Package evaluation of OnlinePCA on Julia 1.13.0-DEV.725 (d6294ba973*) started at 2025-06-10T21:39:43.884 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 8.94s ################################################################################ # Installation # Installing OnlinePCA... Resolving package versions... Installed Rmath_jll ─────────────────── v0.5.1+0 Installed InlineStrings ─────────────── v1.4.3 Installed CodecZstd ─────────────────── v0.8.6 Installed FillArrays ────────────────── v1.13.0 Installed GLM ───────────────────────── v1.9.0 Installed StatsModels ───────────────── v0.7.4 Installed libaec_jll ────────────────── v1.1.3+0 Installed MPICH_jll ─────────────────── v4.3.0+1 Installed HypergeometricFunctions ───── v0.3.28 Installed DelimitedFiles ────────────── v1.9.1 Installed DataStructures ────────────── v0.18.22 Installed CodecZlib ─────────────────── v0.7.8 Installed ShiftedArrays ─────────────── v2.0.0 Installed MicrosoftMPI_jll ──────────── v10.1.4+3 Installed AliasTables ───────────────── v1.1.3 Installed Compat ────────────────────── v4.16.0 Installed IteratorInterfaceExtensions ─ v1.0.0 Installed InvertedIndices ───────────── v1.3.1 Installed PrecompileTools ───────────── v1.3.2 Installed OrderedCollections ────────── v1.8.1 Installed StatsBase ─────────────────── v0.34.5 Installed TranscodingStreams ────────── v0.11.3 Installed DataValueInterfaces ───────── v1.0.0 Installed ProgressMeter ─────────────── v1.10.4 Installed SentinelArrays ────────────── v1.4.8 Installed TextWrap ──────────────────── v1.0.2 Installed StatsAPI ──────────────────── v1.7.1 Installed DataAPI ───────────────────── v1.16.0 Installed IrrationalConstants ───────── v0.2.4 Installed Statistics ────────────────── v1.11.1 Installed StringManipulation ────────── v0.4.1 Installed QuadGK ────────────────────── v2.11.2 Installed HDF5_jll ──────────────────── v1.14.6+0 Installed ArgParse ──────────────────── v1.2.0 Installed Requires ──────────────────── v1.3.1 Installed OpenSpecFun_jll ───────────── v0.5.6+0 Installed OnlinePCA ─────────────────── v0.3.9 Installed Hwloc_jll ─────────────────── v2.12.1+0 Installed LogExpFunctions ───────────── v0.3.29 Installed OpenMPI_jll ───────────────── v5.0.7+2 Installed PrettyTables ──────────────── v2.4.0 Installed Rmath ─────────────────────── v0.8.0 Installed Reexport ──────────────────── v1.2.2 Installed PtrArrays ─────────────────── v1.3.0 Installed MatrixMarket ──────────────── v0.5.2 Installed Tables ────────────────────── v1.12.1 Installed StatsFuns ─────────────────── v1.5.0 Installed DataFrames ────────────────── v1.7.0 Installed SpecialFunctions ──────────── v2.5.1 Installed Distributions ─────────────── v0.25.120 Installed Preferences ───────────────── v1.4.3 Installed MPIPreferences ────────────── v0.1.11 Installed PooledArrays ──────────────── v1.4.3 Installed JLLWrappers ───────────────── v1.7.0 Installed TableTraits ───────────────── v1.0.1 Installed LaTeXStrings ──────────────── v1.4.0 Installed Crayons ───────────────────── v4.1.1 Installed Missings ──────────────────── v1.2.0 Installed MPItrampoline_jll ─────────── v5.5.3+0 Installed DocStringExtensions ───────── v0.9.5 Installed HDF5 ──────────────────────── v0.17.2 Installed PDMats ────────────────────── v0.11.35 Installed SortingAlgorithms ─────────── v1.2.1 Installing 6 artifacts Installed artifact Rmath 121.9 KiB Installed artifact libaec 96.2 KiB Installed artifact OpenSpecFun 194.9 KiB Installed artifact Hwloc 3.5 MiB Installed artifact MPICH 3.3 MiB Installed artifact HDF5 5.7 MiB 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 v0.9.5 [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 v1.8.1 [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 v1.7.1 [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 v1.12.1 [b718987f] + TextWrap v1.0.2 [3bb67fe8] + TranscodingStreams v0.11.3 [0234f1f7] + HDF5_jll v1.14.6+0 [e33a78d0] + Hwloc_jll v2.12.1+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 [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 v2025.5.20 [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 [3161d3a3] + Zstd_jll v1.5.7+1 [8e850b90] + libblastrampoline_jll v5.12.0+0 [8e850ede] + nghttp2_jll v1.65.0+0 [3f19e933] + p7zip_jll v17.5.0+2 Installation completed after 13.1s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling packages... 