Package evaluation of OnlinePCA on Julia 1.13.0-DEV.582 (c0a1728d50*) started at 2025-05-14T15:32:44.347 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 8.49s ################################################################################ # Installation # Installing OnlinePCA... Resolving package versions... Updating `~/.julia/environments/v1.13/Project.toml` [975b03d1] + OnlinePCA v0.3.9 Updating `~/.julia/environments/v1.13/Manifest.toml` [66dad0bd] + AliasTables v1.1.3 [c7e460c6] + ArgParse v1.2.0 [944b1d66] + CodecZlib v0.7.8 [6b39b394] + CodecZstd v0.8.6 [34da2185] + Compat v4.16.0 [a8cc5b0e] + Crayons v4.1.1 [9a962f9c] + DataAPI v1.16.0 [a93c6f00] + DataFrames v1.7.0 [864edb3b] + DataStructures v0.18.22 [e2d170a0] + DataValueInterfaces v1.0.0 [8bb1440f] + DelimitedFiles v1.9.1 [31c24e10] + Distributions v0.25.120 [ffbed154] + DocStringExtensions v0.9.4 [1a297f60] + FillArrays v1.13.0 [38e38edf] + GLM v1.9.0 [f67ccb44] + HDF5 v0.17.2 [34004b35] + HypergeometricFunctions v0.3.28 [842dd82b] + InlineStrings v1.4.3 [41ab1584] + InvertedIndices v1.3.1 [92d709cd] + IrrationalConstants v0.2.4 [82899510] + IteratorInterfaceExtensions v1.0.0 [692b3bcd] + JLLWrappers v1.7.0 [b964fa9f] + LaTeXStrings v1.4.0 [2ab3a3ac] + LogExpFunctions v0.3.29 [3da0fdf6] + MPIPreferences v0.1.11 [4d4711f2] + MatrixMarket v0.5.2 [e1d29d7a] + Missings v1.2.0 [975b03d1] + OnlinePCA v0.3.9 [bac558e1] + OrderedCollections v1.8.0 [90014a1f] + PDMats v0.11.35 [2dfb63ee] + PooledArrays v1.4.3 [aea7be01] + PrecompileTools v1.3.2 [21216c6a] + Preferences v1.4.3 [08abe8d2] + PrettyTables v2.4.0 [92933f4c] + ProgressMeter v1.10.4 [43287f4e] + PtrArrays v1.3.0 [1fd47b50] + QuadGK v2.11.2 [189a3867] + Reexport v1.2.2 [ae029012] + Requires v1.3.1 [79098fc4] + Rmath v0.8.0 [91c51154] + SentinelArrays v1.4.8 [1277b4bf] + ShiftedArrays v2.0.0 [a2af1166] + SortingAlgorithms v1.2.1 [276daf66] + SpecialFunctions v2.5.1 [10745b16] + Statistics v1.11.1 [82ae8749] + StatsAPI v1.7.0 [2913bbd2] + StatsBase v0.34.5 [4c63d2b9] + StatsFuns v1.5.0 [3eaba693] + StatsModels v0.7.4 [892a3eda] + StringManipulation v0.4.1 [3783bdb8] + TableTraits v1.0.1 [bd369af6] + Tables v1.12.0 [b718987f] + TextWrap v1.0.2 [3bb67fe8] + TranscodingStreams v0.11.3 [0234f1f7] + HDF5_jll v1.14.6+0 [e33a78d0] + Hwloc_jll v2.12.0+0 [7cb0a576] + MPICH_jll v4.3.0+1 [f1f71cc9] + MPItrampoline_jll v5.5.3+0 [9237b28f] + MicrosoftMPI_jll v10.1.4+3 [fe0851c0] + OpenMPI_jll v5.0.7+2 [efe28fd5] + OpenSpecFun_jll v0.5.6+0 [f50d1b31] + Rmath_jll v0.5.1+0 [3161d3a3] + Zstd_jll v1.5.7+1 [477f73a3] + libaec_jll v1.1.3+0 [0dad84c5] + ArgTools v1.1.2 [56f22d72] + Artifacts v1.11.0 [2a0f44e3] + Base64 v1.11.0 [ade2ca70] + Dates v1.11.0 [8ba89e20] + Distributed v1.11.0 [f43a241f] + Downloads v1.7.0 [7b1f6079] + FileWatching v1.11.0 [9fa8497b] + Future v1.11.0 [b77e0a4c] + InteractiveUtils v1.11.0 [ac6e5ff7] + JuliaSyntaxHighlighting v1.12.0 [4af54fe1] + LazyArtifacts v1.11.0 [b27032c2] + LibCURL v0.6.4 [76f85450] + LibGit2 v1.11.0 [8f399da3] + Libdl v1.11.0 [37e2e46d] + LinearAlgebra v1.12.0 [56ddb016] + Logging v1.11.0 [d6f4376e] + Markdown v1.11.0 [a63ad114] + Mmap v1.11.0 [ca575930] + NetworkOptions v1.3.0 [44cfe95a] + Pkg v1.13.0 [de0858da] + Printf v1.11.0 [3fa0cd96] + REPL v1.11.0 [9a3f8284] + Random v1.11.0 [ea8e919c] + SHA v0.7.0 [9e88b42a] + Serialization v1.11.0 [6462fe0b] + Sockets v1.11.0 [2f01184e] + SparseArrays v1.12.0 [f489334b] + StyledStrings v1.11.0 [4607b0f0] + SuiteSparse [fa267f1f] + TOML v1.0.3 [a4e569a6] + Tar v1.10.0 [8dfed614] + Test v1.11.0 [cf7118a7] + UUIDs v1.11.0 [4ec0a83e] + Unicode v1.11.0 [e66e0078] + CompilerSupportLibraries_jll v1.3.0+1 [deac9b47] + LibCURL_jll v8.12.1+1 [e37daf67] + LibGit2_jll v1.9.0+0 [29816b5a] + LibSSH2_jll v1.11.3+1 [14a3606d] + MozillaCACerts_jll v2025.2.25 [4536629a] + OpenBLAS_jll v0.3.29+0 [05823500] + OpenLibm_jll v0.8.5+0 [458c3c95] + OpenSSL_jll v3.5.0+0 [bea87d4a] + SuiteSparse_jll v7.10.1+0 [83775a58] + Zlib_jll v1.3.1+2 [8e850b90] + libblastrampoline_jll v5.12.0+0 [8e850ede] + nghttp2_jll v1.65.0+0 [3f19e933] + p7zip_jll v17.5.0+2 Installation completed after 8.57s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompilation completed after 112.12s ################################################################################ # Testing # Testing OnlinePCA Test Could not use exact versions of packages in manifest. Re-resolving dependencies Updating `/tmp/jl_U6DgmF/Project.toml` [31c24e10] ↑ Distributions v0.25.111 ⇒ v0.25.120 [1a297f60] ↑ FillArrays v1.12.0 ⇒ v1.13.0 [975b03d1] + OnlinePCA v0.3.9 [10745b16] ↑ Statistics v1.10.0 ⇒ v1.11.1 [37e2e46d] ~ LinearAlgebra ⇒ v1.12.0 [2f01184e] ↑ SparseArrays v1.10.0 ⇒ v1.12.0 [8dfed614] ~ Test ⇒ v1.11.0 Updating `/tmp/jl_U6DgmF/Manifest.toml` [944b1d66] ↑ CodecZlib v0.7.6 ⇒ v0.7.8 [6b39b394] + CodecZstd v0.8.6 [a8cc5b0e] + Crayons v4.1.1 [a93c6f00] + DataFrames v1.7.0 [864edb3b] ↑ DataStructures v0.18.20 ⇒ v0.18.22 [e2d170a0] + DataValueInterfaces v1.0.0 [31c24e10] ↑ Distributions v0.25.111 ⇒ v0.25.120 [ffbed154] ↑ DocStringExtensions v0.9.3 ⇒ v0.9.4 [1a297f60] ↑ FillArrays v1.12.0 ⇒ v1.13.0 [38e38edf] + GLM v1.9.0 [f67ccb44] + HDF5 v0.17.2 [34004b35] ↑ HypergeometricFunctions v0.3.24 ⇒ v0.3.28 [842dd82b] + InlineStrings v1.4.3 [41ab1584] + InvertedIndices v1.3.1 [92d709cd] ↑ IrrationalConstants v0.2.2 ⇒ v0.2.4 [82899510] + IteratorInterfaceExtensions v1.0.0 [692b3bcd] ↑ JLLWrappers v1.5.0 ⇒ v1.7.0 [b964fa9f] + LaTeXStrings v1.4.0 [2ab3a3ac] ↑ LogExpFunctions v0.3.28 ⇒ v0.3.29 [3da0fdf6] + MPIPreferences v0.1.11 [975b03d1] + OnlinePCA v0.3.9 [bac558e1] ↑ OrderedCollections v1.6.3 ⇒ v1.8.0 [90014a1f] ↑ PDMats v0.11.31 ⇒ v0.11.35 [2dfb63ee] + PooledArrays v1.4.3 [aea7be01] + PrecompileTools v1.3.2 [08abe8d2] + PrettyTables v2.4.0 [92933f4c] + ProgressMeter v1.10.4 [43287f4e] ↑ PtrArrays v1.2.0 ⇒ v1.3.0 [1fd47b50] ↑ QuadGK v2.10.1 ⇒ v2.11.2 [ae029012] + Requires v1.3.1 [79098fc4] ↑ Rmath v0.7.1 ⇒ v0.8.0 [91c51154] + SentinelArrays v1.4.8 [1277b4bf] + ShiftedArrays v2.0.0 [276daf66] ↑ SpecialFunctions v2.4.0 ⇒ v2.5.1 [10745b16] ↑ Statistics v1.10.0 ⇒ v1.11.1 [2913bbd2] ↑ StatsBase v0.34.3 ⇒ v0.34.5 [4c63d2b9] ↑ StatsFuns v1.3.1 ⇒ v1.5.0 [3eaba693] + StatsModels v0.7.4 [892a3eda] + StringManipulation v0.4.1 [3783bdb8] + TableTraits v1.0.1 [bd369af6] + Tables v1.12.0 [3bb67fe8] ↑ TranscodingStreams v0.11.2 ⇒ v0.11.3 [0234f1f7] + HDF5_jll v1.14.6+0 [e33a78d0] + Hwloc_jll v2.12.0+0 [7cb0a576] + MPICH_jll v4.3.0+1 [f1f71cc9] + MPItrampoline_jll v5.5.3+0 [c8ffd9c3] - MbedTLS_jll v2.28.2+1 [9237b28f] + MicrosoftMPI_jll v10.1.4+3 [fe0851c0] + OpenMPI_jll v5.0.7+2 [efe28fd5] ↑ OpenSpecFun_jll v0.5.5+0 ⇒ v0.5.6+0 [f50d1b31] ↑ Rmath_jll v0.4.3+0 ⇒ v0.5.1+0 [3161d3a3] + Zstd_jll v1.5.7+1 [477f73a3] + libaec_jll v1.1.3+0 [0dad84c5] ↑ ArgTools v1.1.1 ⇒ v1.1.2 [56f22d72] ~ Artifacts ⇒ v1.11.0 [2a0f44e3] ~ Base64 ⇒ v1.11.0 [ade2ca70] ~ Dates ⇒ v1.11.0 [8ba89e20] + Distributed v1.11.0 [f43a241f] ↑ Downloads v1.6.0 ⇒ v1.7.0 [7b1f6079] ~ FileWatching ⇒ v1.11.0 [9fa8497b] + Future v1.11.0 [b77e0a4c] ~ InteractiveUtils ⇒ v1.11.0 [ac6e5ff7] + JuliaSyntaxHighlighting v1.12.0 [4af54fe1] + LazyArtifacts v1.11.0 [76f85450] ~ LibGit2 ⇒ v1.11.0 [8f399da3] ~ Libdl ⇒ v1.11.0 [37e2e46d] ~ LinearAlgebra ⇒ v1.12.0 [56ddb016] ~ Logging ⇒ v1.11.0 [d6f4376e] ~ Markdown ⇒ v1.11.0 [a63ad114] ~ Mmap ⇒ v1.11.0 [ca575930] ↑ NetworkOptions v1.2.0 ⇒ v1.3.0 [44cfe95a] ↑ Pkg v1.10.0 ⇒ v1.13.0 [de0858da] ~ Printf ⇒ v1.11.0 [3fa0cd96] ~ REPL ⇒ v1.11.0 [9a3f8284] ~ Random ⇒ v1.11.0 [9e88b42a] ~ Serialization ⇒ v1.11.0 [6462fe0b] ~ Sockets ⇒ v1.11.0 [2f01184e] ↑ SparseArrays v1.10.0 ⇒ v1.12.0 [f489334b] + StyledStrings v1.11.0 [8dfed614] ~ Test ⇒ v1.11.0 [cf7118a7] ~ UUIDs ⇒ v1.11.0 [4ec0a83e] ~ Unicode ⇒ v1.11.0 [e66e0078] ↑ CompilerSupportLibraries_jll v1.1.1+0 ⇒ v1.3.0+1 [deac9b47] ↑ LibCURL_jll v8.4.0+0 ⇒ v8.12.1+1 [e37daf67] ↑ LibGit2_jll v1.6.4+0 ⇒ v1.9.0+0 [29816b5a] ↑ LibSSH2_jll v1.11.0+1 ⇒ v1.11.3+1 [14a3606d] ↑ MozillaCACerts_jll v2023.1.10 ⇒ v2025.2.25 [4536629a] ↑ OpenBLAS_jll v0.3.23+4 ⇒ v0.3.29+0 [05823500] ↑ OpenLibm_jll v0.8.1+2 ⇒ v0.8.5+0 [458c3c95] + OpenSSL_jll v3.5.0+0 [bea87d4a] ↑ SuiteSparse_jll v7.2.1+1 ⇒ v7.10.1+0 [83775a58] ↑ Zlib_jll v1.2.13+1 ⇒ v1.3.1+2 [8e850b90] ↑ libblastrampoline_jll v5.8.0+1 ⇒ v5.12.0+0 [8e850ede] ↑ nghttp2_jll v1.52.0+1 ⇒ v1.65.0+0 [3f19e933] ↑ p7zip_jll v17.4.0+2 ⇒ v17.5.0+2 Test Successfully re-resolved Status `/tmp/jl_U6DgmF/Project.toml` [c7e460c6] ArgParse v1.2.0 [8bb1440f] DelimitedFiles v1.9.1 [31c24e10] Distributions v0.25.120 [1a297f60] FillArrays v1.13.0 [4d4711f2] MatrixMarket v0.5.2 [975b03d1] OnlinePCA v0.3.9 [10745b16] Statistics v1.11.1 [37e2e46d] LinearAlgebra v1.12.0 [2f01184e] SparseArrays v1.12.0 [8dfed614] Test v1.11.0 Status `/tmp/jl_U6DgmF/Manifest.toml` [66dad0bd] AliasTables v1.1.3 [c7e460c6] ArgParse v1.2.0 [944b1d66] CodecZlib v0.7.8 [6b39b394] CodecZstd v0.8.6 [34da2185] Compat v4.16.0 [a8cc5b0e] Crayons v4.1.1 [9a962f9c] DataAPI v1.16.0 [a93c6f00] DataFrames v1.7.0 [864edb3b] DataStructures v0.18.22 [e2d170a0] DataValueInterfaces v1.0.0 [8bb1440f] DelimitedFiles v1.9.1 [31c24e10] Distributions v0.25.120 [ffbed154] DocStringExtensions v0.9.4 [1a297f60] FillArrays v1.13.0 [38e38edf] GLM v1.9.0 [f67ccb44] HDF5 v0.17.2 [34004b35] HypergeometricFunctions v0.3.28 [842dd82b] InlineStrings v1.4.3 [41ab1584] InvertedIndices v1.3.1 [92d709cd] IrrationalConstants v0.2.4 [82899510] IteratorInterfaceExtensions v1.0.0 [692b3bcd] JLLWrappers v1.7.0 [b964fa9f] LaTeXStrings v1.4.0 [2ab3a3ac] LogExpFunctions v0.3.29 [3da0fdf6] MPIPreferences v0.1.11 [4d4711f2] MatrixMarket v0.5.2 [e1d29d7a] Missings v1.2.0 [975b03d1] OnlinePCA v0.3.9 [bac558e1] OrderedCollections v1.8.0 [90014a1f] PDMats v0.11.35 [2dfb63ee] PooledArrays v1.4.3 [aea7be01] PrecompileTools v1.3.2 [21216c6a] Preferences v1.4.3 [08abe8d2] PrettyTables v2.4.0 [92933f4c] ProgressMeter v1.10.4 [43287f4e] PtrArrays v1.3.0 [1fd47b50] QuadGK v2.11.2 [189a3867] Reexport v1.2.2 [ae029012] Requires v1.3.1 [79098fc4] Rmath v0.8.0 [91c51154] SentinelArrays v1.4.8 [1277b4bf] ShiftedArrays v2.0.0 [a2af1166] SortingAlgorithms v1.2.1 [276daf66] SpecialFunctions v2.5.1 [10745b16] Statistics v1.11.1 [82ae8749] StatsAPI v1.7.0 [2913bbd2] StatsBase v0.34.5 [4c63d2b9] StatsFuns v1.5.0 [3eaba693] StatsModels v0.7.4 [892a3eda] StringManipulation v0.4.1 [3783bdb8] TableTraits v1.0.1 [bd369af6] Tables v1.12.0 [b718987f] TextWrap v1.0.2 [3bb67fe8] TranscodingStreams v0.11.3 [0234f1f7] HDF5_jll v1.14.6+0 [e33a78d0] Hwloc_jll v2.12.0+0 [7cb0a576] MPICH_jll v4.3.0+1 [f1f71cc9] MPItrampoline_jll v5.5.3+0 [9237b28f] MicrosoftMPI_jll v10.1.4+3 [fe0851c0] OpenMPI_jll v5.0.7+2 [efe28fd5] OpenSpecFun_jll v0.5.6+0 [f50d1b31] Rmath_jll v0.5.1+0 [3161d3a3] Zstd_jll v1.5.7+1 [477f73a3] libaec_jll v1.1.3+0 [0dad84c5] ArgTools v1.1.2 [56f22d72] Artifacts v1.11.0 [2a0f44e3] Base64 v1.11.0 [ade2ca70] Dates v1.11.0 [8ba89e20] Distributed v1.11.0 [f43a241f] Downloads v1.7.0 [7b1f6079] FileWatching v1.11.0 [9fa8497b] Future v1.11.0 [b77e0a4c] InteractiveUtils v1.11.0 [ac6e5ff7] JuliaSyntaxHighlighting v1.12.0 [4af54fe1] LazyArtifacts v1.11.0 [b27032c2] LibCURL v0.6.4 [76f85450] LibGit2 v1.11.0 [8f399da3] Libdl v1.11.0 [37e2e46d] LinearAlgebra v1.12.0 [56ddb016] Logging v1.11.0 [d6f4376e] Markdown v1.11.0 [a63ad114] Mmap v1.11.0 [ca575930] NetworkOptions v1.3.0 [44cfe95a] Pkg v1.13.0 [de0858da] Printf v1.11.0 [3fa0cd96] REPL v1.11.0 [9a3f8284] Random v1.11.0 [ea8e919c] SHA v0.7.0 [9e88b42a] Serialization v1.11.0 [6462fe0b] Sockets v1.11.0 [2f01184e] SparseArrays v1.12.0 [f489334b] StyledStrings v1.11.0 [4607b0f0] SuiteSparse [fa267f1f] TOML v1.0.3 [a4e569a6] Tar v1.10.0 [8dfed614] Test v1.11.0 [cf7118a7] UUIDs v1.11.0 [4ec0a83e] Unicode v1.11.0 [e66e0078] CompilerSupportLibraries_jll v1.3.0+1 [deac9b47] LibCURL_jll v8.12.1+1 [e37daf67] LibGit2_jll v1.9.0+0 [29816b5a] LibSSH2_jll v1.11.3+1 [14a3606d] MozillaCACerts_jll v2025.2.25 [4536629a] OpenBLAS_jll v0.3.29+0 [05823500] OpenLibm_jll v0.8.5+0 [458c3c95] OpenSSL_jll v3.5.0+0 [bea87d4a] SuiteSparse_jll v7.10.1+0 [83775a58] Zlib_jll v1.3.1+2 [8e850b90] libblastrampoline_jll v5.12.0+0 [8e850ede] nghttp2_jll v1.65.0+0 [3f19e933] p7zip_jll v17.5.0+2 Testing Running tests... Precompiling packages... 8592.5 ms ✓ Distributions → DistributionsTestExt 1 dependency successfully precompiled in 9 seconds. 49 already precompiled. Precompiling packages... 1487.1 ms ✓ MatrixMarket 1 dependency successfully precompiled in 2 seconds. 6 already precompiled. /tmp/jl_pL8C8s Running all tests... ####### Binarization of CSV (Julia API) ####### 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 ####### Binarization of CSV (Command line) ####### Precompiling packages... 1315.6 ms ✓ ShiftedArrays 1043.5 ms ✓ TextWrap 961.7 ms ✓ PtrArrays 1461.3 ms ✓ OrderedCollections 1262.7 ms ✓ IteratorInterfaceExtensions 4626.2 ms ✓ Crayons 937.3 ms ✓ Reexport 1347.2 ms ✓ DocStringExtensions 2201.6 ms ✓ FillArrays 902.2 ms ✓ DataValueInterfaces 1030.2 ms ✓ DataAPI 4348.6 ms ✓ IrrationalConstants 1826.9 ms ✓ InlineStrings 1025.1 ms ✓ LaTeXStrings 1468.5 ms ✓ SuiteSparse 1039.4 ms ✓ InvertedIndices 1052.6 ms ✓ StatsAPI 1294.3 ms ✓ DelimitedFiles 2310.2 ms ✓ Requires 1593.4 ms ✓ MatrixMarket 2147.3 ms ✓ ProgressMeter 6820.5 ms ✓ SentinelArrays 1460.9 ms ✓ Compat 1738.2 ms ✓ Rmath_jll 6825.7 ms ✓ StringManipulation 2874.9 ms ✓ CodecZstd 3260.5 ms ✓ ArgParse 2285.5 ms ✓ AliasTables 1994.4 ms ✓ TableTraits 1701.3 ms ✓ FillArrays → FillArraysSparseArraysExt 1136.0 ms ✓ FillArrays → FillArraysStatisticsExt 1283.1 ms ✓ PooledArrays 1238.2 ms ✓ Missings 1562.4 ms ✓ LogExpFunctions 3431.0 ms ✓ PDMats 1892.4 ms ✓ Compat → CompatLinearAlgebraExt 2157.3 ms ✓ Rmath 2002.4 ms ✓ Tables 6761.2 ms ✓ SpecialFunctions 1636.7 ms ✓ FillArrays → FillArraysPDMatsExt 4854.2 ms ✓ DataStructures 26672.6 ms ✓ HDF5 77566.5 ms ✓ PrettyTables 3660.5 ms ✓ HypergeometricFunctions 3725.5 ms ✓ QuadGK 2106.3 ms ✓ SortingAlgorithms 4866.0 ms ✓ StatsFuns 6557.0 ms ✓ StatsBase 217843.5 ms ✓ DataFrames 7206.0 ms ✓ StatsModels 13297.5 ms ✓ Distributions 4799.6 ms ✓ Distributions → DistributionsTestExt 6498.1 ms ✓ GLM 20387.2 ms ✓ OnlinePCA 54 dependencies successfully precompiled in 489 seconds. 