Package evaluation of DINCAE on Julia 1.13.0-DEV.791 (d5209bd37d*) started at 2025-07-04T19:03:18.081 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 8.16s ################################################################################ # Installation # Installing DINCAE... Resolving package versions... Updating `~/.julia/environments/v1.13/Project.toml` [0d879ee6] + DINCAE v2.0.4 Updating `~/.julia/environments/v1.13/Manifest.toml` [621f4979] + AbstractFFTs v1.5.0 [7d9f7c33] + Accessors v0.1.42 [79e6a3ab] + Adapt v4.3.0 [66dad0bd] + AliasTables v1.1.3 [dce04be8] + ArgCheck v2.5.0 [a9b6321e] + Atomix v1.1.1 [ab4f0b2a] + BFloat16s v0.5.1 [198e06fe] + BangBang v0.4.4 [9718e550] + Baselet v0.1.1 [fa961155] + CEnum v0.5.0 ⌅ [179af706] + CFTime v0.1.4 [052768ef] + CUDA v5.8.2 [1af6417a] + CUDA_Runtime_Discovery v0.3.5 [082447d4] + ChainRules v1.72.5 [d360d2e6] + ChainRulesCore v1.25.2 [3da002f7] + ColorTypes v0.12.1 [5ae59095] + Colors v0.13.1 [1fbeeb36] + CommonDataModel v0.3.8 [bbf7d656] + CommonSubexpressions v0.3.1 [34da2185] + Compat v4.17.0 [a33af91c] + CompositionsBase v0.1.2 [187b0558] + ConstructionBase v1.6.0 [6add18c4] + ContextVariablesX v0.1.3 [a8cc5b0e] + Crayons v4.1.1 [0d879ee6] + DINCAE v2.0.4 [9a962f9c] + DataAPI v1.16.0 [a93c6f00] + DataFrames v1.7.0 [864edb3b] + DataStructures v0.18.22 [e2d170a0] + DataValueInterfaces v1.0.0 [244e2a9f] + DefineSingletons v0.1.2 [8bb1440f] + DelimitedFiles v1.9.1 [163ba53b] + DiffResults v1.1.0 [b552c78f] + DiffRules v1.15.1 [3c3547ce] + DiskArrays v0.4.13 [ffbed154] + DocStringExtensions v0.9.5 [e2ba6199] + ExprTools v0.1.10 [cc61a311] + FLoops v0.2.2 [b9860ae5] + FLoopsBase v0.1.1 [1a297f60] + FillArrays v1.13.0 [53c48c17] + FixedPointNumbers v0.8.5 ⌅ [587475ba] + Flux v0.14.25 [f6369f11] + ForwardDiff v1.0.1 ⌅ [d9f16b24] + Functors v0.4.12 [0c68f7d7] + GPUArrays v11.2.3 [46192b85] + GPUArraysCore v0.2.0 [61eb1bfa] + GPUCompiler v1.6.1 [096a3bc2] + GPUToolbox v0.2.0 [076d061b] + HashArrayMappedTries v0.2.0 [7869d1d1] + IRTools v0.4.15 [22cec73e] + InitialValues v0.3.1 [842dd82b] + InlineStrings v1.4.4 [3587e190] + InverseFunctions v0.1.17 [41ab1584] + InvertedIndices v1.3.1 [92d709cd] + IrrationalConstants v0.2.4 [82899510] + IteratorInterfaceExtensions v1.0.0 [692b3bcd] + JLLWrappers v1.7.0 [b14d175d] + JuliaVariables v0.2.4 [63c18a36] + KernelAbstractions v0.9.36 [929cbde3] + LLVM v9.4.2 [8b046642] + LLVMLoopInfo v1.0.0 [8ac3fa9e] + LRUCache v1.6.2 [b964fa9f] + LaTeXStrings v1.4.0 [2ab3a3ac] + LogExpFunctions v0.3.29 [c2834f40] + MLCore v1.0.0 ⌃ [7e8f7934] + MLDataDevices v1.5.3 [d8e11817] + MLStyle v0.4.17 [f1d291b0] + MLUtils v0.4.8 [3da0fdf6] + MPIPreferences v0.1.11 [1914dd2f] + MacroTools v0.5.16 [128add7d] + MicroCollections v0.2.0 [e1d29d7a] + Missings v1.2.0 [85f8d34a] + NCDatasets v0.14.8 [872c559c] + NNlib v0.9.30 [5da4648a] + NVTX v1.0.0 [77ba4419] + NaNMath v1.1.3 [71a1bf82] + NameResolution v0.1.5 [6fe1bfb0] + OffsetArrays v1.17.0 [0b1bfda6] + OneHotArrays v0.2.10 ⌅ [3bd65402] + Optimisers v0.3.4 [bac558e1] + OrderedCollections v1.8.1 [2dfb63ee] + PooledArrays v1.4.3 [aea7be01] + PrecompileTools v1.3.2 [21216c6a] + Preferences v1.4.3 [8162dcfd] + PrettyPrint v0.2.0 [08abe8d2] + PrettyTables v2.4.0 [33c8b6b6] + ProgressLogging v0.1.5 [43287f4e] + PtrArrays v1.3.0 [74087812] + Random123 v1.7.1 [e6cf234a] + RandomNumbers v1.6.0 [c1ae055f] + RealDot v0.1.0 [189a3867] + Reexport v1.2.2 [42d2dcc6] + Referenceables v0.1.3 [ae029012] + Requires v1.3.1 [7e506255] + ScopedValues v1.3.0 [6c6a2e73] + Scratch v1.3.0 [91c51154] + SentinelArrays v1.4.8 [efcf1570] + Setfield v1.1.2 [605ecd9f] + ShowCases v0.1.0 [699a6c99] + SimpleTraits v0.9.4 [a2af1166] + SortingAlgorithms v1.2.1 [dc90abb0] + SparseInverseSubset v0.1.2 [276daf66] + SpecialFunctions v2.5.1 [171d559e] + SplittablesBase v0.1.15 [90137ffa] + StaticArrays v1.9.13 [1e83bf80] + StaticArraysCore v1.4.3 [10745b16] + Statistics v1.11.1 [82ae8749] + StatsAPI v1.7.1 [2913bbd2] + StatsBase v0.34.5 [892a3eda] + StringManipulation v0.4.1 [09ab397b] + StructArrays v0.7.1 [3783bdb8] + TableTraits v1.0.1 [bd369af6] + Tables v1.12.1 [ac1d9e8a] + ThreadsX v0.1.12 [e689c965] + Tracy v0.1.5 [28d57a85] + Transducers v0.4.84 [013be700] + UnsafeAtomics v0.3.0 ⌅ [e88e6eb3] + Zygote v0.6.77 [700de1a5] + ZygoteRules v0.2.7 [0b7ba130] + Blosc_jll v1.21.7+0 [6e34b625] + Bzip2_jll v1.0.9+0 ⌅ [4ee394cb] + CUDA_Driver_jll v0.13.1+0 ⌅ [76a88914] + CUDA_Runtime_jll v0.17.1+0 [0234f1f7] + HDF5_jll v1.14.6+0 [e33a78d0] + Hwloc_jll v2.12.1+0 [9c1d0b0a] + JuliaNVTXCallbacks_jll v0.2.1+0 [dad2f222] + LLVMExtra_jll v0.0.37+2 [ad6e5548] + LibTracyClient_jll v0.9.1+6 [94ce4f54] + Libiconv_jll v1.18.0+0 [5ced341a] + Lz4_jll v1.10.1+0 [7cb0a576] + MPICH_jll v4.3.1+0 [f1f71cc9] + MPItrampoline_jll v5.5.4+0 [9237b28f] + MicrosoftMPI_jll v10.1.4+3 [e98f9f5b] + NVTX_jll v3.2.1+0 [7243133f] + NetCDF_jll v401.900.300+0 [fe0851c0] + OpenMPI_jll v5.0.8+0 [efe28fd5] + OpenSpecFun_jll v0.5.6+0 ⌅ [02c8fc9c] + XML2_jll v2.13.6+1 [ffd25f8a] + XZ_jll v5.8.1+0 [1e29f10c] + demumble_jll v1.3.0+0 [477f73a3] + libaec_jll v1.1.3+0 [337d8026] + libzip_jll v1.11.3+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 [9abbd945] + Profile 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 v8.14.1+1 [e37daf67] + LibGit2_jll v1.9.1+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 [efcefdf7] + PCRE2_jll v10.45.0+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 v5.13.1+0 [8e850ede] + nghttp2_jll v1.65.0+0 [3f19e933] + p7zip_jll v17.5.0+2 Info Packages marked with ⌃ and ⌅ have new versions available. Those with ⌃ may be upgradable, but those with ⌅ are restricted by compatibility constraints from upgrading. To see why use `status --outdated -m` Installation completed after 12.87s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompilation completed after 560.75s ################################################################################ # Testing # Testing DINCAE Status `/tmp/jl_DuBjNY/Project.toml` [052768ef] CUDA v5.8.2 [d360d2e6] ChainRulesCore v1.25.2 [0d879ee6] DINCAE v2.0.4 ⌅ [587475ba] Flux v0.14.25 [85f8d34a] NCDatasets v0.14.8 [10745b16] Statistics v1.11.1 [ac1d9e8a] ThreadsX v0.1.12 [ade2ca70] Dates v1.11.0 [37e2e46d] LinearAlgebra v1.12.0 [de0858da] Printf v1.11.0 [9abbd945] Profile v1.11.0 [9a3f8284] Random v1.11.0 [8dfed614] Test v1.11.0 Status `/tmp/jl_DuBjNY/Manifest.toml` [621f4979] AbstractFFTs v1.5.0 [7d9f7c33] Accessors v0.1.42 [79e6a3ab] Adapt v4.3.0 [66dad0bd] AliasTables v1.1.3 [dce04be8] ArgCheck v2.5.0 [a9b6321e] Atomix v1.1.1 [ab4f0b2a] BFloat16s v0.5.1 [198e06fe] BangBang v0.4.4 [9718e550] Baselet v0.1.1 [fa961155] CEnum v0.5.0 ⌅ [179af706] CFTime v0.1.4 [052768ef] CUDA v5.8.2 [1af6417a] CUDA_Runtime_Discovery v0.3.5 [082447d4] ChainRules v1.72.5 [d360d2e6] ChainRulesCore v1.25.2 [3da002f7] ColorTypes v0.12.1 [5ae59095] Colors v0.13.1 [1fbeeb36] CommonDataModel v0.3.8 [bbf7d656] CommonSubexpressions v0.3.1 [34da2185] Compat v4.17.0 [a33af91c] CompositionsBase v0.1.2 [187b0558] ConstructionBase v1.6.0 [6add18c4] ContextVariablesX v0.1.3 [a8cc5b0e] Crayons v4.1.1 [0d879ee6] DINCAE v2.0.4 [9a962f9c] DataAPI v1.16.0 [a93c6f00] DataFrames v1.7.0 [864edb3b] DataStructures v0.18.22 [e2d170a0] DataValueInterfaces v1.0.0 [244e2a9f] DefineSingletons v0.1.2 [8bb1440f] DelimitedFiles v1.9.1 [163ba53b] DiffResults v1.1.0 [b552c78f] DiffRules v1.15.1 [3c3547ce] DiskArrays v0.4.13 [ffbed154] DocStringExtensions v0.9.5 [e2ba6199] ExprTools v0.1.10 [cc61a311] FLoops v0.2.2 [b9860ae5] FLoopsBase v0.1.1 [1a297f60] FillArrays v1.13.0 [53c48c17] FixedPointNumbers v0.8.5 ⌅ [587475ba] Flux v0.14.25 [f6369f11] ForwardDiff v1.0.1 ⌅ [d9f16b24] Functors v0.4.12 [0c68f7d7] GPUArrays v11.2.3 [46192b85] GPUArraysCore v0.2.0 [61eb1bfa] GPUCompiler v1.6.1 [096a3bc2] GPUToolbox v0.2.0 [076d061b] HashArrayMappedTries v0.2.0 [7869d1d1] IRTools v0.4.15 [22cec73e] InitialValues v0.3.1 [842dd82b] InlineStrings v1.4.4 [3587e190] InverseFunctions v0.1.17 [41ab1584] InvertedIndices v1.3.1 [92d709cd] IrrationalConstants v0.2.4 [82899510] IteratorInterfaceExtensions v1.0.0 [692b3bcd] JLLWrappers v1.7.0 [b14d175d] JuliaVariables v0.2.4 [63c18a36] KernelAbstractions v0.9.36 [929cbde3] LLVM v9.4.2 [8b046642] LLVMLoopInfo v1.0.0 [8ac3fa9e] LRUCache v1.6.2 [b964fa9f] LaTeXStrings v1.4.0 [2ab3a3ac] LogExpFunctions v0.3.29 [c2834f40] MLCore v1.0.0 ⌃ [7e8f7934] MLDataDevices v1.5.3 [d8e11817] MLStyle v0.4.17 [f1d291b0] MLUtils v0.4.8 [3da0fdf6] MPIPreferences v0.1.11 [1914dd2f] MacroTools v0.5.16 [128add7d] MicroCollections v0.2.0 [e1d29d7a] Missings v1.2.0 [85f8d34a] NCDatasets v0.14.8 [872c559c] NNlib v0.9.30 [5da4648a] NVTX v1.0.0 [77ba4419] NaNMath v1.1.3 [71a1bf82] NameResolution v0.1.5 [6fe1bfb0] OffsetArrays v1.17.0 [0b1bfda6] OneHotArrays v0.2.10 ⌅ [3bd65402] Optimisers v0.3.4 [bac558e1] OrderedCollections v1.8.1 [2dfb63ee] PooledArrays v1.4.3 [aea7be01] PrecompileTools v1.3.2 [21216c6a] Preferences v1.4.3 [8162dcfd] PrettyPrint v0.2.0 [08abe8d2] PrettyTables v2.4.0 [33c8b6b6] ProgressLogging v0.1.5 [43287f4e] PtrArrays v1.3.0 [74087812] Random123 v1.7.1 [e6cf234a] RandomNumbers v1.6.0 [c1ae055f] RealDot v0.1.0 [189a3867] Reexport v1.2.2 [42d2dcc6] Referenceables