replacement in src/Train.jl at line 34
[3.969]→[3.969:1005](∅→∅) − train("DFMN1-5", 20, images, model)
+ train("DFMN1-5_Pomona", 20, images, model)
+
+ [ Info: Epoch: 7
+ ┌ Info: train
+ └ accuracy = 0.9098
+ ┌ Info: train
+ │ train_confusion_matrix =
+ │ 4×4 Matrix{Int64}:
+ │ 779 18 86 17
+ │ 21 852 68 39
+ │ 94 76 6086 144
+ └ 11 69 362 2414
+ 28.936706 seconds (1.38 M allocations: 28.181 GiB, 14.27% gc time)
+ ┌ Info: test
+ └ accuracy = 0.9063
+ ┌ Info: test
+ │ test_confusion_matrix =
+ │ 4×4 Matrix{Int64}:
+ │ 747 10 95 15
+ │ 15 858 65 51
+ │ 99 59 5964 173
+ └ 9 60 392 2524
+ [ Info: Saved a best_model
+
replacement in src/Train.jl at line 67
[3.1212]→[3.1212:1305](∅→∅) − pretrain::Model = true,
− train_test_split::Float64 = 0.8,
− batch_size::Int64 = 64,
+ pretrain::Model=true,
+ train_test_split::Float64=0.8,
+ batch_size::Int64=64,
replacement in src/Train.jl at line 212
[3.5469]→[3.5469:5541](∅→∅) − max_number::Int = 3,
− min_size::Int = 3,
− max_size::Int = 22,
+ max_number::Int=3,
+ min_size::Int=3,
+ max_size::Int=22,
replacement in src/Train.jl at line 244
[3.6307]→[3.6307:6399](∅→∅) − Flux.DataLoader(container; batchsize = batch_size, collate = true, parallel = true)
+ Flux.DataLoader(container; batchsize=batch_size, collate=true, parallel=true)
replacement in src/Train.jl at line 251
[3.6569]→[3.6569:6628](∅→∅) − fst = Metalhead.ResNet(18, pretrain = pretrain).layers
+ fst = Metalhead.ResNet(18, pretrain=pretrain).layers
replacement in src/Train.jl at line 263
[3.7188]→[3.7188:7242](∅→∅) − f = Metalhead.ResNet(18, pretrain = false).layers
+ f = Metalhead.ResNet(18, pretrain=false).layers
replacement in src/Train.jl at line 289
[3.7915]→[3.7915:7962](∅→∅) − accuracy = round(good / count, digits = 4)
+ accuracy = round(good / count, digits=4)
replacement in src/Train.jl at line 351
[3.9967]→[3.9967:10017](∅→∅) − model_state = Flux.state(_model),
+ model_state=Flux.state(_model),
replacement in src/SkraakML.jl at line 3
[3.10160]→[3.10160:10192](∅→∅) − greet() = print("Hello World!")
+ include("Train.jl")
+ include("Predict.jl")
replacement in src/Predict.jl at line 72
[2.63097]→[2.63097:63175](∅→∅) − model = "/media/david/SSD2/model_DFMN1-5_CPU_epoch-9-0.9737-2024-10-25.jld2"
−
+ glob_pattern = "Pomona-*/Pomona/Clips_2024-11-27/"
+ model = "/media/david/SSD2/DFMN_Inge/model_DFMN1-5_CPU_epoch-9-0.9737-2024-10-25.jld2"
+ model = "/media/david/SSD2/DFMN_Pomona/model_DFMN1-5_Pomona_CPU_epoch-8-0.9078-2024-11-26.jld2"
replacement in src/Predict.jl at line 284
[3.18757]→[3.18757:18802](∅→∅) − signal, freq = WAV.WAV.wavread(file)
+ signal, freq = WAV.wavread(file)
replacement in Project.toml at line 15
[3.27995]→[3.27995:28057](∅→∅) − ImageTransformations = "02fcd773-0e25-5acc-982a-7f6622650795"
+ Images = "916415d5-f1e6-5110-898d-aaa5f9f070e0"
edit in Project.toml at line 25
+
+ [compat]
+ Images = "0.25.3"
replacement in Manifest.toml at line 3
− julia_version = "1.11.1"
+ julia_version = "1.10.6"
replacement in Manifest.toml at line 5
− project_hash = "ccbb4f4abd54ae0bbdc0ab9dc7552daa68fb6bdf"
+ project_hash = "fb2ea7cb2e8eacb3a2ce0f311bec38248363d294"
replacement in Manifest.toml at line 60
[2.2022]→[2.2022:2040](∅→∅) edit in Manifest.toml at line 70
[2.2304]→[2.2304:2323](∅→∅) edit in Manifest.toml at line 124
