diff --git a/docs/source/how-to-guides/feature-guides/global_local_modeling_fut_regr.ipynb b/docs/source/how-to-guides/feature-guides/global_local_modeling_fut_regr.ipynb index 0e0b22391..6f57f1fd6 100644 --- a/docs/source/how-to-guides/feature-guides/global_local_modeling_fut_regr.ipynb +++ b/docs/source/how-to-guides/feature-guides/global_local_modeling_fut_regr.ipynb @@ -750,7 +750,6 @@ "source": [ "try:\n", " # it already installed dependencies\n", - " from torchsummary import summary\n", " from torchviz import make_dot\n", "except:\n", " # install graphviz on system\n", @@ -768,7 +767,6 @@ " !pip install torchviz\n", " !pip install graphviz\n", " # import\n", - " from torchsummary import summary\n", " from torchviz import make_dot" ] }, diff --git a/docs/source/how-to-guides/feature-guides/global_local_trend.ipynb b/docs/source/how-to-guides/feature-guides/global_local_trend.ipynb index 968214d97..674f75b1b 100644 --- a/docs/source/how-to-guides/feature-guides/global_local_trend.ipynb +++ b/docs/source/how-to-guides/feature-guides/global_local_trend.ipynb @@ -1308,7 +1308,6 @@ "source": [ "try:\n", " # it already installed dependencies\n", - " from torchsummary import summary\n", " from torchviz import make_dot\n", "except:\n", " # install graphviz on system\n", @@ -1326,7 +1325,6 @@ " !pip install torchviz\n", " !pip install graphviz\n", " # import\n", - " from torchsummary import summary\n", " from torchviz import make_dot" ] }, diff --git a/docs/source/how-to-guides/feature-guides/mlflow.ipynb b/docs/source/how-to-guides/feature-guides/mlflow.ipynb index 5e3f72f6b..dda2feb9b 100644 --- a/docs/source/how-to-guides/feature-guides/mlflow.ipynb +++ b/docs/source/how-to-guides/feature-guides/mlflow.ipynb @@ -237,6 +237,7 @@ }, { "cell_type": "markdown", + "id": "7fb27b941602401d91542211134fc71a", "metadata": {}, "source": [ "## Advanced Example \n", @@ -246,6 +247,7 @@ { "cell_type": "code", "execution_count": 7, + "id": "acae54e37e7d407bbb7b55eff062a284", "metadata": {}, "outputs": [], "source": [ @@ -254,7 +256,6 @@ "# Copy and paste url from command line to web browser\n", "\n", "import mlflow\n", - "import torchmetrics\n", "from mlflow.data.pandas_dataset import PandasDataset\n", "\n", "if local:\n", @@ -272,7 +273,6 @@ " )\n", "\n", " import mlflow.pytorch\n", - " from mlflow.client import MlflowClient\n", "\n", " model_name = \"NeuralProphet\"\n", "\n", diff --git a/docs/source/how-to-guides/feature-guides/uncertainty_quantification.ipynb b/docs/source/how-to-guides/feature-guides/uncertainty_quantification.ipynb index f5826a066..12bfb4490 100644 --- a/docs/source/how-to-guides/feature-guides/uncertainty_quantification.ipynb +++ b/docs/source/how-to-guides/feature-guides/uncertainty_quantification.ipynb @@ -37,7 +37,7 @@ "\n", "if \"google.colab\" in str(get_ipython()):\n", " # uninstall preinstalled packages from Colab to avoid conflicts\n", - " !pip uninstall -y torch notebook notebook_shim tensorflow tensorflow-datasets prophet torchaudio torchdata torchtext torchvision \n", + " !pip uninstall -y torch notebook notebook_shim tensorflow tensorflow-datasets prophet torchaudio torchdata torchtext torchvision\n", " !pip install git+https://github.com/ourownstory/neural_prophet.git # may take a while" ] }, @@ -48,9 +48,8 @@ "metadata": {}, "outputs": [], "source": [ - "import numpy as np\n", "import pandas as pd\n", - "from neuralprophet import NeuralProphet, uncertainty_evaluate, set_log_level, set_random_seed\n", + "from neuralprophet import NeuralProphet, uncertainty_evaluate, set_random_seed\n", "\n", "data_location = \"http://raw.githubusercontent.com/ourownstory/neuralprophet-data/main/datasets/\"\n", "df = pd.read_csv(data_location + \"energy/SF_hospital_load.csv\")" @@ -705,7 +704,7 @@ 0.00804289544235925, 0.00938337801608579, 0.010723860589812333, - 0.012064343163538873, + 0.012064343163538872, 0.013404825737265416, 0.014745308310991957, 0.0160857908847185, @@ -717,7 +716,7 @@ 0.024128686327077747, 0.02546916890080429, 0.02680965147453083, - 0.028150134048257374, + 0.028150134048257378, 0.029490616621983913, 0.030831099195710455, 0.032171581769437, @@ -733,13 +732,13 @@ 0.045576407506702415, 0.04691689008042895, 0.04825737265415549, - 0.049597855227882036, + 0.04959785522788203, 0.05093833780160858, 0.05227882037533512, 0.05361930294906166, 0.054959785522788206, 0.05630026809651475, - 0.057640750670241284, + 0.05764075067024128, 0.058981233243967826, 0.06032171581769437, 0.06166219839142091, @@ -764,27 +763,27 @@ 0.0871313672922252, 0.08847184986595175, 0.08981233243967829, - 0.09115281501340483, - 0.09249329758713137, + 0.09115281501340484, + 0.09249329758713136, 0.0938337801608579, 0.09517426273458444, - 0.09651474530831099, - 0.09785522788203753, - 0.09919571045576407, - 0.10053619302949061, + 0.096514745308311, + 0.09785522788203752, + 0.09919571045576409, + 0.1005361930294906, 0.10187667560321716, 0.1032171581769437, 0.10455764075067024, 0.10589812332439678, 0.10723860589812333, - 0.10857908847184987, - 0.10991957104557641, + 0.10857908847184988, + 0.1099195710455764, 0.11126005361930295, 0.1126005361930295, 0.11394101876675604, - 0.11528150134048257, - 0.11662198391420911, - 0.11796246648793565, + 0.11528150134048255, + 0.11662198391420912, + 0.11796246648793564, 0.1193029490616622, 0.12064343163538874, 0.12198391420911528, @@ -793,7 +792,7 @@ 0.1260053619302949, 