v0.1.3 [ae029012] Requires v1.3.1 [7e506255] ScopedValues v1.3.0 [6c6a2e73] Scratch v1.3.0 [91c51154] SentinelArrays v1.4.8 [efcf1570] Setfield v1.1.2 [605ecd9f] ShowCases v0.1.0 [699a6c99] SimpleTraits v0.9.4 [a2af1166] SortingAlgorithms v1.2.1 [dc90abb0] SparseInverseSubset v0.1.2 [276daf66] SpecialFunctions v2.5.1 [171d559e] SplittablesBase v0.1.15 [90137ffa] StaticArrays v1.9.13 [1e83bf80] StaticArraysCore v1.4.3 [10745b16] Statistics v1.11.1 [82ae8749] StatsAPI v1.7.1 [2913bbd2] StatsBase v0.34.5 [892a3eda] StringManipulation v0.4.1 [09ab397b] StructArrays v0.7.1 [3783bdb8] TableTraits v1.0.1 [bd369af6] Tables v1.12.1 [ac1d9e8a] ThreadsX v0.1.12 [e689c965] Tracy v0.1.5 [28d57a85] Transducers v0.4.84 [013be700] UnsafeAtomics v0.3.0 ⌅ [e88e6eb3] Zygote v0.6.77 [700de1a5] ZygoteRules v0.2.7 [0b7ba130] Blosc_jll v1.21.7+0 [6e34b625] Bzip2_jll v1.0.9+0 ⌅ [4ee394cb] CUDA_Driver_jll v0.13.1+0 ⌅ [76a88914] CUDA_Runtime_jll v0.17.1+0 [0234f1f7] HDF5_jll v1.14.6+0 [e33a78d0] Hwloc_jll v2.12.1+0 [9c1d0b0a] JuliaNVTXCallbacks_jll v0.2.1+0 [dad2f222] LLVMExtra_jll v0.0.37+2 [ad6e5548] LibTracyClient_jll v0.9.1+6 [94ce4f54] Libiconv_jll v1.18.0+0 [5ced341a] Lz4_jll v1.10.1+0 [7cb0a576] MPICH_jll v4.3.1+0 [f1f71cc9] MPItrampoline_jll v5.5.4+0 [9237b28f] MicrosoftMPI_jll v10.1.4+3 [e98f9f5b] NVTX_jll v3.2.1+0 [7243133f] NetCDF_jll v401.900.300+0 [fe0851c0] OpenMPI_jll v5.0.8+0 [efe28fd5] OpenSpecFun_jll v0.5.6+0 ⌅ [02c8fc9c] XML2_jll v2.13.6+1 [ffd25f8a] XZ_jll v5.8.1+0 [1e29f10c] demumble_jll v1.3.0+0 [477f73a3] libaec_jll v1.1.3+0 [337d8026] libzip_jll v1.11.3+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 [9abbd945] Profile 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 v8.14.1+1 [e37daf67] LibGit2_jll v1.9.1+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 [efcefdf7] PCRE2_jll v10.45.0+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 v5.13.1+0 [8e850ede] nghttp2_jll v1.65.0+0 [3f19e933] p7zip_jll v17.5.0+2 Info Packages marked with ⌃ and ⌅ have new versions available. Those with ⌃ may be upgradable, but those with ⌅ are restricted by compatibility constraints from upgrading. Testing Running tests... ┌ Warning: Package cuDNN not found in current path. │ - Run `import Pkg; Pkg.add("cuDNN")` to install the cuDNN package, then restart julia. │ - If cuDNN is not installed, some Flux functionalities will not be available when running on the GPU. └ @ FluxCUDAExt ~/.julia/packages/Flux/vwk6M/ext/FluxCUDAExt/FluxCUDAExt.jl:10 ┌ Warning: Base.download is deprecated; use Downloads.download instead │ caller = top-level scope at test_DINCAE_SST.jl:26 └ @ Core ~/.julia/packages/DINCAE/6BQgx/test/test_DINCAE_SST.jl:26 [ Info: Number of threads: 1 [ Info: loading file avhrr_sub_add_clouds_n10.nc SST data shape: 112×112×10 data range: (13.575001f0, 17.775002f0) [ Info: no error field provided using 1 as error standard dev. ┌ Info: size(obs_err_std) └ size(obs_err_std) = (112, 112, 1, 10) ┌ Info: number of parameters └ ndata = 1 ┌ Info: number of time instances └ ntime = 10 [ Info: loading file avhrr_sub_add_clouds_n10.nc