32, true)"]	0.03 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, Float64, false)"]	0.11 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, Float64, true)"]	0.04 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, Int64, false)"]	0.11 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, Int64, true)"]	0.04 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, Int8, false)"]	0.11 (5%) ✅	1.00 (1%)
["union", "array", "(\"broadcast\", identity, Int8, true)"]	0.03 (5%) ✅	1.00 (1%)
["union", "array", "(\"map\", *, BigFloat, (false, false))"]	1.13 (5%) ❌	1.00 (1%)
["union", "array", "(\"map\", *, BigFloat, (false, true))"]	1.09 (5%) ❌	1.00 (1%)
["union", "array", "(\"map\", *, BigFloat, (true, true))"]	1.10 (5%) ❌	1.00 (1%)
["union", "array", "(\"map\", *, Bool, (false, true))"]	1.09 (5%) ❌	1.00 (1%)
["union", "array", "(\"map\", abs, Bool, false)"]	1.10 (5%) ❌	1.00 (1%)
["union", "array", "(\"map\", abs, Float64, true)"]	0.86 (5%) ✅	1.00 (1%)
["union", "array", "(\"map\", abs, Int8, false)"]	0.93 (5%) ✅	1.00 (1%)
["union", "array", "(\"map\", identity, Int64, true)"]	1.06 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_binaryop\", *, BigFloat, (false, false))"]	1.12 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_binaryop\", *, BigFloat, (false, true))"]	1.10 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_binaryop\", *, BigFloat, (true, true))"]	1.10 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_binaryop\", *, Float64, (false, false))"]	0.95 (5%) ✅	1.00 (1%)
["union", "array", "(\"perf_countequals\", \"BigInt\")"]	0.95 (5%) ✅	1.00 (1%)
["union", "array", "(\"perf_countequals\", \"Float32\")"]	1.06 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_countequals\", \"Float64\")"]	1.16 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum2\", BigFloat, false)"]	1.07 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum2\", BigFloat, true)"]	1.07 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum2\", Bool, true)"]	1.29 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum2\", Float64, true)"]	0.94 (5%) ✅	1.00 (1%)
["union", "array", "(\"perf_sum2\", Int8, false)"]	0.82 (5%) ✅	1.00 (1%)
["union", "array", "(\"perf_sum3\", BigFloat, false)"]	1.07 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum3\", BigFloat, true)"]	1.07 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum3\", Complex{Float64}, true)"]	1.06 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum3\", Float32, true)"]	1.22 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum3\", Float64, true)"]	0.82 (5%) ✅	1.00 (1%)
["union", "array", "(\"perf_sum4\", BigFloat, false)"]	1.05 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum4\", BigFloat, true)"]	1.05 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum4\", BigInt, false)"]	2.36 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum4\", BigInt, true)"]	2.17 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum4\", Int8, true)"]	1.08 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum\", BigFloat, false)"]	1.05 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum\", BigFloat, true)"]	1.05 (5%) ❌	1.00 (1%)
["union", "array", "(\"perf_sum\", Float32, true)"]	0.86 (5%) ✅	1.00 (1%)
["union", "array", "(\"perf_sum\", Int8, true)"]	1.06 (5%) ❌	1.00 (1%)
["union", "array", "(\"skipmissing\", sum, BigFloat, false)"]	1.07 (5%) ❌	1.00 (1%)
["union", "array", "(\"skipmissing\", sum, Union{Missing, Bool}, true)"]	0.79 (5%) ✅	1.00 (1%)
["union", "array", "(\"skipmissing\", sum, Union{Missing, Float32}, true)"]	0.87 (5%) ✅	1.00 (1%)
["union", "array", "(\"skipmissing\", sum, Union{Missing, Float64}, true)"]	1.08 (5%) ❌	1.00 (1%)
["union", "array", "(\"skipmissing\", sum, Union{Nothing, BigFloat}, false)"]	1.06 (5%) ❌	1.00 (1%)
["union", "array", "(\"sort\", Union{Nothing, Int8}, false)"]	0.87 (5%) ✅	1.00 (1%)