0.12734584450402145, 0.128686327077748, - 0.13002680965147453, + 0.1300268096514745, 0.13136729222520108, 0.13270777479892762, 0.13404825737265416, @@ -809,7 +808,7 @@ 0.14745308310991956, 0.1487935656836461, 0.15013404825737264, - 0.15147453083109919, + 0.1514745308310992, 0.15281501340482573, 0.15415549597855227, 0.1554959785522788, @@ -832,7 +831,7 @@ 0.17828418230563003, 0.17962466487935658, 0.18096514745308312, - 0.18230563002680966, + 0.1823056300268097, 0.1836461126005362, 0.18498659517426275, 0.1863270777479893, @@ -842,42 +841,42 @@ 0.19168900804289543, 0.19302949061662197, 0.19436997319034852, - 0.19571045576407506, + 0.19571045576407503, 0.1970509383378016, - 0.19839142091152814, + 0.19839142091152817, 0.19973190348525469, 0.20107238605898123, 0.20241286863270777, 0.2037533512064343, - 0.20509383378016086, + 0.20509383378016088, 0.2064343163538874, - 0.20777479892761394, + 0.2077747989276139, 0.20911528150134048, - 0.21045576407506703, + 0.21045576407506705, 0.21179624664879357, 0.2131367292225201, 0.21447721179624665, 0.2158176943699732, - 0.21715817694369974, + 0.21715817694369977, 0.21849865951742628, - 0.21983914209115282, + 0.2198391420911528, 0.22117962466487937, 0.2225201072386059, 0.22386058981233245, 0.225201072386059, - 0.22654155495978553, + 0.2265415549597855, 0.22788203753351208, 0.2292225201072386, - 0.23056300268096513, + 0.2305630026809651, 0.23190348525469168, - 0.23324396782841822, + 0.23324396782841825, 0.23458445040214476, 0.2359249329758713, 0.23726541554959785, 0.2386058981233244, 0.23994638069705093, 0.24128686327077747, - 0.24262734584450402, + 0.242627345844504, 0.24396782841823056, 0.2453083109919571, 0.24664879356568364, @@ -973,13 +972,13 @@ 0.3672922252010724, 0.36863270777479895, 0.3699731903485255, - 0.37131367292225204, + 0.371313672922252, 0.3726541554959786, 0.3739946380697051, 0.3753351206434316, 0.37667560321715815, 0.3780160857908847, - 0.37935656836461124, + 0.3793565683646112, 0.3806970509383378, 0.3820375335120643, 0.38337801608579086, @@ -993,7 +992,7 @@ 0.3941018766756032, 0.39544235924932974, 0.3967828418230563, - 0.39812332439678283, + 0.3981233243967828, 0.39946380697050937, 0.4008042895442359, 0.40214477211796246, @@ -1001,7 +1000,7 @@ 0.40482573726541554, 0.4061662198391421, 0.4075067024128686, - 0.40884718498659517, + 0.4088471849865952, 0.4101876675603217, 0.41152815013404825, 0.4128686327077748, @@ -1010,12 +1009,12 @@ 0.4168900804289544, 0.41823056300268097, 0.4195710455764075, - 0.42091152815013405, + 0.4209115281501341, 0.4222520107238606, 0.42359249329758714, 0.4249329758713137, 0.4262734584450402, - 0.42761394101876676, + 0.4276139410187667, 0.4289544235924933, 0.43029490616621985, 0.4316353887399464, @@ -1024,32 +1023,32 @@ 0.435656836461126, 0.43699731903485256, 0.4383378016085791, - 0.43967828418230565, + 0.4396782841823057, 0.4410187667560322, 0.44235924932975873, 0.4436997319034853, 0.4450402144772118, - 0.44638069705093836, + 0.4463806970509384, 0.4477211796246649, 0.44906166219839144, 0.450402144772118, 0.4517426273458445, - 0.45308310991957107, + 0.453083109919571, 0.4544235924932976, 0.45576407506702415, 0.4571045576407507, 0.4584450402144772, 0.4597855227882037, - 0.46112600536193027, + 0.4611260053619302, 0.4624664879356568, 0.46380697050938335, 0.4651474530831099, - 0.46648793565683644, + 0.4664879356568365, 0.467828418230563, 0.4691689008042895, 0.47050938337801607, 0.4718498659517426, - 0.47319034852546915, + 0.4731903485254691, 0.4745308310991957, 0.47587131367292224, 0.4772117962466488, @@ -1058,7 +1057,7 @@ 0.4812332439678284, 0.48257372654155495, 0.4839142091152815, - 0.48525469168900803, + 0.485254691689008, 0.4865951742627346, 0.4879356568364611, 0.48927613941018766, @@ -1369,79 +1368,79 @@ 0.8981233243967829, 0.8994638069705094, 0.900804289544236, - 0.9021447721179625, + 0.9021447721179624, 0.903485254691689, 0.9048257372654156, - 0.9061662198391421, - 0.9075067024128687, + 0.906166219839142, + 0.9075067024128688, 0.9088471849865952, 0.9101876675603218, - 0.9115281501340483, + 0.9115281501340484, 0.9128686327077749, 0.9142091152815014, - 0.9155495978552279, + 0.915549597855228, 0.9168900804289544, - 0.9182305630026809, - 0.9195710455764075, + 0.9182305630026808, + 0.9195710455764076, 0.920911528150134, - 0.9222520107238605, - 0.9235924932975871, + 0.9222520107238604, + 0.9235924932975872, 0.9249329758713136, 0.9262734584450402, - 0.9276139410187667, + 0.9276139410187668, 0.9289544235924933, 0.9302949061662198, - 0.9316353887399463, - 0.9329758713136729, + 0.9316353887399464, + 0.9329758713136728, 0.9343163538873994, 0.935656836461126, - 0.9369973190348525, + 0.9369973190348524, 0.938337801608579, 0.9396782841823056, - 0.9410187667560321, - 0.9423592493297587, + 0.941018766756032, + 0.9423592493297588, 0.9436997319034852, 0.9450402144772118, - 0.9463806970509383, + 0.9463806970509384, 0.9477211796246648, 0.9490616621983914, - 0.9504021447721179, - 0.9517426273458445, + 0.950402144772118, + 0.9517426273458444, 0.953083109919571, 0.9544235924932976, - 0.9557640750670241, + 0.955764075067024, 0.9571045576407506, 0.9584450402144772, - 0.9597855227882037, - 0.9611260053619303, + 0.9597855227882036, + 0.9611260053619304, 0.9624664879356568, 0.9638069705093834, - 0.9651474530831099, + 0.96514745308311, 0.9664879356568364, 0.967828418230563, - 0.9691689008042895, - 0.9705093833780161, + 0.9691689008042896, + 