SST data shape: 112×112×10 data range: (13.575001f0, 17.775002f0) [ Info: no error field provided using 1 as error standard dev. ┌ Info: size(obs_err_std) └ size(obs_err_std) = (112, 112, 1, 10) ┌ Info: number of parameters └ ndata = 1 ┌ Info: number of time instances └ ntime = 10 [ Info: Output variables: ["SST"] [ Info: Input size: 112×112×10×5 [ Info: Input sum: 3888.039 [ Info: Number of filters in encoder: [10, 32, 64, 128, 256] [ Info: Number of filters in decoder: [2, 32, 64, 128, 256] [ Info: Gamma: 10.0 [ Info: Number of filters: [10, 32, 64, 128, 256] skip connections at level 4 skip connections at level 3 skip connections at level 2 [ Info: using device: cpu [ Info: Output size: 112×112×2×5 [ Info: Output range: (-0.8745767613326646, 1.5406426385811876) [ Info: Output sum: 18177.742287352794 [ Info: Initial loss: -0.6796002065698442 ┌ Warning: This type should probably now use `Flux.@layer` instead of `@functor`: DINCAE.StepModel{DINCAE.var"#StepModel##4#StepModel##5"{Float64}, DINCAE.var"#StepModel##6#StepModel##7"{Bool, Int64, Int64}} │ caller = ip:0x0 └ @ Core :-1 epoch: 1 loss -0.8357 epoch: 2 loss -1.2368 epoch: 3 loss -1.4439 Save output 3 50.156077 seconds (8.20 M allocations: 692.413 MiB, 0.54% gc time, 93.75% compilation time) 490.694350 seconds (227.76 M allocations: 13.062 GiB, 3.21% gc time, 92.51% compilation time: <1% of which was recompilation) losses[var"end"] = -1.4439090606265435 [ Info: Number of threads: 1 [ Info: loading file avhrr_sub_add_clouds_n10.nc SST data shape: 112×112×10 data range: (13.575001f0, 17.775002f0) [ Info: no error field provided using 1 as error standard dev. ┌ Info: size(obs_err_std) └ size(obs_err_std) = (112, 112, 1, 10) ┌ Info: number of parameters └ ndata = 1 ┌ Info: number of time instances └ ntime = 10 [ Info: loading file avhrr_sub_add_clouds_n10.nc SST data shape: 112×112×10 data range: (13.575001f0, 17.775002f0) [ Info: no error field provided using 1 as error standard dev. ┌ Info: size(obs_err_std) └ size(obs_err_std) = (112, 112, 1, 10) ┌ Info: number of parameters └ ndata = 1 ┌ Info: number of time instances └ ntime = 10 [ Info: Output variables: ["SST"] [ Info: Input size: 112×112×10×5 [ Info: Input sum: 16410.135 [ Info: Number of filters in encoder: [10, 32, 64, 128, 256] [ Info: Number of filters in decoder: [2, 32, 64, 128, 256] [ Info: Gamma: 10.0 [ Info: Number of filters: [10, 32, 64, 128, 256] skip connections at level 4 skip connections at level 3 skip connections at level 2 [ Info: using device: cpu [ Info: Output size: 112×112×2×5 [ Info: Output range: (-1.0478332039853364, 1.7739762068354272) [ Info: Output sum: 59967.98230528115 [ Info: Initial loss: 0.12104375273498776 epoch: 1 loss -0.1533 epoch: 2 loss 5.8491 epoch: 3 loss -1.2439 Save output 3 2.925926 seconds (11.11 k allocations: 248.492 MiB, 0.74% gc time) 75.069568 seconds (28.62 M allocations: 3.374 GiB, 7.31% gc time, 55.43% compilation time) losses[var"end"] = -1.2439037615575614 [ Info: Number of threads: 1 [ Info: loading file avhrr_sub_add_clouds_n10.nc SST