4678.4 ms ✓ TestEnv 1 dependency successfully precompiled in 5 seconds. 25 already precompiled. Precompiling package dependencies... Precompilation completed after 288.92s ################################################################################ # Testing # Testing OnlinePCA Test Could not use exact versions of packages in manifest. Re-resolving dependencies Updating `/tmp/jl_iL0Kzt/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_iL0Kzt/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 ⇒ v0.9.5 [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 ⇒ v1.8.1 [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 [82ae8749] ↑ StatsAPI v1.7.0 ⇒ v1.7.1 [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 v1.12.1 [3bb67fe8] ↑ TranscodingStreams v0.11.2 ⇒ v0.11.3 [0234f1f7] + HDF5_jll v1.14.6+0 [e33a78d0] + Hwloc_jll v2.12.1+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 [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 ⇒ v2025.5.20 [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 [3161d3a3] + Zstd_jll v1.5.7+1 [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_iL0Kzt/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_iL0Kzt/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 v0.9.5 [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 v1.8.1 [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 v1.7.1 [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 v1.12.1 [b718987f] TextWrap v1.0.2 [3bb67fe8] TranscodingStreams v0.11.3 [0234f1f7] HDF5_jll v1.14.6+0 [e33a78d0] Hwloc_jll v2.12.1+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 [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 v2025.5.20 [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 [3161d3a3] Zstd_jll v1.5.7+1 [8e850b90] libblastrampoline_jll v5.12.0+0 [8e850ede] nghttp2_jll v1.65.0+0 [3f19e933] p7zip_jll v17.5.0+2 Testing Running tests... /tmp/jl_16xbx0 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... 1163.8 ms ✓ ShiftedArrays 881.4 ms ✓ TextWrap 1274.6 ms ✓ TranscodingStreams 829.4 ms ✓ PtrArrays 1337.0 ms ✓ OrderedCollections 875.4 ms ✓ IteratorInterfaceExtensions 4201.2 ms ✓ Crayons 1144.6 ms ✓ Statistics 806.3 ms ✓ Reexport 1198.9 ms ✓ DocStringExtensions 1924.8 ms ✓ FillArrays 778.9 ms ✓ DataValueInterfaces 873.6 ms ✓ DataAPI 3626.4 ms ✓ IrrationalConstants 1566.0 ms ✓ InlineStrings 862.1 ms ✓ LaTeXStrings 1184.6 ms ✓ SuiteSparse 879.6 ms ✓ InvertedIndices 822.2 ms ✓ StatsAPI 968.9 ms ✓ DelimitedFiles 1871.1 ms ✓ Requires 1765.2 ms ✓ ProgressMeter 6123.9 ms ✓ SentinelArrays 3985.2 ms ✓ Preferences 1194.3 ms ✓ Compat 2169.9 ms ✓ ArgParse 993.1 ms ✓ CodecZlib 2120.5 ms ✓ CodecZstd 993.3 ms ✓ AliasTables 774.4 ms ✓ TableTraits 1278.1 ms ✓ Statistics → SparseArraysExt 1506.0 ms ✓ FillArrays → FillArraysSparseArraysExt 923.4 ms ✓ FillArrays → FillArraysStatisticsExt 1016.3 ms ✓ PooledArrays 1033.9 ms ✓ Missings 1353.9 ms ✓ LogExpFunctions 1778.7 ms ✓ PDMats 1338.8 ms ✓ MPIPreferences 1175.2 ms ✓ JLLWrappers 962.7 ms ✓ PrecompileTools 858.9 ms ✓ Compat → CompatLinearAlgebraExt 1303.4 ms ✓ MatrixMarket 1714.8 ms ✓ Tables 1386.1 ms ✓ FillArrays → FillArraysPDMatsExt 4878.7 ms ✓ MPItrampoline_jll 1221.8 ms ✓ MicrosoftMPI_jll 1497.5 ms ✓ OpenSpecFun_jll 1637.9 ms ✓ libaec_jll 1516.6 ms ✓ Rmath_jll 1564.8 ms ✓ Hwloc_jll 6277.9 ms ✓ StringManipulation 4391.5 ms ✓ DataStructures 5951.0 ms ✓ SpecialFunctions 1622.1 ms ✓ Rmath 4813.9 ms ✓ OpenMPI_jll 5385.0 ms ✓ MPICH_jll 62308.1 ms ✓ PrettyTables 2990.4 ms ✓ QuadGK 1867.7 ms ✓ SortingAlgorithms 2230.4 ms ✓ HypergeometricFunctions 7298.5 ms ✓ HDF5_jll 6045.7 ms ✓ StatsBase 199336.5 ms ✓ DataFrames 4331.5 ms ✓ StatsFuns 23293.7 ms ✓ HDF5 5002.2 ms ✓ StatsModels 10553.7 ms ✓ Distributions 3671.3 ms ✓ Distributions → DistributionsTestExt 5245.2 ms ✓ GLM 17106.4 ms ✓ OnlinePCA 70 dependencies successfully precompiled in 459 seconds. 