54 already precompiled. Parsed args: csvfile => /tmp/jl_pL8C8s/Data.csv binfile => /tmp/jl_pL8C8s/Data.zst 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 ####### Binarization of MM (Julia API) ####### ####### Binarization of MM (Command line) ####### Parsed args: binfile => /tmp/jl_pL8C8s/Data.mtx.zst mmfile => /tmp/jl_pL8C8s/Data.mtx ####### Binarization of Binary COO (Julia API) ####### ####### Binarization of Binary COO (Command line) ####### Parsed args: binfile => /tmp/jl_pL8C8s/Data.bincoo.zst bincoofile => /tmp/jl_pL8C8s/Data.bincoo ####### Summarization (Julia API) ####### 1 / 2 : Column-wise statistics are calculated... 2 / 2 : Row-wise statistics are calculated... ####### Summarization (Command line) ####### Parsed args: outdir => /tmp/jl_5HVCR5 binfile => /tmp/jl_pL8C8s/Data.zst pseudocount => 1.0 mode => dense 1 / 2 : Column-wise statistics are calculated... 2 / 2 : Row-wise statistics are calculated... ####### Summarization (Julia API) ####### 1 / 2 : Column-wise statistics are calculated... 2 / 2 : Row-wise statistics are calculated... ####### Summarization (Command line) ####### Parsed args: outdir => /tmp/jl_8axsT0 binfile => /tmp/jl_pL8C8s/Data.mtx.zst pseudocount => 1.0 mode => sparse_mm 1 / 2 : Column-wise statistics are calculated... 2 / 2 : Row-wise statistics are calculated... ####### HVG (Julia API) ####### Highly Variable Genes are calculated... ####### HVG (Command line) ####### Parsed args: rowcv2list => /tmp/jl_5HVCR5/Feature_CV2s.csv outdir => /tmp/jl_5HVCR5 binfile => /tmp/jl_pL8C8s/Data.zst rowvarlist => /tmp/jl_5HVCR5/Feature_Vars.csv rowmeanlist => /tmp/jl_5HVCR5/Feature_Means.csv Highly Variable Genes are calculated... ####### Filtering (Julia API) ####### ####### Filtering (Command line) ####### Parsed args: input => /tmp/jl_pL8C8s/Data.zst direct1 => + outdir => /tmp/jl_5HVCR5 direct2 => + thr2 => 10 samplelist => /tmp/jl_5HVCR5/Sample_NoCounts.csv featurelist => /tmp/jl_5HVCR5/Feature_Means.csv thr1 => 10 Parsed args: input => /tmp/jl_pL8C8s/Data.zst direct1 => + outdir => /tmp/jl_5HVCR5 direct2 => + thr2 => 10 samplelist => featurelist => /tmp/jl_5HVCR5/Feature_Means.csv thr1 => 10 Parsed args: input => /tmp/jl_pL8C8s/Data.zst direct1 => + outdir => /tmp/jl_5HVCR5 direct2 => + thr2 => 10 samplelist => /tmp/jl_5HVCR5/Sample_NoCounts.csv featurelist => thr1 => 10 ####### GD (Julia API) ####### ####### GD (Command line) ####### Parsed args: scheduling => "robbins-monro" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Parsed args: scheduling => "momentum" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false evalfreq => 5000 initV => nothing initW => "/tmp/jl_5HVCR5/Eigen_vectors.csv" lower => 0 offsetStoch => 1.0f-6 Parsed args: scheduling => "nag" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false evalfreq => 5000 initV => "/tmp/jl_5HVCR5/Loadings.csv" initW => nothing lower => 0 offsetStoch => 1.0f-6 Parsed args: scheduling => "adagrad" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 ####### Oja (Julia API) ####### Progress: 1%|▎ | ETA: 0:03:08 Progress: 1%|▍ | ETA: 0:03:33 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 Progress: 1%|▎ | ETA: 0:02:53 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 Progress: 1%|▎ | ETA: 0:03:12 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 Progress: 1%|▎ | ETA: 0:03:43 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 ####### Oja (Command line) ####### Parsed args: scheduling => "robbins-monro" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:04:37 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 Parsed args: scheduling => "momentum" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:06:40 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 Parsed args: scheduling => "nag" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:09:00 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Parsed args: scheduling => "adagrad" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:06:53 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 ####### SGD (Julia API) ####### Progress: 1%|▎ | ETA: 