data shape: 112×112×10 data range: (13.575001f0, 17.775002f0) [ Info: no error field provided using 1 as error standard dev. ┌ Info: size(obs_err_std) └ size(obs_err_std) = (112, 112, 1, 10) ┌ Info: number of parameters └ ndata = 1 ┌ Info: number of time instances └ ntime = 10 [ Info: loading file avhrr_sub_add_clouds_n10.nc SST data shape: 112×112×10 data range: (13.575001f0, 17.775002f0) [ Info: no error field provided using 1 as error standard dev. ┌ Info: size(obs_err_std) └ size(obs_err_std) = (112, 112, 1, 10) ┌ Info: number of parameters └ ndata = 1 ┌ Info: number of time instances └ ntime = 10 [ Info: Output variables: ["SST"] [ Info: Input size: 112×112×3×6×5 [ Info: Input sum: -4434.051 [ Info: Number of filters in encoder: [6, 32, 64, 128, 256] [ Info: Number of filters in decoder: [2, 32, 64, 128, 256] [ Info: Gamma: 10.0 [ Info: Number of filters: [6, 32, 64, 128, 256] skip connections at level 4 skip connections at level 3 skip connections at level 2 [ Info: using device: cpu [ Info: Output size: 112×112×3×2×5 [ Info: Output range: (-0.3420975163617191, 1.3365844906051059) [ Info: Output sum: 211195.64715324022 [ Info: Initial loss: 0.09234775794727289 epoch: 1 loss -0.0580 epoch: 2 loss 7.5374 epoch: 3 loss -1.0139 Save output 3 27.145547 seconds (1.23 M allocations: 923.028 MiB, 1.04% gc time, 5.75% compilation time) 425.090445 seconds (92.57 M allocations: 12.334 GiB, 3.97% gc time, 44.88% compilation time) losses[var"end"] = -1.013925186553664 [ Info: Number of threads: 1 [ Info: loading file avhrr_sub_add_clouds_n10.nc SST data shape: 112×112×10 data range: (13.575001f0, 17.775002f0) [ Info: no error field provided using 1 as error standard dev. ┌ Info: size(obs_err_std) └ size(obs_err_std) = (112, 112, 1, 10) ┌ Info: number of parameters └ ndata = 1 ┌ Info: number of time instances └ ntime = 10 [ Info: loading file avhrr_sub_add_clouds_n10.nc SST data shape: 112×112×10 data range: (13.575001f0, 17.775002f0) [ Info: no error field provided using 1 as error standard dev. ┌ Info: size(obs_err_std) └ size(obs_err_std) = (112, 112, 1, 10) ┌ Info: number of parameters └ ndata = 1 ┌ Info: number of time instances └ ntime = 10 [ Info: Output variables: ["SST"] [ Info: Input size: 112×112×10×5 [ Info: Input sum: 47977.62 [ Info: Number of filters in encoder: [10, 32, 64, 128, 256] [ Info: Number of filters in decoder: [2, 32, 64, 128, 256] [ Info: Gamma: 10.0 [ Info: Number of filters: [10, 32, 64, 128, 256] skip connections at level 4 skip connections at level 3 skip connections at level 2 [ Info: using device: cpu [ Info: Output size: 112×112×2×5 [ Info: Output range: (-1.1483642555947502, 3.344794740942958) [ Info: Output sum: 55305.53430850112 [ Info: Initial loss: 1.2665268866795645 epoch: 1 loss 1.2031 epoch: 2 loss 1.1618 epoch: 3 loss 1.1326 Save output 3 3.102204 seconds (11.04 k allocations: 248.491 MiB, 0.18% gc time) 40.159758 seconds (2.34 M allocations: 2.271 GiB, 13.00% gc time, 17.71% compilation time) losses[var"end"] = 1.132632243200674 [ Info: Number of threads: 1 [ Info: loading