38 already precompiled. Parsed args: csvfile => /tmp/jl_16xbx0/Data.csv binfile => /tmp/jl_16xbx0/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_16xbx0/Data.mtx.zst mmfile => /tmp/jl_16xbx0/Data.mtx ####### Binarization of Binary COO (Julia API) ####### ####### Binarization of Binary COO (Command line) ####### Parsed args: binfile => /tmp/jl_16xbx0/Data.bincoo.zst bincoofile => /tmp/jl_16xbx0/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_qUAelE binfile => /tmp/jl_16xbx0/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_nBbSIq binfile => /tmp/jl_16xbx0/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_qUAelE/Feature_CV2s.csv outdir => /tmp/jl_qUAelE binfile => /tmp/jl_16xbx0/Data.zst rowvarlist => /tmp/jl_qUAelE/Feature_Vars.csv rowmeanlist => /tmp/jl_qUAelE/Feature_Means.csv Highly Variable Genes are calculated... ####### Filtering (Julia API) ####### ####### Filtering (Command line) ####### Parsed args: input => /tmp/jl_16xbx0/Data.zst direct1 => + outdir => /tmp/jl_qUAelE direct2 => + thr2 => 10 samplelist => /tmp/jl_qUAelE/Sample_NoCounts.csv featurelist => /tmp/jl_qUAelE/Feature_Means.csv thr1 => 10 Parsed args: input => /tmp/jl_16xbx0/Data.zst direct1 => + outdir => /tmp/jl_qUAelE direct2 => + thr2 => 10 samplelist => featurelist => /tmp/jl_qUAelE/Feature_Means.csv thr1 => 10 Parsed args: input => /tmp/jl_16xbx0/Data.zst direct1 => + outdir => /tmp/jl_qUAelE direct2 => + thr2 => 10 samplelist => /tmp/jl_qUAelE/Sample_NoCounts.csv featurelist => thr1 => 10 ####### GD (Julia API) ####### ####### GD (Command line) ####### Parsed args: scheduling => "robbins-monro" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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_qUAelE/Eigen_vectors.csv" lower => 0 offsetStoch => 1.0f-6 Parsed args: scheduling => "nag" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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_qUAelE/Loadings.csv" initW => nothing lower => 0 offsetStoch => 1.0f-6 Parsed args: scheduling => "adagrad" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:02:43 Progress: 1%|▍ | ETA: 0:03:00 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 Progress: 1%|▎ | ETA: 0:02:36 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 Progress: 1%|▎ | ETA: 0:02:39 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 Progress: 1%|▎ | ETA: 0:03:30 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 ####### Oja (Command line) ####### Parsed args: scheduling => "robbins-monro" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:06:01 Progress: 1%|▌ | ETA: 0:03:38 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 Parsed args: scheduling => "momentum" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:06:52 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Parsed args: scheduling => "nag" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:08:45 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Parsed args: scheduling => "adagrad" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:07:31 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 ####### SGD (Julia API) ####### Progress: 1%|▎ | ETA: 0:02:49 Progress: 1%|▍ | ETA: 0:03:34 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 Progress: 1%|▎ | ETA: 0:03:45 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 Progress: 1%|▎ | ETA: 0:04:13 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 Progress: 1%|▎ | ETA: 0:04:13 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 ####### SGD (Command line) ####### Parsed args: scheduling => "robbins-monro" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:06:06 Progress: 1%|▍ | ETA: 0:05:02 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Parsed args: scheduling => "momentum" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:07:01 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Parsed args: scheduling => "nag" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:09:07 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Parsed args: scheduling => "adagrad" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:08:18 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 ####### CCIPCA (Julia API) ####### Progress: 1%|▎ | ETA: 0:01:53 Progress: 1%|▍ | ETA: 0:02:21 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 ####### CCIPCA (Command line) ####### Parsed args: rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:08:36 Progress: 1%|▍ | ETA: 0:07:08 Progress: 100%|█████████████████████████████████████████| Time: 0:00:04 ####### RSGD (Julia API) ####### Progress: 1%|▎ | ETA: 0:15:19 Progress: 1%|▍ | ETA: 0:11:57 Progress: 100%|█████████████████████████████████████████| Time: 0:00:07 Progress: 1%|▎ | ETA: 0:04:03 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 Progress: 1%|▎ | ETA: 0:05:12 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 Progress: 1%|▎ | ETA: 0:04:13 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 ####### RSGD (Command line) ####### Parsed args: scheduling => "robbins-monro" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:12:06 Progress: 1%|▍ | ETA: 0:09:01 Progress: 100%|█████████████████████████████████████████| Time: 0:00:05 Parsed args: scheduling => "momentum" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:12:48 Progress: 100%|█████████████████████████████████████████| Time: 0:00:05 Parsed args: scheduling => "nag" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:13:30 Progress: 100%|█████████████████████████████████████████| Time: 0:00:05 Parsed args: scheduling => "adagrad" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:14:08 Progress: 100%|█████████████████████████████████████████| Time: 0:00:05 ####### SVRG (Julia API) ####### Progress: 1%|▎ | ETA: 0:04:52 Progress: 1%|▍ | ETA: 0:05:27 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Progress: 1%|▎ | ETA: 0:05:44 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 Progress: 1%|▎ | ETA: 0:08:37 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Progress: 1%|▎ | ETA: 0:07:11 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 ####### SVRG (Command line) ####### Parsed args: scheduling => "robbins-monro" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:11:49 Progress: 1%|▍ | ETA: 0:09:12 Progress: 100%|█████████████████████████████████████████| Time: 0:00:05 Parsed args: scheduling => "momentum" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:15:20 Progress: 100%|█████████████████████████████████████████| Time: 0:00:06 Parsed args: scheduling => "nag" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:18:32 Progress: 100%|█████████████████████████████████████████| Time: 0:00:07 Parsed args: scheduling => "adagrad" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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 ####### RSVRG (Julia API) ####### Progress: 1%|▎ | ETA: 0:04:12 Progress: 1%|▍ | ETA: 0:05:03 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Progress: 1%|▎ | ETA: 0:04:07 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 Progress: 1%|▎ | ETA: 0:07:52 Progress: 100%|█████████████████████████████████████████| Time: 0:00:03 Progress: 1%|▎ | ETA: 0:07:21 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 ####### RSVRG (Command line) ####### Parsed args: scheduling => "robbins-monro" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:18:54 Progress: 1%|▍ | ETA: 0:14:13 Progress: 