0.970509383378016, 0.9718498659517426, 0.9731903485254692, - 0.9745308310991957, + 0.9745308310991956, 0.9758713136729222, 0.9772117962466488, - 0.9785522788203753, - 0.9798927613941019, + 0.9785522788203752, + 0.979892761394102, 0.9812332439678284, 0.982573726541555, - 0.9839142091152815, + 0.9839142091152816, 0.985254691689008, 0.9865951742627346, - 0.9879356568364611, - 0.9892761394101877, + 0.9879356568364612, + 0.9892761394101875, 0.9906166219839142, 0.9919571045576407, - 0.9932975871313673, + 0.9932975871313672, 0.9946380697050938, 0.9959785522788204, - 0.9973190348525469, - 0.9986595174262735 + 0.9973190348525468, + 0.9986595174262736 ], "xaxis": "x", "y": [ @@ -1449,8 +1448,8 @@ 0.11767174999999952, 0.1404327031250432, 0.16914874999997664, - 0.24253500000008898, - 0.24924023046878574, + 0.24253500000008896, + 0.24924023046878577, 0.3531571406249441, 0.49268083593756273, 0.6344678109375081, @@ -1458,19 +1457,19 @@ 0.9690924406249906, 1.1242813398437193, 1.2202071874999092, - 1.3852200750000065, + 1.3852200750000063, 1.5974386249999952, 1.621510235937535, 1.8664698828124529, - 1.8930805468748986, + 1.8930805468748984, 2.18066859999999, - 2.3188505015624514, + 2.318850501562451, 2.6094431898437733, 3.041368585937562, 3.0676953890624645, 3.1246490710936996, 3.2439907499999663, - 3.2535399531250278, + 3.253539953125028, 3.4077290390625876, 3.4212618976562226, 3.70882484453125, @@ -1526,11 +1525,11 @@ 11.59617288749996, 11.628750679687528, 11.703138728906197, - 11.780961276562493, + 11.780961276562492, 12.05149673437495, 12.062900304687446, - 12.728456718749953, - 13.138795170312505, + 12.728456718749952, + 13.138795170312504, 13.217006984375075, 13.241572468750064, 13.399645843750022, @@ -1538,13 +1537,13 @@ 13.749331546875055, 14.038749921875024, 14.204696453125052, - 14.405579085937461, + 14.40557908593746, 14.419083479687515, 14.61815064843745, 14.691258207812552, 14.755128969531256, 14.791493351562394, - 15.600279076562515, + 15.600279076562517, 15.637941152343728, 15.762742859374953, 16.524943975000042, @@ -1560,9 +1559,9 @@ 19.354645607812472, 19.424660179687407, 19.512685781249957, - 19.626006650000022, + 19.626006650000026, 19.67559455859373, - 20.345304984374934, + 20.345304984374938, 20.639999750000015, 20.850848138281208, 20.90933117968757, @@ -1574,44 +1573,44 @@ 22.109076901562503, 22.112557171875096, 22.120475471093755, - 22.144620076562546, + 22.144620076562543, 22.31278148437491, 22.334964273437436, 22.59562429687503, 22.614032805468696, 22.81282868828123, 22.995752816406252, - 23.019072965625014, + 23.019072965625018, 23.07843562812502, 23.31430382812505, 23.50336371875005, 23.777700617968776, 24.051632734374948, - 24.064095846875034, + 24.06409584687503, 24.228240606249983, 24.307779593749956, 24.421684437499948, - 24.874495548437494, + 24.874495548437498, 25.044917562499904, - 25.058725749999894, + 25.058725749999898, 25.239901757031248, 25.28230638281252, 25.63639837890628, 25.647862890624992, - 25.928247047656214, + 25.928247047656217, 25.997243870312445, 26.04342136718742, 26.241983185937556, - 26.327447093750038, + 26.32744709375004, 26.38003737500003, 26.506006531250023, 26.540212039062453, 26.718697650781223, - 26.782588866406286, + 26.78258886640629, 27.110776796874916, 27.161976496093757, 27.175339015625013, - 27.272203812500038, + 27.27220381250004, 27.373894453125104, 27.642535093749984, 27.6796136546875, @@ -1630,16 +1629,16 @@ 29.579652519531237, 30.00172095312496, 30.006130992187536, - 30.019225093750038, + 30.01922509375004, 30.19026300781252, 30.64593506718745, 30.758808270312556, - 30.764177215624954, + 30.76417721562495, 30.78428088281248, 30.993005249999896, 31.014835810937484, 31.73682926562492, - 31.903261478125046, + 31.90326147812505, 32.372931734375015, 32.41336810156258, 32.423198667187535, @@ -1680,7 +1679,7 @@ 38.65322462499989, 38.83352660703122, 38.84162012499996, - 39.287318484374964, + 39.28731848437496, 39.72007440624998, 39.7940512648438, 39.973754556250015, @@ -1749,7 +1748,7 @@ 49.77714586484376, 50.359065839843765, 50.525404683593706, - 50.556807968750036, + 50.55680796875003, 50.61010880937499, 50.6998556539063, 51.49764453124999, @@ -1759,7 +1758,7 @@ 51.74514195703125, 51.75439982812509, 51.881607164062416, - 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-2.7274141468750486, + -2.727414146875049, -2.7241283632812383, -2.719341217968804, -2.713266625781216, @@ -9425,7 +9424,7 @@ -2.077676312499989, -2.033345650000001, -2.003058359375018, - -1.9643209859375474, + -1.9643209859375472, -1.937460900781275, -1.9320355445312316, -1.8817049609374408, @@ -9433,7 +9432,7 @@ -1.838883357812506, -1.797861492187394, -1.785446045312483, - -1.7693507031249283, + -1.7693507031249285, -1.763804747656195, -1.7332840624999335, -1.7320584843749884, @@ -9447,18 +9446,18 @@ -1.3884675609375563, -1.386344611718755, -1.364935390625078, - -1.3485898374999579, + -1.348589837499958, -1.346948219531214, -1.3133324460937956, - -1.3129604898437037, + -1.3129604898437035, -1.2749313390625048, -1.265159109374963, -1.2541138226562225, -1.164478724218725, - -1.1132771210938017, + -1.1132771210938015, -1.026147002343805, - -0.9739041101562407, - -0.9579455468749529, + -0.9739041101562408, + -0.9579455468749528, -0.9333009132813004, -0.921216481249985, -0.8916767953124918, @@ -9478,7 +9477,7 @@ -0.525486804687489, -0.452777156250022, -0.4255417890624358, - -0.41209574765628076, + -0.4120957476562808, -0.3960447109375309, -0.3718818835938009, -0.363579061718724, @@ -9490,7 +9489,7 @@ -0.0836858531249618, -0.05689089843758666, -0.02421188906248517, - 0.047095565624999836, + 0.04709556562499984, 0.049148796874987966, 0.06822613750000528, 0.07776615078125815, @@ -9520,23 +9519,23 @@ 0.74899222656245, 0.8348331249999319, 0.8785757812499924, - 0.9207599312500179, + 0.920759931250018, 0.9216833359374732, - 0.9395244507812777, + 0.9395244507812776, 0.942018042968698, 0.9493292609374748, - 0.9504274843750409, - 0.9739644843750739, + 0.9504274843750408, + 0.973964484375074, 1.0032418515625068, 1.0359412890625208, - 1.0759015390624427, + 1.075901539062443, 1.0987220601562058, 1.1085956960937438, 1.118762763281211, 1.1442620281250129, - 1.2081933281250485, + 1.2081933281250483, 1.2900300312498985, - 1.3172563437500457, + 1.3172563437500455, 1.3994988851562766, 1.478665359374986, 1.490501715624987, @@ -9550,12 +9549,12 @@ 1.7705598671875578, 1.8069100374999607, 1.813871900781237, - 1.8239767656250478, - 1.8583874874999537, + 1.823976765625048, + 1.8583874874999535, 1.9057164554687915, 1.9442713749999712, - 1.9480406562499866, - 1.9674865312499605, + 1.9480406562499863, + 1.9674865312499603, 1.9835932812500232, 2.0453099140625, 2.1100601156249468, @@ -9565,7 +9564,7 @@ 2.271744297656255, 2.343686828125101, 2.3478071390625246, - 2.4388152789063042, + 2.438815278906304, 2.5424472656250146, 2.6354472578125296, 2.6390150304687268, @@ -9582,10 +9581,10 @@ 3.314682650000009, 3.322086312500005, 3.389368437500025, - 3.5261255781249474, + 3.526125578124947, 3.5615759218750327, 3.5701146492187945, - 3.5744619843749206, + 3.574461984374921, 3.6610601093750574, 3.696644810937528, 3.8719232382812834, @@ -9632,7 +9631,7 @@ 7.085897017187449, 7.304301390625028, 7.341449026562486, - 7.4035719390625445, + 7.403571939062544, 7.507048988281213, 7.543483375000051, 7.747235453125086, @@ -9653,51 +9652,51 @@ 8.957603367187403, 9.015951434374983, 9.036400038281272, - 9.398207304687503, - 9.489523403906219, + 9.398207304687505, + 9.48952340390622, 9.8717352695312, 9.99818119921872, 10.099525289062512, 10.147536613281204, 10.455279552343768, - 10.517536745312555, + 10.517536745312556, 10.748851140624993, 11.043277796874918, 11.17791306250001, - 11.294645367187513, - 11.302172144531255, + 11.294645367187512, + 11.302172144531257, 11.330158548437453, - 11.718125072656221, + 11.71812507265622, 11.888033718749966, 12.034175374999904, 12.061107375000006, - 12.095291167187497, - 12.320205307031301, + 12.095291167187495, + 12.3202053070313, 12.801476159375056, - 12.902973164062587, + 12.902973164062589, 13.064439406250017, 13.1475448226563, - 13.196002671875021, + 13.19600267187502, 13.378586937499904, 13.41525390859374, - 13.466813294531221, + 13.46681329453122, 13.511866686718804, 13.555209015624996, - 13.772918340624983, + 13.772918340624985, 14.070208132812468, 14.132024203124956, 14.3296201093749, 14.94623523437508, 15.031919453125056, 15.086477531250011, - 15.099940437499981, + 15.09994043749998, 15.197061953125058, 15.466678937500092, 16.92528010937508, 17.158893892968763, 17.893640515625066, 18.389397391406305, - 18.513518195312486, + 18.51351819531249, 18.526802593750062, 19.361334084375017, 19.614906771874985, @@ -9706,17 +9705,17 @@ 20.560942576562525, 21.59009918749996, 21.68044440234371, - 22.178031015625038, - 22.746015416406294, + 22.17803101562504, + 22.746015416406298, 22.74836278125008, - 23.585894192968794, + 23.58589419296879, 24.164016085937533, 25.654633343749992, 27.500820578124944, 28.40721898437505, 31.34555923906248, 31.54726141406252, - 31.858950443750018, + 31.858950443750015, 32.16891641718746, 32.25651649531255, 32.48674426718753, @@ -9732,7 +9731,7 @@ 69.35122863593745, 98.8402238242187, 102.18837611718754, - 104.72415611874999 + 104.72415611875 ], "yaxis": "y" } diff --git a/neuralprophet/time_net.py b/neuralprophet/time_net.py index 8393f3f05..422ea4f62 100644 --- a/neuralprophet/time_net.py +++ b/neuralprophet/time_net.py @@ -1,5 +1,4 @@ import logging -import math from collections import OrderedDict from functools import reduce from typing import Dict, List, Optional, Union diff --git a/neuralprophet/utils.py b/neuralprophet/utils.py index 10fa63f43..f656f9e64 100644 --- a/neuralprophet/utils.py +++ b/neuralprophet/utils.py @@ -9,15 +9,13 @@ import numpy as np import pandas as pd -import pytorch_lightning as pl import torch from lightning_fabric.utilities.seed import seed_everything from neuralprophet import utils_torch -from neuralprophet.logger import ProgressBar if TYPE_CHECKING: - from neuralprophet.configure import ConfigEvents, ConfigLaggedRegressors, ConfigSeasonality, Train + from neuralprophet.configure import ConfigEvents, ConfigLaggedRegressors, ConfigSeasonality log = logging.getLogger("NP.utils") diff --git a/tests/debug/debug-energy-price-daily.ipynb b/tests/debug/debug-energy-price-daily.ipynb index e94b8d756..5c313798f 100644 --- a/tests/debug/debug-energy-price-daily.ipynb +++ b/tests/debug/debug-energy-price-daily.ipynb @@ -7,15 +7,13 @@ "outputs": [], "source": [ "import os\n", - "import pathlib\n", "\n", - "import numpy as np\n", "import pandas as pd\n", "import plotly.graph_objects as go\n", "from plotly.subplots import make_subplots\n", "from plotly_resampler import unregister_plotly_resampler\n", "\n", - "from