[2.4197]→[2.4197:4216](∅→∅) replacement in Manifest.toml at line 159
[2.5857]→[2.5857:5916](∅→∅) − git-tree-sha1 = "ccd1e54610c222fadfd4737dac66bff786f63656"
+ git-tree-sha1 = "14996d716a2eaaeccfc8d7bc854dd87fde720ac1"
replacement in Manifest.toml at line 161
[2.5962]→[2.5962:5983](∅→∅) replacement in Manifest.toml at line 171
[2.6272]→[2.6272:6331](∅→∅) − git-tree-sha1 = "e43727b237b2879a34391eeb81887699a26f8f2f"
+ git-tree-sha1 = "17f1536c600133f7c4113bae0a2d98dbf27c7ebc"
replacement in Manifest.toml at line 173
[2.6377]→[2.6377:6398](∅→∅) replacement in Manifest.toml at line 189
[2.7064]→[2.7064:7123](∅→∅) − git-tree-sha1 = "be227d253d132a6d57f9ccf5f67c0fb6488afd87"
+ git-tree-sha1 = "bcffdcaed50d3453673b852f3522404a94b50fad"
replacement in Manifest.toml at line 191
[2.7169]→[2.7169:7188](∅→∅) edit in Manifest.toml at line 344
[2.12468]→[2.12468:12487](∅→∅) edit in Manifest.toml at line 382
[2.13694]→[2.13694:13713](∅→∅) replacement in Manifest.toml at line 443
[2.15682]→[2.15682:15741](∅→∅) − git-tree-sha1 = "62ca0547a14c57e98154423419d8a342dca75ca9"
+ git-tree-sha1 = "2dd20384bf8c6d411b5c7370865b1e9b26cb2ea3"
replacement in Manifest.toml at line 445
[2.15787]→[2.15787:15806](∅→∅) + version = "1.16.6"
+
+ [deps.FileIO.extensions]
+ HTTPExt = "HTTP"
+
+ [deps.FileIO.weakdeps]
+ HTTP = "cd3eb016-35fb-5094-929b-558a96fad6f3"
edit in Manifest.toml at line 466
[2.16183]→[2.16183:16202](∅→∅) edit in Manifest.toml at line 530
[2.18544]→[2.18544:18563](∅→∅) edit in Manifest.toml at line 723
[2.26428]→[2.26428:26447](∅→∅) edit in Manifest.toml at line 864
[2.31225]→[2.31225:31244](∅→∅) replacement in Manifest.toml at line 878
[2.31671]→[2.31671:31691](∅→∅) edit in Manifest.toml at line 883
[2.31823]→[2.31823:31842](∅→∅) replacement in Manifest.toml at line 887
[2.31970]→[2.31970:31990](∅→∅) edit in Manifest.toml at line 896
[2.32186]→[2.32186:32205](∅→∅) edit in Manifest.toml at line 906
[2.32588]→[2.32588:32607](∅→∅) edit in Manifest.toml at line 931
[2.33561]→[2.33561:33580](∅→∅) replacement in Manifest.toml at line 946
[2.34105]→[2.34105:34164](∅→∅) − git-tree-sha1 = "ddeb60ee7a001d832d56063a77e38e09d155f141"
+ git-tree-sha1 = "85b47bc5a8bf0c886286638585df3bec7c9f8269"
replacement in Manifest.toml at line 948
[2.34210]→[2.34210:34228](∅→∅) edit in Manifest.toml at line 954
+ MLDataDevicesChainRulesExt = "ChainRules"
edit in Manifest.toml at line 972
+ ChainRules = "082447d4-558c-5d27-93f4-14fc19e9eca2"
edit in Manifest.toml at line 1013
[2.36777]→[2.36777:36796](∅→∅) replacement in Manifest.toml at line 1017
[2.36894]→[2.36894:36915](∅→∅) edit in Manifest.toml at line 1049
[2.37899]→[2.37899:37918](∅→∅) replacement in Manifest.toml at line 1058
[2.38207]→[2.38207:38230](∅→∅) replacement in Manifest.toml at line 1062
[2.38371]→[2.38371:38430](∅→∅) − git-tree-sha1 = "da09a1e112fd75f9af2a5229323f01b56ec96a4c"
+ git-tree-sha1 = "b0d3a3073b08693a46f415936520be9be10ce842"
replacement in Manifest.toml at line 1064
[2.38476]→[2.38476:38495](∅→∅) replacement in Manifest.toml at line 1084
[2.39149]→[2.39149:39208](∅→∅) − git-tree-sha1 = "53046f0483375e3ed78e49190f1154fa0a4083a1"
+ git-tree-sha1 = "6a6f8bfaa91bb2e40ff562ab9f30dc827741daef"
replacement in Manifest.toml at line 1086
[2.39254]→[2.39254:39272](∅→∅) replacement in Manifest.toml at line 1108