0:03:02 Progress: 1%|▍ | ETA: 0:03:51 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 Progress: 1%|▎ | ETA: 0:04:12 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 Progress: 1%|▎ | ETA: 0:04:13 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 Progress: 1%|▎ | ETA: 0:04:21 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 ####### SGD (Command line) ####### Parsed args: scheduling => "robbins-monro" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:06:04 Progress: 1%|▍ | ETA: 0:05:00 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Parsed args: scheduling => "momentum" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:06:26 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 Parsed args: scheduling => "nag" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:08:51 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Parsed args: scheduling => "adagrad" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:08:50 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 ####### CCIPCA (Julia API) ####### Progress: 1%|▎ | ETA: 0:02:12 Progress: 1%|▍ | ETA: 0:03:08 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 ####### CCIPCA (Command line) ####### Parsed args: rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" pseudocount => 1.0f0 rowvarlist => "" colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" numepoch => "1" expvar => 0.1f0 perm => false evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-15 Progress: 1%|▎ | ETA: 0:08:56 Progress: 1%|▍ | ETA: 0:07:18 Progress: 100%|█████████████████████████████████████████| Time: 0:00:04 ####### RSGD (Julia API) ####### Progress: 1%|▎ | ETA: 0:10:49 Progress: 1%|▍ | ETA: 0:09:13 Progress: 100%|█████████████████████████████████████████| Time: 0:00:05 Progress: 1%|▎ | ETA: 0:04:35 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 Progress: 1%|▎ | ETA: 0:06:06 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 Progress: 1%|▎ | ETA: 0:04:57 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 ####### RSGD (Command line) ####### Parsed args: scheduling => "robbins-monro" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:11:47 Progress: 1%|▍ | ETA: 0:08:53 Progress: 100%|█████████████████████████████████████████| Time: 0:00:05 Parsed args: scheduling => "momentum" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:12:05 Progress: 100%|█████████████████████████████████████████| Time: 0:00:05 Parsed args: scheduling => "nag" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:12:52 Progress: 100%|█████████████████████████████████████████| Time: 0:00:05 Parsed args: scheduling => "adagrad" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:14:10 Progress: 100%|█████████████████████████████████████████| Time: 0:00:06 ####### SVRG (Julia API) ####### Progress: 1%|▎ | ETA: 0:05:37 Progress: 1%|▍ | ETA: 0:06:33 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Progress: 1%|▎ | ETA: 0:07:10 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 Progress: 1%|▎ | ETA: 0:10:13 Progress: 100%|█████████████████████████████████████████| Time: 0:00:04 Progress: 1%|▎ | ETA: 0:08:51 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 ####### SVRG (Command line) ####### Parsed args: scheduling => "robbins-monro" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:14:45 Progress: 1%|▍ | ETA: 0:11:39 Progress: 100%|█████████████████████████████████████████| Time: 0:00:07 Parsed args: scheduling => "momentum" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:15:13 Progress: 100%|█████████████████████████████████████████| Time: 0:00:06 Parsed args: scheduling => "nag" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:17:38 Progress: 100%|█████████████████████████████████████████| Time: 0:00:07 Parsed args: scheduling => "adagrad" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:16:52 Progress: 100%|█████████████████████████████████████████| Time: 0:00:07 ####### RSVRG (Julia API) ####### Progress: 1%|▎ | ETA: 0:04:49 Progress: 1%|▍ | ETA: 0:06:00 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Progress: 1%|▎ | ETA: 0:06:10 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 Progress: 1%|▎ | ETA: 0:09:16 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Progress: 1%|▎ | ETA: 0:08:21 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 ####### RSVRG (Command line) ####### Parsed args: scheduling => "robbins-monro" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:20:57 Progress: 1%|▍ | ETA: 0:15:44 Progress: 100%|█████████████████████████████████████████| Time: 0:00:09 Parsed args: scheduling => "momentum" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:23:20 Progress: 100%|█████████████████████████████████████████| Time: 0:00:09 Parsed args: scheduling => "nag" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:22:13 Progress: 100%|█████████████████████████████████████████| Time: 0:00:09 Parsed args: scheduling => "adagrad" rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" epsilon => 1.0f-8 pseudocount => 1.0f0 rowvarlist => "" offsetFull => 1.0f-20 colsumlist => "" stepsize => "1.0e-15" upper => 1.0f38 cper => 1.0f0 scale => "ftt" g => 0.9f0 numepoch => "1" expvar => 0.1f0 perm => false numbatch => 100 evalfreq => 5000 initV => nothing initW => nothing lower => 0 offsetStoch => 1.0f-6 Progress: 1%|▎ | ETA: 0:23:18 Progress: 100%|█████████████████████████████████████████| Time: 0:00:09 ####### Orthogonal Iteration (Julia API) ####### Progress: 0%|▏ | ETA: 0:06:55 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 ####### Orthogonal Iteration (Command line) ####### Parsed args: rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" pseudocount => 1.0f0 rowvarlist => "" colsumlist => "" upper => 1.0f38 cper => 1.0f0 scale => "ftt" numepoch => "3" expvar => 0.1f0 perm => false initV => nothing initW => nothing lower => 0 Progress: 0%|▏ | ETA: 0:22:42 Progress: 33%|█████████████▊ | ETA: 0:00:10 Progress: 100%|█████████████████████████████████████████| Time: 0:00:05 ####### Randomized Block Krylov Iteration (Julia API) ####### Progress: 0%|▏ | ETA: 0:00:49 Progress: 100%|█████████████████████████████████████████| Time: 0:00:00 Q' A Q' A' A svd(Q' A' A) Q*U ####### Randomized Block Krylov Iteration (Command line) ####### Parsed args: rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" pseudocount => 1.0f0 rowvarlist => "" colsumlist => "" upper => 1.0f38 cper => 1.0f0 scale => "ftt" numepoch => "3" expvar => 0.1f0 perm => false initV => nothing initW => nothing lower => 0 Progress: 0%|▏ | ETA: 0:21:44 Progress: 33%|█████████████▊ | ETA: 0:00:09 Progress: 100%|█████████████████████████████████████████| Time: 0:00:05 Q' A Q' A' A svd(Q' A' A) Q*U ####### ARNOLDI (Julia API) ####### Progress: 20%|████████▎ | ETA: 0:00:02 Progress: 100%|█████████████████████████████████████████| Time: 0:00:00 ####### ARNOLDI (Command line) ####### Parsed args: rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" pseudocount => 1.0f0 rowvarlist => "" colsumlist => "" cper => 1.0f0 scale => "ftt" numepoch => "3" expvar => 0.1f0 perm => false Progress: 67%|███████████████████████████▍ | ETA: 0:00:02 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 ####### LANCZOS (Julia API) ####### Progress: 20%|████████▎ | ETA: 0:00:00 Progress: 100%|█████████████████████████████████████████| Time: 0:00:00 ####### LANCZOS (Command line) ####### Parsed args: rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" pseudocount => 1.0f0 rowvarlist => "" colsumlist => "" cper => 1.0f0 scale => "ftt" numepoch => "3" expvar => 0.1f0 perm => false Progress: 67%|███████████████████████████▍ | ETA: 0:00:02 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 ####### HALKO (Julia API) ####### Random Projection : Y = A Ω Progress: 1%|▎ | ETA: 0:01:06 Progress: 100%|█████████████████████████████████████████| Time: 0:00:00 QR factorization : Q = qr(Y) Subspace iterations (1/2) : qr(A' Q) qr(A' Q) Subspace iterations (2/2) : Y = qr(A qr(A' Q)) Q = qr(Y) Subspace iterations (1/2) : qr(A' Q) qr(A' Q) Subspace iterations (2/2) : Y = qr(A qr(A' Q)) Q = qr(Y) Subspace iterations (1/2) : qr(A' Q) qr(A' Q) Subspace iterations (2/2) : Y = qr(A qr(A' Q)) Q = qr(Y) Calculation of small matrix : B = Q' A SVD with small matrix : svd(B) ####### HALKO (Command line) ####### Parsed args: rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" pseudocount => 1.0f0 rowvarlist => "" colsumlist => "" noversamples => 5 cper => 1.0f0 niter => 3 scale => "ftt" perm => false initV => nothing initW => nothing Random Projection : Y = A Ω Progress: 1%|▎ | ETA: 0:06:29 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 QR factorization : Q = qr(Y) Subspace iterations (1/2) : qr(A' Q) Progress: 1%|▎ | ETA: 0:01:48 Progress: 100%|█████████████████████████████████████████| Time: 0:00:00 qr(A' Q) Subspace iterations (2/2) : Y = qr(A qr(A' Q)) Q = qr(Y) Subspace iterations (1/2) : qr(A' Q) qr(A' Q) Subspace iterations (2/2) : Y = qr(A qr(A' Q)) Q = qr(Y) Subspace iterations (1/2) : qr(A' Q) qr(A' Q) Subspace iterations (2/2) : Y = qr(A qr(A' Q)) Q = qr(Y) Calculation of small matrix : B = Q' A SVD with small matrix : svd(B) ####### ALGORITHM971 (Julia API) ####### Random Projection : Y = A Ω LU factorization : L = lu(Y) Normalized power iterations (1/3) : A' L L = lu(A' L) Normalized power iterations (2/3) : Y = A lu(A' L) Normalized power iterations (3/3) : L = lu(A lu(A' L)) Normalized power iterations (1/3) : A' L L = lu(A' L) Normalized power iterations (2/3) : Y = A lu(A' L) Normalized power iterations (3/3) : L = lu(A lu(A' L)) Normalized power iterations (1/3) : A' L L = lu(A' L) Normalized power iterations (2/3) : Y = A lu(A' L) QR factorization (3/3) : Q = qr(A lu(A' L)) Calculation of small matrix : B = Q' A SVD with small matrix : svd(B) ####### ALGORITHM971 (Command line) ####### Parsed args: rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" pseudocount => 1.0f0 rowvarlist => "" colsumlist => "" noversamples => 5 cper => 1.0f0 niter => 3 scale => "ftt" perm => false initV => nothing initW => nothing Random Projection : Y = A Ω Progress: 1%|▎ | ETA: 0:06:27 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 LU factorization : L = lu(Y) Normalized power iterations (1/3) : A' L Progress: 1%|▎ | ETA: 0:01:48 Progress: 100%|█████████████████████████████████████████| Time: 0:00:00 L = lu(A' L) Normalized power iterations (2/3) : Y = A lu(A' L) Normalized power iterations (3/3) : L = lu(A lu(A' L)) Normalized power iterations (1/3) : A' L L = lu(A' L) Normalized power iterations (2/3) : Y = A lu(A' L) Normalized power iterations (3/3) : L = lu(A lu(A' L)) Normalized power iterations (1/3) : A' L L = lu(A' L) Normalized power iterations (2/3) : Y = A lu(A' L) QR factorization (3/3) : Q = qr(A lu(A' L)) Calculation of small matrix : B = Q' A SVD with small matrix : svd(B) ####### SINGLEPASS (Julia API) ####### Random Projection : Y = A Ω, Ytilde = A' Ωtilde QR factorization : Q = qr(Y), Qtilde = qr(Ytilde) Solve linear equation : Ωtilde' Q B = Ytilde' Qtilde for B SVD with small matrix : svd(B) ####### SINGLEPASS (Command line) ####### Parsed args: rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" pseudocount => 1.0f0 rowvarlist => "" colsumlist => "" noversamples => 5 cper => 1.0f0 niter => 3 scale => "ftt" perm => false initV => nothing initW => nothing Random Projection : Y = A Ω, Ytilde = A' Ωtilde Progress: 1%|▎ | ETA: 0:02:18 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 QR factorization : Q = qr(Y), Qtilde = qr(Ytilde) Solve linear equation : Ωtilde' Q B = Ytilde' Qtilde for B SVD with small matrix : svd(B) ####### SINGLEPASS2 (Julia API) ####### Random Projection : G = A Ω, H = A' A Ω Subspace iterations (1/2) : Q = qr(Yi) Subspace iterations (2/2) : Q = qr(Qi - Q(Q' Qi)) Subspace iterations (1/2) : Q = qr(Yi) Subspace iterations (2/2) : Q = qr(Qi - Q(Q' Qi)) Subspace iterations (1/2) : Q = qr(Yi) Subspace iterations (2/2) : Q = qr(Qi - Q(Q' Qi)) SVD with small matrix : svd(B) ####### SINGLEPASS2 (Command line) ####### Parsed args: rowmeanlist => "/tmp/jl_5HVCR5/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_5HVCR5" input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" pseudocount => 1.0f0 rowvarlist => "" colsumlist => "" noversamples => 5 cper => 1.0f0 niter => 3 scale => "ftt" perm => false initV => nothing initW => nothing Random Projection : G = A Ω, H = A' A Ω Progress: 1%|▎ | ETA: 0:02:12 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 Subspace iterations (1/2) : Q = qr(Yi) Subspace iterations (2/2) : Q = qr(Qi - Q(Q' Qi)) Subspace iterations (1/2) : Q = qr(Yi) Subspace iterations (2/2) : Q = qr(Qi - Q(Q' Qi)) Subspace iterations (1/2) : Q = qr(Yi) Subspace iterations (2/2) : Q = qr(Qi - Q(Q' Qi)) SVD with small matrix : svd(B) ####### Sparse Randomized SVD (Julia API) ####### Initial Setting... Progress: 40%|████████████████▍ | ETA: 0:00:10 Progress: 100%|█████████████████████████████████████████| Time: 0:00:06 Random Projection : Y = A Ω Progress: 40%|████████████████▍ | ETA: 0:00:01 Progress: 100%|█████████████████████████████████████████| Time: 0:00:00 LU factorization : L = lu(Y) ##### Iteration 1 / 3 ##### Normalized power iterations (1/3) : A' L Progress: 40%|████████████████▍ | ETA: 0:00:01 Progress: 100%|█████████████████████████████████████████| Time: 0:00:00 Normalized power iterations (2/3) : A A' L LU decomposition (3/3) : L = lu(A A' L) ##### Iteration 2 / 3 ##### Normalized power iterations (1/3) : A' L Normalized power iterations (2/3) : A A' L LU decomposition (3/3) : L = lu(A A' L) ##### Iteration 3 / 3 ##### Normalized power iterations (1/3) : A' L Normalized power iterations (2/3) : A A' L QR decomposition (3/3) : Q = qr(A A' L) Small