file avhrr_sub_add_clouds_n10.nc SST data shape: 112×112×10 data range: (13.575001f0, 17.775002f0) [ Info: no error field provided using 1 as error standard dev. ┌ Info: size(obs_err_std) └ size(obs_err_std) = (112, 112, 1, 10) ┌ Info: number of parameters └ ndata = 1 ┌ Info: number of time instances └ ntime = 10 [ Info: loading file avhrr_sub_add_clouds_n10.nc SST data shape: 112×112×10 data range: (13.575001f0, 17.775002f0) [ Info: no error field provided using 1 as error standard dev. ┌ Info: size(obs_err_std) └ size(obs_err_std) = (112, 112, 1, 10) ┌ Info: number of parameters └ ndata = 1 ┌ Info: number of time instances └ ntime = 10 [ Info: Output variables: ["SST"] [ Info: Input size: 112×112×10×5 [ Info: Input sum: 19505.05 [ Info: Number of filters in encoder: [10, 32, 64, 128, 256] [ Info: Number of filters in decoder: [2, 32, 64, 128, 256] [ Info: Gamma: 10.0 [ Info: Number of filters: [10, 32, 64, 128, 256] Step model [ Info: Number of filters in encoder (refinement): [12, 32, 64, 128, 256] [ Info: Number of filters in decoder (refinement): [2, 32, 64, 128, 256] skip connections at level 4 skip connections at level 3 skip connections at level 2 skip connections at level 4 skip connections at level 3 skip connections at level 2 [ Info: using device: cpu [ Info: Output size: 112×112×2×5 [ Info: Output range: (-0.6357785839653501, 1.8240515477010646) [ Info: Output sum: 60424.180124509294 [ Info: Initial loss: -0.2467339118620291 epoch: 1 loss -0.7228 epoch: 2 loss 6.2811 epoch: 3 loss -0.5586 Save output 3 7.802755 seconds (11.47 k allocations: 472.361 MiB, 21.02% gc time) 84.677799 seconds (5.37 M allocations: 4.525 GiB, 13.35% gc time, 15.29% compilation time) losses[var"end"] = -0.5585576355772652 [ Info: loading file avhrr_sub_add_clouds_n10.nc SST data shape: 112×112×10 data range: (13.575001f0, 17.775002f0) [ Info: no error field provided using 1 as error standard dev. ┌ Info: size(obs_err_std) └ size(obs_err_std) = (112, 112, 1, 10) ┌ Info: number of parameters └ ndata = 1 ┌ Info: number of time instances └ ntime = 10 [ Info: Number of threads: 1 [ Info: loading file avhrr_sub_add_clouds_n10.nc SST data shape: 112×112×10 data range: (13.575001f0, 17.775002f0) [ Info: no error field provided using 1 as error standard dev. ┌ Info: size(obs_err_std) └ size(obs_err_std) = (112, 112, 1, 10) ┌ Info: number of parameters └ ndata = 1 ┌ Info: number of time instances └ ntime = 10 [ Info: loading file avhrr_sub_add_clouds_n10.nc SST data shape: 112×112×10 data range: (13.575001f0, 17.775002f0) [ Info: no error field provided using 1 as error standard dev. ┌ Info: size(obs_err_std) └ size(obs_err_std) = (112, 112, 1, 10) ┌ Info: number of parameters └ ndata = 1 ┌ Info: number of time instances └ ntime = 10 [ Info: Output variables: ["SST"] [ Info: Input size: 112×112×10×5 [ Info: Input sum: 35958.258 [ Info: Number of filters in encoder: [10, 32, 64, 128, 256] [ Info: Number of filters in decoder: [2, 32, 64, 128, 256] [ Info: Gamma: 10.0 [ Info: Number of filters: [10, 32, 64, 128, 256] Step model [ Info: Number of filters in encoder (refinement): [12, 32, 64, 128, 256] [ Info: Number of filters in decoder (refinement): [2, 32, 64, 128, 256] skip connections at level 4 skip connections at level 3 skip connections at level 2 skip connections at level 4 skip connections at level 3 skip connections at level 2 [ Info: using device: cpu [ Info: Output size: 112×112×2×5 [ Info: Output range: (-6.670507761192332, 5.092353723148817) [ Info: Output sum: 38093.877053666525 [ Info: Initial loss: 2.8793453280450167 epoch: 1 loss 1.9658 epoch: 2 loss 0.2313 epoch: 3 loss 0.3858 Save output 3 4.057991 seconds (11.47 k allocations: 472.361 MiB, 0.39% gc time) 71.507642 seconds (1.63 M allocations: 4.424 GiB, 12.31% gc time, 4.71% compilation time) Test Summary: | Pass Total Time reconstruct gridded data | 11 11 25m07.3s ┌ Warning: Base.download is deprecated; use Downloads.download instead │ caller = top-level scope at test_reconstruct_points.jl:19 └ @ Core ~/.julia/packages/DINCAE/6BQgx/test/test_reconstruct_points.jl:19 ┌ Warning: Base.download is deprecated; use Downloads.download instead │ caller = top-level scope at test_reconstruct_points.jl:23 └ @ Core ~/.julia/packages/DINCAE/6BQgx/test/test_reconstruct_points.jl:23 [ Info: remove time mean from subset-sst.nc [ Info: number of provided data points: 6098 [ Info: number of data points within domain: 6072 [ Info: number of provided data points: 6072 [ Info: number of data points within domain: 6072 [ Info: number of variables: 60 [ Info: gamma: 10.0 no refine skip connections at level 3 skip connections at level 2 sum(model(xin)) = 103059.54548448662 size(model(xin)) = (177, 69, 2, 11) sz = (177, 69, 60) loss_function(model, xin, xtrue) = 0.8264653267768849 epoch: 1 loss 0.8443 epoch: 2 loss 0.2431 Save output 2 16.523326 seconds (1.15 M allocations: 325.948 MiB, 2.76% gc time, 73.62% compilation time) 183.643185 seconds (58.32 M allocations: 4.288 GiB, 2.29% gc time, 84.62% compilation time) [ Info: remove time mean from subset-sst.nc [ Info: number of provided data points: 6098 [ Info: number of data points within domain: 6072 [ Info: number of provided data points: 6072 [ Info: number of data points within domain: 6072 [ Info: number of variables: 60 [ Info: gamma: 10.0 no refine skip connections at level 3 skip connections at level 2 sum(model(xin)) = 103059.54548448662 size(model(xin)) = (177, 69, 2, 11) sz = (177, 69, 60) loss_function(model, xin, xtrue) = 4326.15773945977 epoch: 1 loss 4288.3835 epoch: 2 loss 1885.6097 Save output 2 4.463003 seconds (24.61 k allocations: 267.091 MiB, 9.93% gc time) 56.858180 seconds (13.46 M allocations: 2.248 GiB, 5.44% gc time, 46.21% compilation time) Test Summary: | Pass Total Time reconstruct point cloud | 13 13 6m14.9s 69.476825 seconds (10.80 M allocations: 599.697 MiB, 2.98% gc time, 99.92% compilation time) Test Summary: | Pass Total Time reconstruct vector field | 1 1 1m10.7s Test Summary: | Pass Total Time utilities | 4 4 7.5s Testing DINCAE tests passed Testing completed after 2050.59s PkgEval succeeded after 2654.69s