Benchmark Group List

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

• ["array", "accumulate"]
• ["array", "any/all"]
• ["array", "bool"]
• ["array", "cat"]
• ["array", "comprehension"]
• ["array", "convert"]
• ["array", "equality"]
• ["array", "growth"]
• ["array", "index"]
• ["array", "reductions"]
• ["array", "reverse"]
• ["array", "setindex!"]
• ["array", "subarray"]
• ["broadcast"]
• ["broadcast", "dotop"]
• ["broadcast", "fusion"]
• ["broadcast", "mix_scalar_tuple"]
• ["broadcast", "sparse"]
• ["broadcast", "typeargs"]
• ["collection", "deletion"]
• ["collection", "initialization"]
• ["collection", "iteration"]
• ["collection", "optimizations"]
• ["collection", "queries & updates"]
• ["collection", "set operations"]
• ["dates", "accessor"]
• ["dates", "arithmetic"]
• ["dates", "construction"]
• ["dates", "conversion"]
• ["dates", "parse"]
• ["dates", "query"]
• ["dates", "string"]
• ["find", "findall"]
• ["find", "findnext"]
• ["find", "findprev"]
• ["io", "array_limit"]
• ["io", "read"]
• ["io", "serialization"]
• ["io"]
• ["linalg", "arithmetic"]
• ["linalg", "blas"]
• ["linalg", "factorization"]
• ["linalg"]
• ["micro"]
• ["misc"]
• ["misc", "23042"]
• ["misc", "afoldl"]
• ["misc", "allocation elision view"]
• ["misc", "bitshift"]
• ["misc", "issue 12165"]
• ["misc", "iterators"]
• ["misc", "julia"]
• ["misc", "parse"]
• ["misc", "repeat"]
• ["misc", "splatting"]
• ["parallel", "remotecall"]
• ["problem", "chaosgame"]
• ["problem", "fem"]
• ["problem", "go"]
• ["problem", "grigoriadis khachiyan"]
• ["problem", "imdb"]
• ["problem", "json"]
• ["problem", "laplacian"]
• ["problem", "monte carlo"]
• ["problem", "raytrace"]
• ["problem", "seismic"]
• ["problem", "simplex"]
• ["problem", "spellcheck"]
• ["problem", "stockcorr"]
• ["problem", "ziggurat"]
• ["random", "collections"]
• ["random", "randstring"]
• ["random", "ranges"]
• ["random", "sequences"]
• ["random", "types"]
• ["scalar", "acos"]
• ["scalar", "acosh"]
• ["scalar", "arithmetic"]
• ["scalar", "asin"]
• ["scalar", "asinh"]
• ["scalar", "atan"]
• ["scalar", "atan2"]
• ["scalar", "atanh"]
• ["scalar", "cbrt"]
• ["scalar", "cos"]
• ["scalar", "cosh"]
• ["scalar", "exp2"]
• ["scalar", "expm1"]
• ["scalar", "fastmath"]
• ["scalar", "floatexp"]
• ["scalar", "iteration"]
• ["scalar", "mod2pi"]
• ["scalar", "predicate"]
• ["scalar", "rem_pio2"]
• ["scalar", "sin"]
• ["scalar", "sincos"]
• ["scalar", "sinh"]
• ["scalar", "tan"]
• ["scalar", "tanh"]
• ["shootout"]
• ["simd"]
• ["sort", "insertionsort"]
• ["sort", "issorted"]
• ["sort", "mergesort"]
• ["sort", "quicksort"]
• ["sparse", "arithmetic"]
• ["sparse", "constructors"]
• ["sparse", "index"]
• ["sparse", "matmul"]
• ["sparse", "sparse matvec"]
• ["sparse", "sparse solves"]
• ["sparse", "transpose"]
• ["string", "findfirst"]
• ["string"]
• ["string", "readuntil"]
• ["string", "repeat"]
• ["tuple", "index"]
• ["tuple", "linear algebra"]
• ["tuple", "misc"]
• ["tuple", "reduction"]
• ["union", "array"]

Version Info

Primary Build

Julia Version 1.2.0-pre.62
Commit 446214a (2019-05-22 06:57 UTC)
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 14.04.5 LTS
  uname: Linux 3.13.0-85-generic #129-Ubuntu SMP Thu Mar 17 20:50:15 UTC 2016 x86_64 x86_64
  CPU: Intel(R) Xeon(R) CPU E3-1241 v3 @ 3.50GHz: 
              speed         user         nice          sys         idle          irq
       #1  3501 MHz   48578229 s       2434 s   11255888 s  3563962578 s         13 s
       #2  3501 MHz  286328244 s         20 s    5149577 s  3341022406 s         19 s
       #3  3501 MHz   39606391 s       3171 s    4789030 s  3588054729 s         30 s
       #4  3501 MHz   38217806 s         15 s    3591886 s  3592127921 s         26 s
       
  Memory: 31.383651733398438 GB (5173.3671875 MB free)
  Uptime: 3.6352173e7 sec
  Load Avg:  1.0830078125  1.03125  1.05078125
  WORD_SIZE: 64
  LIBM: libopenlibm
  LLVM: libLLVM-6.0.1 (ORCJIT, haswell)

Comparison Build

Julia Version 1.1.2-pre.0
Commit 2aee2de (2019-05-17 16:48 UTC)
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 14.04.5 LTS
  uname: Linux 3.13.0-85-generic #129-Ubuntu SMP Thu Mar 17 20:50:15 UTC 2016 x86_64 x86_64
  CPU: Intel(R) Xeon(R) CPU E3-1241 v3 @ 3.50GHz: 
              speed         user         nice          sys         idle          irq
       #1  3501 MHz   48725806 s       2434 s   11270252 s  3565098935 s         13 s
       #2  3501 MHz  287525660 s         20 s    5168894 s  3341107887 s         19 s
       #3  3501 MHz   39751227 s       3171 s    4799190 s  3589201927 s         30 s
       #4  3501 MHz   38357651 s         15 s    3601765 s  3593280594 s         26 s
       
  Memory: 31.383651733398438 GB (3805.5390625 MB free)
  Uptime: 3.6365203e7 sec
  Load Avg:  1.0029296875  1.0146484375  1.04541015625
  WORD_SIZE: 64
  LIBM: libopenlibm
  LLVM: libLLVM-6.0.1 (ORCJIT, haswell)