[2.39868]→[2.39868:39927](∅→∅) − git-tree-sha1 = "3cebfc94a0754cc329ebc3bab1e6c89621e791ad"
+ git-tree-sha1 = "8a3271d8309285f4db73b4f662b1b290c715e85e"
replacement in Manifest.toml at line 1110
[2.39973]→[2.39973:39992](∅→∅) replacement in Manifest.toml at line 1145
[2.41001]→[2.41001:41060](∅→∅) − git-tree-sha1 = "963a3f28a2e65bb87a68033ea4a616002406037d"
+ git-tree-sha1 = "c8c7f6bfabe581dc40b580313a75f1ecce087e27"
replacement in Manifest.toml at line 1147
[2.41106]→[2.41106:41124](∅→∅) replacement in Manifest.toml at line 1152
[2.41255]→[2.41255:41276](∅→∅) replacement in Manifest.toml at line 1231
[2.43861]→[2.43861:44027](∅→∅) − deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "Random", "SHA", "TOML", "Tar", "UUIDs", "p7zip_jll"]
+ deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
replacement in Manifest.toml at line 1233
[2.44073]→[2.44073:44160](∅→∅) − version = "1.11.0"
− weakdeps = ["REPL"]
−
− [deps.Pkg.extensions]
− REPLExt = "REPL"
replacement in Manifest.toml at line 1248
[2.44506]→[2.44506:44645](∅→∅) − deps = ["LinearAlgebra", "RecipesBase", "Requires", "Setfield", "SparseArrays"]
− git-tree-sha1 = "1a9cfb2dc2c2f1bd63f1906d72af39a79b49b736"
+ deps = ["LinearAlgebra", "OrderedCollections", "RecipesBase", "Requires", "Setfield", "SparseArrays"]
+ git-tree-sha1 = "adc25dbd4d13f148f3256b6d4743fe7e63a71c4a"
replacement in Manifest.toml at line 1251
[2.44691]→[2.44691:44710](∅→∅) edit in Manifest.toml at line 1297
[2.46194]→[2.46194:46213](∅→∅) replacement in Manifest.toml at line 1335
[2.47438]→[2.47438:47517](∅→∅) − deps = ["InteractiveUtils", "Markdown", "Sockets", "StyledStrings", "Unicode"]
+ deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
edit in Manifest.toml at line 1337
[2.47563]→[2.47563:47582](∅→∅) edit in Manifest.toml at line 1341
[2.47660]→[2.47660:47679](∅→∅) replacement in Manifest.toml at line 1420
[2.49879]→[2.49879:49938](∅→∅) − git-tree-sha1 = "98ca7c29edd6fc79cd74c61accb7010a4e7aee33"
+ git-tree-sha1 = "52af86e35dd1b177d051b12681e1c581f53c281b"
replacement in Manifest.toml at line 1422
[2.49984]→[2.49984:50002](∅→∅) edit in Manifest.toml at line 1438
[2.50405]→[2.50405:50424](∅→∅) edit in Manifest.toml at line 1448
[2.50765]→[2.50765:50784](∅→∅) edit in Manifest.toml at line 1474
[2.51633]→[2.51633:51652](∅→∅) replacement in Manifest.toml at line 1484
[2.51978]→[2.51978:51997](∅→∅) replacement in Manifest.toml at line 1531
[2.53483]→[2.53483:53567](∅→∅) − deps = ["LinearAlgebra"]
− git-tree-sha1 = "ae3bb1eb3bba077cd276bc5cfc337cc65c3075c0"
+ deps = ["LinearAlgebra", "SparseArrays"]
replacement in Manifest.toml at line 1533
[2.53613]→[2.53613:53733](∅→∅) − version = "1.11.1"
− weakdeps = ["SparseArrays"]
−
− [deps.Statistics.extensions]
− SparseArraysExt = ["SparseArrays"]
edit in Manifest.toml at line 1565
[2.54877]→[2.54877:54966](∅→∅) −
− [[deps.StyledStrings]]
− uuid = "f489334b-da3d-4c2e-b8f0-e476e12c162b"
− version = "1.11.0"
replacement in Manifest.toml at line 1573
[2.55228]→[2.55228:55248](∅→∅) edit in Manifest.toml at line 1606
[2.56181]→[2.56181:56200](∅→∅) edit in Manifest.toml at line 1661
[2.58488]→[2.58488:58507](∅→∅) edit in Manifest.toml at line 1669
[2.58711]→[2.58711:58730](∅→∅) replacement in Manifest.toml at line 1780
[2.62453]→[2.62453:62474](∅→∅)