matrix computation : B = Q' A Progress: 40%|████████████████▍ | ETA: 0:00:01 Progress: 100%|█████████████████████████████████████████| Time: 0:00:00 SVD : B = U Σ V' ####### Sparse Randomized SVD (Command line) ####### Parsed args: rowmeanlist => "/tmp/jl_8axsT0/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_8axsT0" input => "/tmp/jl_pL8C8s/Data.mtx.zst" outdir => "/tmp/jl_8axsT0" rowvarlist => "" colsumlist => "" noversamples => 5 cper => 1.0f0 niter => 3 scale => "ftt" chunksize => "51" perm => false initV => nothing initW => nothing Initial Setting... Progress: 40%|████████████████▍ | ETA: 0:00:06 Progress: 100%|█████████████████████████████████████████| Time: 0:00:04 Random Projection : Y = A Ω Progress: 40%|████████████████▍ | ETA: 0:00:01 Progress: 100%|█████████████████████████████████████████| Time: 0:00:00 LU factorization : L = lu(Y) ##### Iteration 1 / 3 ##### Normalized power iterations (1/3) : A' L Progress: 40%|████████████████▍ | ETA: 0:00:01 Progress: 100%|█████████████████████████████████████████| Time: 0:00:00 Normalized power iterations (2/3) : A A' L LU decomposition (3/3) : L = lu(A A' L) ##### Iteration 2 / 3 ##### Normalized power iterations (1/3) : A' L Normalized power iterations (2/3) : A A' L LU decomposition (3/3) : L = lu(A A' L) ##### Iteration 3 / 3 ##### Normalized power iterations (1/3) : A' L Normalized power iterations (2/3) : A A' L QR decomposition (3/3) : Q = qr(A A' L) Small matrix computation : B = Q' A Progress: 40%|████████████████▍ | ETA: 0:00:01 Progress: 100%|█████████████████████████████████████████| Time: 0:00:00 SVD : B = U Σ V' ####### Exact Out-of-Core PCA (Dense, Julia API) ####### # 1. Column-wise Mean # 2. Out-of-Core Covariance Matrix Calculation Progress: 2 Time: 0:00:00 Progress: 6 Time: 0:00:00 # 3. PC Score (Z = XV) is being calculated. # 4. Out-of-Core PC Score Calculation # 5. Delayed Centering Correction # 6. Normalize W and Calculate Eigenvalues ####### Exact Out-of-Core PCA (Dense, Command line) ####### Parsed args: input => "/tmp/jl_pL8C8s/Data.zst" outdir => "/tmp/jl_5HVCR5" pseudocount => 1.0f0 mode => "dense" dim => "3" chunksize => "51" scale => "raw" # 1. Column-wise Mean # 2. Out-of-Core Covariance Matrix Calculation Progress: 2 Time: 0:00:00 Progress: 6 Time: 0:00:00 # 3. PC Score (Z = XV) is being calculated. # 4. Out-of-Core PC Score Calculation # 5. Delayed Centering Correction # 6. Normalize W and Calculate Eigenvalues ####### Exact Out-of-Core PCA (MM-Sparse, Julia API) ####### # 1. Column-wise Mean # 2. Out-of-Core Covariance Matrix Calculation Progress: 2 Time: 0:00:02 Progress: 6 Time: 0:00:02 # 3. PC Score (Z = XV) is being calculated. # 4. Out-of-Core PC Score Calculation Progress: 2 Time: 0:00:00 Progress: 6 Time: 0:00:00 # 5. Delayed Centering Correction # 6. Normalize W and Calculate Eigenvalues ####### Exact Out-of-Core PCA (MM-Sparse, Command line) ####### Parsed args: input => "/tmp/jl_pL8C8s/Data.mtx.zst" outdir => "/tmp/jl_8axsT0" pseudocount => 1.0f0 mode => "sparse_mm" dim => "3" chunksize => "51" scale => "raw" # 1. Column-wise Mean # 2. Out-of-Core Covariance Matrix Calculation Progress: 2 Time: 0:00:01 Progress: 6 Time: 0:00:01 # 3. PC Score (Z = XV) is being calculated. # 4. Out-of-Core PC Score Calculation Progress: 2 Time: 0:00:00 Progress: 6 Time: 0:00:00 # 5. Delayed Centering Correction # 6. Normalize W and Calculate Eigenvalues ####### Exact Out-of-Core PCA (BinCOO-Sparse, Julia API) ####### # 1. Column-wise Mean # 2. Out-of-Core Covariance Matrix Calculation # 3. PC Score (Z = XV) is being calculated. # 4. Out-of-Core PC Score Calculation Progress: 2 Time: 0:00:01 Progress: 6 Time: 0:00:01 # 5. Delayed Centering Correction # 6. Normalize W and Calculate Eigenvalues ####### Exact Out-of-Core PCA (BinCOO-Sparse, Command line) ####### Parsed args: input => "/tmp/jl_pL8C8s/Data.bincoo.zst" outdir => "/tmp/jl_8axsT0" pseudocount => 1.0f0 mode => "sparse_bincoo" dim => "3" chunksize => "51" scale => "raw" # 1. Column-wise Mean # 2. Out-of-Core Covariance Matrix Calculation Progress: 2 Time: 0:00:01 Progress: 6 Time: 0:00:01 # 3. PC Score (Z = XV) is being calculated. # 4. Out-of-Core PC Score Calculation Progress: 2 Time: 0:00:00 Progress: 6 Time: 0:00:00 # 5. Delayed Centering Correction # 6. Normalize W and Calculate Eigenvalues Inner product (Dense): 0.9952312170046721 Inner product (Sparse MM): 0.9999998730475237 Inner product (Sparse BinCOO): 0.9999998730475237 All tests completed. Testing OnlinePCA tests passed Testing completed after 2484.33s PkgEval succeeded after 2649.83s