100%|█████████████████████████████████████████| Time: 0:00:08 Parsed args: scheduling => "momentum" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:22:10 Progress: 100%|█████████████████████████████████████████| Time: 0:00:09 Parsed args: scheduling => "nag" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:23:16 Progress: 100%|█████████████████████████████████████████| Time: 0:00:09 Parsed args: scheduling => "adagrad" rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:23:19 Progress: 100%|█████████████████████████████████████████| Time: 0:00:09 ####### Orthogonal Iteration (Julia API) ####### Progress: 0%|▏ | ETA: 0:05:59 Progress: 100%|█████████████████████████████████████████| Time: 0:00:01 ####### Orthogonal Iteration (Command line) ####### Parsed args: rowmeanlist => "/tmp/jl_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:21:23 Progress: 33%|█████████████▊ | ETA: 0:00:09 Progress: 100%|█████████████████████████████████████████| Time: 0:00:05 ####### Randomized Block Krylov Iteration (Julia API) ####### Progress: 33%|█████████████▊ | ETA: 0:00:01 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_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:20:39 Progress: 33%|█████████████▊ | ETA: 0:00:08 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_qUAelE/Feature_FTTMeans.csv" dim => "3" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" pseudocount => 1.0f0 rowvarlist => "" colsumlist => "" cper => 1.0f0 scale => "ftt" numepoch => "3" expvar => 0.1f0 perm => false Progress: 67%|███████████████████████████▍ | ETA: 0:00:01 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_qUAelE/Feature_FTTMeans.csv" dim => "3" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" pseudocount => 1.0f0 rowvarlist => "" colsumlist => "" cper => 1.0f0 scale => "ftt" numepoch => "3" expvar => 0.1f0 perm => false Progress: 67%|███████████████████████████▍ | ETA: 0:00:01 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 ####### HALKO (Julia API) ####### Random Projection : Y = A Ω Progress: 1%|▎ | ETA: 0:01:02 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_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:05:46 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 QR factorization : Q = qr(Y) Subspace iterations (1/2) : qr(A' Q) Progress: 1%|▎ | ETA: 0:01:49 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_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:05:49 Progress: 100%|█████████████████████████████████████████| Time: 0:00:02 LU factorization : L = lu(Y) Normalized power iterations (1/3) : A' L Progress: 1%|▎ | ETA: 0:01:50 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_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:02:25 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_qUAelE/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_qUAelE" input => "/tmp/jl_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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: 0:02:11 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: 0:00:08 Progress: 100%|█████████████████████████████████████████| Time: 0:00:05 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_nBbSIq/Feature_FTTMeans.csv" dim => "3" logdir => "/tmp/jl_nBbSIq" input => "/tmp/jl_16xbx0/Data.mtx.zst" outdir => "/tmp/jl_nBbSIq" 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_16xbx0/Data.zst" outdir => "/tmp/jl_qUAelE" 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_16xbx0/Data.mtx.zst" outdir => "/tmp/jl_nBbSIq" 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_16xbx0/Data.bincoo.zst" outdir => "/tmp/jl_nBbSIq" 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): 0.9827157843484113 Inner product (Sparse MM): 0.9999999810299558 Inner product (Sparse BinCOO): 0.9999999810299558 All tests completed. Testing OnlinePCA tests passed Testing completed after 2309.7s PkgEval succeeded after 2653.95s