neuralprophet import NeuralProphet, set_random_seed" + "from neuralprophet import NeuralProphet" ] }, { @@ -2742,9 +2740,9 @@ "y": [ 143.43609619140625, 135.48594665527344, - 127.09947967529297, + 127.09947967529295, 117.2962646484375, - 105.09925079345703, + 105.09925079345705, 92.14432525634766, 77.86985778808594, 64.54895782470703, @@ -2947,13 +2945,13 @@ 22.149394989013672, 18.146156311035156, 15.874248504638672, - 13.956371307373047, + 13.956371307373049, 12.686870574951172, 12.111004829406738, 11.128003120422363, 10.670586585998535, - 10.142912864685059, - 9.753583908081055, + 10.14291286468506, + 9.753583908081056, 9.37549114227295, 8.891655921936035, 8.679320335388184, @@ -3132,32 +3130,32 @@ 154.13392639160156, 138.792236328125, 122.26882934570312, - 103.49633026123047, + 103.49633026123048, 85.18400573730469, 67.08615112304688, 51.43393325805664, 39.75190353393555, - 31.732791900634766, + 31.73279190063477, 25.757240295410156, - 21.671504974365234, + 21.67150497436523, 18.89421844482422, 17.007471084594727, 15.788640975952148, - 14.904444694519043, + 14.904444694519045, 14.345660209655762, 13.77869701385498, 13.35624885559082, 12.947565078735352, 12.621322631835938, 12.42406177520752, - 12.048542976379395, + 12.048542976379396, 11.812912940979004, 11.521103858947754, 11.309612274169922, 11.095582962036133, - 10.940746307373047, - 10.774717330932617, - 10.604714393615723, + 10.940746307373049, + 10.774717330932615, + 10.604714393615724, 10.458870887756348, 10.335941314697266, 10.20355224609375, @@ -3167,20 +3165,20 @@ 9.837393760681152, 9.782085418701172, 9.71113395690918, - 9.603452682495117, + 9.603452682495115, 9.572030067443848, 9.490266799926758, - 9.437577247619629, + 9.437577247619627, 9.374385833740234, - 9.324484825134277, + 9.324484825134276, 9.275161743164062, 9.204185485839844, - 9.167811393737793, + 9.167811393737791, 9.167725563049316, 9.087477684020996, - 9.035632133483887, - 9.038439750671387, - 9.033820152282715, + 9.035632133483888, + 9.038439750671388, + 9.033820152282717, 8.916996955871582, 8.941885948181152, 8.923497200012207, @@ -3253,7 +3251,7 @@ 7.981836795806885, 7.997666358947754, 7.980894565582275, - 7.9662675857543945, + 7.966267585754395, 7.989049434661865, 7.990255832672119, 7.987051010131836, @@ -3268,14 +3266,14 @@ 7.9886651039123535, 7.953586578369141, 7.985530853271484, - 7.9714179039001465, + 7.971417903900147, 7.937840938568115, 7.946067810058594, - 7.9657487869262695, + 7.965748786926269, 7.939499855041504, 7.955323219299316, 7.962331771850586, - 7.9716315269470215, + 7.971631526947021, 7.9671454429626465, 7.910948753356934, 7.939437389373779, @@ -3332,20 +3330,20 @@ 35.19166946411133, 28.896276473999023, 23.67167091369629, - 20.757844924926758, + 20.75784492492676, 18.159439086914062, 16.34124755859375, - 15.578967094421387, - 14.339864730834961, - 13.743439674377441, - 13.038182258605957, - 12.527745246887207, + 15.578967094421388, + 14.33986473083496, + 13.74343967437744, + 13.038182258605955, + 12.527745246887209, 12.108820915222168, 11.39852237701416, 11.142216682434082, 10.580267906188965, 10.415159225463867, - 10.236059188842773, + 10.236059188842772, 9.639653205871582, 9.63109302520752, 9.284634590148926, @@ -3373,7 +3371,7 @@ 7.802868366241455, 7.517668724060059, 7.611937522888184, - 7.5360260009765625, + 7.536026000976563, 7.54149866104126, 7.460668087005615, 7.556337833404541, @@ -3381,13 +3379,13 @@ 7.244262218475342, 7.377976894378662, 7.351277828216553, - 7.3482747077941895, + 7.348274707794189, 7.474165916442871, 7.184271335601807, 7.459147930145264, 7.245712757110596, 7.363207817077637, - 7.2751054763793945, + 7.275105476379395, 7.194803237915039, 7.742818832397461, 7.229586601257324, @@ -3517,13 +3515,13 @@ 1.438274621963501, 1.3031741380691528, 1.1342400312423706, - 0.9568426609039307, + 0.9568426609039308, 0.7651501297950745, 0.5906912088394165, - 0.42457595467567444, + 0.4245759546756744, 0.28494879603385925, - 0.18541963398456573, - 0.12280916422605515, + 0.1854196339845657, + 0.12280916422605516, 0.08253045380115509, 0.05908374488353729, 0.045015525072813034, @@ -3548,66 +3546,66 @@ 0.013667521998286247, 0.013306277804076672, 0.013051344081759453, - 0.012783195823431015, - 0.012631537392735481, + 0.012783195823431017, + 0.01263153739273548, 0.012361946515738964, 0.01221726555377245, - 0.012002869509160519, + 0.01200286950916052, 0.011728103272616863, - 0.011642303317785263, + 0.011642303317785265, 0.01153512205928564, - 0.011359604075551033, + 0.011359604075551031, 0.011243424378335476, 0.011124957352876663, - 0.010983385145664215, + 0.010983385145664217, 0.010861300863325596, - 0.010757978074252605, + 0.010757978074252604, 0.01072550006210804, - 0.010603840462863445, + 0.010603840462863444, 0.01043437048792839, 0.010389779694378376, 0.01042866799980402, 0.010185223072767258, 0.01018054224550724, 0.010157272219657898, - 0.010052771307528019, + 0.01005277130752802, 0.009961496107280254, 0.009926695376634598, 0.010107691399753094, 0.010052219033241272, 0.009860780090093613, 0.009796920232474804, - 0.009659620001912117, - 0.009669416584074497, + 0.009659620001912115, + 0.009669416584074495, 0.009740463458001614, - 0.009685352444648743, + 0.009685352444648744, 0.009758882224559784, 0.00968647189438343, 0.009594249539077282, - 0.009503152221441269, + 0.009503152221441267, 0.009613421745598316, - 0.009506559930741787, + 0.009506559930741789, 0.009536877274513245, 0.009466818533837795, - 0.009537328965961933, + 0.009537328965961931, 0.00939310435205698, 0.009370439685881138, 0.009348894469439983, 0.009372526779770851, - 0.009352637454867363, + 0.009352637454867365, 0.009372252970933914, - 0.009319090284407139, + 0.00931909028440714, 0.00925940927118063, 0.00949232280254364, 0.009264430962502956, - 0.009254111908376217, + 0.009254111908376215, 0.009267047047615051, 0.009141500107944012, - 0.009114906191825867, - 0.009125090204179287, + 0.009114906191825868, + 0.009125090204179289, 0.009047559462487698, 0.00899357721209526, - 0.009009665809571743, + 0.009009665809571745, 0.009014859795570374, 0.008734664879739285, 0.008871261961758137, @@ -3708,10 +3706,10 @@ 2.6068949699401855, 2.4048821926116943, 2.1693456172943115, - 1.8968112468719482, + 1.896811246871948, 1.5851978063583374, 1.268556833267212, - 0.9752049446105957, + 0.9752049446105956, 0.7073301076889038, 0.4647478759288788, 0.2885022759437561, @@ -3720,30 +3718,30 @@ 0.09338273108005524, 0.07223121076822281, 0.055430226027965546, - 0.044925983995199203, + 0.0449259839951992, 0.0408354252576828, 0.03459807485342026, 0.03177991509437561, 0.02860197052359581, - 0.026406308636069298, + 0.026406308636069294, 0.024669798091053963, 0.02186044678092003, 0.020888393744826317, - 0.018834548071026802, + 0.0188345480710268, 0.018251296132802963, 0.0176289901137352, 0.015634525567293167, 0.015606770291924477, 0.014504123479127884, - 0.014213242568075657, + 0.014213242568075655, 0.013506213203072548, 0.013507341034710407, - 0.013092069886624813, + 0.013092069886624811, 0.01259806752204895, 0.012312711216509342, 0.012101548723876476, 0.011576375924050808, - 0.011792309582233429, + 0.011792309582233427, 0.011884184554219246, 0.0108066750690341, 0.01086135022342205, @@ -3759,23 +3757,23 @@ 0.010244021192193031, 0.009508855640888214, 0.00974882673472166, - 0.009555350989103317, + 0.009555350989103316, 0.00956923607736826, - 0.009365205653011799, + 0.0093652056530118, 0.009606932289898396, - 0.009234065189957619, + 0.00923406518995762, 0.008829787373542786, 0.009158754721283913, 0.00909258984029293, - 0.009085160680115223, - 0.009399124421179295, + 0.009085160680115225, + 0.009399124421179296, 0.008684150874614716, 0.0093613900244236, 0.008833322674036026, 0.009122125804424286, 0.008905135095119476, 0.008709629997611046, - 0.010086954571306705, + 0.010086954571306704, 0.008794048801064491, 0.009000844322144985, 0.009069147519767284, @@ -3785,8 +3783,8 @@ 0.008159182965755463, 0.008897257968783379, 0.008751217275857925, - 0.009903972037136555, - 0.009739037603139877, + 0.009903972037136556, + 0.009739037603139876, 0.008776136673986912, 0.008600345812737942, 0.008664951659739017, @@ -3795,7 +3793,7 @@ 0.008997299708425999, 0.008710688911378384, 0.008756761439144611, - 0.009341850876808167, + 0.009341850876808168, 0.007902157492935658, 0.008648388087749481, 0.008770559914410114, @@ -3839,9 +3837,9 @@ 0.007943027652800083, 0.007414448074996471, 0.007507779635488987, - 0.0075744567438960075, + 0.007574456743896008, 0.007589838933199644, - 0.0076577430590987206, + 0.00765774305909872, 0.007733943872153759, 0.00761417206376791, 0.007679890375584364, @@ -3877,12 +3875,12 @@ 0.00759010249748826, 0.007583214435726404, 0.007578676100820303, - 0.0075747971422970295, + 0.007574797142297029, 0.007583491504192352, 0.007583528757095337, - 0.0075811236165463924, + 0.007581123616546392, 0.007582125719636679, - 0.0075814807787537575, + 0.007581480778753757, 0.00758162559941411 ], "yaxis": "y3" diff --git a/tests/debug/debug-energy-price-hourly.ipynb b/tests/debug/debug-energy-price-hourly.ipynb index f78de7a04..d53f1f1fa 100644 --- a/tests/debug/debug-energy-price-hourly.ipynb +++ b/tests/debug/debug-energy-price-hourly.ipynb @@ -7,8 +7,6 @@ "outputs": [], "source": [ "import os\n", - "import pathlib\n", - "import torch\n", "\n", "import numpy as np\n", "import pandas as pd\n", @@ -16,7 +14,7 @@ "from plotly.subplots import make_subplots\n", "from plotly_resampler import unregister_plotly_resampler\n", "\n", - "from neuralprophet import NeuralProphet, set_random_seed, set_log_level\n", + "from neuralprophet import NeuralProphet, set_log_level\n", "\n", "set_log_level(\"INFO\")" ] @@ -550,10 +548,10 @@ 0.4953157603740692, 0.4818778932094574, 0.4735223650932312, - 0.47175300121307373, + 0.4717530012130738, 0.4704058766365051, 0.4707088768482208, - 0.46935251355171204, + 0.469352513551712, 0.468860924243927 ], "yaxis": "y" @@ -714,7 +712,7 @@ "xaxis": "x4", "y": [ 0.0028570329304784536, - 0.009130113758146763, + 0.009130113758146765, 0.00918674748390913, 0.0029136640951037407, 0.001063643372617662, diff --git a/tests/debug/debug-yosemite.ipynb b/tests/debug/debug-yosemite.ipynb index a7a2b0e56..3f395cc46 100644 --- a/tests/debug/debug-yosemite.ipynb +++ b/tests/debug/debug-yosemite.ipynb @@ -7,7 +7,6 @@ "outputs": [], "source": [ "import os\n", - "import pathlib\n", "import time\n", "\n", "import numpy as np\n", @@ -1532,10 +1531,10 @@ "y": [ 14.104900360107422, 3.877772331237793, - 1.9105761051177979, + 1.910576105117798, 1.3058905601501465, 1.151788353919983, - 1.1016751527786255, + 1.1016751527786257, 1.0752294063568115, 1.0632760524749756, 1.043370246887207, @@ -1546,27 +1545,27 @@ 0.9938823580741882, 0.9808868765830994, 0.9668685793876648, - 0.9661275744438171, + 0.9661275744438172, 0.95363450050354, 0.9633551239967346, - 0.9483340382575989, - 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19.468660670318222, + 19.468660670318226, 19.49534184373148, 19.515352723791416, 19.53314017273359, @@ -18797,7 +18796,7 @@ 19.560933061705725, 19.579832226206783, 19.599843106266725, - 19.616518839650006, + 19.61651883965001, 19.635418004151056, 19.655428884211, 19.674328048712056, @@ -18807,14 +18806,14 @@ 19.757706715628473, 19.76660044009956, 19.785499604600616, - 19.814404209131638, - 19.833189048651654, + 19.81440420913164, + 19.833189048651658, 19.836176115552583, - 19.842523632717054, - 19.848497766518918, + 19.842523632717057, + 19.84849776651892, 19.85484528368339, 19.86119280084786, - 19.867540318012338, + 19.867540318012335, 19.87426121853943, 19.883222419242216, 19.886209486143144, @@ -18843,18 +18842,18 @@ 19.888150145109663, 19.81067774919208, 19.785886582498463, - 19.702216394907474, + 19.70221639490747, 19.627842894826607, 19.57516166560265, 19.5224804363787, 19.472898102991444, - 19.420216873767494, + 19.420216873767497, 19.367535644543537, 19.31485441531958, 19.262173186095637, 19.259074290258923, 19.15990962348443, - 19.107228394260474, + 19.10722839426047, 19.054547165036524, 19.001865935812567, 18.949184706588618, @@ -18863,13 +18862,13 @@ 18.79423991475346, 18.741558685529505, 18.688877456305555, - 18.636196227081598, + 18.6361962270816, 18.58351499785764, 18.5308337686337, 18.50058737544728, 18.527783432072233, 18.547884865229804, - 18.567986298387382, + 18.567986298387385, 18.588087731544952, 18.58927016878952, 18.627108160615535, @@ -18882,15 +18881,15 @@ 18.76663575547399, 18.78673718863157, 18.806838621789147, - 18.826940054946718, + 18.82694005494672, 18.828122492191277, 18.865960484017307, - 18.886061917174878, + 18.88606191717488, 18.90616335033245, 18.92626478349002, 18.946366216647597, 18.966467649805175, - 18.967650087049734, + 18.967650087049737, 19.005488078875757, 19.025589512033328, 19.045690945190906, @@ -18902,8 +18901,8 @@ 19.372248062114707, 19.44046291361822, 19.508677765121725, - 19.512690403445454, - 19.641094829805006, + 19.512690403445458, + 19.64109482980501, 19.70930968130852, 19.777524532812023, 19.84573938431553, @@ -18913,14 +18912,14 @@ 20.114586152005828, 20.18280100350934, 20.251015855012852, - 20.319230706516358, + 20.31923070651636, 20.387445558019863, 20.42355930293349, 20.51986262270315, 20.588077474206656, 20.65629232571016, - 20.724507177213674, - 20.792722028717186, + 20.72450717721367, + 20.792722028717183, 20.796734667040916, 20.92513909340046, 20.993353944903973, @@ -18932,14 +18931,14 @@ 21.067038807142858, 21.072053281638276, 21.07706775613368, - 21.082082230629098, + 21.082082230629094, 21.08709670512451, 21.089751426916195, 21.09683068502737, 21.10184515952279, 21.1068596340182, 21.11187410851361, - 21.116888583009022, + 21.116888583009025, 21.11718355209699, 21.126622562911884, 21.131637037407295, @@ -18963,13 +18962,13 @@ 20.720908015985877, 20.656350789974375, 20.591793563962867, - 20.527236337951358, + 20.52723633795136, 20.462679111939856, 20.458881628056822, 20.337362143799872, 20.272804917788363, 20.269007433905337, - 20.174070336829594, + 20.17407033682959, 20.11331059470112, 20.048753368689617, 19.98039865879508, @@ -18987,7 +18986,7 @@ 18.986493601025003, 18.7877406801555, 18.49545697299444, - 18.390234838416482, + 18.39023483841648, 18.19148191754698, 18.00442034496389, 17.68875394122996, @@ -19001,30 +19000,30 @@ 16.133804619133223, 16.016891136268796, 15.829829563685736, - 15.642767991102675, - 15.432323721946721, + 15.642767991102676, + 15.43232372194672, 15.14004001478566, 15.03481788020771, 14.847756307624648, - 14.637312038468695, + 14.637312038468696, 14.438559117599189, 14.263188893302546, 14.052744624146596, 13.760460916985556, 13.581912738845284, - 13.500481372197223, + 13.500481372197225, 13.346666568528656, 13.201899694487649, 13.048084890819082, - 12.821886650129999, + 12.82188665013, 12.740455283481948, - 12.586640479813381, + 12.58664047981338, 12.432825676144814, 12.288058802103803, 12.134243998435236, 11.98042919476667, - 11.826614391098103, - 11.672799587429525, + 11.826614391098104, + 11.672799587429523, 11.518984783760958, 11.292786543071886, 11.211355176423824, @@ -19032,17 +19031,17 @@ 10.90372556908669, 10.749910765418123, 10.596095961749556, - 10.442281158080979, + 10.44228115808098, 10.306562213667538, 10.152747409998971, 9.998932606330404, 9.772734365641336, 9.69130299899326, - 9.537488195324693, + 9.537488195324691, 9.30224202500805, 9.173463868026124, 9.09963412924814, - 9.070922564167821, + 9.07092256416782, 9.001194477544177, 8.898653173685881, 8.865839956451227, @@ -19078,31 +19077,31 @@ 8.404599166479821, 8.622994077843353, 8.828542229714925, - 9.046937141078457, + 9.046937141078455, 9.380952887869713, - 9.483726963805521, + 9.48372696380552, 9.702121875169054, 9.920516786532586, 10.126064938404133, 10.46008068519541, - 10.562854761131197, - 10.781249672494729, - 10.999644583858261, + 10.562854761131195, + 10.781249672494727, + 10.99964458385826, 11.230886254713754, 11.539208482521088, 11.75760339388462, 11.860377469820405, 12.194393216611685, - 12.515562203911001, + 12.515562203911, 12.618336279846764, 12.93950526714608, 13.157900178509612, 13.376295089873144, 13.481343847026606, - 13.862502380719159, + 13.86250238071916, 13.877162324322706, - 14.346280519636613, - 14.595499560897101, + 14.346280519636611, + 14.5954995608971, 14.844718602157611, 15.093937643418124, 15.343156684678634, @@ -19127,7 +19126,7 @@ 20.034338637817555, 20.048998581421102, 20.518116776734963, - 20.644765967502586, + 20.644765967502583, 20.906528200136684, 21.08452651832787, 21.262524836519056, @@ -19146,7 +19145,7 @@ 23.555561994393656, 23.639325908836575, 23.90108814147068, - 24.079086459661838, + 24.07908645966184, 24.257084777853024, 24.43508309604421, 24.613081414235396, @@ -19165,17 +19164,17 @@ 26.435649234556507, 26.441853333905335, 26.640384513067893, - 26.745854201997986, - 26.851323890928086, + 26.745854201997982, + 26.85132389092809, 26.956793579858186, 27.0622632687883, 27.068467368137128, 27.26699854729967, 27.37246823622977, 27.47793792515988, - 27.583407614089978, - 27.688877303020078, - 27.695081402368906, + 27.583407614089975, + 27.68887730302008, + 27.695081402368903, 27.893612581531464, 27.999082270461564, 28.104551959391664, @@ -19188,26 +19187,26 @@ 28.785719378242405, 28.827140812373308, 28.85530738758233, - 28.856964244947562, + 28.85696424494756, 28.90998368063513, 28.93815025584415, 28.966316831053163, 28.994483406262184, 29.022649981471204, 29.024306838836445, - 29.077326274523998, + 29.077326274524, 29.105492849733025, 29.13365942494204, 29.16182600015106, 29.18999257536008, 29.191649432725313, 29.244668868412873, - 29.272835443621894, + 29.272835443621897, 29.30100201883092, 29.329168594039928, 29.357335169248948, 29.385501744457976, - 29.387158601823202, + 29.3871586018232, 29.44017803751077, 29.46834461271979, 29.49651118792881, @@ -19239,20 +19238,20 @@ 28.377708859157167, 28.321802431498227, 28.269184617230984, - 28.209989576180334, + 28.209989576180337, 28.157371761913097, - 28.101465334254158, + 28.10146533425416, 28.01596138606989, 27.992941092327975, 27.937034664669028, 27.85153071648476, 27.82522180935115, - 27.769315381692202, + 27.7693153816922, 27.713408954033262, 27.66079113976602, 27.60488471210708, 27.548978284448133, - 27.493071856789186, + 27.493071856789182, 27.410856521996628, 27.377970388079603, 27.32864118720407, @@ -19265,7 +19264,7 @@ 26.940584806983168, 26.881389765932525, 26.82877195166529, - 26.772865524006342, + 26.772865524006345, 26.716959096347395, 26.661052668688455, 26.608434854421212, @@ -19290,7 +19289,7 @@ 25.55278995568471, 25.500172141417472, 25.440977100366823, - 25.388359286099586, + 25.388359286099583, 25.33245285844064, 25.2765464307817, 25.223928616514456, @@ -19308,7 +19307,7 @@ 24.55634009799885, 24.503722283731612, 24.418218335547344, - 24.391909428413726, + 24.39190942841373, 24.33600300075478, 24.253787665962214, 24.2241901454369, @@ -19338,9 +19337,9 @@ 22.895590335189077, 22.81337500039652, 22.7870660932629, - 22.731159665603954, + 22.73115966560395, 22.645655717419693, - 22.589749289760746, + 22.589749289760743, 22.563440382627128, 22.50753395496819, 22.44833891391754 @@ -19395,7 +19394,7 @@ -1.1976579427719116, 0.520697832107544, 0.963047206401825, - -0.36859816312789917, + -0.3685981631278992, -0.9724488258361816, 0.7323274612426758, 0.6929634213447571, @@ -19408,13 +19407,13 @@ 0.9504795670509338, -0.2320098727941513, -1.0911118984222412, - 1.3453450202941895, + 1.3453450202941897, 0.8893485069274902, -1.168222188949585, -1.2859922647476196, -2.4805290699005127, 0.8306548595428467, - 1.5542938709259033, + 1.554293870925903, 5.3257856369018555, 0.5697658061981201, -1.3164734840393066, diff --git a/tests/test_save.py b/tests/test_save.py index 1aeab44fe..50bab1919 100644 --- a/tests/test_save.py +++ b/tests/test_save.py @@ -6,7 +6,6 @@ import pathlib import pandas as pd -import pytest from neuralprophet import NeuralProphet, load, save diff --git a/tests/test_train_config.py b/tests/test_train_config.py index e1ecbde8b..6867a9bb7 100644 --- a/tests/test_train_config.py +++ b/tests/test_train_config.py @@ -1,14 +1,12 @@ #!/usr/bin/env python3 -import io import logging import os import pathlib import pandas as pd -import pytest -from neuralprophet import NeuralProphet, df_utils, load, save +from neuralprophet import NeuralProphet log = logging.getLogger("NP.test") log.setLevel("ERROR") @@ -52,7 +50,7 @@ def test_custom_lr_scheduler(): scheduler="CosineAnnealingWarmRestarts", scheduler_args={"T_0": 5, "T_mult": 2}, ) - metrics = m.fit(df, freq="D") + _ = m.fit(df, freq="D") # Set in NeuralProphet(), no args m = NeuralProphet( epochs=EPOCHS, @@ -60,11 +58,11 @@ def test_custom_lr_scheduler(): learning_rate=LR, scheduler="StepLR", ) - metrics = m.fit(df, freq="D") + _ = m.fit(df, freq="D") # Set in fit() m = NeuralProphet(epochs=EPOCHS, batch_size=BATCH_SIZE, learning_rate=LR) - metrics = m.fit( + _ = m.fit( df, freq="D", scheduler="ExponentialLR", @@ -73,7 +71,7 @@ def test_custom_lr_scheduler(): # Set in fit(), no args m = NeuralProphet(epochs=EPOCHS, batch_size=BATCH_SIZE, learning_rate=LR) - metrics = m.fit( + _ = m.fit( df, freq="D", scheduler="OneCycleLR", diff --git a/tests/test_utils.py b/tests/test_utils.py index d076d3d28..c675f83d2 100644 --- a/tests/test_utils.py +++ b/tests/test_utils.py @@ -39,7 +39,7 @@ def test_create_dummy_datestamps(): _ = m.fit(df_dummy) _ = m.make_future_dataframe(df_dummy, periods=365, n_historic_predictions=True) - + def test_no_log(): df = pd.read_csv(PEYTON_FILE, nrows=NROWS) m = NeuralProphet(epochs=EPOCHS, batch_size=BATCH_SIZE, learning_rate=LR)